diff --git a/.ipynb_checkpoints/Solution1-checkpoint.ipynb b/.ipynb_checkpoints/Solution1-checkpoint.ipynb new file mode 100644 index 0000000..909a499 --- /dev/null +++ b/.ipynb_checkpoints/Solution1-checkpoint.ipynb @@ -0,0 +1,3376 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Written text as operational data\n", + "\n", + "Written text is one type of data\n", + "\n", + "### Why people write?\n", + "\n", + " - To communicate: their thoughts, feelings, urgency, needs, information\n", + "\n", + "### Why people communicate?\n", + "\n", + "1. To express emotions\n", + "1. To share information\n", + "1. To enable or elicit an action\n", + "1. ...\n", + "\n", + "### We will use written text for the purpose other than \n", + "1. To experience emotion\n", + "1. To learn something the author intended us to learn\n", + "1. To do what the author intended us to do\n", + "\n", + "### Instead, we will use written text to recognize who wrote it\n", + " - By calculating and comparing word frequencies in written documents" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 1. Dictionaries in python (associative arrays)\n", + "\n", + "Plot the frequency distribution of words on a web page." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (, line 8)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m8\u001b[0m\n\u001b[1;33m file = open(C:\\Users\\Kevin\\Documents\\Papers.txt)\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "import requests, re\n", + "# re is a module for regular expressions: to detect various combinations of characters\n", + "import operator\n", + "\n", + "# Start from a simple document\n", + "#r = requests .get('http://eecs.utk.edu')\n", + "\n", + "file = open(C:\\Users\\Kevin\\Documents\\Papers.txt)\n", + "\n", + "for line in file:\n", + " for word in line:\n", + " t += word;\n", + "# What comes back includes headers and other HTTP stuff, get just the body of the response\n", + "\n", + "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n", + "wds = re.split('\\s+',t)\n", + "\n", + "# now populate a dictionary (wf)\n", + "wf = {}\n", + "for w in wds:\n", + " if w in wf: wf [w] = wf [w] + 1\n", + " else: wf[w] = 1\n", + "\n", + "# dictionaries can not be sorted, so lets get a sorted *list* \n", + "wfs = sorted (wf .iteritems(), key = operator .itemgetter (1), reverse=True) \n", + "\n", + "# lets just have no more than 15 words \n", + "ml = min(len(wfs),15)\n", + "for i in range(1,ml,1):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 2\n", + "\n", + "Lots of markup in the output, lets remove it --- \n", + "\n", + "use BeautifulSoup and nltk modules and practice some regular expressions." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package 'stopwords' to\n", + "[nltk_data] /home/audris/nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import requests, re, nltk\n", + "from BeautifulSoup import BeautifulStoneSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "import pymongo, json\n", + "\n", + "# we may not care about the usage of stop words\n", + "nltk .download ('stopwords')\n", + "#stop_words = nltk.corpus.stopwords.words('english') + [\n", + "# 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + "# '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "#enhanced by rjlusk10\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must']\n", + "\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " return BeautifulStoneSoup(clean_html(html),\n", + " convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "def saveUrl (URL):\n", + " client = pymongo.MongoClient(host=\"localhost\",port=37017)\n", + " # Get a reference to a particular database\n", + " db = client['Assignment1']\n", + " # Reference a particular collection in the database\n", + " coll = db['texts']\n", + " check = coll.find_one({'url':URL})\n", + " if check == None:\n", + " r = requests .get(URL)\n", + " check = { 'url' : URL, 'text': json.JSONEncoder ().encode (r.text) }\n", + " coll.insert( check )\n", + " #Unjsonify\n", + " return json.JSONDecoder ().decode (check['text'])\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('http://eecs.utk.edu')\n", + "(wf_bu, tw_bu) = get_wf('http://bus.utk.edu')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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r166hV69esLGxgZ2dHUaPHo1nz54BeHGZxcfHB/PmzYO1tTUqVaqEjRs3YvPm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\nGFPJ/wNUS3muDJCN+gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " f = plt.figure (figsize=(10, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Assignment 1\n", + "\n", + "1. Compare word frequencies between two works of a single author.\n", + "1. Compare word frequencies between works of two authors.\n", + "1. Are there some words preferred by one author but used less frequently by another author?\n", + "\n", + "Extra credit\n", + "\n", + "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n", + "\n", + "Project Gutenberg is a good source of for fiction and non-fiction.\n", + "\n", + "E.g below are two most popular books from Project Gutenberg:\n", + "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n", + "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Solution from djshouse" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second solution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'shall', 72), (u'doth', 75), (u'whose', 77), (u'first', 83), (u'love', 86), (u'project', 87), (u'light', 92), (u'yet', 96), (u'hath', 97), (u'may', 97), (u'thus', 120), (u'thee', 132), (u'one', 134), (u'thy', 170)] 20277 [(u'hath', 63), (u'guide', 63), (u'shall', 64), (u'canto', 68), (u'enlarge', 75), (u'size', 77), (u'may', 78), (u'project', 87), (u'us', 91), (u'yet', 94), (u'thee', 131), (u'thy', 169), (u'one', 193), (u'thus', 198)] 21433\n" + ] + }, + { + "data": { + "image/png": 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ihXh5eanPv/rqK1EURSIjI3PM/++//xZnZ2fR6XTqOMMv/ezFS/ZY9u/fn2M+tWrVMirq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\nr+wyFbW6pam7QEQPjLGzLoxrZC4sMqnjVUpERI3H2Elk3nj4lYiIiMg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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now populate two lists \n", + "(wf_par, tw_par) = get_wf('http://www.gutenberg.org/files/8799/8799-h/8799-h.htm')\n", + "(wf_hell, tw_hell) = get_wf('http://www.gutenberg.org/files/8789/8789-h/8789-h.htm')\n", + "print wf_par, tw_par, wf_hell, tw_hell\n", + "plotTwoLists (wf_par, wf_hell, 'Most Frequent Words From \"Paradise\" and \"Hell\"')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "As expected, virtually all of the words are the same between the two lists. The word \"full\" appears in the second list (\"Hell\"), and not in the first. Conversely, the word \"light\" appears in \"Paradise\" much more frequently than it does in \"Hell.\"\n", + "\n", + "### Part 2: Comparing two works from different authors: \"Moby Dick\" and \"The Adventures of Huckleberry Finn\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'long', 310), (u'sea', 328), (u'yet', 334), (u'ship', 351), (u'though', 359), (u'ye', 369), (u'whales', 376), (u'ahab', 383), (u'man', 384), (u'would', 424), (u'old', 439), (u'upon', 567), (u'like', 569), (u'whale', 860)] 111800 [(u'time', 292), (u'went', 294), (u'could', 301), (u'jim', 316), (u'get', 333), (u'dont', 334), (u'didnt', 340), (u'one', 371), (u'come', 374), (u'would', 404), (u'well', 444), (u'see', 464), (u'said', 473), (u'says', 612)] 55532\n" + ] + }, + { + "data": { + "image/png": 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kDgDmz5+PAwcOYN68edi/fz/at2+P7OxsbN++HZaWluJ9cqUREVq0aIH+/fvj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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_moby, tw_moby) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "(wf_huck, tw_huck) = get_wf('http://www.gutenberg.org/files/76/76-h/76-h.htm')\n", + "print wf_moby, tw_moby, wf_huck, tw_huck\n", + "plotTwoLists (wf_moby, wf_huck, 'Most Frequent Words From \"Moby Dick\" and \"Huck Finn\"')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I chose these two books because they were both written by American authors during roughly the same time period, and could both be considered adventure books. Noticably, though, only a few of the top 15 most common words match. This could be because the subject of the books is different, and that the authors came from different backgrounds and used different words.\n", + "\n", + "### Part 3:\n", + "\n", + "There are clearly some words that are more commonly used by one author than another. \"The Adventures of Huckleberry Finn\" includes the word \"says\" among the top 15, mostly because Mark Twain made frequent use of this word in grammatically incorrect ways to reflect the lack of education in his characters. Melville uses more formal words like \"upon\" and \"ye,\" which Twain does not.\n", + "\n", + "### Extra Credit:\n", + "\n", + "The word I will analyze is the word \"one.\" See the code below for the computation of binomial distributions for this word." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Paradise: P: 0.006608, LB: 0.005493, UB: 0.007724\n", + "Hell: P: 0.009005, LB: 0.007740, UB: 0.010270\n", + "Moby Dick: P: 0.007826, LB: 0.007310, UB: 0.008343\n", + "Huck Finn: P: 0.006681, LB: 0.006003, UB: 0.007358\n" + ] + } + ], + "source": [ + "import decimal\n", + "\n", + "def get_wf1 (URL, word):\n", + " # first get the web page\n", + " txt = saveUrl(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + "\n", + " #Return the count of the given word and the total words\n", + " decimal.getcontext().prec = 6\n", + " p = decimal.Decimal(wf[word]) / decimal.Decimal(tw)\n", + " n = decimal.Decimal(tw)\n", + " return (p, n)\n", + "\n", + "def binom_95_confint(URL, word, title):\n", + " p, n = get_wf1(URL, word)\n", + " high = p + (decimal.Decimal(1.96) * (p / n * (1 - p)) ** decimal.Decimal(0.5))\n", + " low = p - (decimal.Decimal(1.96) * (p / n * (1 - p)) ** decimal.Decimal(0.5))\n", + " print \"%s: P: %f, LB: %f, UB: %f\" % (title, p, low, high)\n", + "\n", + " \n", + "# Populate four lists \n", + "word = \"one\"\n", + "binom_95_confint('http://www.gutenberg.org/files/8799/8799-h/8799-h.htm', word, \"Paradise\")\n", + "binom_95_confint('http://www.gutenberg.org/files/8789/8789-h/8789-h.htm', word, \"Hell\")\n", + "binom_95_confint('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm', word, \"Moby Dick\")\n", + "binom_95_confint('http://www.gutenberg.org/files/76/76-h/76-h.htm', word, \"Huck Finn\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To perform this analysis, I modified the get_wf function from earlier and had it return instead the p and n values to be used in the binomial function. I then created a function binom_95_confint that calls get_wf and computes a 95% confidence interval based on the returned p and n values.\n", + "\n", + "The output above displays confidence intervals for the four different works analyzed in parts 1 and 2. P is the proportion of the word \"one\" relative to total words, LB is the lower bound of the 95% confidence interval, and UB is the upper bound of the interval (using a normal approximation).\n", + "\n", + "These results are exactly the opposite of what I expected. On the lists above showing \"Paradise\" and \"Hell,\" the word \"one\" occupies the second spot. It would seem, therefore, that the proportional use of this word would be similar for both works. The confidence intervals, however, do not overlap.\n", + "\n", + "Conversely, the word \"one\" is the most used word in \"Moby Dick,\" and is only the seventh most used word in \"Huck Finn.\" However, these confidence intervals overlap, indicating that the word is not necessarily more common to one author or the other." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Solution from ahota" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Word\t\tBinomial Dist.\n", + "tom:\t\t0.0168415529906\n", + "would:\t\t0.00624344176285\n", + "--------------------\n", + "one:\t\t0.00911816985305\n", + "would:\t\t0.00648584105619\n", + "--------------------\n", + "would:\t\t0.0168088556723\n", + "jurgis:\t\t0.0145667348234\n", + "--------------------\n", + "siddhartha:\t\t0.017698230177\n", + "one:\t\t0.010898910109\n", + "--------------------\n" + ] + }, + { + "data": { + "image/png": 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6QTFUz0tzfi5sy5YtmDp1Ki5cuAAg/7j19fVFs2bNsHv3br3jxJhjqrg2oFq1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WAeCNN97AmDFjoFKpEB4ejgcPHmD9+vVwdXXVeZWhovtq8eLFaNeuHV5++WX0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\n0tixYz2fnzm9JKWlpal169ay2+1q3769rrrqKs8ROAAVj82UdUGZxRQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "local = False #Whether or not to use local copies\n", + "num_compare = 15 #How many words to display/compare\n", + "\n", + "#Function that returns a sorted list of the words in the page at 'URL'\n", + "def get_words(URL):\n", + " text = BeautifulStoneSoup(clean_html(saveUrl(URL)), convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", + " \n", + " #Separate out the words in the text\n", + " words = re.split('\\s+',text.lower())\n", + " \n", + " #Remove punctuation from words\n", + " for i in range(len(words)):\n", + " words[i] = re.sub(r'[.,\"\\.]', \"\", words[i]) #This isn't perfect\n", + " \n", + " #Get the frequency of each word\n", + " word_dict = Counter(words)\n", + " \n", + " #and remove stop words from it\n", + " for word in stop_words:\n", + " word_dict.pop(word, None)\n", + " \n", + " #Sort the list of words\n", + " result = sorted(word_dict.iteritems(), key = operator.itemgetter(1), reverse = True)\n", + " \n", + " #Return the words in the list in reverse order (for numpy)\n", + " return result\n", + "\n", + "%matplotlib inline\n", + "def plot_results(words1, words2, title):\n", + " \n", + " #Reverse order\n", + " words1 = words1[::-1]\n", + " words2 = words2[::-1]\n", + " \n", + " #Find the number of common words\n", + " common = 0\n", + " wc1 = [w[0] for w in words1]\n", + " wc2 = [w[0] for w in words2]\n", + " for word in wc1:\n", + " if word in wc2:\n", + " common = common + 1\n", + " \n", + " title = title + \"\\n- \" + str(common) + \" common words -\"\n", + " \n", + " fig = plt.figure(figsize = (10, 8))\n", + " fig.suptitle(title, fontsize = 20)\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.spines['top'].set_color('none')\n", + " ax.spines['bottom'].set_color('none')\n", + " ax.spines['left'].set_color('none')\n", + " ax.spines['right'].set_color('none')\n", + " ax.tick_params(labelcolor = 'w', top = 'off', bottom = 'off', left = 'off', right = 'off', labelsize = 20)\n", + " \n", + " #Create the two plots\n", + " plot1 = fig.add_subplot(121)\n", + " plt.subplots_adjust(wspace = 0.5)\n", + " \n", + " pos = np.arange(len(words1) + 1) \n", + " plot1.tick_params(axis='both', which='major', labelsize=12)\n", + " pylab.yticks(pos, [ x[0] for x in words1 ])\n", + " plot1.barh(range(len(words1)), [ x[1] for x in words1 ], align='center')\n", + " \n", + " plot2 = fig.add_subplot(122)\n", + " plt.subplots_adjust(wspace = 0.5)\n", + " \n", + " pos = np.arange(len(words2) + 1) \n", + " plot2.tick_params(axis='both', which='major', labelsize=12)\n", + " pylab.yticks(pos, [ x[0] for x in words2 ])\n", + " plot2.barh(range(len(words2)), [ x[1] for x in words2 ], align='center')\n", + "\n", + "#The four books being used to compare authors:\n", + "# - The Adventures of Tom Sawyer - Mark Twain\n", + "# - Life on the Mississippi - Mark Twain\n", + "# - The Jungle - Upton Sinclair\n", + "# - Siddhartha - Hermann Hesse \n", + "\n", + "tom_sawyer = \"http://www.gutenberg.org/files/74/74-h/74-h.htm\"\n", + "mississippi = \"http://www.gutenberg.org/files/245/245-h/245-h.htm\"\n", + "jungle = \"http://www.gutenberg.org/files/140/140-h/140-h.htm\"\n", + "siddhartha = \"http://www.gutenberg.org/files/2500/2500-h/2500-h.htm\"\n", + "\n", + "#Grab the full list of words from each book\n", + "ts_words = get_words(tom_sawyer)\n", + "m_words = get_words(mississippi)\n", + "j_words = get_words(jungle)\n", + "s_words = get_words(siddhartha)\n", + "\n", + "#Get the total number of words overall from each book\n", + "ts_total = sum([w[1] for w in ts_words])\n", + "m_total = sum([w[1] for w in m_words])\n", + "j_total = sum([w[1] for w in j_words])\n", + "s_total = sum([w[1] for w in s_words])\n", + "\n", + "#Find each word's binomial distribution\n", + "ts_bdist = [ (w[0], w[1]/float(ts_total)) for w in ts_words ]\n", + "m_bdist = [ (w[0], w[1]/float(m_total)) for w in m_words ]\n", + "j_bdist = [ (w[0], w[1]/float(j_total)) for w in j_words ]\n", + "s_bdist = [ (w[0], w[1]/float(s_total)) for w in s_words ]\n", + "\n", + "#The above can be limited to [:num_compare] to reduce computation time\n", + "\n", + "title1 = \"Comparing the top \" + str(num_compare) + \" words in \\'The Adventures of Tom Sawyer\\' and \\'Life on the Mississippi\\'\"\n", + "plot_results( ts_words[:num_compare], m_words[:num_compare], title1 )\n", + "\n", + "title2 = \"Comparing the top \" + str(num_compare) + \" words in \\'The Jungle\\' and \\'Siddhartha\\'\"\n", + "plot_results( j_words[:num_compare], s_words[:num_compare], title2 )\n", + "\n", + "\n", + "print \"Word\\t\\tBinomial Dist.\"\n", + "for word in ts_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"\n", + "for word in m_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"\n", + "for word in j_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"\n", + "for word in s_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Discussion:\n", + "\n", + "From this limited sample, it's hard to really tell if this algorithm is capable\n", + "of detecting whether two works were written by the same author.\n", + "\n", + "In the two works by Mark Twain, we can see that there are 7 matches within the\n", + "top 15 words, or a 47% similarity. In the two different works, \"The Jungle\" and\n", + "\"Siddhartha\", there is a lower number of matches: 4 out of 15, or 27% similarity.\n", + "\n", + "Ideally we would want the two Twain books to be a very high similarity to\n", + "definitively say that they were written by the same author. My guess is that the\n", + "subject matter, though the books take place in similar settings, is different\n", + "enough to make any detection vague.\n", + "\n", + "The other two books were known to be quite different and only really had generic\n", + "words in common between them: would, one, man, and time. These words are expected\n", + "to be found in common in most cases. In fact, Twain's books had 3 of these 4 as\n", + "well.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Solution from ctang7" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Tp9CrVy88f/4cW7ZswdWrV/HgwQMcOXLkpeYOKkw6XhXt8UpJSTF6rM6cOWP0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+T27dtiMpnk6NGjStcpLy9P0tPTpb29XRoaGiQxMVEqKioC5trR5LA72Z2Twe70j91J3LiQX06n\nUwoLCyU8PFzMZrOcPHlyWs//84OviEhvb6+sXr1aQkNDZdGiRfLgwQOf7797964kJydLWFiY5Obm\nysuXLyedoaKiQnQ63bivoKAgGR0dVZLJ682bN7Jp0yaJiIgQs9ksVVVV2jGVubwOHDig/RE1lZls\nNpusWbNGux8fPnxYeaahoSEpLi6WyMhImTVrlpSXl4vb7VaaiaYOu5PdORnsTv/YnaQT+YsfLE9E\nRERERDQF+B4XIiIiIiIKeNy4EBERERFRwOPGhYiIiIiIAh43LkREREREFPC4cSEiIiIiooDHjQsR\nEREREQU8blyIiIiIiCjgceNCREREREQBjxsXIiIiIiIKeNy4EBERERFRwOPGhYiIiIiIAh43LkRE\nREREFPC4cSEiIiIiooD3D77/fQwuVSt5AAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now populate the lists\n", + "# Pride and prejudice, sense and sensitivity by Jane Austin\n", + "gb_pp, npp = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "gb_ss, nss = get_wf('http://www.gutenberg.org/cache/epub/161/pg161.txt')\n", + "\n", + "# Adventures of Huckleberry Finn by Mark Twain\n", + "gb_ah, nah = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (gb_pp, gb_ss, 'Most Frequent Words From Pride and Prejudice and Sense and Sensitivity by Jane Austen')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Commonly used words in the two books by Jane Austen\n", + "\n", + " though\n", + " know\n", + " one\n", + " miss\n", + " much\n", + " mrs\n", + " said\n", + " would\n", + " could\n" + ] + } + ], + "source": [ + "# Print the common words in the two books by Jane Austen\n", + "\n", + "list=[]\n", + "for key in gb_pp:\n", + " for key2 in gb_ss:\n", + " if (key[0] == key2[0]):\n", + " list.append(key[0])\n", + "\n", + "print \"Commonly used words in the two books by Jane Austen\\n\"\n", + "for item in list:\n", + " print \" \", item" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Words Jane Austin liked to use but Mark Twain less likely to use: \n", + "though\n", + "know\n", + "miss\n", + "much\n", + "mrs\n", + "would\n" + ] + }, + { + "data": { + "image/png": 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oo4+Qk5NjcFvILzExUe8XfHJyMm7fvo1GjRrpjA8MDIRSqcTvv/+O6Oho2NjY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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plotTwoLists (gb_pp, gb_ss, gb_ah, 'Most Frequent Words From Three Books')\n", + "plotTwoLists (gb_pp, gb_ah, 'Most Frequent Words From Books by Jane Austen and Mark Twain')\n", + "# Print the less common words in the two books by Jane Austen and Mark Twain, respectively\n", + "print \"Words Jane Austin liked to use but Mark Twain less likely to use: \"\n", + "i = 0\n", + "for item in list:\n", + " i=i+1\n", + " for key in gb_ah:\n", + " if (item == key[0]):\n", + " list.remove(item)\n", + " break\n", + "for item in list:\n", + " print item" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Answer:\n", + "\n", + "I compared the words frequencies of two books by Jane Austen: Pride and Prejudice and Sense and Sensitivity. The frequencies between the two books are shown above. The author Jane Austen seems like to use the words: think though know one miss must much mrs said would\n", + "\n", + "Both authors Jane Austen and Mark Twain liked to use \"could\" and \"would\".\n", + "\n", + "Words Jane Austin liked to use but Mark Twain less likely to use are: think though know mrs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From jduggan1" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Rotqzoc/69u2L6dOn49dff0VoaCiWL1+OatWqFXkipayV5PhpTNnCrKys0KVL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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 1\n", + "# Compare the word frequencies for two works of a single author\n", + "# (Mark Twain)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Adventures of Huckleberry Finn\n", + "(wf_hf,tw_hf) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "# The Adventures of Tom Sawyer\n", + "(wf_ts,tw_ts) = get_wf('http://www.gutenberg.org/ebooks/74.txt.utf-8')\n", + "\n", + "# plot the wf lists, again re-using the above code\n", + "plotTwoLists(wf_hf, wf_ts, 'Comparing the Words of Mark Twain\\'s Books: Huckleberry Finn vs. Tom Sawyer')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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URLNmzSI3NzcyNzenFi1a0Lhx4ygnJ4eWLFlCEomE1qxZU+b2lHXcVCWRmzt3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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 2\n", + "# Compare the word frequencies for the most popular works \n", + "# of two different authors (Mark Twain vs. Victor Hugo)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Mark Twain (Huckleberry Finn)\n", + "(wf_mt,tw_mt) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "\n", + "# Victor Hugo (Les Miserable)\n", + "(wf_vh,tw_vh) = get_wf('http://www.gutenberg.org/ebooks/135.txt.utf-8')\n", + "\n", + "# plot the wf lists, again re-using the above code\n", + "plotTwoLists(wf_mt, wf_vh, 'Word Frequencies: Mark Twain vs. Victor Hugo')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Let's grab the books (but only once)\n", + "# Also, let's sleep for 1 second between grabbing URLs\n", + "import pickle\n", + "import time\n", + "\n", + "# get the Robert Louis Stevenson books (Black Arrow and Kidnapped)\n", + "ba = saveUrl('http://www.gutenberg.org/ebooks/848.txt.utf-8')\n", + "time.sleep(10)\n", + "kn = saveUrl('http://www.gutenberg.org/ebooks/421.txt.utf-8')\n", + "time.sleep(10)\n", + "# get Around the World in 80 days\n", + "aw = saveUrl('http://www.gutenberg.org/ebooks/103.txt.utf-8')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# I have simply hacked your get_wf() function to work with a pickled\n", + "# object :-)\n", + "def build_wf(txt): \n", + " # remove the html and other crud from the document\n", + " t = cleanHtml(txt).lower()\n", + " \n", + " # split the words into tokens based upon whitespace\n", + " wds = re.split('\\s+',t)\n", + " \n", + " # remove undesirable punctuation from the words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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0lFuaPXvzv2ZZ7733ntxyjYjo999/J1tbW7Kzs5P3n6enJymVSq2Wb0T/3Uj/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\nTlhbW4vCwkJp2vjx44VarRanTp0S27dv15m/b9++IioqSgghRHBwsOj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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 1\n", + "# Compare the word frequencies for two of Robert Louis Stevenson's\n", + "# books (Black Arrow & Kidnapped)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Black Arrow\n", + "(wf_ba,tw_ba) = build_wf(ba)\n", + "# Kidnapped\n", + "(wf_kn,tw_kn) = build_wf(kn)\n", + "\n", + "plotTwoLists(wf_ba, wf_kn, 'RLS\\'s Word Frequencies: Black Arrow vs. Kidnapped')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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hX79++Oijj3Dp0iWsWrUKc+bMwbFjx+Dv74+1a9ca1BUR1K1bt5SWYku81sGS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\nu7s7YmJi4OLiAltbW2l5X19flJaWIjMzE97e3tVEiKrwXAXmTiLt02X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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 2\n", + "# Compare the word frequencies for two author's works\n", + "# Black Arrow (RLS) vs. Around the World in 80 Days (Verne)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Black Arrow\n", + "(wf_ba,tw_ba) = build_wf(ba)\n", + "# Kidnapped\n", + "(wf_aw,tw_aw) = build_wf(aw)\n", + "\n", + "plotTwoLists(wf_ba, wf_aw, 'Word Frequencies: RLS vs. Jules Verne')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Problem 3: For my work, I chose to study two authors who wrote in a common genre (adventure novels, specifically) -- Robert Louis Stevenson and Jules Verne.\n", + "\n", + "For problem 1, I looked at two of RLS's works -- The Black Arrow: A Tale of Two Roses and Kinapped. The result is very interesting; we see that the words upon, ye, man, and one all show up in the word frequencies for the two books, so we would conclude that they are quite similar.\n", + "\n", + "For problem 2, I looked at Black Arrow again, and Around the World in Eighty Days by Jules Verne. Here, the result is again interesting. The word upon again is found in Around the World in Eighty Days, but it doesn't appear as high in the word frequency list as it did for the Robert Louis Stevenson work." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Black Arrow: 1.08496514312%\n", + "Kidnapped: 0.900464262027%\n", + "Around the World in Eighty Days: 0.349516844362%\n" + ] + } + ], + "source": [ + "# Extra Credit\n", + "# examination of the probability of the word 'upon' in the three works\n", + "# used in problems 1 & 2.\n", + "\n", + "# grab the data (same as above)\n", + "(wf_ba,tw_ba) = build_wf(ba)\n", + "(wf_kn,tw_kn) = build_wf(kn)\n", + "(wf_aw,tw_aw) = build_wf(aw)\n", + "\n", + "# calculate and display the probability of the word upon\n", + "# for the three books as percentages\n", + "for word in wf_ba:\n", + " if word[0] == 'upon':\n", + " print 'Black Arrow: ' + str(100.0*word[1] / tw_ba) + '%'\n", + "\n", + "for word in wf_kn:\n", + " if word[0] == 'upon':\n", + " print 'Kidnapped: ' + str(100.0*word[1] / tw_kn) + '%'\n", + " \n", + "for word in wf_aw:\n", + " if word[0] == 'upon':\n", + " print 'Around the World in Eighty Days: ' + str(100.0*word[1] / tw_aw) + '%'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Extra Credit: I took the three books from problems 1-3 and looked at the probability of the word 'upon' appearing in each work. The result fit in with problems 1-3 quite nicely. The distribution for the RLS works (Black Arrow & Kidnapped) were quite similar, while the Jules Verne work (Around the World in Eighty Days) had a much lower occurence of the word, which was expected looking at the above tables.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From bigjosher" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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TktdjdT7//HPMnz+/UF1Q6FOHDh2QmpqKb7/9Fk+ePJHXX92tzddff42UlBSN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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Mark Twain\n", + "tom_sawyer = \"http://www.gutenberg.org/cache/epub/74/pg74.txt\"\n", + "huckleberry_finn = \"http://www.gutenberg.org/cache/epub/76/pg76.txt\"\n", + "(wf_ee, tw_ee) = get_wf(tom_sawyer)\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf(huckleberry_finn)\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words Between Two Books by the Same Author')\n", + "\n", + "# Oddly, the lower case letter 'i' has the highest frequency in Huckleberry Finn.\n", + "# You'll notice that with the same author most of the high frequent words are the same.\n", + "# It seems that the ones that differ are probably specific to that book or story (ex. 'huck', 'boys', etc)." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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cuHGYM2eOvJO99tpr8Pf3x7p167R2jitXruA///mPzrR9fX3x5MkTrV8ut27d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\nnJzQv39/XL9+HRERERg5ciQCAwPh5uaGI0eOIDY2Fs2bN4dOp0PTpk2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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Charles Dickens\n", + "great_expectations = \"http://www.gutenberg.org/cache/epub/1400/pg1400.txt\"\n", + "# Charlotte Bronte\n", + "jane_eyre = \"http://www.gutenberg.org/cache/epub/1260/pg1260.txt\"\n", + "(wf_ee, tw_ee) = get_wf(great_expectations)\n", + "(wf_bu, tw_bu) = get_wf(jane_eyre)\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words Between Books from Different Authors')\n", + "\n", + "# Great Expectations and Jane Eyre were published within 20 years of each other.\n", + "# Notice that 'miss' is used frequently in Great Expectations while 'mrs' is used frequently in Jane Eyre.\n", + "# Similarly, 'said' is used commonly in Great Expectations, while 'says:' and 'says' are used often in Jane Eyre." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From tbwhite2" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'like', 286), (u'day', 287), (u'feet', 287), (u'species', 287), (u'found', 303), (u'may', 315), (u'country', 316), (u'much', 334), (u'water', 344), (u'many', 368), (u'would', 377), (u'little', 411), (u'two', 480), (u'great', 507)]\n" + ] + }, + { + "data": { + "image/png": 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ZkY2NDf3666+Vtvlx+9nT1x/k+fPnydHRkQShrM/EadOmSf3JtWzZUm8/ew9/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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#The following code compares Darwin's Origin of Species to his Journey of the Beagle\n", + "wf_origin, no = get_wf('http://www.gutenberg.org/files/1228/1228-h/1228-h.htm')\n", + "time.sleep(10)\n", + "wf_Beagle, nb = get_wf('http://www.gutenberg.org/cache/epub/944/pg944.html')\n", + "print wf_Beagle\n", + "plotTwoLists (wf_Beagle, wf_origin, 'Most Frequent Words From two of Darwin\\'s Works')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'men', 101), (u'us', 101), (u'little', 110), (u'man', 111), (u'could', 117), (u'time', 118), (u'black', 120), (u'saw', 128), (u'towards', 129), (u'came', 150), (u'said', 160), (u'people', 160), (u'martians', 161), (u'upon', 173)]\n" + ] + }, + { + "data": { + "image/png": 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Tq7pcv35denq3dHc2pf3xxx9SmW+//VZr+vbt28nAwICUSiW99tpr9O6770r9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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now to compare Homer's Iliad and HG Well's The War of the Worlds\n", + "wf_Iliad, ni = get_wf('http://www.gutenberg.org/files/2199/2199-h/2199-h.htm')\n", + "time.sleep(10)\n", + "wf_WotW, nww = get_wf('http://www.gutenberg.org/files/36/36-h/36-h.htm')\n", + "print wf_WotW\n", + "plotTwoLists (wf_Iliad, wf_WotW, 'Most Frequent Words From the Iliad and War of the Worlds')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Are there some words preferred by one author but used less frequently by another author?\n", + "\n", + "Based on the preceeding analysis, the similarity of most commonly occuring words appears to be more context specific than writer specific. There are many similarities in the most frequent words in Darwin's texts. Of the top 10 most commonly used words appear 4 words appear in both works with great (250+) frequency. The Iliad and The War of the Worlds share fewer words (3), but if the Martians counted as Archeons (both invaders) then the number of similar words is th same. A possible extension of this argument would find the proportion of times a word appears in the document. This would control for different sized documents.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From cdaffron" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'go', 135), (u'see', 136), (u'little', 140), (u'upon', 148), (u'boys', 164), (u'got', 171), (u'one', 175), (u'could', 178), (u'time', 180), (u'well', 192), (u'huck', 195), (u'dont', 209), (u'would', 235), (u'said', 349)]\n", + "[(u'time', 292), (u'went', 293), (u'could', 295), (u'dont', 304), (u'get', 332), (u'didnt', 335), (u'well', 349), (u'one', 356), (u'come', 365), (u'would', 392), (u'see', 462), (u'said', 466), (u'\\xa0i', 572), (u'says', 603)]\n" + ] + }, + { + "data": { + "image/png": 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M9S3MtmqIuUzgLI8iwgdUEuUnPj4eL7zwAmJiYiz+YehERFR+8Bo4IiIiIgvD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Question 1\n", + "(wf_ts, tw_ts) = get_wf('http://www.gutenberg.org/cache/epub/74/pg74.txt')\n", + "time.sleep(10)\n", + "(wf_ahf, tw_ahf) = get_wf('http://www.gutenberg.org/cache/epub/76/pg76.txt')\n", + "plotTwoLists (wf_ts, wf_ahf, 'Most Frequent Words From The Same Author')\n", + "\n", + "print wf_ts\n", + "print wf_ahf" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'though', 221), (u'know', 228), (u'bingley', 237), (u'jane', 247), (u'one', 259), (u'bennet', 281), (u'miss', 283), (u'much', 320), (u'mrs', 343), (u'darcy', 345), (u'said', 399), (u'would', 465), (u'could', 523), (u'elizabeth', 571)]\n", + "[(u'time', 292), (u'went', 293), (u'could', 295), (u'dont', 304), (u'get', 332), (u'didnt', 335), (u'well', 349), (u'one', 356), (u'come', 365), (u'would', 392), (u'see', 462), (u'said', 466), (u'\\xa0i', 572), (u'says', 603)]\n" + ] + }, + { + "data": { + "image/png": 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bi1gZKu0+ZlZuIiMjSRRFjc4+iZ70mSWKIv36668a5aGhoRrdeKjt2bOHOnfu\nTJaWlqRQKKht27ZafasREf3zzz80ffp0cnV1JTMzM7K1taVevXrRkSNHtOp17dqV5HI51a1bV6Mv\nrqcplUoSRfGFOp1+usuEkuLj4+mtt94iW1tbksvl5ObmRhEREVJ3LiWdPXuWQkNDydLSkmrXrk3v\nvvsubdy4UatrGaInfYi1bt2aZDIZNW7cmD788EPKzc3V2W3EzZs3afr06dSsWTMyNTUle3t76t+/\nv0afhkSlf35ETzpwfrobiG+//ZYaNmxIcrlco3+/sri7u5MoilpdR6ipu8MRRVGriyC1o0ePUq9e\nvcjGxobMzMyoVatWtGTJEq1uIHS1+en2t2rViuRyOTk7O9OaNWto1qxZWtvkxYsXacyYMdSsWTOS\nyWRUv359GjRoEJ09e/aZ6/uinU6vW7eORFEstXP0nJwcCg8Pp4YNG5KpqSk5OjrS+++/Tzdu3NCo\nV9pnWdr8X6TLkZLU27+urmXU2rZtS6IoanQYTETUrl07EkWRYmJidE73vHFAF3V3TaIoanTlY2pq\nSk2bNqVBgwaVuo8/vd2U1rVMadvXgwcPaN68eeTm5kYymYzs7OyoW7dudPDgQY16Ze1vRESXLl2i\n8PBwatSokdTukSNHavS9SPS/mKWr6yxBeNLxeEkLFiygunXrkrm5uUa3Rmqurq4kiuIzt+8HDx6Q\ntbU1iaIodaadm5tLSqWS6tSpQ+bm5hQQEEDx8fH0/vvva8XJY8eOkbu7O8lkMgoODn7mulhbW2v0\nT6luwyeffEKvv/46mZqakp2dHYWFhWn03UlU9n71+PFj+uqrr8jT05Osra3JwsKC2rdvX2qMYvol\nEPGDYhl7ltjYWLz11luIjIyssJsVGGOMsYrA1wwyxhhjjBkwTgYZY4wxxgwYJ4OMMcYYYwaMrxlk\njDHGGDNgfGSQMcYYY8yAcTLIGGOMMWbAOBlkjDHGGDNgnAwyxhhjjBkwTgYZY4wxxgwYJ4OMMcYY\nYwaMk0HGGGOMMQPGySBjjDHGmAHjZJAxxhhjzIBxMsgYY4wxZsA4GWSMMcYYM2CcDDLGGGOMGTBO\nBhljjDHGDBgng4wxxhhjBsy4shtQFYiiEYiKK7sZjBmkVq1aISkpqbKbwV4Cx07GKoe+4yYfGQT+\nDWZUBYeIKtAGbhO36WUGgIiea0hOTgarnio/dlb2fsbL5+XjuWOdPgd9x01OBhljjDHGDNhLJ4Pr\n1q2Dvb1/dfXoAAAgAElEQVQ9AEClUkEURRQXv9rpgsjISHTp0uWlp8/MzMSuXbsAANnZ2RBFEZmZ\nma/UJsYYY4yxmkwvRwZ9fX2Rm5sLUazcA42jR4/GkSNHKrUN+hVQ2Q3QIaCyG6BDQGU3QIeAym6A\nDgGV3QDG9CyAl8/LN+Dl649esrdatWqhXr16+pjVK1GfS685Aiq7AToEVHYDdAio7AboEFDZDdAh\noLIbwJieBfDyefkGvHz9eWYymJOTg9DQUFhYWKBJkyaYPXs2Hj9+rFFHfZq4qKgIkZGREEVRa9iw\nYQMAIDY2Fl5eXpDL5bC2tsbAgQNx9+5daV6PHj2CUqmEubk5nJycsGXLFo1lzZ8/H40aNYK1tTW6\ndeuGjIwMAIBSqcTBgwexYMECdOrUCYIgAAC2b98OJycnmJmZoVevXrh58+arvWOMMVaFrFy5Eo6O\njpDL5WjVqhV27twJAIiPj4e/vz/Mzc1hYWGBbt264cqVKwCA5s2bY/HixRrzad++Pb744gsUFhZi\n3LhxqF+/PszNzdG1a1ecO3euwteLMVaBqAzFxcXk7e1No0aNovT0dDp06BC5u7vTtGnTaN26ddSo\nUSMiIvrzzz9JEAQqKiqi/Px8unbtGl27do1yc3Np/Pjx5OzsTHl5eZSZmUmmpqa0du1aunjxIv3+\n++9Ut25d+uyzz4iIKCIiggRBoPHjx1N6ejotXryYjI2N6fz580RE9OWXX5KLiwv9+eeflJ6eThMn\nTiR7e3u6f/8+3blzh958802aOnUq3bp1i7KyskgQBPLw8KCEhAQ6evQoNWzYkKZPn661ngAIIB54\n4EFvA8oKLVr7H3s5J0+eJBMTE9qxYwf9/ffftGDBAjIzM6NLly6RjY0NzZs3j7Kzs+mvv/4iFxcX\nGj9+PBERzZs3j7y9vaX5ZGdnk5GREV25coWWLl1KzZo1o+PHj1NGRgb17duX2rdvr3P5HDt54AEV\nsq/r2vf0Or+yRu7bt49sbW2pqKhIKlOpVGRqakpRUVE6k8GSdu3aRWZmZpSUlEREROfPn6fVq1dr\n1Bk4cCAplUoiepIMOjo6UnFxsTQ+MDBQSuAaNWpEMTEx0rji4mJydHSkDRs2EBFRQEAAffzxx0RE\nUjK4e/duqf6UKVOoS5cu2m8COKDxwIN+B5QVWrT2P/Zytm3bRqamplKMLS4upr1799KVK1doyZIl\nGnVnzZpFHTt2JKInsVgQBMrOziYios8++4wCAwOJiOi9994jd3d3unHjBhERXbt2jf766y+dy+fY\nyQMPKI9d+5n0vdwyO51OS0vD7du3YWVlVfJIIh4/fiydhi1NdnY2hg0bhmXLlqFVq1YAACcnJ5iY\nmGDBggU4c+aMNAwePFiazsvLS2PeXl5eOHv2LO7du4fLly9j8ODBGjeqPHz4EOfPny+1Hc2aNZP+\nt7S0REFBQZntZoyx6iIkJASenp7w9PSEu7s73nrrLYwePRoNGjTA8OHDsXTpUiQnJyM1NRXJyclo\n164dgCex+I033sDmzZvxwQcfYPPmzXj33XcBAGPHjsXPP/+M1157DX5+fujduzdGjhxZmavJGCtn\nZSaDhYWFcHZ2lq5BUSMi/PHHH6VOV1BQgLfffhvdu3fHmDFjpPLk5GT4+vqid+/e6NChA6ZNm4Yv\nvvhCY9qn70guLCyEiYkJCgsLAQCbN2+Gm5ubRlusra1LbYuRkZFW23WLLPF/AGrShaGMVSUqlQoq\nlaqym1EjyOVyxMfHIy4uDrGxsdi6dStWrFiBHTt2ICwsDG3atEFwcDDCw8MRGxuLuLg4adrBgwdj\n48aNGDBgAFJSUtCvXz8AT64nzM7Oxu7du7Fz504sWLAAa9aswYkTJyCTyXS0IrLE/wHg2MmY/pV7\n3CzrsOHu3bvJ3Nycbt26JZUdPnyY+vfvT6tWrSr1NPHo0aPJzc2N7t+/rzG/adOmUUhIiEbZG2+8\nQUOHDiWiJ6eJXV1dNca3a9eOPvroIyIiql+/vsZp5qKiIgoLC6P9+/cT0ZNTyk+fJr5w4YJUPyIi\ngvz8/LTWE+BTHTzwoN8BZYUWrf2PvZx9+/bR3LlzpdfFxcXk4uJCc+fO1Yql/fv314h/V69eJWNj\nY/roo4+oZ8+eUvk333xDmzZtkl7n5OSQIAh07NgxreVz7OSBB+hzl35u+l5umUcGu3btiqZNm2LI\nkCFYuHAh7t27h5EjR8LT07OUX4jAt99+i82bN2Pv3r3Iy8vDnTt3ADz5BVunTh2kpKTg2LFjsLGx\nwapVq3Dq1Ck0adJEmj4jIwNTp05FeHg4fvrpJ5w6dQq//PILAGDq1Kn4+OOPUb9+fbRo0QKff/45\n9u7di2XLlgEALCwscP78edy4ceMVU2TGGKv6TE1N8cknn8DOzg5du3ZFUlISLl26BEdHR1y+fBn7\n9u2Do6MjtmzZgtjYWLRo0UKa1s7ODh07dsTSpUsRFRUlld+8eRORkZGwtbWFs7MzNmzYAIVCARcX\nl8pYRcZYRXhWtpiVlUW9evUic3NzqlOnDoWHh1N+fj5FR0eTvb09ET05MiiKIhUWFlJAQACJokiC\nIGgMI0eOpHv37tGAAQPI0tKS6tevTzNnzqQ1a9aQk5MTERFFRkZSv379aMCAASSTycjNzY327dsn\ntaWoqIjmzJlDDRs2JDMzM/Lz86OEhARpfGxsLNWuXZvatGlD2dnZJIqixpHByMhI8vf311pHgH/d\n8sCDfgc89y/SF6nLtEVFRZGLiwvJZDJycnKiVatWUVFREY0bN45sbGzIxsaGwsPDaceOHaRQKKig\noECads2aNWRmZkb5+flS2ePHj2nKlCn02muvkUwmIx8fHzp48KDOZXPs5IEHlPs+Xtq+p0/CvzM1\naE9uWDH4t4ExPRLwvKFFEJ6/LtOvefPmIS0tDZs2bXqp6Tl2MlY58UvfcbPM08SMMcZqntOnTyMx\nMRFfffUVNm/eXNnNYYxVssp9mDBjjLEKd+LECYwbNw5Dhw5Fp06dKrs5jLFKxqeJwac6GNM/Pk1s\nCDh2MlYzThPzkUHGGGOMMQPG1wxKyn6iCmPs+SkUNpXdBFZhOHYyw1VTYh0ng//i01SMMfbiOHYy\nVv3xaWLGGGOMMQPGySBjjDHGmAHjZJAxxhhjzIDxNYP/etJFAmOGTaGwQV7ezcpuBqtGOHaymsjQ\nYiH3MwjuK4ux/6n4PrO4n8Hqi2Mnq7mqdlzifgYZY4wxxpjecDLIGGOMMWbAalwyqFQqMWzYsFLH\nOzk5Yf369RXYIsYYq95UKhVEUURxcXFlN4UxVg5qXDIoCEKZFzQ/azxjjDFNvr6+yM3NhSjWuK8M\nxhhqYDJIRFX6ok/GGKtuatWqhXr16lV2Mxhj5aRSk8GsrCz07NkTlpaWsLe3x8KFCwEAOTk5GDBg\nAGxtbVG3bl1MmjQJDx8+BACsW7cO9vb2GvMJCAjAxx9/rHMZa9euRZMmTWBlZYW5c+eW7woxxlgN\nxKeJGavZKq2fwYcPH6Jr167w8PDAkSNHkJOTg7CwMDRs2BDz58+Hi4sLDhw4gH/++QfvvPMOiAgr\nVqzQOa+nT/2q///9998xadIkrFmzBj4+PpgzZw4uXLhQIevHGGOMMVYdVFoyuG/fPly9ehUnT56E\nQqGAm5sbVq5cicePH+Py5cs4duwYrK2tAQBff/01evbsiU8//fSFlrF27VoMGjQIw4cPBwBERUVh\n165del8XxhhjjLHqqtKSwdTUVDg5OUGhUEhlgwYNwqJFi+Dk5CQlggDQvn17FBUV4fz58y+0jLS0\nNIwZM0Z6bWlpCWdn51JqR5b4P+DfgTGmbyqVCiqVqrKbwfQmssT/AeDYyZj+lXfcrLRk0MTERGe5\nXC7XKisqKgIAFBcX67wTuLCwsNTlPH0zSa1atUqpGVnqPBhj+hMQEICAgADpNV/LW91FVnYDGKvx\nyjtuVtoNJC4uLrhw4QLu3r0rlUVERGDRokXIyMjArVu3pPL4+HgYGRnByckJJiYmGtMQETIzM3Uu\nw93dHceOHZNe37t3D+fOnSuHtWGMMcYYq54qLRkMDg6Gvb09xowZg7Nnz2L37t346quvsGzZMri4\nuGDYsGFISUmBSqXCe++9h0GDBsHGxgbe3t7Iy8vDl19+iczMTMyYMUMjcQT+dzRw4sSJ+OWXX7B6\n9WqcPXsWY8eORX5+fmWsLmOMMcZYlVRpyaAoiti+fTtu3rwJLy8vjB8/HhEREejfvz9iYmIgCALa\ntWuHsLAw9O7dG1FRUQAAZ2dnfP755/j000/h6emJwsJChIWFSfMteWexn58fvv/+eyxevBje3t6w\ntrZG+/btK2V9GWOsOuPO+hmruQTiHpr/DXIG/zYwBkCo8E7bBaHil8n0g2Mnq7mqdlzSd9yscU8g\nYYwxxhhjz4+TQcYYY4wxA8bJIGOMMcaYAeNkkDHGGGPMgFVap9NVD98px5hCYVPZTWDVDsdOVvMY\nWizkZPBfVfmuIcYYq6o4djJW/fFpYsYYY4wxA8bJIGOMMcaYAeNkkDHGGGPMgPE1g//iRy2x6kSh\nsEFe3s3KbgZjHDuZXnFsqxz8ODrwI5VYdVS1H5X0IvhxdNUXx06mfxwPngc/jo4xxhhjjOlNjUoG\nIyMj4e/vX+r4oKAgzJ07twJbxBhjVd+6detgb29f6vh33nkHI0eOrMAWMcYqUo1KBp9FEAS+voUx\nxp4ycOBAJCUllTqeYydjNRvfQMIYYwZOJpNBJpOVWYev42Ks5qqwI4OtW7fG8uXLpdehoaFo3bq1\n9Hrbtm1wcXHB7du3ER4eDjs7O1hZWWHo0KG4desWAEClUkEURRQXF0vTKZVKDBs2TOcyt2/fjtdf\nfx3m5uYYP348ioqKOKAxxmq0lStXwtHREXK5HK1atcLOnTsBAPHx8fD394e5uTksLCzQrVs3XLly\nBYD2aeK//voLXl5eMDMzQ79+/XDv3r1KWRfGWMWosGQwJCQEKpUKwJNfmIcOHUJqairy8/MBAHv3\n7kVISAhCQ0Nx6tQpxMbG4o8//kB6enqpyR5Q+umL1NRU9O/fH+Hh4UhMTISxsTFUKhWf6mCM1ViJ\niYmYMmUKli9fjnPnziEsLAwDBgxATk4OevToga5duyI1NRW///47MjMzsWDBAq153LhxA927d0fn\nzp2RnJyMNm3a4KeffuLYyVgNVmGniYODg7F27VoAQEpKCmxtbVGvXj0cPnwYXbt2xb59+/Dee+9h\nxYoVSEtLg6urKwDghx9+QPPmzZGWlqZzvqUd6YuOjoavry+mTp0KAFi2bBl27NhRDmvGGGNVQ3Z2\nNgRBQOPGjWFvb4/Zs2fDx8cHRkZG+M9//iPFwyZNmqBv376Ij4/XmsfPP/+MOnXqYPHixQCA2bNn\nY9euXRW6HoyxilVhyaCvry8ePXqE5ORkHDx4EP7+/igqKkJcXBycnZ2Rk5MDKysrKBQKKREEAFdX\nV9jY2CAtLQ21a9d+5nLUv15TU1M1TkOLoghPT88ypows8X/AvwNjTN9UKpV0loDpV0hICDw9PeHp\n6Ql3d3e89dZbGD16NBo0aIDhw4dj6dKlSE5ORmpqKpKTk9GuXTuteaSmpsLDw0OjzNvbG7dv3y5l\nqZEl/g8Ax07G9K+842aFJYMmJiYICAiASqVCXFwcevbsicLCQvz444+wt7dHx44dYWNjo3PaoqIi\nFBUV6TxNUVhYCFHUPtstCILGtYUAUKtWrTJaGPkiq8MYe0kBAQEICAiQXnN3T/ojl8sRHx+PuLg4\nxMbGYuvWrVixYgV27NiBsLAwtGnTBsHBwQgPD0dsbCzi4uJ0zufp2GlsXNZXRaT+VoAxplN5x80K\n7VomODgY+/fvR1xcHPz9/eHv74+jR48iNjYW3bp1g6urK+7evYuzZ89K06SmpiIvLw+urq4wMTEB\nAOTl5UnjMzMzNZahPm3s7u6OhIQEjfKyuk5gjLHq7o8//sC8efPg5+eH//u//0NaWhrq168PlUoF\nKysrxMbGYtKkSfD19cWFCxd0zsPd3R2JiYkoKiqSyhITE/maQcZqsApPBvfs2QNRFOHo6AgXFxdY\nWFhIyaCLiwt69uyJESNG4Pjx40hISMCIESPg7+8PDw8PtGjRAnK5HAsXLkRWVhaWLl1aaoI3ZswY\nJCUl4ZNPPkF6ejo++OADrcSRMcZqElNTU3zyySdYs2YNsrOzsX37dly6dAmOjo64fPky9u3bh8zM\nTCxatAixsbEoKCjQmsfAgQPx8OFDTJo0Cenp6Vi6dCkOHDhQCWvDGKsoFZoMOjs7o2HDhhpPCenQ\noQMcHBzg4uICAFi/fj2cnZ3RuXNnBAcHo2XLltKNH5aWlli7di02b94s/XqdPHmyNK+SdxY3a9YM\nsbGx2LJlCzw9PXHp0iX06dOnAteWMcYqlp+fH1atWoUlS5agefPmmDFjBr744gsMHjwYw4YNw4AB\nA+Dt7Y3MzExs3rwZ6enpePjwIYD/XW9tY2OD33//HYmJifD09MSePXswZsyYylwtxlg5E4g73uOH\nrbNqqOY8zF3fD1xnFYdjJ9M/jgfPQ99x06AeR8cYY4wxxjRxMsgYY4wxZsA4GWSMMcYYM2CcDDLG\nGGOMGbAK63S66uM+tFj1oVDo7qCdsYrHsZPpD8e2ysHJ4L/47iXGGHtxHDsZq/74NDFjjDHGmAHj\nZJAxxhhjzIBxMsgYY4wxZsD4msF/8UPYmT4pFDbIy7tZ2c1grNxx7GT6wnGz8vDj6MCPVGLlgR+p\n9Lz4cXTVF8dOpl8cC54XP46OMcYYY4zpTY1KBtetWwd7e/tSx7/zzjsYOXJkBbaIMcYYY6xqq1HJ\n4MCBA5GUlFTqeEEQ+PoWxhhjjLESatQNJDKZDDKZrMw6fD0CY4wxxtj/VNkjgytXroSjoyPkcjla\ntWqFnTt3AgDi4+Ph7+8Pc3NzWFhYoFu3brhy5QoA7dPEf/31F7y8vGBmZoZ+/frh3r17lbIujDFW\nGUqLozk5OQgNDYWFhQWaNGmC2bNn4/Hjx9J0cXFx8PHxgZmZGdzd3fHDDz9U1iowxipAlUwGExMT\nMWXKFCxfvhznzp1DWFgYBgwYgJycHPTo0QNdu3ZFamoqfv/9d2RmZmLBggVa87hx4wa6d++Ozp07\nIzk5GW3atMFPP/3Ep4kZYwahtDh6+/Zt9OnTB7a2tjh58iQ2btyI2NhYzJ49GwCQm5uLHj16YNiw\nYTh9+jTmzJmDSZMmITY2tpLXiDFWbqgK2rZtG5mamlJSUhIRERUXF9PevXvpypUrtGTJEo26s2bN\noo4dOxIRUXR0NDVq1IiIiFasWEGOjo4adf38/GjkyJFaywNAAPHAgx4HlMOeUTPxe1U+SoujsbGx\nZGtrS0VFRVJdlUpFpqamVFhYSP/5z3+od+/eGvOKjIykzp07ay2DYycP+h1QvjtFDaLv96pKXjMY\nEhICT09PeHp6wt3dHW+99RZGjx6NBg0aYPjw4Vi6dCmSk5ORmpqK5ORktGvXTmseqamp8PDw0Cjz\n9vbG7du3S1lqZIn/A/4dGGP6plKpoFKpKrsZNV5pcXTnzp24ffs2rKyspLpEhMePH+PixYtIS0vD\n7t27oVAopPGFhYWoV69eKUuKLPF/ADh2MqZ/5R03q3Sn03FxcYiNjUVMTAxyc3OxY8cOhIWFoU2b\nNggODoaXlxdiY2MRFxeHQ4cOYd26dfj4449x6dIlTJgwATk5Odi+fbs0vxkzZuCff/5BdHS0xnK4\n41Smf9x56vPiTqfL19NxdNq0afjxxx+l6wfViAiNGzfGgAEDYG1tjY8//lhjnJGRERwcHDSm4djJ\n9ItjwfMyiE6n//jjD8ybNw9+fn74v//7P6SlpaF+/fpQqVSwsrJCbGwsJk2aBF9fX1y4cEHnPNzd\n3ZGYmIiioiKpLDExka8ZZIwZhNLiKBHh0qVLqF27NhwdHeHo6Ihr165h9uzZKC4uhqurK86dOyeN\nc3R0xN69exEVFVXZq8QYKydVMhk0NTXFJ598gjVr1iA7Oxvbt2/HpUuX4OjoiMuXL2Pfvn3IzMzE\nokWLEBsbi4KCAq15DBw4EA8fPsSkSZOQnp6OpUuX4sCBA5WwNowxVvFKi6Pt2rVD06ZNMWTIEJw6\ndQrx8fEYOXIkjIyMYGpqivHjxyMxMREffvghzp8/j61bt2LGjBlldujPGKvm9HoFoh5FRUWRi4sL\nyWQycnJyolWrVlFRURGNGzeObGxsyMbGhsLDw2nHjh2kUCiooKCAoqOjyd7eXppHUlIStWvXjuRy\nOXXp0oXGjRvHN5DwUEEDKnJ3qdb4vSo/uuIoEVFWVhb16tWLzM3NqU6dOhQeHk75+fnSdH/88Qe9\n8cYbZGpqSg4ODlo37qlx7ORBvwMqZL+oCfT9XlXpawYrCl/3wvSPr315XnzNYPXFsZPpF8eC52UQ\n1wwyxhhjjLGKwckgY4wxxpgB42SQMcYYY8yAcTLIGGOMMWbAquQTSCoH9z/I9EehsKnsJjBWQTh2\nMv3guFl5OBn8F9/BxBhjL45jJ2PVH58mZowxxhgzYJwMMsYYY4wZME4GGWOMMcYMGF8z+K8nPekz\nQ6VQ2CAv72ZlN4Oxaodjp2HhWFkz8ePowI9UYgA/Bqny8OPoqi+OnYaI99eqgB9HxxhjjDHG9IaT\nQcYYY4wxA1YlksH58+cjMDCwspvBGGMGKTIyEv7+/qWODwoKwty5cyuwRYyxilQlkkHGGGNVlyAI\nfKMIYzUYJ4OMMcYYYwasUpLBtLQ0dOjQAebm5ggMDMT169elcdHR0WjevDlMTU1Rt25djB8/HkVF\nRQAApVKJESNGwNPTE3Xr1sWZM2fw//7f/8OQIUNgbW2N+vXrY8qUKSgqKsKiRYvQokULjeWuXr0a\nHh4eFbqujDH2Klq3bo3ly5dLr0NDQ9G6dWvp9bZt2+Di4oLbt28jPDwcdnZ2sLKywtChQ3Hr1i0A\ngEqlgiiKKC4ulqZTKpUYNmyYzmVu374dr7/+OszNzaUYzHeQMlZzVXgy+PDhQ3Tv3h1NmjTByZMn\nMWTIEKxevRqCIOCvv/7ChAkTsHDhQmRkZGDVqlWIjo7Gtm3bpOk3btyIyMhI7NmzB25ubujTpw/+\n/vtv/Pnnn4iJicGvv/6KRYsWYdCgQTh79izOnDkjTbt582YMGTKkoleZMcZeWkhICFQqFYAnzwE+\ndOgQUlNTkZ+fDwDYu3cvQkJCEBoailOnTiE2NhZ//PEH0tPTS032gNJP/aampqJ///4IDw9HYmIi\njI2NoVKp+DQxYzVYhXc6vW/fPvzzzz9YtWoVzM3N4erqigMHDiAnJwdyuRzfffcdQkNDAQD29vZY\nsmQJUlNTpem9vLzQu3dvAMCZM2cQFxeHjIwMODo6AgBWrVqF3NxcNG7cGG+++Sa2bNmCFi1aIDc3\nF4cOHUJ0dHRFrzJjjL204OBgrF27FgCQkpICW1tb1KtXD4cPH0bXrl2xb98+vPfee1ixYgXS0tLg\n6uoKAPjhhx/QvHlzpKWl6ZxvaUf6oqOj4evri6lTpwIAli1bhh07dpTDmjHGqooKTwZTU1PRrFkz\nmJubS2Xe3t7IycmBl5cXZDIZIiIikJqaipSUFJw/fx5BQUFSXQcHB415WVpaSokg8ORXtNrgwYOx\nYsUKREZGYuvWrfDx8UGTJk1KaVlkif8D/h0YY/qmUqmkI13s2Xx9ffHo0SMkJyfj4MGD8Pf3R1FR\nEeLi4uDs7IycnBxYWVlBoVBIiSAAuLq6wsbGBmlpaahdu/Yzl6M+8peamqpxGloURXh6epYxZWSJ\n/wPAsZMx/SvvuFkpj6N7+hepsfGTZvz222/o3bs3lEolunXrhoiICIwfP16jrqmpqfS/iYlJmcvp\n378/Jk+ejNTUVGzZsgWDBg0qo3bkC60DY+zlBAQEICAgQHrNXZaUzcTEBAEBAVCpVIiLi0PPnj1R\nWFiIH3/8Efb29ujYsSNsbGx0TltUVISioiKdp3gLCwshitpXCgmCoHFtIQDUqlWrjBZGvsjqMMZe\nQnnHzQq/ZrBly5bIyMjA7du3pbLExEQAQFRUFEaOHIlVq1Zh1KhReP3115GRkVHq6QxnZ2fk5eUh\nKytLKvv222/RuXNnAECdOnUQFBSE77//HkePHsWAAQPKcc0YY6x8BAcHY//+/YiLi4O/vz/8/f1x\n9OhRxMbGolu3bnB1dcXdu3dx9uxZaZrU1FTk5eXB1dVV+uGcl5cnjc/MzNRYhjrOuru7IyEhQaM8\nKSmpPFePMVbJKjwZDAoKgoODA0aNGoW0tDRs2LABmzZtAgDY2tri8OHDSElJwZkzZ6BUKnHz5k0U\nFBTonJebmxuCgoIwevRonDp1CnFxcZg/f77WqeLly5ejQ4cOqFevXoWsI2OM6VNwcDD27NkDURTh\n6OgIFxcXWFhYSMmgi4sLevbsiREjRuD48eNISEjAiBEj4O/vDw8PD7Ro0QJyuRwLFy5EVlYWli5d\nWmqCN2bMGCQlJeGTTz5Beno6PvjgA63EkTFWs1R4MmhsbIzdu3cjPz8f3t7eWLFiBd5//30IgoDI\nyEg0aNAA7du3R/fu3dG6dWvMnj1bClq67n7bsGEDateujTfffBP9+/fH4MGDMWPGDGm8+maUsk8R\nM8ZY1eXs7IyGDRtqPCWkQ4cOcHBwgIuLCwBg/fr1cHZ2RufOnREcHIyWLVtKN35YWlpi7dq12Lx5\nM9zd3ZGYmIjJkydL8yoZW5s1a4bY2Fhs2bIFnp6euHTpEvr06VOBa8sYq2gC1fDOoy5evIjmzZsj\nNzcXlpaWOus8CYI1+m1gzyRwP2qVRBD4va+uOHYaIt5fqwJ9x81KuYGkIty/fx+7du3Cd999h379\n+pWaCDLGGGOMGbIae2Tw/v37aNSoERwcHLBz5040aNCg1Lr865bxr93Kw0cGqy+OnYaI99eqQN9x\ns/4Z1/UAACAASURBVMYmgy+CAxrjAFd5OBmsvjh2GiLeX6sCPk1cbvhRS4ZModDdTxtj7Fk4dhoS\njpU1EyeD/+JfOowx9uI4djJW/VV41zKMMcYYY6zq4GSQMcYYY8yAcTLIGGOMMWbA+JrBf+l6kDsz\nDAqFDfLyblZ2Mxirljh21iwcDw0Tdy0D7h6BcVcJlYm7lqm+OHbWRLw/Vgf6jpt8mpgxxhhjzIBx\nMsgYY4wxZsA4GWSMMcYYM2CcDDLGGGOMGTBOBhljjDHGDFiVTwazs7MhiiL++9//wsHBAQqFAtOn\nT0dKSgratGkDCwsL9O7dG/fv34dSqcSIESPg6emJunXr4vTp09i6dSvc3Nwgl8vh4uKCdevWVfYq\nMcbYS8nKykLPnj1haWkJe3t7LFy4EACQk5ODAQMGwNbWFnXr1sWkSZPw8OFDAMC6devg5+eHTz/9\nFLVr10aDBg2wadMm/Pzzz2jcuDFq166Njz76SFrGw4cP8f7776NevXqoU6cOwsLCcP369UpZX8ZY\nBaEqLisriwRBIF9fX0pJSaEffviBBEEgV1dX2r9/Px08eJCsrKzoq6++IqVSSUZGRhQTE0PHjx+n\na9euUa1atSgqKor+/vtvio6OJiMjI0pPT9dYBgACiAeDHar8blCj8fv/fAoKCsjJyYn69u1LZ86c\nod9++42sra1p/fr15OzsTD169KCUlBT6888/qVmzZjRhwgQiIoqOjiZTU1MaOXIkXbhwgd577z0y\nNzenjh070unTp2nVqlUkCAKdPn2aiIimTp1K7dq1o2PHjtGZM2eoX79+9MYbb+hsE8fOmjjw/lgd\n6PtzqvKfujoZ3L17t1Rma2tLkZGR0uvevXvThAkTSKlUagStkydPkiAItGvXLqnszz//pFu3bmks\ngwOaoQ8oxy2YPQu//88nNjaWzM3NKS8vTyr78ccfaf369WRmZqYR1/bs2UPGxsZ0584dio6OJmNj\nY8rPzyciolOnTpEgCKRSqaT6VlZWtHXrVrp37x6ZmppSYmKiNO7+/ftkZmZGhw4d0moTx86aOPD+\nWB3o+3OqNk8gcXR0lP6Xy+Vo0qSJxmv1KZGS5Z6ennjrrbfQo0cPNGvWDL169YJSqYS1tbWOJUSW\n+D/g34Expm8qlQoqlaqym1HtpKamwsnJCQqFQiobNGgQFi1aBCcnJ4241r59exQVFSEjIwMAUKdO\nHZibmwN4Ei8B6IyhmZmZePToEfz9/TWW/fDhQ5w/fx5+fn46WhZZ4v8AcOxkTP/KO25Wm2TQ2Fiz\nqaKo+3JHmUym8TomJgZJSUnYvn07duzYgZUrV+K///0vunTp8tSUkXpsLWOsNAEBAQgICJBez507\nt/IaU42YmJjoLFcndyUVFRVp/H06fgK6Y2hhYSEA4ODBg7CyspLKiQh169YtpWWRZTWbMaYH5R03\nq/wNJK8iMTER77//Plq3bo2IiAicOHEC/v7++PXXXyu7aYwx9kJcXFxw4cIF3L17VyqLiIjAokWL\nkJGRgVu3bknl8fHxMDIygpOT0wstw8nJCUZGRrhx4wYcHR3h6OiIunXrYurUqbh48aLe1oUxVrXU\n6GTQysoKq1atwty5/7+9ew+Lot7/AP7eBSFgF0HUNCEQBW9Iiqh4BF3QwMwyNS+oKHJS0yN576JZ\nkPnLjual1DS08F55JTHkeGlVDMVUEBQjEOxgXo8aekiu398fyhw2vObuzi77fj3PPu7OzM58Ztl9\n+9mZ2ZlY5Ofn44cffsDJkyfh7+8vd2lERI8lLCwMbm5uGD16NM6cOYOkpCR89tlnWLRoEby9vRER\nEYHMzExotVq88cYbCA8Ph7Oz82MtQ6VSYfTo0ZgwYQJ++OEHnDlzBiNGjEBmZia8vb0NtGZEJDez\naAbvXAz90aapPq2npyc2bdqErVu3ok2bNhgxYgQmTJiAqKgog9VKRGQISqUSCQkJuHbtGvz8/DB+\n/Hi8//77GDhwILZv3w6FQoGAgAAMHjwYffv2xcqVKwHcycQ/Z+iDMvWTTz5BaGgoBg8ejE6dOuH2\n7dv417/+BVtbW4OuHxHJR3H3VykW7U4wWvzLYMEU4MdAPgoFX39zxeysjfh5NAf6zk2z2DJIRERE\nRIbBZpCIiIjIgrEZJCIiIrJgbAaJiIiILJjZnHTa8B7+i2WqndTqxzv9BhFVx+ysTZiHlonN4F38\n9RQR0eNjdhKZP+4mJiIiIrJgbAaJiIiILBibQSIiIiILxmMG73qUS96ReVKrnVFUdE3uMohqJWan\n+WNGEi9HB15Sqfbj5ZVMGS9HZ76YnbUFP4PmhpejIyIiIiK9qdXNoIeHB1atWiV3GUREREQmq1Y3\ngwqFgsezEBERET1ArW4GiYiIiOjBZGkGCwoKoFQqsWPHDnh4eECtVmPatGnIzMxEhw4doFKp0Ldv\nXxQXFyMyMhIRERG6RSuV2LdvHwCguLgYEyZMQMOGDVGvXj2MHDkSt27dkqbNzs5GYGAg7Ozs0L59\ne5w4ccKo60pEJIfCwkIMGjQILi4uaNCgAaKjo1FSUoL4+HgEBgbigw8+QMOGDeHk5IRJkybpHIz+\nxRdfwNPTE2q1GkFBQfjpp59kXBMiMjRZtwx+/PHHSExMxPLly7FgwQIMHDgQ8+fPR1JSEvbv348v\nv/zyobt6x44dix9++AHbtm2DVqtFVlYWpkyZAuDOZZLi4uIwffp0nDx5Ei4uLhgzZoyxVo+ISBal\npaUICQlBcXEx9u/fj02bNiEpKQlTp06FQqHA0aNHcebMGRw6dAhLly7FkiVLkJycDADYsWMH3nvv\nPSxevBjp6el44YUXEBISgosXL8q8VkRkMEIG+fn5QqFQiKSkJGmYi4uLiImJkR737dtX/OMf/xCR\nkZFi+PDhOs9XKBRi79694saNG6JOnTpi79690ri0tDQxf/58IYQQHh4e4q233pLGJSQkCBsbmxr1\nABCA4K3W3mR5m9Mj4t9H/xISEoS9vb24fv26NGzXrl3C2tpaLF68WCiVSlFUVCSN8/PzE7NnzxZC\nCBEYGCgWLlyoM7/g4GBpfHXMztpy42fQ3Oj7bybrSac9PT2l+3Z2dnB3d9d5XFJS8sDn5+TkoLy8\nHB06dJCGdezYER07dpQeN2vWTLrv6OiIsrIyCCHusbUxptp9zd0bEembVquFVquVu4xaLTs7G82b\nN4eTk5M0rEuXLqioqEBZWRnq168PtVotjavKxqrnzpgxA7NmzZLGl5aWws3N7T5Li6l2XwNmJ5H+\nGTo3ZW0Gra11F69U1txr/eemrby8XLpvY2Pz0GVYWVnVGPbwZpCIDEWj0UCj0UiPY2Nj5SumlrKz\ns6sxrKKiQvr3Xtl5Z2PDnfELFixAaGiozjiVSnWfpcU8cb1E9GCGzk2T/zWxjY0Nbt68KT0+e/as\ndN/T0xNWVlY4fvy4NGzPnj1o0aKFFGxERJamVatWyM3NxfXr16VhqampsLKyqvEl/M9atGiBX3/9\nFZ6entJtwYIF3JpLVIuZbDNY1cx17NgR+/btw759+3Dq1ClER0fD1tYWAKBWqzFq1ChMnDgRR44c\nwYkTJ/Dmm2+iZ8+evMQVEVmsnj17wtvbGxEREcjMzIRWq8Ubb7yB8PBwuLi41Ji+elZOmTIFn376\nKdasWYO8vDzExsZi1apVaNWqlTFXgYiMSLbdxA87GXTVr4gjIiJw6NAh9O3bF05OToiJiUF+fr40\n3cKFCzFx4kT06tUL1tbWGDBgAObPn3/fZfAk1ERU2ykUCmzfvh0TJkxAQEAAVCoVhg8fjo8++ggb\nNmyokYPVHw8aNAiXL19GbGwsfvvtN7Rq1QoJCQnw9fU19moQkZEoBDef8WLrtR63EpsybsU3X8zO\n2oKfQXOj79w02d3ERERERGR4bAaJiIiILBibQSIiIiILxmaQiIiIyILJetJp08JfGddWarWz3CUQ\n1WLMTnPHjCQ2g3fxl1RERI+P2Ulk/ribmIiIiMiCsRkkIiIismBsBomIiIgsGI8ZvIuXqTN9arUz\nioquyV0GEVXD7DRfzFSqwsvRgZdUMh+8ZFJtxMvRmS9mp7njZ89c8XJ0RERERKQ3ZtkMRkZGIiIi\nQu4yiIhqJa1WC6VSicrKShQUFECpVOLs2bNyl0VEBmKWxwx+9tlncpdAREREVCuYZTOoVqvlLoGI\niIioVjCZ3cRVuyJ27NgBDw8PqNVqTJs2DZmZmejQoQNUKhX69u2L4uJind3Ev//+OwYPHgwXFxfU\nrVsXAwYMwKVLlx46joioNmrXrh0WL14sPX7llVfQrl076fHWrVvh7e2NoqIijBw5Ek5OTmjcuDHG\njh2LW7duyVEyEcnMZJrBKh9//DESExOxfPlyLFiwAAMHDsT8+fORlJSE/fv348svv4RCoZBOZ/De\ne+/h3LlzOHDgAA4fPozLly9jypQp9x03efJkOVePiMigevXqBa1WC+DOpeIOHjyI06dPS43e7t27\n0atXL4waNQrXrl1DSkoKdu7ciZ9//hmRkZHyFU5EsjG53cTvvvsufHx84OPjg4kTJyI8PBzBwcEA\nAI1GgzNnzuhMf+7cOahUKnh4eMDBwQFr167FjRs3HjqOiKg2CgsLQ1xcHAAgMzMTLi4uaNiwIX78\n8UeEhoZiz549mDx5MpYuXYqrV6/C2dkZALB69Wo0bdoU58+fl7N8IpKByW0Z9PT0lO7b2dnB3d1d\n53FJSQmA/10cffLkyTh69CgaNGiAF198EXv27EHr1q0fOo6IqDbq2rUrSktLkZGRgf379yMoKAid\nO3dGSkoK8vPzUVhYCDc3Nwgh8Oyzz0KtVkOtVsPHxwcKhQI5OTlyrwIRGZnJbRm0ttYtSal8cL/a\nvXt3FBYWYseOHfj+++8xdepUbNiwAfv27XvguJpiqt3X3L0Rkb5ptVppNybpn42NDTQaDbRaLVJS\nUtCnTx+Ul5djw4YNcHNzQ/fu3VFZWQmVSoX09HSd5woh0LhxY6SlpT3GEmOq3deA2Umkf4bOTZNr\nBh9V1TGDc+bMQefOnTF06FAMHToUhw4dQlBQEC5fvoy4uLh7jrty5QoaNGjwpznGGH0diCyRRqOB\nRqORHsfGxspXTC0VFhaG3bt3Iy0tDR9//DHKy8sxceJEqFQqvPDCC2jRogVu3bqF8vJyeHt7AwDy\n8/MxadIkfPHFF4+5tBi9109Eugydmya3m/hRVe0mPnfuHKKjo5GamoqzZ89i3bp1cHd3R/369R84\njoiotgoLC8OuXbugVCrh6ekJb29vqFQqJCYm4oUXXkDLli3Rq1cvREREIC0tDRkZGRg+fDiuXLmC\nRo0ayV0+ERmZSTWDj3LB86ppqv795JNP0LlzZ/Tt2xc+Pj7IyclBYmIilErlfcfxwupEVJt5eXmh\nSZMmCAoKkoZ169YNHh4e0pbAtWvXwsvLC6GhodBoNHB1dUVCQoI0ffWcZGYS1W4KwatU82LrZoMX\nVa+N9H3BdTIeZqe542fPXOk7N01qyyARERERGRebQSIiIiILxmaQiIiIyIKxGSQiIiKyYGZ7nkH9\n46/lTJ1a7Sx3CURUA7PTXDFTqQqbwbv4iyoiosfH7CQyf9xNTERERGTB2AwSERERWTA2g0REREQW\njMcM3sXLLZk2tdoZRUXX5C6DiP6E2WkemKH0ILwcHXhJJfPAyybVVrwcnflidpoTfs5qE16OjoiI\niIj0hs0gERERkQXTezNYUFAApVKJ3377Td+zfmKbN2/GpUuX5C6DiMggPvzwQwQHB2P16tVwc3O7\n73SvvfYaRo0a9UjzvHXrFlavXq2vEonIBFnMlsFz585h0KBB+O9//yt3KUREBjVkyBCkp6ffd7xC\noXjkH3588sknWLlypb5KIyITZDG/Jq460JIH0BJRbWdrawtbW9sHTvOoWcjMJKr9DLZlcOPGjWjS\npAmcnJzw+uuvo7S0FACQkpKCTp06wd7eHj4+Pli3bp30nMjISEycOBHh4eFQqVRwc3PT2T3h4eGB\npUuX4m9/+xvs7OzQrl07/PTTT9L4wsJCvPLKK1CpVHB3d8c777yDsrIyAICnpycAwMvLC2vWrDHU\nahMRGU12dja6desGBwcHBAcH48qVKwBQYzfxoUOH4OfnB3t7e7z66qs6e0hiYmIwZMgQTJgwAU5O\nTmjYsCHmzp0LAIiPj8cHH3yAQ4cOwcrKyrgrR0RGY7Bm8Msvv8TWrVuRkJCApKQkzJkzBxcvXsSL\nL76IiIgIZGVl4b333kN0dDQSExOl5y1fvhwdOnRAVlYWXn31VYwbNw43btyQxsfGxuLtt9/GyZMn\n4eTkhAkTJgC48+21X79+cHFxwfHjx7F+/XokJibinXfeAQCkpaUBAA4fPoxBgwYZarWJiIyipKQE\nvXv3hru7O44fP45hw4Zh+fLlNXb/XrlyBb1790aPHj2QkZGBDh064Ouvv9aZbtu2bbCxscHx48fx\n5ptvYsaMGThz5gyGDBmCqVOnonPnzrhw4YKxV5GIjEXoWX5+vlAoFGLfvn3SsNWrV4sGDRqIWbNm\nib59++pMHxMTI3r06CGEEGLkyJHC399fGldUVCQUCoU4ePCgEEIIDw8PMW3aNGl8QkKCsLKyEkII\nsWfPHuHi4iIqKiqk8VqtVtja2oqKigqprry8vBo1AxCA4M2kb3p/q5KJ4N/2r0lMTBQqlUrcunVL\nGjZ8+HCh0WhEfHy8cHV1FUIIsWTJEuHp6anz3MDAQDFq1CghhBDvv/++ePrpp0VlZaU03sXFRaxd\nu1YaHxgYeM8amJ3mdOPnrDbR99/TYMcMdurUSbrfvn17XL16FT/++CMOHjwItVotjSsvL0fDhg2l\nx82aNZPuV01Xtav3z+MdHR1RWVkJIQSys7Nx48YN1K1bVxovhEBZWRnOnTv3CAdLx1S7r7l7IyJ9\n02q10Gq1cpdh9k6fPo1mzZrBwcFBGubv74/CwsIa0/n6+uoM8/f3x++//y49dnd318lItVqtk7sP\nFlPtvgbMTiL9M3RuGqwZrH58SUVFBQCgsrISQ4cOxaxZs6RxQgidaevUqVNjXnea4DtsbGzuOb68\nvBxeXl7YuXNnjXGurq44f/78QyqOech4ItIHjUYDjUYjPY6NjZWvGDNXPRsBwNr63pFeWVlZY7pH\nydVHE/OI0xHRX2Xo3DTYMYPVT2tw5MgRNG7cGJ06dUJOTg48PT2l2+7du/Vy2oIWLVrg3//+N+rV\nqyfN+9KlS3jnnXcghOD1M4moVmnbti1yc3N1jqk+ceJEjel8fHxw4sQJ6Ut51XSPmonMTqLaz2DN\n4Lhx43D06FEkJycjJiYG06ZNw/jx43HixAnMmDEDv/zyCzZv3ozp06c/8OSojyosLAxNmzbFsGHD\ncPLkSaSmpmLUqFGwsrKCjY0NVCoVgDtNKs81SETmrmfPnvDw8EBUVBSys7Oxdu1abNy4scZ0Q4YM\nQUlJCaKjo/Hzzz9jwYIF2L9//yMvR61W48KFCygoKNBj9URkSgzSDCoUCowfPx59+vTB0KFDERkZ\nicmTJ+PZZ59FYmIi9uzZg7Zt22L69OmIjY3F2LFjpec97rfQqumVSiV27NgBKysr/O1vf8PLL7+M\n7t27S1sdXVxcEBkZiaFDh2LVqlX6XWEiIiOztrZGUlISbt26BX9/fyxZsgSTJk2SMrHqX2dnZ/zr\nX//CiRMn0L59e+zatQujR4+W5vOw3B0wYACUSiV8fHxw9epVw64UEclCIR79wJBa604QWvzLYOIU\nj3EME5kThYJ/W3PF7DQn/JzVJvrOTYu5HB0RERER1cRmkIiIiMiCsRkkIiIismAGO8+g+eHpE0yZ\nWu0sdwlEdE/MTnPADKUHYTN4Fw+sJSJ6fMxOIvPH3cREREREFozNIBEREZEFYzNIREREZMF4zOBd\nvP6mvNRqZxQVXZO7DCJ6TMxO08d8pYfhFUjAs+ibBp4d31LxCiTmi9lpLvgZq214BRIiIiIi0hs2\ng0REREQWjM0gERHdkxACy5cv5y5GolqOxwyCx72YBh7TYql4zKDp2r9/P4KDg1FeXg6lsua2A2an\nueBnrLbhMYNERGQUVf/ZsJEgqt1MvhksLCzEoEGD4OLiggYNGiA6OholJSWIj49HYGAgPvjgAzRs\n2BBOTk6YNGmSTmh98cUX8PT0hFqtRlBQEH766ScZ14SISB5nz55Fz5494eDgAF9fX8yfPx9NmzYF\nAJw6dQohISGwt7eHl5cXFixYAAAoKChASEgIAKBOnTo4cOCAbPUTkWGZ9HkGS0tLERISAm9vb+zf\nvx9Xr17Fa6+9BiEEOnbsiKNHj+LZZ5/FoUOHkJaWhpEjR6JXr17o1asXduzYgffeew9xcXFo3bo1\nvvnmG4SEhCAnJweNGjWSe9WIiIyivLwcffr0QatWrXDs2DGcOHECY8eORf369XH79m306tULI0eO\nRFxcHH755ReMGTMGNjY2GD9+PLZs2YIBAwbg/PnzqF+/vtyrQkSGIkxYQkKCsLe3F9evX5eG7dq1\nS1hbW4vFixcLpVIpioqKpHF+fn5i9uzZQgghAgMDxcKFC3XmFxwcLI2vDoAABG+y3kz6rUgGxL+9\nYSUnJwsHBwfx+++/S8Peeecd4eHhIVatWiWee+45nenj4+NFs2bNhBBC/PDDD0KhUIiKiop7zpvZ\naS43fsZqG33/TU16y2B2djaaN28OJycnaViXLl1QUVGBsrIy1K9fH2q1Whrn6OiIsrIy6bkzZszA\nrFmzpPGlpaVwc3O7z9Jiqt3X3L0Rkb5ptVpotVq5y7AYJ0+eRPPmzeHo6CgNCwgIwMaNG5GdnY1T\np07p5GhlZSVKS0tRXl7+iEuIqXZfA2Ynkf4ZOjdNuhm0s7OrMayiokL618bGpsb4Ow3znfELFixA\naGiozjiVSnWfpcU8cb1E9HAajQYajUZ6HBsbK18xFsDa2lrKxSpVj8vLy6HRaLBixYoa462srB5x\nCTF6qJKIHsTQuWnSPyBp1aoVcnNzcf36dWlYamoqrKysYG394D62RYsW+PXXX+Hp6SndFixYwC0S\nRGRRfHx8kJeXh6KiImnYsWPHANzJyZycHLi7u0s5mZGRgblz50KhUPC6w0QWwqSbwZ49e8Lb2xsR\nERHIzMyEVqvFG2+8gfDwcLi4uNSYvvq33ylTpuDTTz/FmjVrkJeXh9jYWKxatQqtWrUy5ioQEcmq\nR48ecHd3x2uvvYYzZ85gy5YtWLx4MZRKJYYPH46SkhJp3O7duzF+/HjpxyJVe1KOHTuGkpISOVeD\niAzIpJtBhUKB7du3Q6FQICAgAIMHD0bfvn2xcuVKCCFqfGut/njQoEGYO3cuYmNj4ePjg4SEBCQk\nJMDX19fYq0FEJBuFQoGtW7fi4sWLaNeuHT788EP8/e9/R506daBSqbBr1y4UFBTAz88PkZGRiIyM\nxJw5cwAAvr6+CAsLQ1BQEJKSkmReEyIyFF6BBDyLvmngGfItFa9AYlhXrlzB8ePHERYWJg2bN28e\nkpKSsG/fvieaN7PTXPAzVtvwCiRERPTIhBDo27cvPv/8c5w7dw579uzB4sWLMXDgQLlLIyITwS2D\n4Ldb08BvrpaKWwYN77vvvsOsWbOQk5ODp59+GuPGjcNbb731xPNldpoLfsZqG33nJptBMNBMA8PK\nUrEZNF/MTnPBz1htw93ERERERKQ3Jn3SaePi+bTkpFY7y10CEf0lzE5Tx3ylh2EzeBc3oRMRPT5m\nJ5H5425iIiIiIgvGZpCIiIjIgrEZJCIiIrJgPGbwLl6Q3XjUamcUFV2Tuwwi0gNmp7yYp6QPPM8g\neK4s4+M5r+h/eJ5B88XsNAX8/FginmeQiIiIiPTG5JrBgoICKJVKnD17Vu5SiIjM1ocffojg4OAn\nns/ly5fx7bff6qEiIjJVJtcMPvvss7h48SI8PDzkLoWIyOK99dZb2LFjh9xlEJEBmdwPSJRKJRo2\nbCh3GUREBJ5UmsgSmNyWweq7ic+cOYMXXngBjo6OsLOzQ1BQEE6fPg0A0Gq1cHV1RVxcHFxdXaFS\nqTB8+HDcvn1bmtf27dvRpk0bODg4oEOHDkhOTpZrtYiIDCo7OxvdunWDg4MDgoODcfnyZWlcamoq\nAgMDoVKp0LRpUyxbtkwaFxkZiYkTJyI8PBwqlQpubm5YvXo1ACAmJgZr1qzB+vXr4enpafR1IiLj\nMLlmsEplZSVefvllNG3aFBkZGfjxxx9RUVGB6dOnS9NUHcuSnJyMrVu3Ytu2bYiPjwcAZGRkYMSI\nEZgxYwaysrIwZswY9OvXDxkZGTKtERGRYZSUlKB3795wd3fH8ePHMWzYMKxYsQIKhQLZ2dkICQmB\nRqNBeno6YmNj8eabb2Lz5s3S85cvX44OHTogKysLr776KsaNG4cbN25g+vTpGDRoEF599VUcPXpU\nxjUkIkMyuVPLFBQUwNPTE+np6di9ezdef/11ODg4AABWrFiBjz76CAUFBdBqtQgJCUFmZibatGkD\nABgwYACcnZ2xcuVKREREwMXFBYsWLZLmPWrUKFhZWWHlypU6y+TpEYyNp0Kg/+GpZZ7czp07MWTI\nEFy8eFHKy4iICBQWFsLPzw8//vgjUlNTpenfeecd7N27F2lpaYiMjMSpU6ekZu/mzZuoW7cuDhw4\ngMDAQERGRqKiogJr166tsVxmpyng58cS6Ts3Te6YwSoqlQpjx47FmjVr8NNPP+Hnn3/G8ePHUb9+\nfZ3pmjVrJt1Xq9UoKysDcGeXSVZWFlatWiWNLysrQ+fOne+zxJhq9zV3b0Skb1qtFlqtVu4yapXT\np0+jWbNmUiMIAP7+/igsLER2dnaN3OvSpQuWLl0qPf5zjgKQsvThYqrd14DZSaR/hs5Nk20G//jj\nD3Ts2BH169fHK6+8gmHDhiE7Oxtz587Vmc7GxkbncVWnXLVLedSoUTrjbG1t77PEGH2WT0T3GpEh\nyQAAIABJREFUodFooNFopMexsbHyFVOL/HkrgbX1nXi3s7OrMa6iogLl5eXS4zp16jx0fvcX81h1\nEtHjM3RummwzqNVqUVhYiKysLFhZWQEAdu3a9cgB1aJFC+Tl5ekc9BwbG4t69eohOjraIDUTEcmh\nbdu2yM3NxY0bN+Dk5AQAOHHiBACgZcuW2Lt3r870qampaNmy5SPNm5ebI6r9TPYHJM899xyKi4ux\nZcsWFBQUYOXKlYiLi0NJSckDn1fVLE6ePBmbNm3CokWLkJubixUrVmDOnDnw8vIyRvlEREbTs2dP\neHh4ICoqCtnZ2Vi7di02btwIhUKB8ePHIzMzEzNnzkROTg7WrFmDZcuWYcKECY80b7VajXPnzuG3\n334z8FoQkVxMthl85pln8P777yM6Ohpt27bF7t278f333+PatWsoLCwEUPMbq0KhkIZ17twZ69ev\nR1xcHHx8fLBo0SJ89dVX6NWrl9HXhYjIkKytrZGUlIRbt27B398fS5YswaRJkwAATZo0wc6dO5Gc\nnAxfX1/MmTMHCxcuRFRUFADd3LyXESNGIC8vD+3atTPKuhCR8Zncr4lzc3Ph7e2NX3/9Fa6urkZZ\nJn8RZ2z89Rv9D39NbL6YnaaAnx9LpO/cNKktg+fPn8euXbtgY2ODBg0ayF0OERERUa1nUj8gWbhw\nIVauXIkZM2Y84Fe/RERERKQvJrebWA7c1WFs3K1B/8PdxOaL2WkK+PmxRLV6NzERERERGZdJ7SaW\nF8+lZSxqtbPcJRCR3jA75cQ8JX1gM3gXN7MTET0+ZieR+eNuYiIiIiILxmaQiIiIyIKxGSQiIiKy\nYDxm8C5ejN2w1GpnFBVdk7sMItIzZqfxMU9J33ieQfBcWcbBc2HRvfE8g+aL2SkXfmYsHc8zSERE\nRER6o7dmsKCgAEqlEr/99luNcfHx8XBzc9PLciIjIxEREaGXeRER0cNztXnz5li9erURKyIiYzLK\nlsEhQ4YgPT1dL/NSKBQ8RoWISI8elqvMXaLazSg/IHnqqafw1FNP6WVeQggeK0FEpEfMVSLLpvct\ngxs3bkSTJk3g5OSE119/HaWlpTq7ibVaLVxdXREXFwdXV1eoVCoMHz4ct2/fluaxfv16NGvWDA4O\nDhg2bBjCw8MRGxt7z+Vt374dbdq0gYODAzp06IDk5GQAwJEjR2BtbY1Lly5J0/7888+oU6cOrl69\nqu/VJiIyivz8fPTp0weOjo5wc3PDRx99BAAoLCzEoEGD4OLiggYNGiA6OholJSUA7n2ojkajwaxZ\ns+65jLi4OLi7u6Nu3br3zV4iqj303gx++eWX2Lp1KxISEpCUlIQ5c+bU2L1w+fJlfPvtt0hOTsbW\nrVuxbds2xMfHAwBSUlIQFRWFN998EydOnICDgwO+/fbbe+6iyMjIwIgRIzBjxgxkZWVhzJgx6Nev\nHzIyMtC5c2d4eHhg8+bN0vTffPMNevbsifr16+t7tYmIDK6kpAShoaGwtbXF4cOHsWrVKvzzn//E\nmjVrEBISguLiYuzfvx+bNm1CUlISpk6det95/XnXb9X9f/3rX4iOjsbs2bNx5MgRnDp1Cnl5eQZf\nNyKSj96bwSVLlqBz587o3r07Zs+ejc8//7zGNOXl5Vi0aBHatGmD0NBQ9OrVCz/99BMAYNmyZRg4\ncCDGjh0Lb29vfP7553B1ddV5flVozZ8/H1FRURg2bBiaNm2KsWPHYvDgwfjss88AAOHh4di0aZP0\nvG+++Qbh4eH6XmUiIqPYs2cPLly4gPj4eLRu3RqhoaFYtmwZAOD8+fNYt24dfHx8oNFosHTpUqxY\nsQJFRUWPtYy4uDiEh4djxIgRaNmyJVauXAl7e3tDrA4RmQi9N4OdOnWS7rdv3x5Xr17FlStXakzX\nrFkz6b5arUZZWRkAIDMzEx07dpTGWVlZwd/f/57Lys7OxvLly6FWq6Xbxo0b8csvvwC40wympKTg\n0qVLyMrKwtmzZ9GvXz+9rCcRkbGdPn0azZs3h1qtloaFh4fjwoULaN68OZycnKThXbp0QUVFhZSH\njyo7Oxvt2rWTHjs6OsLLy+vJiycik6X3H5BYWVlJ9ysqKgAANjY2Nab787Cqg5etra1rHMhcWVl5\nz2VVVFRg+vTpGDVqlM58bG1tAQCtW7dG27ZtsWXLFly6dAkvvviiTojqiql2X3P3RkT6ptVqodVq\n5S7DLN0rSwHAzs6uxrCq/K2srLznYTbl5eX3Xc6fM7hOnToPqCqm2n0NmJ1E+mfo3NR7M5ieno6A\ngAAAd37E0bhxY9StW/eRn9+mTRtplzFwJ9DS09PRvn37GtO2aNECeXl58PT0lIbFxsaiXr16iI6O\nBnDnW/N3332H//znP3j77bcfsOSYR66RiP46jUYDjUYjPeYPFB6dt7c38vLycPPmTemL7fvvv4+V\nK1fixo0buH79OpydnQEAqampsLKyQvPmzZGbm4ubN29K8xFC4OzZswgODq6xDB8fH6SlpUmP//vf\n/yInJ+cBVcXoZd2I6P4MnZt63008btw4HD16FMnJyYiJicG0adMe6ZQFVdNMmDABmzZtwsqVK5GT\nk4PJkyfj3LlzOt9sq6adPHkyNm3ahEWLFiE3NxcrVqzAnDlzdHZphIeHY//+/cjNzUWfPn30vLZE\nRMYTFhYGNzc3jB49GmfOnEFSUhI+++wzLFq0CN7e3oiIiEBmZia0Wi3eeOMNhIeHw9nZGf7+/igq\nKsKnn36Ks2fPYvr06bh+/brOvKtn8JYtW7BixQqcOXMGr7/+Om7duiXH6hKRkei1GVQoFBg/fjz6\n9OmDoUOHIjIyEpMmTZLGVZ/uz8+rGhYQEIBly5Zh9uzZaN++PYqKitC1a1dp90j1aTt37oz169cj\nLi4OPj4+WLRoEb766iv06tVLmrebmxs6dOiAl19+Wdp9TERkjpRKJRISEnDt2jX4+flh/PjxeP/9\n9zFw4EBs374dCoUCAQEBGDx4MPr27YuVK1cCALy8vDB//nz83//9H9q3b4/y8nIMHjxYmm/1XA0M\nDMSaNWswb948+Pv7w8nJCV26dJFlfYnIOBTCxM40evToUdStWxfe3t7SsDZt2uCtt97CiBEjHnt+\nQgh4eXlh6dKlCAsLu+c0vNi6MfDC6nRv+r7gOhkPs1Mu/MxYOn3nplGuQPI4UlNT8emnn2Lt2rVo\n1KgRNm7ciPPnz+ts7XtU33//Pfbu3YvKykqEhoYaoFoiIiIi82ZyzeA//vEP5Ofno3///vj999/R\nvn17JCUloWHDho89r0WLFiErKwvr16/ndTWJiIiI7sHkdhPLgbs6jIG7NejeuJvYfDE75cLPjKXT\nd27q/dfERERERGQ+TG43sXy4G9mQ1GpnuUsgIoNgdhob85T0jc3gXdzkTkT0+JidROaPu4mJiIiI\nLBibQSIiIiILxmaQiIiIyILxmMG7eB5C/VKrnVFUdE3uMojIwJidxsd8JX3jeQbBc2UZBs+DRY+G\n5xk0X8xOufAzY+l4nkEiIiIi0hs2g0REREQWTLZmsKCgAEqlEmfPnpWrBCIiegAhBJYvX85dkkS1\nHLcMEhHRPR04cADjx49nM0hUy7EZJCKie6pqAtkMEtVuJtMMfvHFF3B0dMSRI0egVCqxdetWNG/e\nHHZ2dnjxxRfxn//8R5o2NTUVgYGBUKlUaNq0KZYtWwYA2L59O1xcXKTp0tPToVQqsX37dmmYr68v\nNm7caLwVIyIygHbt2mHx4sXS41deeQXt2rWTHm/duhXe3t4oKirCyJEj4eTkhMaNG2Ps2LG4desW\nAECr1cLV1RVxcXFwdXWFSqXC8OHDcfv2bRQUFCAkJAQAUKdOHRw4cMC4K0hERmMSzeB3332HKVOm\nYPv27WjUqBEAYO7cudi4cSP279+PY8eOYd68eQCA7OxshISEQKPRID09HbGxsXjzzTexefNm9OjR\nAzdv3sTJkycBAPv374dCocChQ4cAABcvXsTp06cRGhoqz4oSEelJr169oNVqAdzZcnfw4EGcPn1a\navR2796NXr16YdSoUbh27RpSUlKwc+dO/Pzzz4iMjJTmc/nyZXz77bdITk7G1q1bsW3bNsTHx+PZ\nZ5/Fli1bAADnz59Hly5djL2KRGQsQib5+flCoVCINWvWCJVKJbZu3aozPDExUZp2ypQpIiQkRAgh\nxOTJk0VAQIDOvN5++23RsWNHIYQQ3bp1E4sWLRJCCNGvXz/x4osvii5dugghhFi7dq3o3LlzjVoA\nCEDwptebbG8tMjN8r/w1+/btE/Xq1RNCCJGRkSG8vLxEy5YtRXJyshBCiObNm4ulS5cKpVIprl27\nJj2voKBAKBQKUVhYKH744QehUChEVlaWNL5///4iKipKCCGk8RUVFfesgdnJfCV56Ps9IPsVSMaM\nGYOKigq4u7vrDG/WrJl0X61Wo7y8HMCdLYOdO3fWmbZLly5YunQpACAsLAxarRYTJ07EwYMHsXnz\nZoSFheH27dvSN+V7i6l2X3P3RkT6ptVqpS1a9Nd17doVpaWlyMjIwIEDBxAUFISKigqkpKTAy8sL\nhYWFcHNzgxACzz77rM5zFQoFcnJypKuH3C9vH01MtfsaMDuJ9M/QuSl7M/jBBx8gMzMT48aNw+HD\nh6XhNjY2OtPdaYQBe3t76X6ViooKKbxCQ0PxySefIDMzEw4ODujevTsaNGiAtLQ07N27V9rtUVOM\n3taJiO5Po9FAo9FIj2NjY+UrxozZ2NhAo9FAq9UiJSUFffr0QXl5OTZs2AA3Nzd0794dlZWVUKlU\nSE9P13muEAKNGzdGWlqaNK/qKisrH6OSmCdcEyJ6GEPnpuzHDA4YMAAff/wxsrOzERcXd9/pqhrA\nli1b4siRIzrjUlNT0bJlSwCAn58frKyssGTJEnTr1g0AEBQUhM8//xwlJSXo1KmTgdaEiMi4wsLC\nsG/fPqSkpCAoKAhBQUE4cuQIEhMT8cILL6BFixa4desWysvL4enpCU9PTygUCkyePBlFRUX3nKdC\noZC2GPK6w0SWQfZmEAAaN26MmTNnYsaMGbh69eoDpx0/fjwyMzMxc+ZM5OTkYM2aNVi2bBkmTJgA\nAFAqlXj++eexevVqBAUFAQC6deuGb775Bs8//zzDjYhqjbCwMOzatQtKpRKenp7w9vaGSqWSmsGW\nLVuiV69eiIiIQFpaGjIyMjB8+HBcuXJF+rHenwkhpC/fKpUKAHDs2DGUlJQYbb2IyLhkbQarN2aT\nJ0+Gs7Mz3nrrrRoNW/Vvqk2aNMHOnTuRnJwMX19fzJkzBwsXLkRUVJQ0fVhYGMrKyqRmMCgoCAqF\n4gHHCxIRmR8vLy80adJEyjrgzpdfDw8PeHt7AwDWrl0LLy8vhIaGQqPRwNXVFQkJCdL0D8pbX19f\nhIWFISgoCElJSUZYIyKSg0L8+QA8C3Qn+Cz+ZdAzRY1jO4nuRaHge8VcMTvlws+MpdN3bprEbmIi\nIiIikgebQSIiIiILxmaQiIiIyIKxGSQiIiKyYLKfdNp08JQz+qRWO8tdAhEZBbPT2JivpG9sBu/i\nL7OIiB4fs5PI/HE3MREREZEFYzNIREREZMG4m/guXqZOP9RqZxQVXZO7DCIyEmancTFjyRB4BRLw\nLPr6xTPj0+PhFUjMF7NTDvy8EK9AQkRERER6xGaQiIiIyIIZ5JjB9PR03Lp1C+Xl5QgJCUF5eTmU\nSuP2nQUFBfD09ERubi48PT2NumwiIjmYQvYSkfkxSEr069cPOTk5PLCYiMiIqrK3a9euuHjxIhtB\nInokBksKIQQPciUiMjIhBOrUqYOGDRvKXQoRmQm9N4MajQbnzp3D6NGjMWrUKADAF198AVdXV6hU\nKowcORIlJSXS9ImJifDz84O9vT1at26NzZs368xr1qxZ0uOCggIolUqcPXsWAPCf//wH/fv3h1qt\nRrNmzbB8+fIa34QTEhLQvHlz2Nvb46WXXsK1a/xJPhHVPtWzt2nTplAqlaisrJRyc8eOHfDw8IBa\nrca0adOQmZmJDh06QKVSoW/fviguLpbm9cUXX8DT0xNqtRpBQUH46aefZFwzIjI4oWfXrl0Tbm5u\nYuHChSIhIUEoFAoREhIisrKyxJ49e4RKpRJLliwRQgixd+9eYWNjIxYvXix++eUXsXDhQlGnTh2R\nlpYmhBBCo9GIWbNmSfPOz88XCoVC5OXlCSGE6NmzpwgMDBQZGRni+++/F40aNRJKpVJnWl9fX3H0\n6FFx5MgR0aRJEzFt2rQaNQMQgOBNLze9v6WoluN7Rj/ulb0VFRVSFnbt2lVkZmaKdevWCYVCIVq0\naCH27dsnDhw4IOrWrSs+++wzIYQQ3333nXj66afFd999J3Jzc8WcOXOEWq0WFy5cqLFMZiczluSh\n7/eB3rcMOjs7w8rKCo6OjnB0dAQALF26FG3atEGPHj3w/PPP4+TJkwCAJUuWoH///njjjTfQvHlz\nTJo0CQMGDMC8efMeupycnBzs3bsXX331FXx9ffHCCy8gNjYWd16j//n444/h7++PTp06YdCgQcjI\nyND3KhMRye5e2Vvdu+++Cx8fHwwbNgz16tVDeHg4goODERQUBI1Gg59//hkA8M9//hNvv/02Xnrp\nJTRr1gwzZsyAv78/Vq5caexVIiIjMcoVSJo1aybdd3R0xO3btwEAZ86cwZgxY3Sm7dKlC+Li4h46\nz5MnT8LR0RHNmzeXhgUEBDzysmuKqXZfc/dGRPqm1Wqh1WrlLsPiVD+rgp2dHdzd3aXHTz31lHT4\nTnZ2NmbMmKFziE5paSnc3NzuM+eYavc1YHYS6Z+hc9MozaCVlZXO46qtd3Z2djWmraioQGVl5T3n\nU15eLt23trausRXwz48ftOyaYu4znIj0SaPRQKPRSI9jY2PlK8aCWFvrxv39fmlcUVGBBQsWIDQ0\nVBomhIBKpbrPnGP0VCER3Y+hc9MgvyZ+1FPKtGzZEocPH9YZlpqaihYtWgAAbG1tUVRUJI2r+uEI\nALRu3Ro3b95Ebm6uNOzYsWNPUjYRkVn7q6fzqv68Fi1a4Ndff4Wnp6d0W7BgAbfmEtViBtkyqFKp\nkJ2dDScnp3uOr9o6N2XKFHTp0gWLFy9G7969sXPnTmzbtg27du0CAHTs2BHx8fEYPnw4AOD999+X\nQsvb2xthYWF47bXX8Omnn+Ly5ct47733eG5DIrJYD8ve+xFC6ORyVFQUWrZsia5du2LdunVYtWoV\nxo4da4iSicgEGGTL4IQJE7BixQqMHj26RnOmUCikYR06dMCGDRuwYsUKtG3bFvHx8di0aRN69OgB\n4E4odejQAd26dcPQoUMxc+ZMnd2+X331FdRqNQICAjBu3DhERUWhTp06Osu637KJiGqb+2Xvw3Kv\nejYOGjQIc+fORWxsLHx8fJCQkICEhAT4+voatHYiko9C3P8gOpP2xx9/YPfu3ejdu7d0LMymTZvw\n5ptvIj8//7HmdScEzfJlMEGKBxyXSVSTQsH3jLlidsqBnxfSf26a7bWKbG1t8fe//x2xsbHIz89H\namoqYmNjMWjQILlL0yOt3AXcg1buAmowxWOZWBORMWgtevlyf6a5fHmXr09m2wwqlUps374de/bs\ngY+PD/r374/evXvjww8/lLs0PdLKXcA9aOUuoAZT/ECyJiJj0Fr08uX+THP58i5fn4xyahlD6dq1\nK1JTU+Uug4iIiMhsme2WQSIiIiJ6cmb7AxJ9ateuHS9TRyST5557Dunp6XKXQX8Bs5NIHvrOTTaD\nRERERBaMu4mJiIiILBibQSIiIiILxmaQiIiIyIJZdDNYUlKCMWPGoF69emjcuDHmzZtn1GX7+Phg\n79690rBz584hNDQUKpUKrVu3lq7RXOWHH36Ar68vHBwcEBwcjLy8PL3Vk5eXh5deegn16tWDm5sb\npk2bhpKSElnrOnPmDHr27Am1Wg0PDw/Mnz9fGifna1Vl9OjRCA4Olr2mjRs3QqlU6tz69+8va00A\nUFZWhilTpqBBgwaoX78+xo8fj9LSUtnroidnrOyUKyflzkNTyj45ck7uTJMru+Lj42usd9WtsLDQ\nsOsuLFh0dLTw9fUVx48fFwkJCcLR0VF8/fXXBl/uH3/8Ifr16ycUCoXYu3evEEKIyspK8dxzz4mh\nQ4eK7OxsMXfuXGFvby/y8/OFEEL8+uuvQqVSiXnz5ons7GwxZMgQ0aZNG1FZWfnE9ZSUlIhWrVqJ\ngQMHijNnzoj9+/eLZs2aialTpwohhCx1lZaWCg8PD/H3v/9d5OXlicTEROHo6CjWr18v62tVZc+e\nPUKhUIjg4GAhhLx/v5kzZ4oBAwaIS5cuSbfff/9d9tdp4sSJwsPDQ/z444/ixx9/FB4eHmLmzJlC\nCHneU6Q/xshOuXJS7jw0peyTK+fkzjS5suuPP/7QWefffvtN+Pn5iYEDBxp82RbbDN66dUvY2dlJ\nISOEEB9++KEIDAw06HJPnTolnnvuOfHcc8/phNzevXuFnZ2duHXrljRtz549xbvvviuEEGLWrFki\nKChIGldcXCwcHR3Fnj17nrimgwcPCltbW/Hf//5XGrZhwwbRqFEjsW/fPlnqys/PF0OGDBG3b9+W\nhvXv31+MGTNG1tdKiDvvHU9PTxEYGCg0Go0QQt6/X79+/URsbGyN4XLWdP36dWFra6szr/j4eBEW\nFib734+ejDGyU86clDsPTSX75Mw5OTPNlLLrs88+Ew0aNBA3btww+LItdjdxRkYGSkpKEBgYKA3r\n2rUrjh49atCLgB84cAA9evSoceWUw4cPw8/PDw4ODtKwwMBAabrDhw+jW7du0jg7Ozv4+fnp5Qos\nLVu2xPfffw97e3ud4Tdu3MDhw4fRvn17o9fl4eGBjRs3wtbWFkIIHDp0CAcOHEDPnj1lfa0AYObM\nmQgJCYFGo5GGyVlTdnY2WrRoUWO4nDWlpKTA3t4ePXr0kIaNHDkSu3btkv3vR0/GGNkpZ07KnYem\nkn1y5pycmWYq2XXz5k3ExsZi9uzZqFu3rsGXbbHN4IULF1CvXj3Y2NhIw55++mmUlpbi8uXLBlvu\n66+/jk8++QR2dnY16mncuLHOsIYNG6KwsBAAcPHiRTzzzDM6459++mlp/JOoX78+QkJCpMeVlZVY\nsmQJnn/+eVy4cKHGco1VVxVXV1cEBQXhb3/7GwYMGCDra5WamorNmzdj/vz5Ov/xyVVTaWkpcnNz\nsWPHDnh5eaF58+Z45513UFpaKuvrlJeXB3d3d2zYsAFt2rSBh4cHpk+fjrKyMlnroidnjOyUMydN\nKQ/lyj45c07uTDOV7FqxYgXs7Ozw2muvATD8a2/W1yZ+EsXFxbC1tdUZVvW46kBhU6inqpaHjden\nKVOmICMjA0ePHsX8+fNlr2vHjh04f/48xo0bh8mTJ+OPP/6QpaaSkhK89tprWLx4MerWrQsAUCgU\nj7RMQ9X0yy+/oKKiAmq1Glu3bkVubi4mTpyImzdv4vbt27L97W7evIn8/HwsXboUcXFxKCoqwrhx\n41BeXi7b34/0Q87slONzJmceypF9cuec3JlmCtklhMCKFSsQHR0NKyurR5r3ky7bYpvBp556qsaL\nVPX4z7sHjMHOzg5FRUU16qnaJHy/euvXr6+3GoQQmDRpEj7//HNs2bIFrVq1wlNPPSV7XX5+fvDz\n80NxcTFGjhyJqKgo/P7770av6YMPPoCXlxcGDBggDav61izX69SmTRvcuHEDjo6OAIC2bdtCCIHw\n8HCMHj1altcJAKytrVFUVIR169ahadOmAID58+cjIiICkZGRstVFT07O7DRmTppCHsqRfXLnnNyZ\nZgrZdfz4cZw9exYRERHSMEO/9y12N3GTJk1w/fp1lJeXS8MuXrwIW1tb1KtXT5Z6Ll68qDPs4sWL\n0mbhJk2a4MKFCzrj77XZ+K+qrKxEVFQUli9fjm+//RYvvfQSgDu7KeSo67fffsN3332nM6xVq1Yo\nLS1F48aNZalp48aNSE5Ohlqthlqtxrx583Dw4EGo1WrZXicAUmhWadmyJcrKyvDMM8/IVtMzzzwD\na2trKUwBwNvbG7dv30ajRo1kfa/Tk5EzO42Vk3LmodzZZwo5J2emmUJ2JSUlISAgAI0aNZKGGfq9\nb7HNYLt27WBjY4NDhw5Jw1JSUuDv7w+l0vgvS+fOnZGeno7i4mKdegICAgAAAQEBSElJkcYVFxcj\nPT1dGv+kpk6diq+//hrbtm3DK6+8Ig0PCAiQpa7Tp09jwIABuHLlijTs2LFjaNiwIQIDA2WpSavV\n4tSpU8jIyEB6ejpGjx6Njh07IiMjQ7bXaevWrWjYsCHKysqkYSdOnICzs7NsNQFAly5dUF5ejqys\nLGnY6dOnoVar0aVLF1nf6/Rk5MxOY+WknHkod/bJnXNyZ5opZNfhw4fRvXt3nWEGX/e/9HvnWuL1\n118XrVu3FmlpaSIhIUHUrVtXbNq0yWjLr37KhIqKCtGmTRsxcOBAkZWVJebOnStUKpU4d+6cEEKI\ngoICYWdnJ+bMmSNOnTolhgwZItq2bauXOlJTU4VCoRAff/yxuHDhgs5NrrrKysqEr6+v6N27t8jO\nzhY7duwQTz/9tPj0009lfa2qmzlzpnTKhfLycllqunbtmmjUqJGIjIwUOTk5IjExUTzzzDPio48+\nkv11euWVV4S/v784duyYOHDggGjatKmYNm2a7HXRkzNmdho7J+XOQ1PLPmPnnClkmtzZ5e7uLtat\nW6czzNDLtuhmsLi4WIwcOVKoVCrRpEkTsWDBAqMuv3rICSFEbm6u6N69u3jqqaeEj4+P2L17t870\nSUlJomXLlsLe3l706NFDnD17Vi91TJs2TSgUiho3pVIpKioqZKvr3//+t3j55ZeFo6OjaNKkiZg7\nd640Tq6aqnv33Xelk7HKWVNGRoYIDg6W3sezZ8+WvSYhhLh586aIiooSdevWFS4uLmLWvhF0AAAA\no0lEQVTq1KmirKxM9rroyRkzO42dk6aQh6aUfXLknNyZJnd22dnZie+//77GcEMuWyGEAU+qR0RE\nREQmzWKPGSQiIiIiNoNEREREFo3NIBEREZEFYzNIREREZMHYDBIRERFZMDaDRERERBaMzSARERGR\nBWMzSERERGTB2AwSERERWTA2g0REREQWjM0gERERkQVjM0hERERkwdgMEhEREVmw/wet1INaFHpa\nSwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Question 2\n", + "(wf_pp, tw_pp) = get_wf('http://www.gutenberg.org/cache/epub/1342/pg1342.txt')\n", + "(wf_ahf, tw_ahf) = get_wf('http://www.gutenberg.org/cache/epub/76/pg76.txt')\n", + "plotTwoLists (wf_pp, wf_ahf, 'Most Frequent Words From Two Different Authors')\n", + "print wf_pp\n", + "print wf_ahf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Question 3\n", + "\n", + "The words would, could, said, and one are prefered by both of the authors. The words Elizabeth and I are strongly prefered by one author, but not the other." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extra Credit\n", + "\n", + "Frequency of 'would'" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tom Swift: 0.00620970299123\n", + "Adventures of Huckleberry Finn: 0.00673134712802\n" + ] + } + ], + "source": [ + "#Frequency of 'would' in works by the same author\n", + "print 'Tom Swift: ' + str(wf_ts[12][1]/float(tw_ts))\n", + "print 'Adventures of Huckleberry Finn: ' + str(wf_ahf[9][1]/float(tw_ahf))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pride and Prejudice: 0.00817251924496\n", + "Adventures of Huckleberry Finn: 0.00673134712802\n" + ] + } + ], + "source": [ + "#Frequency of 'would' in works by different authors\n", + "print 'Pride and Prejudice: ' + str(wf_pp[11][1]/float(tw_pp))\n", + "print 'Adventures of Huckleberry Finn: ' + str(wf_ahf[9][1]/float(tw_ahf))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# From dmercer2" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'first', 280), (u'troy', 281), (u'war', 291), (u'yet', 313), (u'jove', 314), (u'one', 341), (u'thou', 343), (u'hector', 349), (u'oer', 359), (u'achilles', 390), (u'arms', 416), (u'great', 468), (u'shall', 511), (u'thus', 610)]\n", + "[(u'son', 268), (u'telemachus', 269), (u'upon', 270), (u'may', 274), (u'go', 274), (u'come', 287), (u'us', 295), (u'went', 301), (u'man', 313), (u'men', 319), (u'would', 385), (u'house', 386), (u'said', 480), (u'one', 554)]\n" + ] + }, + { + "data": { + 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kh4eHa91PClPUQM/S0lLtRHLz5k0yNzenatWqScP++usvMjExocaNG6udzJ4+fUpt27Yl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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Same Author Analysis: \"The Iliad\" and \"The Odyssey\" by Homer\n", + "(wf_ill, wc_ill) = get_wf('http://www.gutenberg.org/cache/epub/6130/pg6130.txt') # word frequencies and count for The Iliad\n", + "time.sleep(10)\n", + "(wf_od, wc_od) = get_wf('http://www.gutenberg.org/cache/epub/1727/pg1727.txt') # work frequencies and count for The Odyssey\n", + "\n", + "plotTwoLists (wf_ill, wf_od, 'Most Frequent Words From The Iliad and They Odyssey by Homer')\n", + "print wf_ill\n", + "print wf_od" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The two works by the same author, The Iliad and They Odyssey by Homer, do not share many words when looking at only their 15 most frequent. They only share one, which is the word \"one.\" Interestingly, the top 15 words from The Iliad do a good job of making it clear that the story is about The Trojan War. The core of the Odyssey is not so clear from its tops words however." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'went', 195), (u'day', 206), (u'first', 212), (u'us', 215), (u'like', 219), (u'without', 223), (u'prison', 238), (u'time', 249), (u'could', 278), (u'convict', 283), (u'said', 289), (u'man', 331), (u'would', 409), (u'convicts', 429)]\n", + "[(u'come', 70), (u'course', 72), (u'may', 79), (u'go', 81), (u'like', 82), (u'time', 82), (u'know', 85), (u'project', 86), (u'could', 106), (u'man', 116), (u'', 121), (u'though', 132), (u'even', 143), (u'one', 195)]\n" + ] + }, + { + "data": { + "image/png": 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orZcLq5OhF0xXr15NQhQ1Z2FnZ6dTi7Jk5Y6srCwyNzfXq2p/79496tOnDwkh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6AAAB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\nERERkZVg4kdERERkJZj4EREREVmJ/wdVcJPMvuF6FAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Another Same-Author Analysis, this time with Fyodor Dostoyevsky: \"The House of the Dead\" and \"Notes From the Underground\"\n", + "(wf_hod, wc_hod) = get_wf('http://www.gutenberg.org/cache/epub/37536/pg37536.txt')\n", + "time.sleep(10)\n", + "(wf_notes, wc_notes) = get_wf('http://www.gutenberg.org/cache/epub/600/pg600.txt')\n", + "\n", + "plotTwoLists(wf_hod, wf_notes, 'Most Frequent Words from Two Works By Fyodor Dostoyevsky')\n", + "print wf_hod\n", + "print wf_notes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just wanted to check two works by another author to see if it was equally as dissimilar as Homer. Dostoyevsky's two works share a couple more words in common with one another." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'*', 60), (u'time', 62), (u'queen', 65), (u'see', 67), (u'thought', 72), (u'could', 77), (u'know', 78), (u'like', 82), (u'went', 83), (u'would', 83), (u'project', 86), (u'one', 98), (u'little', 125), (u'alice', 358)]\n", + "[(u'shall', 171), (u'think', 172), (u'well', 180), (u'us', 182), (u'may', 212), (u'see', 227), (u'little', 268), (u'mr', 274), (u'man', 284), (u'could', 287), (u'would', 327), (u'one', 368), (u'holmes', 445), (u'upon', 466)]\n" + ] + }, + { + "data": { + "image/png": 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UVL9+/XJ37MjISJIkqVKDKj88XENpBw8epJdffplcXV1JoVDQ008/TbGxsQbH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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Comparing Two Works From Two Different Authors: \"Alice's Adventures in Wonderland\" by Lewis Carroll\n", + "# and \"The Adventures of Sherlock Holmes\" by Arthur Conan Doyal\n", + "(wf_alice, wc_alice) = get_wf('http://www.gutenberg.org/cache/epub/11/pg11.txt')\n", + "(wf_sherlock, wc_sherlock) = get_wf('http://www.gutenberg.org/cache/epub/1661/pg1661.txt')\n", + "\n", + "plotTwoLists(wf_alice, wf_sherlock, 'Most Frequent Words from Two Different Authors')\n", + "print wf_alice\n", + "print wf_sherlock" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These two books do not share a lot in common. They both have little, see, would, and could in their top 15, but that is about it. It may be worth noting that would, could, and one appeared in almost all of the 6 books I analyzed for this assignment. It seems as though the code missed some *'s and had some kind of trouble with \"Notes From the Underground\" (a blank appeared amongst the most popular words. If doing comparisons from Project Gutenberg, then it might be worth including the words \"project\" and \"gutenberg\" as stop words or somehow cut out the legal text that follows the stories." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "house of death word count: 58133 \n", + "notes from the underground word count: 20810\n", + "\n", + "proportion of all words that are \"man\" in \"House of Death\": 0.00569383998761\n", + "proportion of all words that are \"man\" in \"Notes From the Underground\": 0.00557424315233\n", + "\n", + "Difference between the proportions = 0.0001\n", + "Lower bound 95% confidence interval = -0.0005\n", + "Upper bound 95% confidence interval = 0.0007\n" + ] + } + ], + "source": [ + "from math import sqrt\n", + "# comparing distribution for the word \"man\" in Dostoyevsky's novels\n", + "print \"house of death word count: %s \\nnotes from the underground word count: %s\\n\" % (wc_hod, wc_notes)\n", + "print \"proportion of all words that are \\\"man\\\" in \\\"House of Death\\\": \" + str( float(wf_hod[11][1])/wc_hod )\n", + "print \"proportion of all words that are \\\"man\\\" in \\\"Notes From the Underground\\\": \" + str( float(wf_notes[9][1])/wc_notes ) \\\n", + " + \"\\n\"\n", + "\n", + "# differenct of proportions\n", + "pManHod = float(wf_hod[11][1])/wc_hod\n", + "pManNotes = float(wf_notes[9][1])/wc_notes\n", + "\n", + "diff = pManHod - pManNotes\n", + "\n", + "SEhod = pManHod * (1 - pManHod) / wc_hod\n", + "SEnotes = pManNotes * (1 - pManNotes) / wc_notes\n", + "SEtest = sqrt( SEhod + SEnotes )\n", + "\n", + "LCI = diff - SEtest # lower bound of confidence interval (CI)\n", + "UCI = diff + SEtest # upper bound of CI\n", + "\n", + "print \"Difference between the proportions = \" + str(round(diff, 4))\n", + "print \"Lower bound 95% confidence interval = \" + str(round(LCI, 4))\n", + "print \"Upper bound 95% confidence interval = \" + str(round(UCI, 4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The 95% confidence interval for the difference between the proportions of the word \"man\" in Dostoyevsky's \"House of the Dead\" and \"Notes From the Underground\" contains 0. This is evidence that there is no statistically significant difference between the relative frequency of occurence for this word." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alice's Adventures in Wonderland word count: 14389\n", + "The Adventures of Sherlock Holmes word count: 48422\n", + "\n", + "proportion of all words that are \"little\" in \"Alice's Adventures in Wonderland\": 0.00430884703593\n", + "proportion of all words that are \"little\" in \"The Adventures of Sherlock Holmes\": 0.00553467432159\n", + "\n", + "Difference between the proportions = -0.0046\n", + "Lower bound 95% confidence interval = -0.0051\n", + "Upper bound 95% confidence interval = -0.0042\n" + ] + } + ], + "source": [ + "# comparing distribution for the word \"little\" in \"Alice's Adventures in Wonderland\" and \"The Adventures of Sherlock Holmes\"\n", + "print \"Alice's Adventures in Wonderland word count: \" + str(wc_alice)\n", + "print \"The Adventures of Sherlock Holmes word count: \" + str(wc_sherlock) + \"\\n\"\n", + "print \"proportion of all words that are \\\"little\\\" in \\\"Alice's Adventures in Wonderland\\\": \" \\\n", + " + str( float(wf_alice[1][1])/wc_alice )\n", + "print \"proportion of all words that are \\\"little\\\" in \\\"The Adventures of Sherlock Holmes\\\": \" \\\n", + " + str( float(wf_sherlock[6][1])/wc_sherlock ) + \"\\n\"\n", + "\n", + "# differenct of proportions\n", + "pA = float(wf_alice[1][1])/wc_sherlock\n", + "pS = float(wf_sherlock[9][1])/wc_sherlock\n", + "\n", + "diff = pA - pS\n", + "\n", + "SEalice = pA * (1 - pA) / wc_alice\n", + "SEsherlock = pS * (1 - pS) / wc_sherlock\n", + "SEtest = sqrt( SEalice + SEsherlock )\n", + "\n", + "LCI = diff - SEtest # lower bound of confidence interval (CI)\n", + "UCI = diff + SEtest # upper bound of CI\n", + "\n", + "print \"Difference between the proportions = \" + str(round(diff, 4))\n", + "print \"Lower bound 95% confidence interval = \" + str(round(LCI, 4))\n", + "print \"Upper bound 95% confidence interval = \" + str(round(UCI, 4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The 95% confidence interval for the difference between the proportions of the word \"little\" in \"Alice's Adventures in Wonderland\" and \"The Adventures of Sherlock Holmes\" does not contain 0. Both the upper and lower bound of the confidence interval are negative, offering evidence that \"little\" has a statistically significantly higher probability of occurrence in Arthur Conan Doyal's books than they do in Lewis Carroll's." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From rcm684" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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85n8TEdUmrVYLrVYrdxhmTxRFxMXFoaysDC1btpTWFxYWorS0FH5+fnr7l5SU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\nTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "##Q1\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/805/805-h/805-h.htm')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/6695/pg6695.html')\n", + "plotTwoLists (wf_ee, wf_bu, 'Fitzgerald')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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3N7788ksz6xYgInPm7+8PjUYD4EkvwvHjx5GRkYEHDx4AAA4fPgx/f38EBQXh/PnziIuL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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "##Q2\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/cache/epub/6695/pg6695.html')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/245/245-h/245-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Different Author')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### question 3. \n", + "* There did appear to be a greater tendency for the same author to use the same words. \n", + "* The books by the same author had 6 words in common compared to only 4 by the book with a different author.\n", + "* All the books had the words man, would, said as the most frequently most occuring words. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From deytia" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Comparing books from different authors \n", + " a) words used are different, Pride and Prejudice include character names and Adventures of Huckleberry is written mostly in first person. \r\n", + " b) most common word used is would for both authors \r\n", + " c) literary style is really different since the first is written in passive and the second one is written in active voice \r\n", + " d) i and says are preffered words for Adventures of Huckleberry Finn \r\n", + " e) Besides third person names the favorite words for Pride and Prejudice are could and would\n" + ] + }, + { + "data": { + "image/png": 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x48bk6+srlb969SrZ2dmRKIo0ZMgQmjNnDrVt25Y8PDzI3d2dAgMDpbL6Yq6+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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print \" Comparing books from different authors \\n a) words used are different, Pride and Prejudice include character names and Adventures of Huckleberry is written mostly in first person. \\r\\n b) most common word used is would for both authors \\r\\n c) literary style is really different since the first is written in passive and the second one is written in active voice \\r\\n d) i and says are preffered words for Adventures of Huckleberry Finn \\r\\n e) Besides third person names the favorite words for Pride and Prejudice are could and would\"\n", + "\n", + "(wf_g1, tw_g1) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "time.sleep(10)\n", + "(wf_g2, tw_g2) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_g1, wf_g2, 'Most Frequent Words From Two books of different author')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comparing books of same author \n", + " a) literary style is the same, passive voice, narrative of past events \r\n", + " referred to somedy else \r\n", + " b) most common words used are would and could \r\n", + " c) it seems that Elizabeth and Marianne are the main characters for each novel\n" + ] + }, + { + "data": { + "image/png": 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LJAiCdMRHpVKRIAg0ZswYrbJz5sx54WTw8ePHZGVlRa+99prOtvr5+ZGxsTHdu3ePiP75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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print \"Comparing books of same author \\n a) literary style is the same, passive voice, narrative of past events \\r\\n referred to somedy else \\r\\n b) most common words used are would and could \\r\\n c) it seems that Elizabeth and Marianne are the main characters for each novel\"\n", + "\n", + "(wf_g1, tw_g1) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "time.sleep(10)\n", + "(wf_g2, tw_g2) = get_wf('http://www.gutenberg.org/ebooks/161.txt.utf-8')\n", + "plotTwoLists (wf_g1, wf_g2, 'Most Frequent Words From Two books of same author')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print \"hola \\n mundo \\r\\n es to no puede ser\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From rjlusk10" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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y5csyduxYCQgIECcnJ/H09JTOnTvLzp07Tdq1bdtWHB0dpVy5cnLz5s0C+xAR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\niBSGBR4RERGRwvw/dW3WlkJoUKEAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_abw, tw_abw) = get_wf('http://www.gutenberg.org/files/3021/3021-h/3021-h.htm')\n", + "time.sleep(10)\n", + "(wf_nb, tw_nb) = get_wf('http://www.gutenberg.org/files/3026/3026-h/3026-h.htm')\n", + "plotTwoLists (wf_abw, wf_nb, 'Most Frequent Words From Robert Frost Novels')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Discussion\n", + "It seems that, aside from the commmon words related to Gutenberg's legal statements, that the first book \"A Boy's Will\"\n", + "Has much smaller total frequencies compared to the second document, \"North of Boston.\"\n", + "\n", + "While both books are roughly equal in terms of overall number of words (length), it may be the case that \"A Boy's Will\"\n", + "uses a richer and variety of vocabulary compared to the other novel. In terms of frequency, a handful of words in \"North of Boston\" \n", + " are used considerably more with no near equivalents in \"A Boy's Will\".\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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kwMzMDJUqVUKlSpWQnJyMmJgYJCYmIikpCX///TeioqIghNB51kDfOcDa2lpZ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\n9CaagtKzKXZ6Mx2b7kyx0/Opa5aIiIiIiDidEhEREREREXE6JSJuLCc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Vs1m/34mIOIoi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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_lg, tw_lg) = get_wf('http://www.gutenberg.org/files/1322/1322-h/1322-h.htm')\n", + "time.sleep(10)\n", + "(wf_nb, tw_nb) = get_wf('http://www.gutenberg.org/files/3026/3026-h/3026-h.htm')\n", + "plotTwoLists (wf_lg, wf_nb, 'Most Frequent Words from Leaves of Grass (W. Whitman) and North of Boston (R. Frost)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Discussion\n", + "Walt Whitman's work is considerably larger in overall volume compared to \"North of Boston.\"\n", + "the word \"Love\" is used more than 200 times within Leaves of Grass and is the 6th overall most used word in the book.\n", + "\n", + "The same word does not appear in the top 15 of Frost's book.\n", + "\n", + "Similar to the results from the first section of this assignment, The first document has considerably more specific and a rich\n", + "vocabulary compared to \"North of Boston\". It may be the case that, due to the large frequency for words \n", + "such as \"love\" and \"soul\" and \"night\" , while relatively in general, they are mainstays within this writers\n", + "vernacular.\n", + "\n", + "~~These results are preliminary, because it is highly important to account for over-represented terms\n", + "that are used frequently for the Gutenberg's terms-of-use statements within the document\n", + "and do not best represent the terms within the actual corpus' of these books.~~\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From markdcarringer" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "([(u'dont', 175), (u'know', 177), (u'never', 183), (u'come', 192), (u'mr', 196), (u'miss', 225), (u'could', 228), (u'mrs', 229), (u'fielding', 230), (u'like', 233), (u'aziz', 320), (u'one', 339), (u'would', 377), (u'', 430)], 49756)\n", + "([(u'know', 188), (u'never', 207), (u'like', 222), (u'mrs', 226), (u'mr', 229), (u'dont', 237), (u'little', 239), (u'wilcox', 288), (u'could', 294), (u'helen', 324), (u'\\xa0\\xa0\\xa0\\xa0i', 328), (u'one', 398), (u'margaret', 412), (u'would', 415)], 57163)\n" + ] + }, + { + "data": { + "image/png": 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mjU6CR/SyY+CAgACytrYmd3d3mjx5Mt28eVPvP+l79+7R+PHjqU6dOmRlZUVu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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Assignment 1.1\n", + "# Compare word frequencies between two works of a single author.\n", + "\n", + "(wf_pi, tw_pi) = get_wf('https://archive.org/stream/APassageToIndia_109/APassageToIndia_djvu.txt') # A Passage to India\n", + "time.sleep(10)\n", + "(wf_he, tw_he) = get_wf('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", + "plotTwoLists (wf_pi, wf_he, 'Most Frequent Words From Two Books by E. M. Forster')\n", + "print(wf_pi, tw_pi)\n", + "print(wf_he, tw_he)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "([(u'long', 310), (u'sea', 328), (u'yet', 334), (u'ship', 351), (u'though', 359), (u'ye', 369), (u'whales', 376), (u'ahab', 383), (u'man', 384), (u'would', 424), (u'old', 439), (u'upon', 567), (u'like', 569), (u'whale', 860)], 111800)\n", + "([(u'say', 650), (u'dont', 654), (u'never', 665), (u'mrs', 673), (u'could', 673), (u'old', 744), (u'upon', 780), (u'know', 849), (u'says', 869), (u'would', 871), (u'sir', 912), (u'one', 942), (u'little', 1143), (u'said', 1720)], 169836)\n" + ] + }, + { + "data": { + "image/png": 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2Nli3bh1GjBgBb29vDBo0CE5OTti/fz/S0tLQoUMHcWBVAPjuu++gUCjw+uuv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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Assignment 1.2\n", + "# Compare word frequencies between works of two authors.\n", + "\n", + "(wf_md, tw_md) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "time.sleep(10)\n", + "(wf_bh, tw_bh) = get_wf('http://www.gutenberg.org/files/1023/1023-h/1023-h.htm')\n", + "plotTwoLists (wf_md, wf_bh, 'Most Frequent Words From Moby Dick and Bleak House')\n", + "print(wf_md, tw_md)\n", + "print(wf_bh, tw_bh)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assignment 1.3\n", + "### Analysis\n", + "\n", + "The books by the same author don't reveal much about the author's preferred word choices. The common words are either \n", + "character names or common English words. I would like to know why empty string is being returned as the most common result. \n", + "\n", + "In order to learn more about authorial diction in this case, the stop word dictionary might have to be refined to a a considerable extent. \n", + "\n", + "The works by two different authors have a strong similarity in publishing time (1851 versus 1852), but a strong dissimilarity \n", + "in genre and subject matter (metaphorical sea adventure versus urban social drama). They also differ in that the authors are \n", + "American and British. While there are some words in common, I don't perceive any interesting similarities in word frequency. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assignment 1.3\n", + "### Extra Credit\n", + " \n", + "I looked at the relative frequency of the word 'would' in both two works by the same author and two works by different authors. \n", + "\n", + "The results are as follows: \n", + " \n", + "* SAME AUTHOR\n", + "``` \n", + " A Passage to India by EM Forster\n", + " Occurrences of 'would': 377\n", + " Total Words: 50117\n", + " Relative Frequency ('would') = 0.00752\n", + " \n", + " Howards End by EM Forster\n", + " Occurrences of 'would': 415\n", + " Total Words: 57741\n", + " Relative Frequency ('would') = 0.00719\n", + "```\n", + "* DIFFERENT AUTHORS\n", + "``` \n", + " Moby Dick by Herman Melville\n", + " Occurrences of 'would': 424\n", + " Total Words: 112805\n", + " Relative Frequency ('would') = 0.00376\n", + "\n", + " Bleak House by Charles Dickens\n", + " Occurrences of 'would': 869\n", + " Total Words: 171263\n", + " Relative Frequency ('would') = 0.00507\n", + "``` \n", + "So there is a difference observed. The relative frequency is very close in two works by the same author, but further apart in\n", + "works by two different authors. I lack the skill to say whether the difference is statistically significant. Furthermore, I would make the obvious remark that comparing frequencies for only one word is not very telling. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From auxiliary" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists_a (wf_ee, wf_bu, title, subtitle1 = '', subtitle2 = ''):\n", + " f = plt.figure (figsize=(10, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + " ax1.set_title(subtitle1)\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + " ax2.set_title(subtitle2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Hzp07h+XLl8PIyAhdunQR0wJF3y8FrVy5Empqahg1apT43VGW3xGVrk0iAPH2\n8qlTp9C3b99C783XrVsXCxcuREhICJycnODr6wsdHR3s3bsXKSkp6NOnD7744gsAQJ8+fbB8+XKs\nWrUKly5dgqurK9LS0hAVFQU1NTW5Nnh16tQBAIwbNw4eHh4lfjtDWYE2MDDAunXr0LdvXzg6OqJ7\n9+6oVasWjhw5goSEBDRr1kzsoBfIa1Dt5uYGT09P9OzZEwYGBtixY4fSStiQIUOwa9cu9O7dG198\n8QU0NDTw66+/wsbGRu4LAQC+++47nDx5EuPHj0dMTAyaNWuGO3fuIDo6Gpqamu/duN/Y2Biampo4\nfPgwxo0bhx49eogNf1WRPYRz+fJlBAUFKU3j4eGBmTNn4p9//lGoJOrp6eHHH3+Ev78/WrRoge7d\nu6N69eo4fPgwLl++jDZt2mDixInvzLts33/77bdo0qQJfHx8cPfuXezcuRPW1tZyV2RHjRqFyMhI\nTJw4EXFxcbCzs8PDhw+xbds26OnpYfLkye9cX0lZvXo1WrdujREjRiA6Ohp2dna4dOkSDh48CFNT\nU6xZs6bM8pJfSd6S++abbzBu3Dg0atQI3bp1g6GhIfbu3Ytr166hS5cu6NevX4ms631MmTIFMTEx\n6Nu3L7Zt2wYbGxukpqYiOjoatWvXFq8yAnkxJykpCYGBgfDy8lJZIejXrx+2bNmC7t27o0+fPtDT\n08OZM2dw8uRJeHh44ODBg0qvkLyLjo4O1q5dCz8/PzRr1gx+fn4A8pr8GBsbF6ttZ2JiosoH6OrV\nq4e1a9cWazuKc07JYvfAgQPh5eUlt4+VKW5ZlEql6NGjB6KiotCsWTN4enri1atX2L17N7S0tPDZ\nZ5/h9u3bIKIP/jFkaGiILl26ICoqCtbW1qU6ilRgYCB27dqFX3/9Ffb29ujQoQNevXqFmJgYvHr1\nCsuXL5d7oERZeZXt+1WrVuHJkycYM2ZMmZyjRIQlS5bItTPMzMzE0aNHER8fD0NDQ7mLQxMmTMDv\nv/+OTZs24eLFi3B3d8eDBw+wc+dOCIKAn3/+WbxNXtz9UpCDgwNGjBiB5cuXY+rUqViyZEnZfkeU\n6LPS5SA8PJwkEolC57GdOnUiiURCO3bskJvu6+sr192IzL59+6h9+/akr69Penp69Pnnnyv0DUeU\n1/XE+PHjydbWlqRSKVWrVo26dOlCp06dUkjn5eVF2traZGJiItc/UkHBwcEkkUiK1Zl2YV00xMfH\nU9euXan7cvOBAAAgAElEQVRatWqkra1NDRs2pOnTp4vdzuR37do18vX1JX19fapatSoNHTpU7Moi\nf5cNRHmdTzs4OJCWlhaZm5vT5MmT6f79+wrdeRARPX36lMaPH0/W1takqalJZmZm1KtXL7k+GYlU\nHz+ivC4cCnaRsH79ejI1NSVtbW25/gkL07hxY5JIJPTzzz8rnS/rtkcikajsdPX06dPUpUsXMjIy\nIqlUSk2aNKGFCxcqdE2gLM8F89+kSROxm4s1a9bQ119/rVAmb926RUOGDCFra2vS0tKiGjVqUJ8+\nfejatWvv3N7idu4cGRlJEolEZafvd+7coS+//JJMTU1JU1OTrKysaMyYMfTo0SO5dKqOparlK+sK\npihk5V9VFziFbY+q8/+3336j9u3bk4GBAenq6pKDgwMtXrxYrqN0VUqqM21V5eby5cvk7+9PFhYW\npKmpSXXq1KEhQ4bQ3bt35dKdOXOGGjduTFpaWuTt7V1oHrZu3UpOTk6kq6tLxsbG1LNnT0pMTKTE\nxEQSBEHsMoworwscR0dHhWWo2s9Hjx6l9u3bk56eHtWoUYPGjh1LO3fuVOgKSBlZFyASiUTlK39e\nirMdRT2nkpKSyNXVlTQ1Nal+/fqF5vddZTH/fsofT9PS0ig0NJQsLS1JU1OT6tWrR1OmTKG0tDQK\nCQkhiURChw8fJqLix8iCtm7dqtD9zLvI1vmu41VQbm4uLV++nBwcHEhbW5uMjY3Jx8dHoZ9PItXl\nddSoUWRgYEB6enriPiAq2jla3G7SiP47hgW7vtHW1qb69evT8OHDlXZf8+bNG5o1axbVr1+fNDU1\nqWbNmuTv7y/XJ2px94uq/KelpVGtWrVIXV2d/vzzTyL6sO+I4hCIPpJBEtlHIzY2Fl27dkV4eHiZ\nN+hmjDFWciZNmoQFCxYgKSlJHNqUsaKqlG0SGWOMsU/d7du3sX79erRr144riOy9cCWRMcYYq0Q2\nbdoEFxcX2NnZ4enTp0oHNmCsKLiSyBhjjFUiZmZmSE1Nha6uLlavXo1WrVqVd5ZYBcVtEhljjDHG\nmAK+ksgYY4wxxhRwJZExxhhjjCngSuInJiQkBI6OjnB0dESVKlVQv359ODo6wsnJCRkZGZBIJO81\nZF5+p06dQrt27dCkSRPY2dmhU6dOuHr1agltQemIjIwstENTZfbs2YMWLVrAwcEBjRs3hr+/vzhG\n54sXL9CuXbvSyCpjrByVdgxNTU2FmpqauI4mTZrAxcUFP/300wfn3cvLS8ybpaUlzp07p5BG1jlz\ncSjb5sjISHHUkaJ8tqjpWdmqlCOuMNWWLl0q/l+3bl1s3rwZTk5Ocmk+pJlqZmYmOnfujIMHD8LB\nwQFA3pN2HTt2RGpqarmMaV0UUqlUHD+1KO7du4fg4GCcO3cOZmZmAIC5c+eid+/eOHHiBJ49e1aq\ng84zxspHacdQIC8e5R8GVDYalI6ODnr06PHeyz148KCYt8KGoisJH2usZ8XDVxKZgunTp8PFxQV1\n69bFypUrxenr16+Hi4sLnJyc4OnpievXryt89vXr13jx4gVevnwpTvviiy+wYsUKZGdnAwDWrFkD\nOzs7ODg4wNvbWxxnOjg4GF27dkXjxo0xadIkpKenY8CAAbC1tUWjRo0wZcoUAHljN4eGhsLZ2RkO\nDg4YMGCAuD5LS0sEBASgYcOGiImJwd27d9GjRw+4uLigSZMmmDdvHoC8X+tmZmbw9vaGra0tatas\nKV75i46OhrOzM5o2bQpXV1e5sa1lHj9+jKysLLntHDNmDKZOnQrgv7E9nZyckJubi2PHjqF58+Zo\n0qQJmjZtit9//x1A3q/tbt26oUePHrCzs4Ozs7M4EPyLFy8QHBws5n3s2LFy44Qyxj5OHxJDlTE3\nN8fMmTPx7bffAig8BsbGxqJly5Zo2rQpLCwsxAERZGMIt2vXDnfu3AGQN+ymLJ0sdsm8efMGRkZG\nYnwGAE9PT+zevVtpHgtWOPO/v3HjBjw9PdGiRQtYWlrC19e30LGx79y5gy5dusDe3h52dnb47rvv\nAADdu3fH+vXrAeTdsZJIJEhNTQUAzJkzBxMnTsS1a9fQsmVLuLi4wNnZGatWrSpkz7J3KtHxW1iF\nYmlpSWfPnpWbJggCLVq0iIiIEhMTSUtLi7KzsykuLo7atGkjDi/4+++/U8OGDZUud9GiRSSVSsnK\nyooCAwPpxx9/FD936NAhsrGxocePHxNR3pBVsuUEBQWRp6enuJzQ0FDq27cv5ebmUlZWFrVt25bi\n4uJoxowZFBYWJqabNGkSjRgxQtym2bNni/Pc3d1p9+7dRJQ3jJK7uztt27ZNHP7o+PHjCvm3tram\n06dPExHR/v37VQ7/N27cOKpSpQo1bNiQhgwZQlu2bBGH6UtNTSVdXV0iyhuisUaNGnTmzBkiIrpy\n5QoZGxtTSkoKRUREkKGhoTjE2ujRoykoKIiIiAYMGEDLly8nIqLs7Gzq168fffPNN0rzwhgre6UR\nQ1NSUsTYkd/ly5dJR0eHiKjQGOju7k5JSUlERHT37l1SV1enJ0+eiHmT/W9paUlfffUVERHdv3+f\ntLS06M6dO/THH39Q48aNiYhozJgxNGHCBCLKG67Q3NyccnNzFfImCALZ2dmRg4OD+DI3N6cuXboQ\nEVFYWBht2rSJiPKGQbW3t6fo6Gi5PEVERFDnzp2JiKhNmza0ePFiIiJ68eIFNWnShLZs2UIbN24k\nPz8/IiKaPn061apVi9asWUNERM2aNaOEhAQaNGgQzZ8/X9yugIAApXlmRcO3m5mCvn37AgCaNGmC\nzMxMvHjxAnv27EFSUhJatGghpnv27BmeP38OQ0NDuc+Hhobiyy+/RFxcHI4ePYoFCxZgwYIFOHPm\nDPbt24eAgABUq1YNABAUFISQkBDxVnT+/rwOHTqExYsXQxAEaGhoIC4uDgAQFhaGFy9e4MCBAwDy\nflXXqFFD/Fzr1q0BAOnp6Thy5AiePXuGadOmidMuXLiApk2bQl1dXemA9wEBAfD19YWPjw88PT0R\nFhamdD999913mDJlCv744w8cOXIEYWFhWL58OY4ePSr3K/r06dOwsbFB06ZNAQANGzZEy5YtERcX\nB0EQ4OzsjNq1awMAnJycEB0dDSDvikBCQoL4y1nW3okx9nH70BiqjCAIkEqlAPJig6oYuHv3buze\nvRubNm3CX3/9BSJCeno6qlatqjKfNWrUQI0aNfDw4UO5+cOHD0fbtm0xZ84crFmzBkOGDFF5Gzku\nLk5uHRs2bEBUVBQAYMGCBdi/fz++/fZbXL9+Hffu3cOrV6+ULuf169c4efIkDh48CADQ19dHcHAw\n9u7diyVLloh3VPbv349p06bhwIED6Ny5Mx48eAAXFxd0794d/fv3x5kzZ+Dh4YFly5bxre8PwJVE\npkBDQwPAf21KiAi5ubkIDAzE/PnzxWm3b99WCG4nTpzAyZMnERYWBh8fH/j4+GDu3Lmws7PDgQMH\nQERKb0u8ffsWAOTaBaqryxfPu3fvQktLC7m5uVi2bBm8vb0BAK9evUJGRoaYTldXFwDEW7Px8fHQ\n0tICkHebWFtbG48ePYKmpqbSStfs2bMxaNAg7N+/H5GRkZg/fz7Onj0rF2h27dqFJ0+eYMCAAejR\nowd69OiBuXPnwszMDOfPn5cLlrm5uQrryMnJQXZ2NjQ0NKCtra0wX/a5qKgo2NraAgCeP3/OwY6x\nCuBDYqgqCQkJsLe3BwCVMTA9PR0ODg7o2bMnWrdujYEDB2Lnzp0q2x7K8inLa8F0n332Gezt7bFz\n505s3ry5WO2s8y8rICAAOTk58Pf3h4+PD27fvq0yT7m5uQrfE7J4aWhoCEdHR+zatQsvXrxAYGAg\nZsyYgZ07d4ptNX18fHDz5k0cOHAAhw4dwowZM3Dy5EkelvA98WUJ9k6CIMDLywu//PIL7t+/DwBY\nu3YtvLy8FNKamJhgzpw5OHr0qDjt7t27SE9Ph729Pby9vbF161Y8fvwYABAREQFjY2PY2NgoBA0P\nDw9s2LABRITMzEz07NkTR48ehbe3N5YvX46srCzk5uZi2LBhYnvF/PT19eHq6oqFCxcCyGvj17p1\na+zatUvltmZnZ6Nu3bpIT0/H0KFDsWLFCvz1119ie8r8y548eTIuX74sTktKSoK2tjasra2hrq4u\nVlJdXV1x/fp1McBeuXIFx44dg5ubm9JAKZvm7e2NRYsWgYiQlZWF7t27y7VvYoxVDMWJocrcuHED\ns2fPxrhx4wBAaQycPHkykpKS8PLlS8yaNQs+Pj6Ii4tDZmamGIvU1NSQlZVVrLyPHDkSYWFhcHV1\nRc2aNYv1WZn9+/fjf//7H3r16gUg7+6KqvbVurq6cHV1xYoVKwDkxe2ffvoJnp6eAPLaJU6ePBke\nHh7Q1dWFra0t5s+fDz8/PwB5beC3bt0Kf39/rFixAvr6+mIbTFZ8fCWRySl4pUr23svLCxMnToSn\npyckEgkMDAywY8cOhc9/9tln2LlzJ6ZNm4Z//vkHUqkUBgYGWLt2LerVq4d69eohNDQU7dq1Q25u\nLqpXr47Y2FgIgiC+ZKZPn46QkBA0adIEOTk5CAgIQPfu3dGxY0eMHz8ejo6OyM3NhaOjo1gRLGjz\n5s0YNWoU7O3tkZWVhb59+6JPnz4qn7RWV1fHkiVL0LdvX2hoaEAikSAiIkLuFzcAuLm54fvvv8fA\ngQPx9OlTaGhowNTUFDExMTAwMICenh6cnJzQsGFDHD9+HNu3b8fo0aPx+vVrSCQSREZGwsbGBidO\nnJDLR/59sGzZMoSEhMDe3h5v376Fp6cnJkyYUMQjyRgrDx8aQ4G8h0YcHR0B5HURo6Wlhfnz56Nj\nx44AgGnTpinEwEWLFkFHRwedO3dGgwYNUKtWLfEBjqSkJNStWxc9evRA69atsXPnzkLzn38bfHx8\nMHjwYAwbNqzI21xwOXPnzkX37t1Ro0YNmJubo2fPnkhKSpL7bP70mzZtwsiRIxEREYGsrCz069cP\nQUFBAIBu3bph1KhR4kM83t7eWLFihXgbf9q0aRg8eDBWr14NNTU19OjRA23atFGZd1Y4HpaPMcYY\nY0qdPHkSQ4cOxaVLl8o7K6wc8JVExhhjjCkICgrCkSNHSqQjb1Yx8ZVExhhjjDGmgB9cYYwxxhhj\nCvh2sxISiRqIFLstYYyVriZNmuD8+fPlnQ32njh2MlY+Sit28pVEJfKCHJXhazqvr0Kui9dXci+A\niHDhwgWwiqvsY2dFKd+c5/LPQ1nmF2Jfj2X1Kq3YyZVExhhjjDGmoFJXEiMjI2FmZqZy/uDBg8VB\nzxljjDHG2H8qdSUxICCg0Hv0BTsNLT9uvL4KuS5eH2MVm1t5Z+A9uJV3Bt6DW3lnoJjcyjsDH41P\nugucIUOGIDs7GxEREXLT8yqOn+xuYawc5I0bq2z8WFZxcOxkDJDFszJdYynFzgpzJXHlypWwsrKC\ntrY2mjRpgj179gAA4uPj0bp1a+jo6EBXVxcdO3bEvXv3ACjebj5x4gScnJwglUrh5+eH9PT0ctkW\nxhhjjLGPXYWoJCYmJiI0NBRLly7FjRs34O/vj969e+POnTvw8fGBl5cXrl69iv379yM5ORlz5sxR\nWMajR4/QqVMntG/fHhcuXICzszO2bNnykdxuZowxxhj7uFSIfhJTU1MhCALMzc1hZmaGSZMmoVmz\nZlBTU8PUqVMxduxYAICFhQV69OiB+Ph4hWVs27YNxsbG4qDgkyZNwm+//Vam28EYY4wxVlFUiEpi\nhw4d4OjoCEdHRzRu3Bhdu3bFoEGDUKtWLfTv3x+LFi3ChQsXcPXqVVy4cAGurq4Ky7h69Srs7e3l\nprm4uOD58+dltRmMMcYYYxVGhagkamtrIz4+HsePH0dsbCyioqLw/fffY9euXfD394ezszO8vb3x\n5ZdfIjY2FsePH1e6nNxc+ZEA1NUL2/zwfP+7gZ92Yqw0xP3/CwgPDy/HfLCSE57vfzdw7GSs5MXF\nxSEuLq7U11Mhnm4+dOgQTpw4gf/9738A8noyr1+/Pr744gts3rwZ165dE9P27t0b//77L44dO4bI\nyEhMmzYNt2/fxqpVqzBv3jykpKRATU0NAODh4QFzc3P8+OOPcuvjJ/QYK2v8dHNlwLGTMYCfbi5j\nmpqamDVrFtasWYPU1FTExMTg9u3bsLKywt27d3Hw4EEkJydjwYIFiI2NRUZGhsIyAgICkJmZidGj\nR+P69etYtGgRjhw5Ug5bwxhjjDH28asQlcRWrVrhhx9+wMKFC9GgQQOEhYVh8eLF6Nu3LwIDA9G7\nd2+4uLggOTkZW7duxfXr15GZmQkA4tPLRkZG2L9/PxITE+Ho6Ih9+/ZhyJAh5blZjDHGGGMfrQpx\nu7ms8S0Txsoa326uDDh2Mgbw7WbGGGOMMVapcSWRMcYYY4wp4EoiY4wxxhhTwJVExhhjjDGmoEJ0\npl0+eExnxsqKnp5ReWeBlRiOnezTVpniGVcSVeAnLBljrPg4djJWefDtZsYYY4wxpoAriYwxxhhj\nTAFXEhljjDHGmAJuk6iCbDg/xioqPT0jpKU9Le9ssE8Mx05WUXHMVMTD8inBQ0uxyqHiDXHHw/JV\nbBw7WcVWceMPD8vHGGOMMcbKDFcSGWOMMcaYAq4kMsYYE0VGRsLMzEzl/MGDB2PAgAFlmCPGWHnh\nSiJjjDFRQEAAzp8/r3K+IAj8cApjnwh+upkxxphIS0sLWlpahaapqI37GWPFw1cSGWOsklq5ciWs\nrKygra2NJk2aYM+ePQCA+Ph4tG7dGjo6OtDV1UXHjh1x7949AIq3m0+cOAEnJydIpVL4+fkhPT29\nXLaFMVb2uJLIGGOVUGJiIkJDQ7F06VLcuHED/v7+6N27N+7cuQMfHx94eXnh6tWr2L9/P5KTkzFn\nzhyFZTx69AidOnVC+/btceHCBTg7O2PLli18u5mxT8QnU0l8/Pgx/Pz8ULt2bbRt2xYbN25ERkYG\nkpKSsHTp0vLOHmOMlajU1FQIggBzc3OYmZlh0qRJiImJgZqaGqZOnYpp06bBwsICLVq0QI8ePXDl\nyhWFZWzbtg3Gxsb49ttvUa9ePUyaNAktW7Ysh61hjJWHT6ZN4oEDB9C6dWtMmzYNcXFxmDlzJgYN\nGgRNTU2sW7dOySfC8/3v9v8vxlhJiouLQ1xcXHlno1Lq0KEDHB0d4ejoiMaNG6Nr164YNGgQatWq\nhf79+2PRokW4cOECrl69igsXLsDV1VVhGVevXoW9vb3cNBcXFzx//ryQNYfn+98NHDsZK3llFTs/\nmRFXcnNzIZHIXzi9f/8+TExMoKamJjedRw1glUPFGz2AR1wpecePH0dsbCx27tyJ+/fvY9euXfD3\n94ezszO8vb3h5OSE2NhYHD9+HMeOHUNkZCSmTZuG27dvY+TIkbhz5w5iYmLE5YWFheHx48eIiIhQ\nWBfHTlaxVdz4wyOufKCCFUQAqFmzpkIFkTHGKoNDhw5h5syZaNWqFebPn4+//voLNWrUQFxcHAwM\nDBAbG4vRo0ejZcuW+Pvvv5Uuo3HjxkhMTEROTo44LTExkdskMvaJ+GQqiYwx9inR1NTErFmzsGbN\nGqSmpiImJga3b9+GlZUV7t69i4MHDyI5ORkLFixAbGwsMjIyFJYREBCAzMxMjB49GtevX8eiRYtw\n5MiRctgaxlh54EoiY4xVQq1atcIPP/yAhQsXokGDBggLC8PixYvRt29fBAYGonfv3nBxcUFycjK2\nbt2K69evIzMzEwDEK4VGRkbYv38/EhMT4ejoiH379mHIkCHluVmMsTL0ybRJLA5uV8Mqh4rXvobb\nJFZsHDtZxVZx4w+3SWSMMcYYY2WGK4mMMcYYY0wBVxIZY4wxxpgCriQyxhhjjDEFn8yIK8XH/YCx\nik1Pz6i8s8A+SRw7WcXEMVMRVxJVqKhPODHGWHni2MlY5cG3mxljjDHGmAKuJDLGGGOMMQVcSWSM\nMcYYYwq4TaIKPIB9xaanZ4S0tKflnQ3GPjkcO8sfxz9WUnhYPiV4aKnKoOIOr/Qp42H5KjaOnR8L\nPo8+NTwsH2OMMcYYKzNcSWSMsVKQmpoKiUSC5OTkMl93eHg4WrduXebrZYxVLny7WQm+ZVIZ8O2W\niqgy3W5OTU2FlZUVkpKSYGVlVabrTk9Px9u3b2FoaFim6+XY+bGoPOcRK5rSip384ApjjFUyOjo6\n5Z0FxlglUKFvN8tu58yePRtVq1bFoEGDEBsbCycnJ0ilUjRs2BBRUVFiejc3N8yePRsdOnSAVCpF\nvXr1sHfv3nLcAsZYZRcTEwMbGxtIpVJ06dIFT5/mPXV6/PhxNGvWDFKpFI0bN8bPP/8sfiY4OBhB\nQUFwdHSEiYkJLl++DIlEgq1bt6JBgwbQ0dFBv379kJKSAnd3d+jo6MDNzQ33798HoHi7OT4+Hq1a\ntYKuri7q1q2LlStXyq0rJCQEffr0ga6uLszMzLBhwwZxfmZmJsaMGYPq1avD2NgY/v7+ePjwYWnv\nNsbYx4AqsJSUFBIEgby8vCg5OZlWr15NVapUoaVLl9LNmzdp8eLFpKGhQWfOnCEiorZt25JUKqUN\nGzZQcnIy9e7dm0xNTSk3N1duuQAIIH5V6FeFLtqfrMp03GTxyd7enhISEuj06dNkampK48ePp3//\n/Zf09fVp2bJl9Pfff9PWrVvJ0NCQdu/eTUREQUFBpKamRjt37qQ///yTcnNzSRAEql+/Pp0+fZoO\nHTpEGhoaVLt2bYqOjqZz586RhYUFjRs3joiIpk+fTq1atSIioqtXr5KWlhZNmTKFbt68SRs2bCAd\nHR3avn27uK4qVarQt99+SykpKTRmzBjS1tamZ8+eERHR2LFjydXVlc6cOUNXrlwhPz8/atq0qdJt\n5tj5sbwqz3nEiqa0jnmFLkmyILxnzx4iIurevTsFBATIpQkICKBevXoRUV4l0c/PT5x38eJFEgSB\nbt++LfcZDnSV4VWhi/YnqzIdN1l82rt3rzgtNDSUPD09adq0adStWze59OHh4dS+fXsiyqu4FayI\nCYJAq1atEt87OztTcHCw+D4kJIR8fHyISL6SGBoaSq6urnLL+vrrr8XlBwUFkYuLizgvLS2NBEGg\nY8eOUXp6OmlqalJiYqI4//Xr1ySVSunYsWMK28yx82N5VZ7ziBVNaR3zStEm0dLSEgBw7do1fPnl\nl3LzmjdvjrVr14rvra2txf/19PQAAG/fvlWy1PB8/7v9/4sxVpLi4uIQFxdX3tkoVfljjr6+PjIy\nMvDXX39h7969YgwCgOzsbFSvXl18L4tr+eV/AEZbWxsWFhbiey0tLWRmZorvZZ1a//XXX/j888/l\nltO8eXOsWLFCaR7zx8Xk5GRkZWUpPCmdmZmJmzdvolWrVkq2ODzf/27g2MlYySur2FkpKolaWloA\n8oJmQTk5OcjNzRXfV6lSRSFNXiW8oPCSyh5jTAU3Nze4ubmJ72fMmFF+mSklampq4v+yJxCzs7PR\nt29fTJs2TZxHRHJpNTU1FZalri4fsiWSdzcrl0qlCjEuJycH2dnZ4nsNDQ2Fz8nyCQBHjx6FgYGB\n3DwTExMVawx/Z54YYx+mrGJnhX5wpaD69evj1KlTctPi4+Nha2sLgIeLYoyVL1llzdbWFjdu3ICV\nlZX4OnDgANatW/dBy88f42Trql+/Pk6fPi2XLj4+HvXr13/n8qytraGmpoZHjx6J+TQxMcHYsWNx\n69atD8orY+zjV6kqiWPHjkV0dDSWLl2KmzdvYsmSJdixYwdGjhwJIC9oKr9qyBhjZWfEiBFITEzE\n5MmTcfPmTURFRSEsLAxmZmZFXoayeKYsvo0YMQKXLl3ClClTcOPGDWzcuBErV67EqFGj3rkOPT09\nDBkyBKNGjcIff/yBa9euoX///rh06RI+++yzIueVMVYxVfhKYv5fzs7Ozti8eTNWr14NOzs7REZG\nYvv27Wjfvr2YtuDVRL66yBgrLcrijSAIMDc3R2xsLA4ePAg7OzuEhYVhxowZGDp0qFy6dy07f5r8\n7/P/b2pqij179uD333+Hvb095syZg8WLF2PgwIFFWtfChQvh5eUFf39/NGvWDBkZGdi/f7/S2+GM\nscqFR1xRgkcNqAx4xIGKqDKNuPIp4tj5seDz6FNTWrGzwl9JZIwxxhhjJY8riYwxxhhjTAFXEhlj\njDHGmAKuJDLGGGOMMQWVojPt0sFPPVdkenpG5Z0Fxj5RHDvLG8c/VlK4kqgCPxnGGGPFx7GTscqD\nbzczxhhjjDEFXElkjDHGGGMKuJLIGGOMMcYUcJtEFXi4vtKnp2eEtLSn5Z0NxlgJ4thZdjiGstLG\nw/IpwUNLlRUeOorJ42H5KjaOnWWNzxeWh4flY4wxxhhjZabMK4mpqamQSCRITk4u93X9/PPPqFu3\nbqnngzHGGGOsoqnUbRLNzc1x//59GBsbl3dWGGOMMcYqlEpdSZRIJKhevXp5Z4MxxhhjrMIptzaJ\nMTExsLGxgVQqRZcuXfD0ad4TWhEREWjQoAE0NTVhYmKCESNGICcnR/zc4sWLYWpqCgMDA4SEhMDd\n3R0bNmwAALi5uWHUqFGwsbFBnTp1cPbsWbnbzf/++y98fHygq6sLJycn3Lx5s+w3nDHGypGsGc7s\n2bNRtWpVDBo0CLGxsXBycoJUKkXDhg0RFRUlpndzc8Ps2bPRoUMHSKVS1KtXD3v37i3HLWCMlZVy\nqyRGRkZiy5YtiIuLQ2JiIubNm4fjx49j5MiRmDdvHpKSkvDDDz8gIiIC0dHRAIBNmzZh+vTpWLJk\nCeLj45GamoqjR4/KdbkQGRmJjRs3YteuXahWrZrcOv38/JCVlYUzZ85gypQpWLp0KXfXwBj7JB07\ndgxnz57F559/jp49eyI4OBgXL17El19+ib59+yIhIUFMO2/ePPTt2xdXrlyBk5MThgwZwk/VMvYp\noLkEqtcAACAASURBVDKWkpJCgiDQ3r17xWmhoaHk6elJZ8+epV9++UUuffPmzSk8PFz8f8qUKeK8\nZ8+ekY6ODm3YsIGIiNq2bUu9evVSWNfff/9Nly9fJkEQKCUlRZw/depUsrS0VMgjAAKIX6X+KvPi\nxz5yXCZKnywu7tmzh4iIunfvTgEBAXJpAgICxFjatm1b8vPzE+ddvHiRBEGg27dvKyybYyfHUFY+\nSqsslFubRGtra/F/fX19ZGRkwMnJCVpaWpg+fTquXr2KS5cu4ebNm/Dw8AAAXLp0CRMnThQ/Z2ho\nCFtbW/G9IAiwtLRUur6rV69CX19fbr6zszN+/vlnFTkMz/e/2/+/GGMlKS4uDnFxceWdjU+SLBZe\nu3YNX375pdy85s2bY+3ateL7/PFaT08PAPD27VsVSw7P978bOHYyVvLKKnaWWyVRTU1N7j0R4fff\nf0e3bt0QHByMjh07Yvr06RgxYoSYRl1dHXkVZvnP5aelpaVynQXTamhoFJLD8MI3gDH2wdzc3ODm\n5ia+nzFjRvll5hMji5Xa2toK83JycpCbmyu+r1KlikKagvH0P+ElkT3GWCHKKnZ+FJ1py9oFrlu3\nDgMGDMAPP/yAgQMHon79+khKShKDUaNGjfDnn3+Kn0tLS0NSUlKR1tG4cWO8fPkSN27cEKclJiaW\n4FYwxljFU79+fZw6dUpuWnx8vHiXhtttM/bp+ii6wJFVAqtVq4aTJ0/i0qVLkEgkmDdvHp4+fYqM\njAwAwOjRozF06FA4OjqiYcOGmD59Ol69eiUGMSJS+eu2QYMG8PDwwMCBA7Fy5UrcunULS5cuFW+d\nMMbYp2js2LFo3rw5li5dik6dOmHPnj3YsWMH9u3bB6DwuMoYq9zK5UpiwV+mgiBAEASEh4ejVq1a\naN68OTp16gQHBwdMmjQJ58+fBwD4+/sjLCwMI0aMQPPmzWFubo66deuKt0Jky1G1rq1bt6JWrVpo\n0aIFJk6ciLFjx5byljLG2Mcnf1x0dnbG5s2bsXr1atjZ2SEyMhLbt29H+/btxbSFxVXGWOUlUAX6\niXjkyBFYW1ujTp06AIDs7GyYmJggJiYGbdq0KbH18CD1ZYUHp2fySmuQelY2OHaWNT5fWJ7Sip0f\nRZvEooqJiYGfnx/Onz+PpKQkhIaGwsDAAK6uruWdNcYYY4yxSqVCVRJnzpwJW1tbeHp6wsHBATdu\n3MC+ffuUPnnHGGOMMcbeX4W63VxW+JZJWeFbJUwe326u2Dh2ljU+X1gevt3MGGOMMcbKzEfRBc7H\niZ/eK216ekblnQXGWInj2FlWOIay0saVRBX4Ej5jjBUfx07GKg++3cwYY4wxxhRwJZExxhhjjCng\nSiJjjDHGGFPAbRJV4GGnlNPTM0Ja2tPyzgZj7CNVmWMnxz/2qeF+EpXgvr4Kw/1ysdLD/SRWbJU/\ndnL5ZB8n7ieRMcYYY4yVGa4kMsYYY4wxBR9dJTE1NRUSiQT37t0r0eUGBwcjMDCwRJfJGGOV0bvi\npY2NDTZs2FCGOWKMlYePrpJYWgRBqNQNqhljrKS8K15yPGXs0/DJVBKJiBscM8ZYEXC8ZIwBH3El\n8ZdffoGpqSkMDQ0xbNgwZGVlAQAiIiLQoEEDaGpqwsTEBCNGjEBOTo74ueXLl8PKygq6urpo3749\nrl+/rrDsZ8+eoVGjRujTpw8HQsZYhZaSkoLOnTtDX18fZmZmmDdvHgDgzp076N27N6pVqwYTExOM\nHj0amZmZAIDIyEiYmZnJLcfNzQ3Tpk1Tuo61a9fCwsICBgYGmDFjRuluEGPso/HRVhJ//PFHREdH\nIyYmBnv37sWcOXNw/PhxjBw5EvPmzUNSUhJ++OEHREREIDo6GgCwfv16TJ06FfPmzcPFixdRp04d\ndOvWTVymIAjIzMxE165dYWFhgZ9++olvmTDGKqzMzEx4eXlBU1MTp06dwvr16/F/7N15XFRV/wfw\nzx1QExgWEY0HFWRTSwmNVBJsXAJNy55KyZ3HciNwzfzlEoNSVqjljmkpWtGiJKbizohbWq4kQwpI\nPVakpoloAjOc3x/GfZgG3ILZ/Lxfr3l593vOeP36nXvuPefdd9/FmjVr0L17d1y/fh179uzBl19+\niYyMDEyePLnGY/29Cblyevv27YiLi8Ps2bNx6NAhnDp1Cvn5+XVeNyIyP4vtTHvx4sXo1KkTAGD2\n7Nl49dVX8eyzz+Kjjz7Cs88+CwBo3rw55s2bh5ycHABAcnIyxo8fj6ioKAA37yomJiaiuLgYkiRB\nr9dj0KBBAIC0tDTY21ts9YmIbmvnzp349ddfcfToUSiVSjz00ENYunQpysvL8fPPP+Pw4cNwdXUF\nACxZsgR9+/bFW2+9dVfnWLFiBQYOHIhhw4YBAFauXIktW7bUel2IyPJYbJbUsWNHebp9+/a4ePEi\nWrRogQYNGiA+Ph45OTnIzs7GmTNn0LNnTwCAVqvFjBkz5P2cnZ3x7rvvArj5jE1aWhrKysrw9NNP\n44EHHrhNCdRVplV/fYioNmk0Gmg0GnMXw2rl5OTA398fSqVSXjZw4EC888478Pf3lxNEAAgNDYVe\nr8eZM2fu6hxarRYjR46U552dnREQEHCLPdRVplVg7CSqfaaKnRabJNrZ2cnTlc8c7t+/HwMGDEB0\ndDR69+6N+Ph4xMTEyNvVr1//lsf08vLCypUrERkZic2bN6NPnz632Fr9T4pPRHdApVJBpVLJ83ze\n7e7UFPMaNmxotKwyjlZUVFT7mI1Op6vxPH9/drtevXq3KJX6FuuIqDaYKnZa7DOJx48fl6cPHToE\nT09PrF27Fv/5z3+QnJyMESNGoHXr1sjLy5MDWEBAAI4ePSrvd+3aNTz44IM4deoUJEnC448/DpVK\nhdjYWIwbNw43btwweb2IiGpLYGAg8vPzcfXqVXlZfHw83nnnHeTl5eHy5cvy8oMHD8LOzg7+/v6o\nX7++wT5CCBQUFFR7jrZt2+Lw4cPy/LVr13D69Ok6qA0RWRqLTRLHjh2Lb7/9Ftu2bYNarcarr74K\nd3d3HDhwANnZ2Th16hSio6Nx6dIlOdkbP348Fi5ciLS0NJw5cwZjxoyBh4cHHnroIYMuHeLj43Ht\n2jX5LUAiImsUGRmJ5s2bY+TIkcjNzUVGRgYWLVqE999/H4GBgRg6dCiys7Oh0Wgwbtw4DBw4EG5u\nbggJCUFxcTEWLlyIgoICTJkyxSChBP539zA2Nhbr16/H8uXLkZubizFjxqCkpMQc1SUiE7PIJFGS\nJMTExKBv374YNGgQoqOjMXHiRKjVanh6eiI0NBRPPfUUgoOD8frrr8t3HQcNGoRp06Zh/Pjx6NCh\nAy5evIiNGzfKb+1VNrE4OzvjrbfeQlJSEt/SIyKrpVAokJ6ejkuXLqFDhw6IiYlBfHw8+vfvjw0b\nNkCSJHTu3BlRUVHo168fVq5cCeBmq8vcuXPx1ltvoX379tDpdPILf4Dhm85hYWFYs2YNkpKSEBIS\nAldXV4SGhpqlvkRkWpJgR4FGbgZHfi3Vk9i3JNUZSeL1Zc1sP3by+iTLVFex0yLvJBIRERGReTFJ\nJCIiIiIjTBKJiIiIyIjF9pNofhyurzpKpZu5i0BEFs12YyfjH91vmCTWgA8nExHdPcZOItvB5mYi\nIiIiMsIkkYiIiIiMMEkkIiIiIiN8JrEGlaMN0P8olW4oLr5k7mIQkQWz5tjJGEdkiCOuVMP2Rw24\nVxxtgOoWR1yxbtYfO3n9kXXiiCtEREREZDJMEomIiIjIyG2TxMLCQigUChQUFJiiPAbUajXCw8NN\nfl4iIqqev78/UlJSzF0MIjIBi76TOGXKFHz99dfmLgYREf1FkiSrfjmFiO6cRb/d7OjoaO4iEBER\nEd2X7vhOYnp6Ovz9/eHg4ICnn34aly7d7CZg37596NixIxwcHNC2bVt8/PHH8j7R0dEYPnw42rdv\nDw8PD3z//fdQKBT4/PPP0aZNGzg6OmLIkCE4e/YsunXrBkdHR6hUKhQVFQEwbm4+ePAgwsLC4OTk\nhJYtW2Lp0qUG5xo/fjwGDhwIJycnNG/e3KBJpLS0FBMmTECTJk3QuHFjREVF4fz58/f+zRERmVFw\ncDAWLFggzz/77LMIDg6W59PS0hAYGIgffvgBvXv3hrOzMxo2bIjw8HDk5OQAADQaDZo1a4YVK1ag\nWbNmcHJywpAhQ3Djxg35OCtWrIC3tzdcXFyQkJBgugoSkdndcZK4evVqfPbZZ9BoNDh27BjmzJmD\noqIi9OnTB0OHDsX333+PN954A3Fxcdi0aZO83yeffAK1Wo2tW7fi4YcfBnAz+UtJScHXX3+NL774\nAmFhYRg3bhz27duHwsJCzJ071+j8Wq0W3bt3h0qlwvHjx5GQkIDXXnsN69atk7dJTk7Go48+iu+/\n/x4vvPACxo4diz/++AMAMG3aNBw6dAibN29GVlYWKioq0Ldv33v+4oiIzKlXr17QaDQAbo6XvHfv\nXuTk5KCkpAQAsGPHDvTq1QvPPPMMWrZsiRMnTuDAgQPQ6/WYMmWKfJzz58/jiy++wLZt25CWloav\nvvoKq1evBgBs374dcXFxmD17Ng4dOoRTp04hPz/f1FUlInMRt3H27FkhSZLIyMiQl02cOFE8+eST\nYubMmaJfv34G26vVatGjRw8hhBDDhw8Xjz32mMF6SZLEsmXL5PlHH31UREdHy/Pjx48Xffr0EUII\nER8fL8LCwuRzdu7c2eBY//d//ycff/jw4SIkJEReV1xcLCRJEnv37hXXrl0TDRo0EMeOHZPXX79+\nXTg4OIi9e/ca1RmAAAQ/Rp/bXi5E/wivsTu3e/du0ahRIyGEECdOnBABAQGidevWYtu2bUIIIfz9\n/cWWLVvE3LlzRUlJibxfcnKy8Pb2FkIIkZmZKSRJEt9//728/rnnnhMvvfSSEEKIF154wSA+X7ly\nRTg6OoqUlJRqy2T9sZPXH1mnurp27/iZRD8/P3na2dkZN27cgFarRUZGBpRKpbxOp9OhSZMm8ryP\nj4/RsXx9feXphg0bwtvbW55/4IEHUFpaKs9XPiCt1WrRqVMng+OEhoZiyZIl1Zaxskzl5eUoKChA\nWVmZ0ZvSpaWlOHPmDMLCwqqpsbrKtOqvDxHVJo1GI98No7vTpUsXlJWV4cSJE8jKykJ4eDj0ej32\n7duHgIAAnDt3Dt26dUN4eDjWrFmD7777Dj/88AOOHj2Kxo0bGxzr77GzvLwcwM24O3LkSHmds7Mz\nAgICblMydZVpFRg7iWqfqWLnHSeJdnZ28nRlz946nQ6DBg3CzJkz5XVCCINtGzRoYHxSe8PTKhS3\nb/V2cHAw6k1cr9dDp9PJ8/Xq1TPar7KcAJCVlQUXFxeDdR4eHjWcUX3bMhHRP6NSqaBSqeR5PvN2\n5+rXrw+VSgWNRoN9+/ahb9++0Ol0+PTTT9G8eXOoVCro9Xo89thjaNy4MZ599lkMHjwYWq0Wb7/9\nttGxqqoaa/8ed6uLs4bU/6RaRHQHTBU77+nt5sqg0apVK+zdu9fgzmBycjLOnTuHxMTEey5U1e4V\nKs/VunVr7Nq1y2C7gwcPonXr1rc9np+fH+zs7HDhwgW0b98eAHD16lUMGTIEiYmJaNeu3T2XlYjI\nXCIjI7Fjxw4cPnwY77zzDnQ6HcaPHw8nJyf06tULmZmZOHfuHL7//nv5x/vWrVuNEr+atG3bFocP\nH5bnr127htOnT9dJXYjI8vyjfhJjYmJw7NgxTJs2DWfOnMG6deswZcoUNG/e/I6PIYQwCljVBbCY\nmBhkZ2dj+vTpOH36NNasWYOlS5ciNjb2tudQKpUYOXIkYmNjkZmZidzcXAwbNgzZ2dkIDAy847IS\nEVmSyMhIbN26FQqFAr6+vggMDISTkxM2bdqE3r17w93dHdevX8f69etRWFiIlStXYsWKFQaP9FSn\nMgbHxsZi/fr1WL58OXJzczFmzBj5xRgisn13lCT+vePUys5UW7RogU2bNmHnzp1o164dpkyZgoSE\nBIwePdpgu9sdu+o2VeerTnt5eWHz5s3Ytm0bgoKC8Oabb+K9997DiBEj7uhc8+bNQ0REBKKiotCx\nY0fcuHED27dvr7Y5nIjIGgQEBMDLy8vgeeuuXbvCx8cHgYGBCA0NRXx8POLi4tCuXTvs2LEDW7Zs\nwaVLl3Du3DkANcd3AAgLC8OaNWuQlJSEkJAQuLq6IjQ01HQVJCKzksSdtjvcR24GSH4txqQ7bqYi\nuheVzzuTdbL+2Mnrj6xTXcVOix6Wj4iIiIjMg0kiERERERlhkkhERERERpgkEhEREZGRe+on8f5w\n67ey70dKpZu5i0BEFs96YydjHJEhJok14BtuRER3j7GTyHawuZmIiIiIjDBJJCIiIiIjTBKJiIiI\nyAifSazB7YYTvN8olW4oLr5k7mIQkYWzttjJ2EZUMw7LVw3rH1qqLnC4Kqp7HJbPulln7OQ1R9aP\nw/IRERERkckwSSQisgGFhYVQKBT45ZdfavW40dHRGDp0aK0ek4isA5NEIiKqkSRJVvecIRHVDiaJ\nRERUIyEEn9kjuk9ZXZJ47tw5DBgwAO7u7vDw8EBcXBxKS0uxevVqhIWFYdasWWjSpAlcXV0xYcIE\ng+D2wQcfwNfXF0qlEuHh4fjuu+/MWBMiotqXmpoKLy8vuLq6YsyYMSgrKwMArFq1Cm3atEGDBg3g\n4eGBmJgY6PV6eb9FixbB19cXTk5O6NGjB3744QejY1++fBkPP/wwBg4cyMSR6D5gVUliWVkZunfv\njuvXr2PPnj348ssvkZGRgcmTJ0OSJHz77bfIzc3F/v37sWTJEixevBjbtm0DAHz99dd44403sGDB\nAhw/fhy9e/dG9+7dUVRUZOZaERHVno8++ghpaWlIT09HRkYG3nzzTezbtw+vvPIK5syZg7y8PCQn\nJ2PVqlVIS0sDAHz44YeYMWMG5syZg5MnT6JZs2bo16+ffExJklBaWopnnnkG3t7eWLt2LZugie4H\nwoqkp6cLBwcHcfnyZXnZ1q1bhb29vViwYIFQKBSiuLhYXtehQwcxe/ZsIYQQYWFh4r333jM4Xrdu\n3eT1VQEQgODH4GNVlwpZKV5n9+7s2bNCkiSxe/dueVlKSorw8PAQR48eFampqQbbh4aGCrVaLYQQ\nIiQkRMycOVNed+XKFTFlyhRx5coVER0dLQYNGiSee+45ERYWJv78888ay2CdsZPXHFm/urqOraoz\nba1WC39/f7i6usrLQkNDodfrUV5ejsaNG0OpVMrrnJ2dUV5eLu87bdo0zJw5U15fVlaG5s2b13A2\ndZVp1V8fIqpNGo0GGo3G3MWwKR07dpSn27dvj4sXL6JFixZo0KAB4uPjkZOTg+zsbJw5cwY9e/YE\ncDM+zpgxQ97P2dkZ7777LoCbzySmpaWhrKwMTz/9NB544IHblEBdZVoFxk6i2meq2GlVSWLDhg2N\nllU+U6PX61G/fn2j9eKv52b0ej3mz5+PiIgIg3VOTk41nE39j8tLRLemUqmgUqnk+YSEBPMVxkbY\n2dnJ05Xxcf/+/RgwYACio6PRu3dvxMfHIyYmRt6uuthZlZeXF1auXInIyEhs3rwZffr0ucXW6n9S\nfCK6A6aKnVb1TGKbNm2Ql5eHy5cvy8sOHjwIOzs72NvfOt9t1aoVfvrpJ/j6+sqf+fPn8y4GEdmU\n48ePy9OHDh2Cp6cn1q5di//85z9ITk7GiBEj0Lp1a+Tl5ck/ogMCAnD06FF5v2vXruHBBx/EqVOn\nIEkSHn/8cahUKsTGxmLcuHG4ceOGyetFRKZnVUliz549ERgYiKFDhyI7OxsajQbjxo3DwIED4e7u\nbrR9ZQAEgEmTJmHhwoVYs2YN8vPzkZCQgA8//BBt2rQxZRWIiOrU2LFj8e2332Lbtm1Qq9V49dVX\n4e7ujgMHDiA7OxunTp1CdHQ0Ll26JCd748ePx8KFC5GWloYzZ85gzJgx8PDwwEMPPWTQBU58fDyu\nXbuGOXPmmLOKRGQiVtXcLEkSNmzYgNjYWHTu3BlOTk4YMmQI5syZg08//dTobbuq8wMGDMD58+eR\nkJCAX375BW3atEF6ejqCgoJMXQ0iojohSRJiYmLQt29f6HQ6jBo1ChMnTkRRURGio6MRGhoKd3d3\nxMXFISAgAPv27QMADBo0CD///DPGjx+PP/74A2FhYdi4caPckXZlLHV2dsZbb72F2NhYDBs2DH5+\nfuasLhHVMUlUvd1GAKx1kPq6VjeDhxNVVVeD1JNpWGfs5DVH1q+uYqdVNTcTERERkWkwSSQiIiIi\nI0wSiYiIiMgIk0QiIiIiMmJVbzebFsclrUqpdDN3EYjIKlhX7GRsI6oZk8Qa8G03IqK7x9hJZDvY\n3ExERERERpgkEhEREZERJolEREREZITPJNbg70P82Qql0g3FxZfMXQwislHWEDsZB4nuDIflq4Z1\nDi11pzgEFVkuDstn3awndvI6I9vCYfmIiIiIyGTuyyRRCIHk5GT+kiSiu5KYmIhu3brV6jELCwuh\nUCjwyy+/VLt+9erVaN68+T0f39/fHykpKfe8PxHdv+7LJDErKwsxMTFMEonI5kmSZBXPCRKR5bkv\nk8TK5JBJIhEREVH1rDpJLCgoQM+ePeHo6IigoCDMnTsXLVu2BABotVr06tULLi4u8PLyQkJCAoQQ\nKCwsRPfu3QEA9erVQ1ZWljmrQEQWTKvVomvXrnB0dES3bt1w4cIFAEBKSopRE7BKpcLMmTMBANHR\n0Zg8eTJefPFFODo6om3btjh58iSmT58ONzc3tGjRAl999ZXB/qmpqfDy8oKrqyvGjBmDsrKyast0\n6tQpdO/eHQ4ODggICMD8+fMN1q9YsQLe3t5wcXFBQkKCwbqKigokJSXB398fDg4OUKlUOHnypLxe\noVDgjTfeQJMmTRAREQEA2LdvHzp27AgHBwe0bdsWH3/88T18k0Rkjaw2SdTpdOjbty9cXFxw5MgR\nvP7665g1axYkScLvv/+O8PBwNGvWDIcPH8ayZcuwZMkSzJs3Dy1atMD69esBAD///DNCQ0PNXBMi\nskSlpaV46qmn4O3tjaNHj2Lw4MFITk6usen27826S5YsQdeuXXHixAm4uLhApVLh8uXLOHToECIi\nIjBq1CiD/T/66COkpaUhPT0dGRkZePPNN43O8eeff6JXr154/PHHkZ2djUWLFuH999/H4sWLAQDb\nt29HXFwcZs+ejUOHDuHUqVPIz8+X9581axbmzZuH999/H8eOHUPLli3Rq1cvXLt2Td5m48aN2L9/\nPxYsWICioiL06dMHQ4cOxffff4833ngDcXFx2LRp0z/6bonISggrtW3bNuHo6CiuXLkiL3v99deF\nj4+PWLhwoWjevLnQ6XTyuuTkZOHh4SGEECIzM1NIkiT0en21xwYgAGGjH6v9K6f7gCVdn5s2bRJO\nTk6ipKREXjZkyBChUqnE6tWrRbNmzQy2V6lUYubMmUIIIYYPHy46deokr1u4cKFo0KCBKC0tFUII\ncfToUSFJkrh48aI4e/askCRJ7N69W94+JSVFjlerVq2Sz7Vy5UrxyCOPGJx39erVws/PTwghxAsv\nvCCio6PldVeuXBGOjo4iJSVFVFRUiEaNGonk5GR5fXl5uWjRooVYunSpEEIISZLEkiVL5PUzZswQ\n/fr1MzifWq0WPXr0qPY7s57YaTnXGVFtqKtr2mo70z558iT8/f3h7OwsL+vcuTNSU1Oh1WrRvn17\n2NnZyetCQ0Nx8eJFXLrEDlSJ6PZycnLg5+cHR0dHeVlISAjOnTt3R/v7+vrK0w0bNkTTpk1Rv359\neR64ebeyUseOHeXp9u3b4+LFi/j9998NjqnVanHq1CkolUp5WUVFBcrKylBeXo6cnByDO5TOzs4I\nCAgAAJw/fx6XL19Gp06d5PX29vYICQmBVquVl/n4+BicLyMjw+B8Op0OTZo0uaPvgIism9Umifb2\n9kYvnlTOVwbgqvR6vcGft6euMq3660NEtUmj0UCj0Zi7GDX6e4yxt78ZMqtrctbpdAbzVX+kAjef\n97uVqttXxqnKpLLqOVQqFZYvX25UTnt7+2o71K1Xrx6A6uNi5TGrxsUHHnjAoByDBg2Sn7WsPNff\n62ZIXWVaBcZOotpnqthptUli27ZtkZ+fj+LiYvlu4pEjRwAArVu3xhdffAGdTicH9YMHD8Ld3R0e\nHh532B2Euo5KTkSVVCoVVCqVPP/3Fy3MqV27dsjLy8Mff/wBV1dXAMCxY8cA3Ezerl69Km8rhEBB\nQcE/6kPx+PHj6Ny5MwDg0KFD+Ne//mVwBw+4Gdu++uoreHt7y4naV199hS1btmDFihVo27YtDh8+\nLG9/7do1nD59GsDNu4qenp745ptvEBwcDAAoLy/HkSNH0KNHj2rL1KpVK+zdu9fgrmhycjLOnTuH\nxMTEGmqivpfqE9FdMFXstNoXV3r06AFvb2+8/PLLyM3Nxfr167FgwQIoFAoMGjQIer0eo0ePhlar\nxcaNG6FWqzF27FgAgJOTE4CbSWXV5h4ioko9e/aEj48PRowYAa1Wi7Vr1yI1NRWSJCEkJATFxcVY\nuHAhCgoKMGXKFFy+fPkfnW/s2LH49ttvsW3bNqjVakyePNlomyFDhqC0tFSOezt27EBMTAwaN24M\nAIiNjcX69euxfPly5ObmYsyYMSgpKZH3nzx5MtRqNb7++mvk5uZi1KhRKC0txcCBA6stU0xMDI4d\nO4Zp06bhzJkzWLduHaZMmfKPOvcmIuthtUmiJElIS0tDUVERgoODkZiYiJdeegn16tWDo6Mjtm7d\nivz8fHTo0AFxcXGYMGGCnGkHBQUhMjIS4eHhyMjIMHNNiMgS2dvbIyMjAyUlJQgJCcHixYsxYcIE\nADdHMZk7dy7eeusttG/fHjqdDlFRUfK+f3/TuboOrf++PiYmBn379sWgQYMQHR2NiRMnGu3rD3g7\nVwAAIABJREFU5OSErVu3orCwEB06dEB0dDSio6PlN6HDwsKwZs0aJCUlISQkBK6urgY9OEycOBFj\nxozB6NGj8eijj+LcuXPQaDTw8PCo9jto0aIFNm3ahJ07d6Jdu3aYMmUKEhISMHr06H/y1RKRlZDE\n3x9gsRIXLlzA0aNHERkZKS9LSkpCRkYGdu/e/Y+ObT2D1N8LDmxPlquuBqkn07Ce2MnrjGxLXcVO\nq72TKIRAv379sGzZMvz444/YuXMnFixYgP79+5u7aERERERWz2rvJAI3O32dOXMmTp8+jaZNm2Ls\n2LGYOnXqPz6u9fwavhf8BU2Wi3cSrZv1xE5eZ2Rb6ip2WnWSWFesJ9DdCwZHslxMEq2b9cROXmdk\nW9jcTEREREQmY7X9JNa9O+lL0foolW7mLgIR2TTLj52Mg0R3hkliDdgUQUR09xg7iWwHm5uJiIiI\nyAiTRCIiIiIywiSRiIiIiIzwmcQa/H0ILVugVLqhuPiSuYtBRDbMkmMnYyDR3WE/idWwnr6+7hb7\nBiPLxn4SrZvlx05eX2Sb2E8iEREREZkMk0QiIiIiMmLTSWJ0dDSGDh1a43p/f3+kpKSYsERERJav\nsLAQCoUC+fn5UCgU2L17NwDg/Pnz+OKLL8xcOiIyFZt+cUWSpFs+RH279URE9zNJklBUVAQ3t5sj\nlEydOhU6nQ4DBgwwc8mIyBRsOkkUQvAhZSKif6BJkybyNOMp0f3FYpqbz549i759+8LZ2RnNmzfH\nnDlzAADnzp3DgAED4O7uDg8PD8TFxaG0tBQAsHr1ajRv3tzgOCqVCjNnzqz2HCtWrIC3tzdcXFyQ\nkJBQtxUiIrJyQggoFArs2rULarUaa9aswSeffAJfX19zF42ITMAi7iSWlpYiIiICQUFB+Oabb3Du\n3DlERUXBy8sLiYmJCAwMxJ49e3Dx4kW8/PLLEEJg8eLF1R7r703IldPbt29HXFwcPvjgA3Ts2BFv\nvPEG8vPzTVI/IiJrJkkSpkyZgtzcXFRUVGDZsmXmLhIRmYBFJIk7d+7Er7/+iqNHj0KpVOKhhx7C\n0qVLUV5ejp9//hmHDx+Gq6srAGDJkiXo27cv3nrrrbs6x4oVKzBw4EAMGzYMALBy5Ups2bKl1utC\nRGSLHB0d8cADD0Cv18Pd3d3cxSEiE7CIJDEnJwf+/v5QKpXysoEDB+Kdd96Bv7+/nCACQGhoKPR6\nPc6cOXNX59BqtRg5cqQ87+zsjICAgFvsoa4yrfrrQ0S1SaPRQKPRmLsYVKvUVaZVYOwkqn2mip0W\nkSTWr1+/2uUNGzY0WqbX6wEAFRUV1b6ZrNPpajzP3x+6rlev3i1Kpb7FOiKqDSqVCiqVSp7ns8K2\nQG3uAhDZPFPFTot4cSUwMBD5+fm4evWqvCw+Ph7vvPMO8vLycPnyZXn5wYMHYWdnB39/f9SvX99g\nHyEECgoKqj1H27ZtcfjwYXn+2rVrOH36dB3UhojINrHLMKL7i0UkiZGRkWjevDlGjhyJ3NxcZGRk\nYNGiRXj//fcRGBiIoUOHIjs7GxqNBuPGjcPAgQPh5uaGkJAQFBcXY+HChSgoKMCUKVMMEkrgf3cP\nY2NjsX79eixfvhy5ubkYM2YMSkpKzFFdIiKrpFQq8eOPP+KXX34xd1GIyAQsIklUKBRIT0/HpUuX\n0KFDB8TExCA+Ph79+/fHhg0bIEkSOnfujKioKPTr1w8rV64EAAQEBGDu3Ll466230L59e+h0OkRF\nRcnHrfqmc1hYGNasWYOkpCSEhITA1dUVoaGhZqkvEZGlq+6u4bBhw5Cfn4/g4GAzlIiITE0S7B3V\nyM3gaItfi8TOcMmiSRKvUWtm+bGT1xfZprqKnRZxJ5GIiIiILAuTRCIiIiIywiSRiIiIiIxYRD+J\nlsn2unpQKt3MXQQisnmWGzsZA4nuDpPEGvDhZiKiu8fYSWQ72NxMREREREaYJBIRERGRESaJRERE\nRGSEzyTWwBbHKFUq3VBcfMncxSAiG2bJsZMxkOjucMSValj+qAH3iqMNkGXjiCvWzfJjJ68vsk0c\ncYWIiIiITIZJIhEREREZsfgkMTExEd26dUNKSgqaN29e43Yvv/wy/vOf/9zRMUtKSpCSklJbRSQi\nMovCwkIoFAoUFBSYuyhEZIMsPkms9OKLL+L48eM1rpck6Y4fmJ43bx5WrlxZW0UjIiIisjlW83Zz\ngwYN0KBBg1tuc6cPbfLBZSIiIqJbs7g7iVqtFl27doWjoyO6deuGCxcuAIBRc/P+/fvRoUMHODg4\n4IUXXsC1a9fkdWq1Gi+++CJiY2Ph6uqKJk2a4O233wYArF69GrNmzcL+/fthZ2dn2soREdWhDz74\nAM7Ozjh06BAUCgXS0tLg7++Phg0bok+fPvj999/lbQ8ePIiwsDA4OTmhZcuWWLp0KQBgw4YNcHd3\nl7c7fvw4FAoFNmzYIC8LCgpCamqq6SpGRGZhUUliaWkpnnrqKXh7e+Po0aMYPHgwkpOTjZqRL1y4\ngKeeego9evTAiRMn8Oijj+Kzzz4z2O6rr75C/fr1cfToUbz22muYNm0acnNz8eKLL2Ly5Mno1KkT\nfv31V1NXkYioTmzcuBGTJk3Chg0b8OCDDwIA3n77baSmpmLPnj04cuQIkpKSANz8Md69e3eoVCoc\nP34cCQkJeO2117Bu3Tr06NEDV69excmTJwEAe/bsgSRJ2L9/PwCgqKgIOTk5iIiIME9FichkLKq5\neefOnbh48SKSk5Ph6OiIVq1aYc+ePTh37pzBdl988QUaN24sB7zXX38dW7ZsMdjGzc0N8+bNgyRJ\nePXVV/H222/ju+++Q+vWreHo6Ah7e3s0adLEZHUjIqor+/fvR0xMDNauXYvu3bujsLAQABAfH4/H\nHnsMADB48GB8++23AIAVK1YgODgYiYmJAAB/f39otVq8++67eOGFFxAaGorMzEwEBQVhz5496N27\nt5wk7ty5EyEhIQZ3G4nINllUkpiTkwM/Pz84OjrKy0JCQoySxJycHAQFBRksCwkJwZUrV+R5b29v\ngzuLSqUS5eXld1EadZVp1V8fIqpNGo0GGo3G3MWweqNGjYJer4e3t7fBcj8/P3laqVRCp9MBuHkn\nsVOnTgbbhoaGYsmSJQCAyMhIaDQajB8/Hnv37sW6desQGRmJGzduYMeOHejVq9ctSqOuMq0CYydR\n7TNV7LSoJBEwfqnE3r76IlZUVBhtV3Xf+vXr3/bYt6a+i22J6F6oVCqoVCp5PiEhwXyFsWKzZs1C\ndnY2xo4di2+++UZe/vc4WBkDHRwcjOKhXq+Xk8iIiAjMmzcP2dnZcHR0xBNPPAEPDw8cPnwYu3bt\nwvr1629RGnWt1ImIamaq2GlRzyS2a9cOeXl5+OOPP+Rlx44dM9qubdu2OHbsGPR6vcF2d9oFjiWP\nLUpEdLeef/55vPPOO9BqtVixYkWN21Umhq1bt8ahQ4cM1h08eBCtW7cGAHTo0AF2dnZYvHgxunbt\nCgAIDw/HsmXLUFpaio4dO9ZRTYjIklhUktizZ0/4+PhgxIgR0Gq1WLt2bbVv0L344osoLS1FXFwc\nfvjhB8yfPx979uy54/MolUr8+uuv8nM7RETWztPTE9OnT8e0adNw8eLFW24bExOD7OxsTJ8+HadP\nn8aaNWuwdOlSxMbGAgAUCgWefPJJpKSkIDw8HADQtWtXfP7553jyySf5Q5voPmFRSaK9vT0yMjJQ\nUlKCkJAQLF68GBMmTJADUuWfbm5u2L59O44dO4b27dtj69atGDlypHyc23Ws/fzzz0OhUKBt27a3\nDaZERJasaqybOHEi3NzcMHXqVKMYWDUuenl5YfPmzdi2bRuCgoLw5ptv4r333sOIESPk7SMjI1Fe\nXi4nieHh4ZAk6TbPIxKRLZEEe5Y2cjOQ2uLXIrEjcbJoksRr1JpZfuzk9UW2qa5ip0XdSSQiIiIi\ny8AkkYiIiIiMMEkkIiIiIiNMEomIiIjIiMV1pm05bK+LB6XSzdxFICKbZ7mxkzGQ6O4wSawB34Aj\nIrp7jJ1EtoPNzURERERkhEkiERERERlhkkhERERERvhMYg1scWxSpdINxcWXzF0MIrJhlhw7GQOJ\n7g6H5auG5Q8tda84JBVZNg7LZ90sP3by+iLbxGH5iIiIiMhk7sskUQiB5ORk/qIkovtKYWEhFAoF\n8vPzoVAosHv3bgCAj48PPvzwQzOXjogszX2ZJGZlZSEmJoZJIhHdlyRJQlFREcLDw+V5S36WkIjM\n4758caUyOWSSSET3qyZNmpi7CERk4az6TmJBQQF69uwJR0dHBAUFYe7cuWjZsiUA4NSpU+jevTsc\nHBwQEBCA+fPnA7jZ3NK9e3cAQL169ZCVlWW28hMRmYMQwqC5uaojR45AqVRiyZIlAIDS0lJMmDAB\nTZo0QePGjREVFYXz58+bushEZAZWmyTqdDr07dsXLi4uOHLkCF5//XXMmjULkiThxo0b6NWrFx5/\n/HFkZ2dj0aJFeP/997F48WK0aNEC69evBwD8/PPPCA0NNXNNiIgsQ0FBAfr06YOpU6filVdeAQBM\nmzYNhw4dwubNm5GVlYWKigr07dvXzCUlIlOw2ubm3bt346effsI333wDZ2dntG7dGtnZ2UhNTcWn\nn34Kd3d3JCYmAgD8/Pwwe/ZszJ49G7GxsXBzuznIe9OmTaFQWG2eTERUa86fP49evXph0KBBmDFj\nBgDg+vXrWLJkCb755hsEBwcDANasWYPGjRtj3759CAsLM2eRiaiOWW2SePLkSfj7+8PZ2Vle1rlz\nZ6SmpkKr1eLUqVNQKpXyuoqKCpSVlUGn093hGdRVplV/fYioNmk0Gmg0GnMX474nhEBCQgLKy8vR\nokULeXlBQQHKysrkF1wqlZaW4syZMzUkieoq0yowdhLVPlPFTqtNEu3t7Y1ePKmc1+l0UKlUWL58\nudF6Ozu7OzyDuhZKSUS3olKpoFKp5PmEhATzFeY+FxERgT59+mDKlCmIioqCp6en/KM6KysLLi4u\n8rZCCHh4eNRwJHXdF5boPmeq2Gm1ba1t27ZFfn4+iouL5WVHjhwBALRq1QqnT5+Gt7c3fH194evr\nixMnTuDtt99mVw9ERH8jSRL69euHkSNHolWrVpg8eTKAm4/q2NnZ4cKFC3Is9fDwwKRJk/Djjz+a\nudREVNesNkns0aMHvL298fLLLyM3Nxfr16/HggULoFAoMGTIEJSWlsrrduzYgZiYGDRu3BgA4OTk\nBOBmUllaWmrOahARWQxJkrBw4UJ8/vnnyMzMhFKpxMiRIxEbG4vMzEzk5uZi2LBhyM7ORmBgoLmL\nS0R1zGqTREmSkJaWhqKiIgQHByMxMREvvfQS6tWrBycnJ2zduhWFhYXo0KEDoqOjER0djTfffBMA\nEBQUhMjISISHhyMjI8PMNSEiMp3btaR07twZgwcPRmxsLHQ6HebNm4eIiAhERUWhY8eOuHHjBrZv\n344GDRqYqMREZC6SsNIepS9cuICjR48iMjJSXpaUlISMjIxq+/66G5Y/SP294uD2ZNnqapB6Mg3L\nj528vsg21VXstNo7iUII9OvXD8uWLcOPP/6InTt3YsGCBejfv7+5i0ZERERk9az2TiIAbNy4ETNn\nzsTp06fRtGlTjB07FlOnTv3Hx7X8X8P3ir+iybLxTqJ1s/zYyeuLbFNdxU6rThLriuUHunvFAEmW\njUmidbP82Mnri2wTm5uJiIiIyGSstjPtumd7fSkqlW7mLgIR2TzLjZ2MgUR3h0liDdgkQUR09xg7\niWwHm5uJiIiIyAiTRCIiIiIywiSRiIiIiIzwmcQa3G7oKmujVLqhuPiSuYtBRDbOUmMnYyDR3WM/\nidWw/L6+7gX7ByPLx34SrZtlx05eW2S72E8iEREREZmMVSaJhYWFUCgUyM/Ph0KhwO7duwEAPj4+\n+PDDD81cOiIiIiLrZ9XPJEqShKKiIri5ucnzlvo8DBEREZE1seokEQCaNGli7iIQERER2RyrbG6u\nJIQwaG6u6siRI1AqlViyZAkAoLS0FBMmTECTJk3QuHFjREVF4fz586YuMhFRrat8BCc1NRVeXl5w\nc3PDuHHjoNPpAACrVq1CmzZt0KBBA3h4eCAmJgZ6vV7e/7333oOXlxdcXFwwfvx4dOvWDSkpKfL6\nxMRENGvWDK6urujduzfy8vJMXkciMj2rThJrUlBQgD59+mDq1Kl45ZVXAADTpk3DoUOHsHnzZmRl\nZaGiogJ9+/Y1c0mJiGpPYmIi1q1bh6+++gpfffUVZsyYgX379uGVV17BnDlzkJeXh+TkZKxatQpp\naWkAgE8++QTx8fF4//33cfDgQRQWFiIrK0t+dGfRokVYu3YtPv74Yxw+fBj+/v7o3r07/vzzT3NW\nlYhMQVihs2fPCkmSRF5enpAkSezatUsIIYSPj4+YM2eOCAgIEBMnTpS3v3btmmjQoIE4duyYvOz6\n9evCwcFB7N271+j4AAQgbOxjlX/VdJ/hdXpvKmPili1b5GWrVq0S7u7u4siRIyI1NdVg+9DQUKFW\nq+Xp6dOny+suX74sHB0dRUpKihBCiGbNmokNGzbI6ysqKoSvr69Yu3atUTksO3by2iLbVVfXt9U/\nk1iVEAIJCQkoLy9HixYt5OUFBQUoKytDeHi4wfalpaU4c+YMwsLCTF1UIqJa16VLF3n60UcfxaVL\nl+Dl5YUHHngA8fHxyMnJQXZ2Ns6cOYOePXsCALKzszF16lR5P1dXV7Rq1QoAUFJSgp9//hmDBg2C\nQvG/hqfK2ElEts2mkkQAiIiIQJ8+fTBlyhRERUXB09NTfi4nKysLLi4u8rZCCHh4eNRwJHWVadVf\nHyKqTRqNBhqNxtzFsBn29v8L6ZXPHO7ZswfDhw/H8OHD0bt3b8THxyMmJsZgH/G3Tngr5ytj5+ef\nf46HHnrIYL2rq2sNpVBXmVaBsZOo9pksdtbJ/ck6dqvm5g8//FBUVFSIxx57TAwcOFAIIURxcbGw\nt7cX27Ztk49RXFwsnnnmGXHy5Emj48Oim0zY1EK2i9fpvamMiVUfn1mxYoX417/+JZ5//nkxZswY\neXl5ebnw9PQUM2bMEEII0aVLF4Pm5itXrgilUik3Nzdt2lQsX75cXq/X60VUVJQcd6uy7NjJa4ts\nV11d3zb54ookSVi4cCE+//xzZGZmQqlUYuTIkYiNjUVmZiZyc3MxbNgwZGdnIzAw0NzFJSKqFXFx\ncThy5Ah27tyJ+Ph4xMXFoXHjxjhw4ACys7Nx6tQpREdH49KlS7hx44a8z+LFi7F+/XpotVq8/PLL\nKCkpkV9cmTRpEmbOnIn09HTk5eUhJiYGO3bsMLizSES2yWqbm2/XaXbnzp0xePBgxMbG4sSJE5g3\nb57cBH3jxg106dIF27dvR4MGDUxUYiKiujVgwAD06dMHFRUViImJwf/93/+hqKgI0dHRCA0Nhbu7\nO+Li4hAQEIB9+/YBAKKiouTkr7S0FC+//DJatmyJ+vXrAwBeffVVXLt2Da+88gouX76MDh06YNu2\nbXjwwQfNWVUiMgHpr9uUVIVlD1J/rzi4PVm+uhqk3tYVFhbC19cXhYWFBi/t3Yk9e/bAz88PzZo1\nA3DzOUQPDw+kp6eja9eud3Usy46dvLbIdtVV7LTJ5mYiIroz6enpeOGFF3D8+HHk5eVh4sSJcHFx\nQefOnc1dNCIyMyaJREQ24F7HrZ81axZatWqFJ598EsHBwTh9+jS2bt0qNzcT0f2Lzc3VsOwmk3vF\nphayfGxutm6WHTt5bZHtYnMzEREREZmM1b7dXPfurenGUimVbuYuAhHdFywzdjIGEt09Jok1YLME\nEdHdY+wksh1sbiYiIiIiI0wSiYiIiMgIk0QiIiIiMsJnEmtwr32OWRql0g3FxZfMXQwiuk9Yauxk\nLCS6e+wnsRqW3dfX3WLfYGQ92E+idbPs2Mlri2wX+0kkIiIiIpNhkkhERERERiwiSSwsLIRCoUBB\nQYG5i0JEdF9Tq9UIDw+vcX3Pnj2RkJBgwhIRkblYRJJIRETWQZIki305hYhqF5NEIiIiIjJikUni\nBx98AGdnZxw6dAgKhQJpaWnw9/dHw4YN0adPH/z+++/ytgcPHkRYWBicnJzQsmVLLF26FACwYcMG\nuLu7y9sdP34cCoUCGzZskJcFBQUhNTXVdBUjIvoHgoODsWDBAnn+2WefRXBwsDyflpaGwMBA/PHH\nHxg1ahQefPBBuLi4YMiQIbh8+TIAQKPRQKFQoKKiQt4vOjoaQ4cOrfac6enpaN26NRwdHRETEwO9\nXs+3hInuExaXJG7cuBGTJk3Chg0b8OCDDwIA3n77baSmpmLPnj04cuQIkpKSAABarRbdu3eHSqXC\n8ePHkZCQgNdeew3r1q1Djx49cPXqVZw8eRIAsGfPHkiShP379wMAioqKkJOTg4iICPNUlIjoLvXq\n1QsajQbAzTGS9+7di5ycHJSUlAAAduzYgV69euHZZ5/FyZMnsWnTJuzatQs//PBDjUkgUHMTck5O\nDvr3749Ro0bh2LFjsLe3h0ajYXMz0X3CopLE/fv3Y/DgwVi7di26d+8u/1qNj4/HY489ho4dO2Lw\n4MH49ttvAQArVqxAcHAwEhMT4e/vj2HDhiEuLg7vvvsulEolQkNDkZmZCeBmkti7d285Sdy5cydC\nQkIM7jYSEVmyyMhIZGVlAQCys7Ph7u4OPz8/HDhwAMDNuBYQEICsrCykpKQgJCQEISEh+Pjjj7Fl\nyxZotdpqj1vTncFVq1ahS5cumDRpEgIDA/H++++jRYsWdVM5IrI4FjXiyqhRo6DX6+Ht7W2w3M/P\nT55WKpXQ6XQAbt5J7NSpk8G2oaGhWLJkCYCbAVWj0WD8+PHYu3cv1q1bh8jISNy4cUP+xV0zdZVp\n1V8fIqpNGo1GvjNGt9elSxeUlZXhxIkTyMrKQnh4OPR6Pfbt24eAgACcO3cOLi4uUCqVaNWqlbxf\nq1at4ObmBq1Wi0aNGt32PJV3CnNycgyasxUKBdq3b3+bvdVVplVg7CSqfaaKnRaVJM6aNQvZ2dkY\nO3YsvvnmG3l5/fr1Dbar/NXr4OBg9AtYr9fLSWRERATmzZuH7OxsODo64oknnoCHhwcOHz6MXbt2\nYf369bcojbpW6kRENVOpVFCpVPI8u1a5tfr160OlUkGj0WDfvn3o27cvdDodPv30UzRv3hxPPPEE\n3Nzcqt1Xr9dDr9dX21Ss0+mgUBg3LEmSZPDsIgDUq1fvNqVU32l1iOgemSp2WlRz8/PPP4933nkH\nWq0WK1asqHG7ysSwdevWOHTokMG6gwcPonXr1gCADh06wM7ODosXL0bXrl0BAOHh4Vi2bBlKS0vR\nsWPHOqoJEVHdiIyMxO7du7Fv3z6Eh4cjPDwchw4dwqZNm9C7d2+0atUKV69eRW5urrxPTk4OiouL\n0apVK/lHd3Fxsbz+733UVsbYtm3byo/3VC4/fvx4XVaPiCyIRSWJAODp6Ynp06dj2rRpuHjx4i23\njYmJQXZ2NqZPn47Tp09jzZo1WLp0KWJjYwHcbBp58sknkZKSIncO27VrV3z++ed48skn+fA1EVmd\nyMhIbN26FQqFAr6+vggMDISTk5OcJAYGBqJv374YPnw4vvvuO3z77bcYPnw4wsPDERQUhIcffhgN\nGzbEnDlzcPbsWcyfP7/GxG/kyJE4fvw4Zs+ejR9++AGvvfYaBz0guo9YTJJYNWGbOHEi3NzcMHXq\nVKNErupbeF5eXti8eTO2bduGoKAgvPnmm3jvvfcwYsQIefvIyEiUl5fLSWJ4eDgkSbrN84hERJYp\nICAAXl5eBqOidO3aFT4+PggMDAQApKSkICAgAD169EBkZCTatWuHjRs3AgCcnZ2xYsUKfP7552jb\nti2OHTuG8ePHy8eqGmP9/PywadMmfPnll2jfvj3++9//4t///rcJa0tE5iQJdnhl5GaAtJWvRWKf\nZmQ1JInXqzWz7NjJa4tsV13FTou5k0hEREREloNJIhEREREZYZJIREREREaYJBIRERGREYvqTNuy\n2Eb3OEpl9R3rEhHVDcuMnYyFRHePSWIN+BYcEdHdY+wksh1sbiYiIiIiI0wSiYiIiMgIm5trYO1D\n9imVbiguvmTuYhDRfcYSYyfjIdG94Ygr1bDsUQPuFEcXIOvDEVesm+XGTl5XZNs44goRERERmQyT\nRCIiIiIyYtIk8fTp02jXrh0aNmyIlStXmvLURERERHQXTPriytKlS2Fvbw+tVgt3d3dTnpqIiIiI\n7oJJk8QrV67g4Ycfho+PjylPS0RERER36ZbNzYWFhVAoFEhNTYWXlxfc3Nwwbtw46HQ6rF69Gp07\nd8YLL7wAV1dXfPTRRxBCICkpCf7+/nBwcIBKpcLJkycBACqVCikpKfj0009hZ2cH4GbSOHz4cLi6\nusLT0xOjR49GSUmJfP433ngDzZo1Q8OGDfH444/jm2++uaN1Wq0WvXr1gouLC7y8vJCQkCC/9aNW\nq/HMM8+gW7duaNSoEbZv31573yYRkQU6d+4cBgwYAHd3d3h4eCAuLg6lpaVYvXo1wsLCMGvWLDRp\n0gSurq6YMGGCwVuSH3zwAXx9faFUKhEeHo7vvvvOjDUhIpMSt3D27FkhSZJ46KGHxIEDB0RmZqZo\n1qyZmDp1qli9erWQJElMmzZNnD59Wvz2228iPj5eNG3aVHz99dciNzdXREdHC09PT3H16lVx6dIl\nERUVJfr37y9+++03IYQQzz33nOjbt6/Izs4WR44cEU888YR4/vnnhRBCpKWliUaNGok9e/aIwsJC\n8corrwgvLy9RUVFR4zohhLhw4YJwd3cXL730ksjNzRXp6enCw8NDJCUlCSGEiI+PF5IkiSVLlojs\n7Gxx9epVo3oDEICw8s8t/2qJLBKv29pXWloqAgICRJ8+fUR2drbIzMwUfn5+4pVXXhGGnwb2AAAS\nn0lEQVSrV68W9evXFwMHDhSnT58WH3/8sbCzsxMZGRlCCCE2btwomjZtKjZu3Cjy8vLEm2++KZRK\npfj111+rPZflxk5eV2Tb6uoav6MkccuWLfKyVatWCXd3d/HRRx8JSZLEtWvXhBBCVFRUiEaNGonk\n5GR52/LyctGiRQuxZMkSIYQQw4cPF0OGDBFCCJGXlycUCoW4dOmSvH1hYaGQJEn897//FfPnzxdN\nmzYVZ8+eFUIIcfXqVZGZmSl0Ot0t1y1YsEC0aNFC6HQ6+bjJycnCw8NDCHEzSaycrvFLsdhAx6BI\nto3Xbe1LT08XDg4O4vLly/KyrVu3Cnt7e7FgwQKhUChEcXGxvK5Dhw5i9uzZQgghwsLCxHvvvWdw\nvG7dusnr/85yYyevK7JtdXWN39EziV26dJGnH330UVy6dAm//fYb3N3d4eDgAAA4f/48Ll++jE6d\nOsnb2tvbIyQkBLm5ufKyyt74tVothBBo0aKFwbkkScKZM2cwaNAgJCcnw8/PD4899hieeeYZvPTS\nS7Czs7vlOq1Wi/bt28tN2gAQGhqKixcv4vfffwcAeHt730Gt1VWmVX99iKg2aTQaaDQacxfDpmm1\nWvj7+8PV1VVeFhoaCr1ej/LycjRu3BhKpVJe5+zsjPLycnnfadOmYebMmfL6srIyNG/e/BZnVFeZ\nVoGxk6j2mSp23lGSaG//v830ej0AwM7ODg888IC8vGHDhtXuq9Pp5H3+vtzJyQnHjx83WC6EgKen\nJxwcHJCTk4Ndu3Zh8+bNWL58OZYsWYLvvvsOnp6eNa5r2LAhbibV/1N5/oqKCgAwKHfN1HewDRH9\nEyqVCiqVSp5PSEgwX2FsVHWxuTIm6vV61K9f32h9ZQzV6/WYP38+IiIiDNY5OTnd4ozqf1ReIro9\nU8XOO+on8ejRo/J0ZZLm4eFhsI2zszM8PT0NXiApLy/HkSNH0KpVK6NjtmrVCiUlJdDpdPD19YWv\nry8kScLEiRNRXFyML7/8EsuWLUNERAQWLFiA06dP4+rVq9i7dy/WrVtX7bp9+/ahTZs2OHr0KHQ6\nnXyugwcPwt3dHY0bN77rL4iIyJq1adMGeXl5uHz5srzs4MGDsLOzM7gBUJ1WrVrhp59+kmO0r68v\n5s+fz7u/RPeJO0oS4+LicOTIEezcuRPx8fGIi4urdrvJkydDrVbj66+/Rm5uLkaNGoXS0lIMHDhQ\n3qbyF2qbNm3Qq1cvDB06FIcPH8aJEycwZMgQXLhwAQ8++CDKysowdepUrF+/HoWFhfj4449RWlqK\n9u3b17guODgYgwYNgl6vx+jRo6HVarFx40ao1WqMHTvWIgeeJyKqSz179kRgYCCGDh2K7OxsaDQa\njBs3DgMHDqy2v9qqLTGTJk3CwoULsWbNGuTn5yMhIQEffvgh2rRpY8oqEJGZ3FFz84ABA9CnTx9U\nVFQgJiYGU6dORUpKilHSVXkXcPTo0bhy5Qoef/xxaDQa+a6jJEkG+6xduxbjx49HREQEJElCREQE\nFi1aBAAYPHgwfvzxR0yePBlFRUUIDAzEZ599hoCAAAQEBKCwsLDadQCwdetWjBs3Dh06dECTJk0w\nYcIETJs2rdoyEBHZMkmSsGHDBsTGxqJz585wcnLCkCFDMGfOHHz66adG8bDq/IABA3D+/HkkJCTg\nl19+QZs2bZCeno6goCBTV4OIzEASf3+Ar4rCwkL4+vqisLDQ6AUTW3YzSNb4tVgJyejZTCJLJ0m8\nbq2Z5cZOXldk2+oqdpp07Gaqica0ZzPx80SmPJ8t1+1+OB+RKVnj9c0y1z1rK29dum2SyKZZU9CY\n9mw2nGjYct3uh/MRmZI1Xt8sc92ztvLWpVs+k+jj41Nt9zVEREREZNvY3ExERERERm754sr9Kjg4\nGCdOnDB3MYjuO4888ohRB/tkPRg7icyjrmInk0QiIiIiMsLmZiIiIiIywiSRiIiIiIwwSSQiIiIi\nI0wSqygtLcWoUaPQqFEjeHp6IikpqVaO2bZtW+zatUte9uOPPyIiIgJOTk546KGHsHXrVoN9MjMz\nERQUBEdHR3Tr1g35+fm3PU9+fj6efvppNGrUCM2bN8err76K0tLSOjtfbm4uevbsCaVSCR8fH8yd\nO7dO61fVyJEj0a1btzo9X2pqKhQKhcHnueeeq7PzlZeXY9KkSfDw8EDjxo0RExODsrKyOjnf6tWr\njepW+Tl37lyd1K+oqAjPP/883Nzc0KxZM7z++uuoqKios++TTKcu4uY/Zep/v/eqLv5/WLRoEZo1\nawZnZ2eMGDEC169fr/Myjx492uj7XrhwodnLXJf/L5qjzGb5ngXJ4uLiRFBQkDh69KhIT08Xzs7O\n4rPPPrvn4/3555/i3//+t5AkSezatUsIIURFRYV45JFHxKBBg4RWqxVvv/22cHBwEGfPnhVCCPHT\nTz8JJycnkZSUJLRarXjxxRfFww8/LCoqKmo8T2lpqWjTpo3o37+/yM3NFXv27BF+fn5i8uTJQghR\n6+crKysTPj4+4qWXXhL5+fli06ZNwtnZWXzyySd1Ur+qdu7cKSRJEt26dauz71MIIaZPny6ef/55\n8dtvv8mfK1eu1Nn5xo8fL3x8fMSBAwfEgQMHhI+Pj5g+fboQovb//v7880+Dev3yyy+iQ4cOon//\n/nVyPiGE6NWrl+jWrZs4deqUyMzMFJ6eniIpKanOzkemU9txszaY+t/vvaiL/x/Wr18vXFxcxNdf\nfy2+++470bZtWzFmzJg6LbMQQoSFhYl58+YZfN/Xr183a5nr8v9Fc5W5S5cuJv+emST+paSkRDRs\n2NDgwk9MTBRhYWH3dLxTp06JRx55RDzyyCMG/6B27dolGjZsKEpKSuRte/bsKWbMmCGEEGLmzJki\nPDxcXnf9+nXh7Owsdv5/e/ceG9P2xQH8OzUxM61RWn3NNPGm1VZq0kbRepUIQVASElQapQ1StP4Q\nRBBBlMQrCH9cST3iUaHiETce7TRTinZE20TrFbRF6IsanRnr/sGcGINLe/acm99vfZL+MWvPnLX2\ndvbZW097+vffP81VVFREGo2GPnz4IMWOHTtGoaGhdO3aNdnzPXnyhGbPnk02m02KzZgxgxYtWiSk\nfy7v37+nPn36UGJiIo0ePZqIxIwnEdH06dNpw4YNHnER+RoaGkij0bi956+//qIJEyYIHU+XPXv2\nUFBQEDU2NgrL5+fnR+fOnZNeZ2dn08SJE73SPyaO3NdNuXhz/raH3OuD6/NJSUm0bt06qd1sNpNW\nq3VbG+SumYgoMDCQbt68+cPPKVWziHVRyZqJlBlnvt38ldVqxadPn5CYmCjFRowYgdLS0nb90ezC\nwkIkJyfDYrG4xUtKSmAymeDn5yfFEhMTpfeVlJRg5MiRUptOp4PJZPI4zrciIiJw8eJF+Pr6usUb\nGxtRUlKCIUOGyJqvV69eOH78ODQaDYgIxcXFKCwsxLhx44T0z2XNmjUYO3YsRo8eLcVE5auqqsLA\ngQM94iLymc1m+Pr6Ijk5WYqlpqbi8uXLQscTAFpaWrBhwwZs2rQJ/v7+wvLFx8cjLy8PHz9+RG1t\nLS5fvoy4uDjcunVLaP+YWHJfN+XizfnbHiLWB6fTiTt37ri1Dx06FA6HA2VlZcJqrq+vx7t37zBg\nwIAffk6pmkWti0rV/OrVK0XGmTeJX9XV1SEgIACdO3eWYiEhIWhra8Pr16//+HgZGRnYsWMHdDqd\nR56wsDC3WHBwMF68eAHgy4QzGAxu7SEhIVL7j/To0QNjx46VXn/+/Bl79+7F+PHjUVdX53G8jub7\nVnh4OJKSkjB8+HCkpKQI6R8AWCwWnD59Grm5uW6Lj4h8bW1tqKmpQUFBAfr3749+/fph9erVaGtr\nE5Lv0aNH6NmzJ44dO4aoqCj06tULq1atgt1uFzaeLgcPHoROp8PChQsBiBlPAMjLy8OdO3eg1+sR\nHh6OsLAwrF+/HrW1tUL7x8SS+7opB2/P3/YQsT40NTXBZrO5tavVagQGBspS/89qrqyshFqtxrp1\n6xAeHo7Y2FgcOXJEaleqZlHrolI1V1RUKDLOv/zbzf9PWltbodFo3GKu164fGhWZx5Xj39p/x8qV\nK2G1WlFaWorc3Fyh+QoKCvDy5UtkZmZixYoV+Pjxo+z5Pn36hIULF2LXrl3w9/cHAKhUqt86Xnvy\nVVdXw+l0Qq/XIz8/HzU1NcjKykJLSwtsNpvs+VpaWvDkyRPs27cPhw4dQnNzMzIzM+FwOISMpwsR\n4eDBg1i2bBk6der0W8drTz4iwty5c2E0GnH06FE0NTVh6dKlyMnJEdo/Jp63rpt/wtvzV04dmX+u\nX0Lwdv1VVVXw8fFBbGwssrKycP36dSxevBh+fn6YOXPmf6ZmudZFpWq+du2aIuPMm8SvtFqtx2C5\nXn//rd+O0Ol0aG5u9sjj+rb3z+ro0aPHvx6biLB8+XLs378fZ86cQWRkJLRarbB8AGAymWAymdDa\n2orU1FSkpaWhqalJ1nwbN25E//79kZKS4tZX1/Hk7l9UVBQaGxvRtWtXAEBMTAyICHPmzEF6errs\n/VOr1WhubkZeXh569+4NAMjNzcW8efOwYMEC2fO53Lt3D48fP8a8efOkmIjz02KxoLCwEM+fP5f+\nJ3v48GGMHz9eyHgy7/HWdfNPeHv+yqk9889msyEoKAharVZ6//efF/lvsWTJEsyfPx96vR4AEB0d\njerqauzfvx8zZ85UvGa51kWla46MjFRknPl281dGoxENDQ1wOBxSrL6+HhqNBgEBAbLmqa+vd4vV\n19dLtxiMRiPq6urc2n90C+J7nz9/RlpaGg4cOICTJ09iypQpAL7cDpY7X21tLc6fP+8Wi4yMRFtb\nG8LCwmTPd/z4cVy5cgV6vR56vR7bt29HUVGRdOtSxHi6FhiXiIgI2O12GAwG2fMZDAao1WppgwgA\nAwYMgM1mQ2hoqJD+AcClS5eQkJCA0NBQKSbi/Hzx4gUCAgLcbnWYTCY4nU4h5wvzHm9dN/+UN+ev\nnNoz/1ztgYGB0Gq1bp93OBx4+/at8PpdGxeXiIgIvHz5UvGa5VwXla4ZUGaceZP4VWxsLDp37ozi\n4mIpZjabERcXBx8f+YZp6NChKC8vd3s+kdlsRkJCAgAgISEBZrNZamttbUV5ebnU/jPZ2dk4ceIE\nzp49i2nTpknxhIQE2fNVVlYiJSUFb968kWJ3795FcHAwEhMTZc9348YNVFRUwGq1ory8HOnp6YiP\nj4fVahXSv/z8fAQHB8Nut0uxsrIydO/eXUi+YcOGweFw4MGDB1KssrISer0ew4YNE3K+AF9+0HnU\nqFFuMRH969u3LxoaGtwuUFVVVQC+XORE9Y+J563r5p/w9vyVU0fWB5VKhfj4eBQVFUntFosFarUa\nQ4YMEVbzypUrMXnyZLdYWVkZIiMjFa9ZxLqoVM2KjfMf/X72/7iMjAwaNGgQ3b59m86dO0f+/v50\n6tSpDh/328cFOJ1OioqKolmzZtGDBw9o69at1KVLF3r27BkRET19+pR0Oh1t3ryZKioqaPbs2RQT\nE/PL41ssFlKpVLRt2zaqq6tz+xKRz2630+DBg2nSpElUVVVFBQUFFBISQrt37xaS73tr1qyRHoHj\ncDhkz/fu3TsKDQ2lBQsW0MOHD+nChQtkMBhoy5Ytwvo3bdo0iouLo7t371JhYSH17t2bcnJyhI5n\nz549KS8vzy0mKl9SUhKNGzeO7t+/TxaLhQYPHkypqaleOV+YWKKum+2lxPztCDnXhxMnTpBer6f8\n/HwqLS2l6OhoWrJkidCai4qKSK1W0+7du6mmpob27NlDGo2GiouLFa1Z5LqoRM1KjTNvEr/R2tpK\nqamp1KVLFzIajbRz505Zjvv9M6Vqampo1KhRpNVqKTo6mq5ever2/kuXLlFERAT5+vpScnIyPX78\n+JfHz8nJIZVK5fHl4+NDTqdT9nxERM+fP6epU6dS165dyWg00tatW4X173tr166VHqYtKp/VaqUx\nY8ZI58KmTZuE5mtpaaG0tDTy9/enwMBAys7OJrvdLiwfEZFOp6OLFy96xEXke/v2Lc2dO5eCgoLI\nYDBQVlaW9JxN0ecLE0vUdbMjvD1/O0Lu9WHbtm0UEhJC3bp1o7S0NLfn2Yqq+fTp0xQTE0M6nY6i\noqLo7Nmzitcsel1UomYlxllFpODDrBhjjDHG2H8S/0wiY4wxxhjzwJtExhhjjDHmgTeJjDHGGGPM\nA28SGWOMMcaYB94kMsYYY4wxD7xJZIwxxhhjHniTyBhjjDHGPPAmkTHGGGOMeeBNImOMMcYY88Cb\nRMYYY4wx5oE3iYwxxhhjzANvEhljjDHGmAfeJDLGGGOMMQ//AJg11WdVd6rAAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_book1, tw_book1) = get_wf('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", + "(wf_book2, tw_book2) = get_wf('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "plotTwoLists_a (wf_book1, wf_book2, 'Most Frequent Words From The First and Last Harry Potter Books', 'The Sorcerer\\'s Stone', 'The Deathly Hallows')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "1. Comparing the word frquencies from book 1 and book 2, it's clear that Hagrid had a more important role in the first book.\n", + "\n", + "1. Also Hermione's character seems to be more important in the last book compared to Ron's.\n", + "\n", + "1. The interesting thing is that Harry's name itself isn't amongst the most used words in book as his name was not normally used directly.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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0o0aN4ObmhnLlyuHw4cOYNGkSfv75Z9jZ2em9MM5PbuUd8HckBPmlP30Xh7lt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IABsnbtWhER+dvf/iaenp5SWFgoBw4ckLi4OFGpVLJjxw7ZtGmTeHl5KeM88cQTYm9vL0VFRSIi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\nxCKaiIiIiMhA/wd/bEZBv9ydGwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_book_author_1, tw_book_author_1) = get_wf('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "(wf_book_author_2, tw_book_author_2) = get_wf('http://www.gutenberg.org/cache/epub/2893/pg2893.txt')\n", + "plotTwoLists_a (wf_book_author_1, wf_book_author_2, 'Most Frequent Words From A Book of J.K. Rowling and Haggard\\'s \"The Wizard\"', 'The Deathly Hallows', 'The Wizard')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + " It seems that J.K. Rowling's book has more magical words like 'wand' and 'lit'.\n", + " The word 'said' is used commonly in both books.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extra Credit (Looking at all Harry Potter books from a sentimental view)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Description\n", + "---\n", + "A list of words with positive and negative feelings is given to the program. The words are then lemmatized and stemmed and the 7 Harry Potter books are searched for these words. The output of the code is the negative to positive words ratio for each book. " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hgrZs2SJJys3N1ebNm1VVVaUbb7xRN954o/r06RN8/KOPPqpBgwadVXzsvvAS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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from nltk.stem.wordnet import WordNetLemmatizer\n", + "from nltk.stem.snowball import SnowballStemmer\n", + "def count_sentiments(text, sentiment_list):\n", + " counter = 0\n", + " for s in sentiment_list:\n", + " counter += text.count(s)\n", + " return counter\n", + " \n", + "def get_text (URL):\n", + " r = requests .get(URL)\n", + " t = cleanHtml (r .text) .lower()\n", + " return t\n", + "\n", + "def get_negative_to_positive_ratio(URL):\n", + " text = get_text(URL)\n", + " p1 = count_sentiments(text, positives)\n", + " n1 = count_sentiments(text, negatives)\n", + " return float(n1) / p1\n", + "\n", + "stemmer = SnowballStemmer(\"english\")\n", + "lmtzr = WordNetLemmatizer()\n", + "positive_word_list = ['understanding','great','playful','calm','confident','gay','courageous','peaceful','reliable','joyous','energetic','ease','lucky','liberated','comfortable','amazed','fortunate','optimistic','pleased','free','delighted','provocative','encouraged','sympathetic','overjoyed','impulsive','clever','interested','gleeful','free','surprised','satisfied','thankful','frisky','content','receptive','important','animated','quiet','accepting','festive','spirited','certain','kind','ecstatic','thrilled','relaxed','satisfied','wonderful','serene','glad','cheerful','bright','sunny','blessed','merry','reassured','elated','jubilant','love','interested','positive','strong','concerned','eager','impulsive','considerate','affected','keen','affectionate','fascinated','earnest','sure','sensitive','intrigued','intent','certain','tender','absorbed','anxious','rebellious','devoted','inquisitive','inspired','unique','attracted','nosy','determined','dynamic','passionate','snoopy','excited','tenacious','admiration','engrossed','enthusiastic','hardy','warm','curious','bold','secure','touched','brave','sympathy','daring','close','challenged','optimistic','comforted','re-enforced','drawn','toward','confident','hopeful']\n", + "negative_word_list = ['irritated','lousy','upset','incapable','enraged','disappointed','doubtful','alone','hostile','discouraged','uncertain','paralyzed','insulting','ashamed','indecisive','fatigued','sore','powerless','perplexed','useless','annoyed','diminished','embarrassed','inferior','upset','guilty','hesitant','vulnerable','hateful','dissatisfied','shy','empty','unpleasant','miserable','stupefied','forced','offensive','detestable','disillusioned','hesitant','bitter','repugnant','unbelieving','despair','aggressive','despicable','skeptical','frustrated','resentful','disgusting','distrustful','distressed','inflamed','abominable','misgiving','woeful','provoked','terrible','lost','pathetic','incensed','despair','unsure','tragic','infuriated','sulky','uneasy','stew','cross','bad','pessimistic','dominated','worked','sense','loss','tense','boiling','fuming','indignant','indifferent','afraid','hurt','sad','insensitive','fearful','crushed','tearful','dull','terrified','tormented','sorrowful','nonchalant','suspicious','deprived','pained','neutral','anxious','pained','grief','reserved','alarmed','tortured','anguish','weary','panic','dejected','desolate','bored','nervous','rejected','desperate','preoccupied','scared','injured','pessimistic','cold','worried','offended','unhappy','disinterested','frightened','afflicted','lonely','lifeless','timid','aching','grieved','shaky','victimized','mournful','restless','heartbroken','dismayed','doubtful','agonized','threatened','appalled','cowardly','humiliated','quaking','wronged','menaced','alienated','wary']\n", + "positives = []\n", + "negatives = []\n", + "for word in positive_word_list:\n", + " positives.append(stemmer.stem(lmtzr.lemmatize(lmtzr.lemmatize(word, 'v'), 'n')))\n", + " \n", + "for word in negative_word_list:\n", + " negatives.append(stemmer.stem(lmtzr.lemmatize(lmtzr.lemmatize(word, 'v'), 'n')))\n", + "\n", + "h1 = get_negative_to_positive_ratio('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", + "h2 = get_negative_to_positive_ratio('https://archive.org/stream/2HarryPotterAndTheChamberOfSecrets2/2%20Harry%20Potter%20and%20The%20Chamber%20of%20Secrets%20-%202_djvu.txt')\n", + "h3 = get_negative_to_positive_ratio('https://archive.org/stream/3HarryPotterAndThePrisonerOfAzkaban3/3%20Harry%20Potter%20and%20the%20Prisoner%20of%20Azkaban%20-%203_djvu.txt')\n", + "h4 = get_negative_to_positive_ratio('https://archive.org/stream/4HarryPotterAndTheGobletOfFire4/4%20Harry%20Potter%20and%20the%20Goblet%20of%20Fire%20-%204_djvu.txt')\n", + "h5 = get_negative_to_positive_ratio('https://archive.org/stream/5HarryPotterAndTheOrderOfThePhoenix5/5%20Harry%20Potter%20and%20the%20Order%20of%20the%20Phoenix%20-%205_djvu.txt')\n", + "h6 = get_negative_to_positive_ratio('https://archive.org/stream/6HarryPotterAndTheHalfBloodPrince6/6%20Harry%20Potter%20and%20the%20Half-Blood%20Prince%20-%206_djvu.txt')\n", + "h7 = get_negative_to_positive_ratio('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "\n", + "f = plt.figure (figsize=(10, 6))\n", + "p = f.add_subplot(111)\n", + "p.bar(range(7), [h1, h2, h3, h4, h5, h6, h7])\n", + "plt.ylabel('Negative to positiveness ratio')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From AmreenS" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ggNLUDTBAaeoGGKA0dQMYMzIlr5/Xb8brN56nJoNZWVno06cP7O3t0aBBA8yY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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now populate two lists \n", + "#Jane Austen: Pride and Prejudice\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "#Jane Austen: Emma\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/158/pg158.txt')\n", + "#Mark Twain: Adventures of Huckleberry Finn\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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qWrZsiUaNGmHDhg0awXxWVpbWsVAe9Vt96aloP5X79u3DTz/9BAB4+vTpSy1H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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now populate two lists \n", + "#Jane Austen: Pride and Prejudice\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "#Jane Austen: Emma\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/158/pg158.txt')\n", + "#Mark Twain: Adventures of Huckleberry Finn\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Pride and Prejudice and Huckleberry Finn')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of words_JaneAusten_Pride&Prejudice = 717573\n", + "Number of words_MarkTwain_HuckleBerryFinn = 610157\n", + "would_count = 468\n", + "p_would_book1 = 0.000652198452283\n", + "would_count = 591\n", + "p_would_book2 = 0.000968603162793\n", + "must_count = 317\n", + "p_must_book1 = 0.000441766900371\n", + "must_count = 79\n", + "p_must_book2 = 0.000129474872861\n", + "miss_count = 43\n", + "p_miss_book1 = 5.99242167696e-05\n", + "miss_count = 42\n", + "p_miss_book2 = 6.88347425335e-05\n", + "agreeable_count = 59\n", + "p_agreeable_book1 = 8.22215997536e-05\n", + "agreeable_count = 0\n", + "p_agreeable_book2 = 0.0\n", + "dear_count = 162\n", + "p_dear_book1 = 0.000225761002713\n", + "dear_count = 18\n", + "p_dear_book2 = 2.95006039429e-05\n", + "scruple_count = 10\n", + "p_scruple_book1 = 1.3935864365e-05\n", + "scruple_count = 0\n", + "p_scruple_book2 = 0.0\n" + ] + } + ], + "source": [ + "from __future__ import division\n", + "import nltk\n", + "from nltk import *\n", + "import re\n", + "\n", + "#Open file and read\n", + "f = open('P&P.txt', 'r')\n", + "text = f.read()\n", + "\n", + "f2 = open('HF.txt', 'r')\n", + "text2 = f2.read()\n", + "\n", + "#Find the number of words in the text\n", + "num_words_book1= len(text)\n", + "print \"Number of words_JaneAusten_Pride&Prejudice = \" + str(num_words_book1)\n", + "\n", + "num_words_book2= len(text2)\n", + "print \"Number of words_MarkTwain_HuckleBerryFinn = \" + str(num_words_book2)\t\t\n", + "\n", + "word1 = text.count(\"would\")\n", + "print \"would_count = \" + str(word1)\n", + "\n", + "probability1 = word1/num_words_book1\n", + "print \"p_would_book1 = \"+ str(probability1)\n", + "\n", + "word1 = text2.count(\"would\")\n", + "print \"would_count = \" + str(word1)\n", + "\n", + "probability2 = word1/num_words_book2\n", + "print \"p_would_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word2 = text.count(\"must\")\n", + "print \"must_count = \" + str(word2)\n", + "\n", + "probability1 = word2/num_words_book1\n", + "print \"p_must_book1 = \"+ str(probability1)\n", + "\n", + "word2 = text2.count(\"must\")\n", + "print \"must_count = \" + str(word2)\n", + "\n", + "probability2 = word2/num_words_book2\n", + "print \"p_must_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word3 = text.count(\"miss\")\n", + "print \"miss_count = \" + str(word3)\n", + "\n", + "probability1 = word3/num_words_book1\n", + "print \"p_miss_book1 = \"+ str(probability1)\n", + "\n", + "word3 = text2.count(\"miss\")\n", + "print \"miss_count = \" + str(word3)\n", + "\n", + "probability2 = word3/num_words_book2\n", + "print \"p_miss_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word4 = text.count(\"agreeable\")\n", + "print \"agreeable_count = \" + str(word4)\n", + "\n", + "probability1 = word4/num_words_book1\n", + "print \"p_agreeable_book1 = \"+ str(probability1)\n", + "\n", + "word4 = text2.count(\"agreeable\")\n", + "print \"agreeable_count = \" + str(word4)\n", + "\n", + "probability2 = word4/num_words_book2\n", + "print \"p_agreeable_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word5 = text.count(\"dear\")\n", + "print \"dear_count = \" + str(word5)\n", + "\n", + "probability1 = word5/num_words_book1\n", + "print \"p_dear_book1 = \"+ str(probability1)\n", + "\n", + "word5 = text2.count(\"dear\")\n", + "print \"dear_count = \" + str(word5)\n", + "\n", + "probability2 = word5/num_words_book2\n", + "print \"p_dear_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word6 = text.count(\"scruple\")\n", + "print \"scruple_count = \" + str(word6)\n", + "\n", + "probability1 = word6/num_words_book1\n", + "print \"p_scruple_book1 = \"+ str(probability1)\n", + "\n", + "word6 = text2.count(\"scruple\")\n", + "print \"scruple_count = \" + str(word6)\n", + "\n", + "probability2 = word6/num_words_book2\n", + "print \"p_scruple_book2 = \"+ str(probability2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is a significant difference in the writing styles of the two authors Jane Austen and Mark Twain. Words like \"agreeable\", \"dear\", \"scruple\" are encountered much more in Jane Austen's books than in Mark Twains books. The probability for a few of the commonly used words in both books and some words that are more common in Jane Austen's books are generated by the above program.\n", + "\n", + "The output is as follows:\n", + "```\n", + "Number of words_JaneAusten_Pride&Prejudice = 704147 \n", + "Number of words_MarkTwain_HuckleBerryFinn = 597796 \n", + "would_count = 468 p_would_book1 = 0.000664633947173 \n", + "would_count = 591 p_would_book2 = 0.000988631573313 \n", + "must_count = 317 p_must_book1 = 0.000450190088149 \n", + "must_count = 79 p_must_book2 = 0.000132152105401 \n", + "miss_count = 43 p_miss_book1 = 6.10667942915e-05 \n", + "miss_count = 42 p_miss_book2 = 7.02580813522e-05 \n", + "agreeable_count = 59 p_agreeable_book1 = 8.37893224e-05 \n", + "agreeable_count = 0 p_agreeable_book2 = 0.0 \n", + "dear_count = 162 p_dear_book1 = 0.000230065597098 \n", + "dear_count = 18 p_dear_book2 = 3.01106062938e-05 \n", + "scruple_count = 10 p_scruple_book1 = 1.42015800678e-05 \n", + "scruple_count = 0 p_scruple_book2 = 0.0\n", + "```\n", + "\n", + "** I was unable to upload the text files I used for this program. They are the books Advntures of Huckleberry Finn by Mark Twain and Pride and Prejudice by Jane Austen from the project Gutenberg\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From kagrawa1" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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RjLdto56BW758Odzc3GBtbY1mzZph27ZtAICYmBgEBATA1tYWdnZ26NKlC/76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\niIiIiGwMCzgiIiIiG8MCjoiIiMjGqHIhX8viNY/MTa9vbO0uEJGqmDc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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/cache/epub/74/pg74.txt')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1) The above plot gives an graphical representation of most words used in two different works of same author (Mark Twain). As we can see (left side of the plot) the top 2 most frequent word used in the book \"The Adventures of Tom Sawyer\" are 'would' and 'said' by this we can presume that the author might have narrated the story being from a third person's perspective. On the other hand for the second book \"The Adventures of Huckleberry Finn\" (right side) author has used 'I' and 'see' the most, we can say that here author himself is the main character of the book and narrates the story as central character himself. " + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Word\tFrequency\tProbability\n", + "elizabeth\t571\t0.0100355021266\n", + "could\t523\t0.00919188723681\n", + "would\t465\t0.00817251924496\n", + "said\t399\t0.00701254877149\n", + "darcy\t345\t0.00606348202046\n", + "mrs\t343\t0.00602833140005\n", + "\n", + "For most used word depending on the writing style of Jane Austin\n", + " Word\tFrequency\tProbability\n", + "dear\t154\t0.00270659777145\n", + "agreeable\t41\t0.000720587718373\n", + "scruple\t4\t7.03012408169e-05\n", + "terrific\t1\t1.75753102042e-05\n", + "\n", + "\n", + "Word\tFrequency\tProbability\n", + "says\t603\t0.0103545977505\n", + " i\t572\t0.00982227182966\n", + "said\t466\t0.00800206061647\n", + "see\t462\t0.00793337340088\n", + "would\t392\t0.00673134712802\n", + "come\t365\t0.00626770842277\n", + "\n", + "For most used word depending on writing style of Mark Twain\n", + " Word\tFrequency\tProbability\n", + "would\t392\t0.00673134712802\n", + "miss\t72\t0.00123636988066\n" + ] + } + ], + "source": [ + "def get_wf_k (URL, writer):\n", + " # first get the web page\n", + " txt = saveUrl(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " wl = max(len(wfs),20)\n", + " \n", + " print \"\\n\\nWord\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", + " for i in range(1,wl,1):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw)) \n", + " if (i > 5):\n", + " break\n", + " \n", + " if (writer == 'mt'):\n", + " print \"\\nFor most used word depending on writing style of Mark Twain\" \n", + " print \" Word\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", + " for i in range(1,wl,1):\n", + " if (wfs[i][0] == 'would' or wfs[i][0] == 'must' or wfs[i][0] == 'miss' or wfs[i][0] == 'agreeable' or wfs[i][0] == 'terrific'):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw))\n", + "\n", + " if (writer == 'ja'):\n", + " print \"\\nFor most used word depending on the writing style of Jane Austin\" \n", + " print \" Word\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", + " for i in range(1,wl,1):\n", + " if (wfs[i][0] == 'agreeable' or wfs[i][0] == 'dear' or wfs[i][0] == 'irrepressible' or wfs[i][0] == 'scruple' or wfs[i][0] == 'terrific'):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw))\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf_k('http://www.gutenberg.org/ebooks/1342.txt.utf-8', 'ja') # Jane Austin\n", + "(wf_bu, tw_bu) = get_wf_k('http://www.gutenberg.org/ebooks/76.txt.utf-8', 'mt') # Mark Twain\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " ********************* Extra Credit ***************************\n", + "\n", + "I tried to compare the most common used words used by the authors (source online) with the list that I got. The first chart of gives the word, frequency and probability of top 5 high frequency words in present in the list (irrespective of anything). Second chart gives the same details but for particular words that we got online for a given author.\n", + "\n", + "Although the code should run fine but as the source site is down I could not say more about the results. However, the results that I am expecting is the more biased on the particular words. As these are the explict words that defines a authors writing style so the probablity of getting this in other authors works should be close to zero." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From tplunket1" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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yctSm50+ElHUYMmSIxjoo69GzZ88329giqF27NpydnXHmzBmcOXMGL168UPsx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\nUTAKRsEoGNYAAATxV8pWLwIVAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Q1\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/2852/2852-h/2852-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from A Study in Scarlet and The Hounds of Baskervilles')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ERL71oFmzZrh06ZLebnt8fX3h5eUFoOhsTu3atbFhwwZ07NhR7qD27t27T9UN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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Q2\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "(wf_bu1, tw_bu1) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu1, 'Most Frequent Words from A Study in Scarlet and Moby Dick')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Q3\n", + "Yes, for instance the word \"said\" was among the top 3 most common words for both of Doyle's books mentioned but failed to even make the top 14 in Moby Dick (Herman Melville). Since words of the form \"to say\" are common, the difference liklely lies in writing styles specific to the authors.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##From ccrumpton1\n", + "\n", + "First Part of Assignment 1\n", + "\n", + "Compare works by the same author\n", + "\n", + "I chose War and Peace and Anna Karenina by Leo Tolstory" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'eyes', 815), (u'french', 852), (u'went', 859), (u'face', 888), (u'princess', 894), (u'time', 895), (u'andrew', 1017), (u'man', 1034), (u'natasha', 1061), (u'could', 1109), (u'would', 1361), (u'pierre', 1759), (u'prince', 1858), (u'one', 2020)] 277999 [(u'well', 596), (u'it\\u2019s', 602), (u'see', 605), (u'alexey', 621), (u'know', 637), (u'come', 644), (u'go', 654), (u'went', 661), (u'anna', 715), (u'vronsky', 753), (u'could', 971), (u'would', 1044), (u'one', 1168), (u'levin', 1490)] 167597\n" + ] + }, + { + "data": { + "image/png": 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SQpC1tbVGgJ8zZ47O9UQXPz8/MjU1lRP4+/fvk6GhIY0ePZqIitZnKysr8vb2lj+j/m7V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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# War and Peace\n", + "(wf_wp, tw_wp) = get_wf('http://www.gutenberg.org/cache/epub/2600/pg2600.txt')\n", + "# Anna Karenina\n", + "(wf_ak, tw_ak) = get_wf('http://www.gutenberg.org/files/1399/1399-0.txt')\n", + "print wf_wp, tw_wp, wf_ak, tw_ak\n", + "plotTwoLists (wf_od, wf_ak, 'Most Frequent Words From War and Peace and Anna Karenina')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top words in War and Peace in order prince, pierre, would, could, natasha, man, andrew, time, princess, face, went, french, eyes, know\n", + "\n", + "Top words in Anna Karenina in order one, would, could, vronsky, anna, went, go, come, know, alexey, see, it's, well, kitty\n", + "\n", + "I found it interesting that \"would\" and \"could\" and number 3,4 and 2,3 respectively in both novels - although both could be stopwords, the frequently and closeness in frequency seems like a pattern. However, these two novels have very different top words. \"Went\" and \"Know\" are the only other top shared words.\n", + "\n", + "##Second Part of Assignment 1\n", + "\n", + "Comparing two works from different authors\n", + "\n", + "I chose The Odyssey by Homer and Ulysses by James Joyce since Joyce's work has loose connections to the Odyssey." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'son', 268), (u'telemachus', 269), (u'upon', 270), (u'may', 274), (u'go', 274), (u'come', 287), (u'us', 295), (u'went', 301), (u'man', 313), (u'men', 319), (u'would', 385), (u'house', 386), (u'said', 480), (u'one', 554)] 59703 [(u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'says', 472), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865)] 151579\n" + ] + }, + { + "data": { + "image/png": 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icePGkZWVFRkYGNBPP/0kp1V3e+Lr66vxVHRRXrSfSfXTrIW7X1HbunUr1apV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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The Odyssey\n", + "(wf_od, tw_od) = get_wf('http://www.gutenberg.org/cache/epub/1727/pg1727.txt')\n", + "# Ulysses\n", + "(wf_ul, tw_ul) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_od, tw_od, wf_ul, tw_ul\n", + "plotTwoLists (wf_od, wf_ul, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top words in The Odyssey in order one, said, house, would, men, man went, us, come, go, may, upon, telemachus, son\n", + "\n", + "Top words in Ulysses in order bloom, like, mr, one, old, stephen, says, see, man, would, two, time, back, know\n", + "\n", + "When I add \"says\" and \"said\" to the collection of stopwords, \"bloom\" disappears as the most frequent word in Ulysses. I found this very odd, as this was the only thing I changed, and I did NOT add \"bloom\" to the stopwords.\n", + "\n", + "Proper nouns from both stories are common. However, I thought that \"two\", \"time\", and \"eyes\" being frequent words in Ulysses was interesting and uncommon." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Investigate data anomalies" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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KDQ2lcePGkZ2dHZmYmNBPP/0kl9U2R9GhQwfFU7CFedZ2+rRPLxZsFkNry5Yt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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", + "\n", + "(wf_ul, tw_ul) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", + "'says', 'said']\n", + "(wf_ul1, tw_ul1) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Indeed, the behaviour indicates a bug\n", + "\n", + "Lets investigate it further by adding print statements:" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "865\n", + "151579\n", + "(u'said', 1203)\n", + "[(u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'says', 472), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865)]\n", + "865\n", + "149904\n", + "(u'bloom', 865)\n", + "[(u'could', 310), (u'eyes', 319), (u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723)]\n" + ] + }, + { + "data": { + "image/png": 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KDQ2lcePGkZ2dHZmYmNBPP/0kl9U2R9GhQwfFU7CFedZ2+rRPLxZsFkNry5Yt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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def get_wf_try (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " print wf['bloom']\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " print tw\n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " print wfs[0]\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", + "\n", + "(wf_ul, tw_ul) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", + "'says', 'said']\n", + "\n", + "(wf_ul1, tw_ul1) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul1\n", + "\n", + "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The bug appears to be in the statment\n", + "```\n", + "return (wfs [ 1:ml ] [::-1], tw)\n", + "```\n", + "Lets fix it\n", + "```\n", + "return (wfs [ 0:(ml-1) ] [::-1], tw)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "865\n", + "151579\n", + "(u'said', 1203)\n", + "[(u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'says', 472), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865), (u'said', 1203)]\n", + "865\n", + "149904\n", + "(u'bloom', 865)\n", + "[(u'eyes', 319), (u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865)]\n" + ] + }, + { + "data": { + "image/png": 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nzjRr1iyaMGEC2djYkJGREf3www9SWU13FJ07d5bdBVucp+2nT3P3YuFuMTS2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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def get_wf_try (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " print wf['bloom']\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " print tw\n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " print wfs[0]\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 0:(ml-1) ] [::-1], tw)\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", + "\n", + "(wf_ul, tw_ul) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", + "'says', 'said']\n", + "\n", + "(wf_ul1, tw_ul1) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul1\n", + "\n", + "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ok, fixed, offset by one error...\n", + "## Lets look for more bugs\n", + "Lets fix word split\n", + "```\n", + "wds = re .split(r'[\\s~,.\"]+',t)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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sWbIEZmZm6NGjh1gWKPh6edOyZcugpaWF0aNHi98dpfUdUemuQQQgnlI+fvw4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zM0OLFi3g6OiIs2fPKtlYdXQT2xHR5hWluD0rL6ragJSUFIwbN06amKyjo4NG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\nxuTJky2WU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tSzVq1KCaNWvS6NGjad26dTqJHtGzAYZbtGhB1tbW1KBBA5o1axbdvHlT7z/r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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def get_wf_try1 (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split(r'[\\s~,.\"]+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 0:(ml-1) ] [::-1], tw)\n", + "(wf_book1, tw_book1) = get_wf_try1('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", + "(wf_book2, tw_book2) = get_wf_try1('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "plotTwoLists_a (wf_book1, wf_book2, 'Most Frequent Words From The First and Last Harry Potter Books', 'The Sorcerer\\'s Stone', 'The Deathly Hallows')\n", + "(wf_book_author_1, tw_book_author_1) = get_wf_try1('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "(wf_book_author_2, tw_book_author_2) = get_wf_try1('http://www.gutenberg.org/cache/epub/2893/pg2893.txt')\n", + "plotTwoLists_a (wf_book_author_1, wf_book_author_2, 'Most Frequent Words From A Book of J.K. Rowling and Haggard\\'s \"The Wizard\"', 'The Deathly Hallows', 'The Wizard')\n", + "(wf_pi, tw_pi) = get_wf_try1('https://archive.org/stream/APassageToIndia_109/APassageToIndia_djvu.txt') # A Passage to India\n", + "(wf_he, tw_he) = get_wf_try1('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", + "plotTwoLists (wf_pi, wf_he, 'Most Frequent Words From Two Books by E. M. Forster')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Still a problem with Forster's Howards End: empty words\n", + "Lets fix that and also get rid of the standard boiler plate from Project Guttenberg\n", + "```\n", + "# create a single line replacing newline by space\n", + "t = re.sub('\\n', ' ', t)\n", + "# a0 (no-break-space) was causing empty words\n", + "t = re.sub('\\xa0', ' ', t)\n", + "# now cut out the standard start of the text\n", + "t = re.sub(r'^.*end\\s+the\\s+small\\s+print!', '', t)\n", + "wds = re .split(r'[\\s.,\"\\'*\\-:|&]+',t)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "[(u'like', 226), (u'mrs', 230), (u'mr', 238), (u'little', 254), (u'dont', 262), (u'could', 298), (u'wilcox', 306), (u'helen', 395), (u'would', 421), (u'one', 422), (u'margaret', 464), (u'said', 597), (u'\\xa0\\xa0\\xa0\\xa0', 2225), (u'\\xa0', 5379)]\n", + "[(u'know', 215), (u'never', 221), (u'charles', 227), (u'like', 230), (u'little', 256), (u'mrs', 256), (u'mr', 258), (u'could', 299), (u'wilcox', 344), (u'would', 422), (u'one', 455), (u'helen', 498), (u'margaret', 601), (u'said', 604)]\n" + ] + }, + { + "data": { + "image/png": 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KjIzUWf7t27fJxsaGlEqlNE7zSz9/0pO/LsePH9dZTr169bSSQc0Rqo8//ljrCzozM1Pn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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "## Still a problem with Forster's Howards End\n", + "def get_wf_try2 (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " # create a single line replacing newline by space\n", + " t = re.sub('\\n', ' ', t)\n", + " # a0 (no-break-space) was causing empty words\n", + " t = re.sub('\\xa0', ' ', t)\n", + " # now cut out the standard start of the text\n", + " t = re.sub(r'^.*end\\s+the\\s+small\\s+print!', '', t)\n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split(r'[\\s.,\"\\'*\\-:|&]+',t)\n", + " #print wds\n", + " \n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " z = wds [i]\n", + " wds [i] = cleanWord (wds [i])\n", + " if wds[i] == '': \n", + " print z \n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 0:(ml-1) ] [::-1], tw, wf)\n", + "(wf_he1, tw_he1,wf_he1_all) = get_wf_try2('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", + "plotTwoLists (wf_he, wf_he1, 'Most Frequent Words From Two Books by E. M. Forster')\n", + "print wf_he\n", + "print wf_he1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Questions on binomial distribution\n", + "\n", + "Lets consider that a particular word w in text t occurs with some probability $p_t(w)$\n", + "If the number of words in text t is $n_t$, \n", + "* then the number of occurances of$n_t(w)$ would have binomial distribution $(p_t(w),n_t)$ with \n", + "* mean $p_t(w)$ and \n", + "* variance $n_t(1-p_t(w))p_t(w)$\n", + "\n", + "The variance for the estimate $n_t(w)/n_t$ is, therefore, \n", + "* $\\frac{(1-p_t(w))p_t(w)}{n_t}$\n", + "\n", + "95% confidence interval is mean +- 1.96*stdev\n", + "* $n_t(w)/n_t \\pm 1.96\\sqrt{\\frac{(1-p_t(w))p_t(w)}{n_t}}$" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "#Now compare frequencies of \"like\" in two texts\n", + "(wf_he1, tw_he1,wf_he1_all) = get_wf_try2('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') \n", + "(wf_book1, tw_book1,wf_book1_all) = get_wf_try2('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import math\n", + "def calcCI (nw,n):\n", + " p = (nw+0.0)/n\n", + " sd = math.sqrt(p*(1-p)/n)\n", + " return (p, p-1.96*sd,p+1.96*sd)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(0.004309133489461358, 0.0037534284144691054, 0.004864838564453611)\n", + "(0.004362822357751433, 0.00374543537227873, 0.004980209343224136)\n" + ] + } + ], + "source": [ + "ci = calcCI(wf_he1_all['like'],tw_he1)\n", + "ci1 = calcCI(wf_book1_all['like'],tw_book1)\n", + "print ci\n", + "print ci1" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import scipy.stats as ss\n", + "data_m = [ ci[0],ci1[0] ] #(Means of your data)\n", + "data_ci = [ ci[1]-ci[0], ci1[2]-ci1[0] ]# ci1[0]-ci1[1], ci1[2]-ci1[0] ]\n", + "import matplotlib.pyplot as plt\n", + "plt.plot([0,1], data_m, linestyle=\"dashed\", marker=\"o\", color=\"green\")\n", + "plt.errorbar([0,1], data_m, yerr=data_ci, linestyle=\"None\", marker=\"None\", color=\"green\")\n", + "plt.xlim(-0.5,1.5)\n", + "plt.ylim(0.0037,0.005)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.0" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/.ipynb_checkpoints/kdunn13-checkpoint.ipynb b/.ipynb_checkpoints/kdunn13-checkpoint.ipynb new file mode 100644 index 0000000..f74256e --- /dev/null +++ b/.ipynb_checkpoints/kdunn13-checkpoint.ipynb @@ -0,0 +1,539 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Assignment 1\n", + "\n", + "1. Compare word frequencies between two works of a single author.\n", + "1. Compare word frequencies between works of two authors.\n", + "1. Are there some words preferred by one author but used less frequently by another author?\n", + "\n", + "Extra credit\n", + "\n", + "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n", + "\n", + "Project Gutenberg is a good source of for fiction and non-fiction.\n", + "\n", + "E.g below are two most popular books from Project Gutenberg:\n", + "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n", + "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Written text as operational data\n", + "\n", + "Written text is one type of data\n", + "\n", + "### Why people write?\n", + "\n", + " - To communicate: their thoughts, feelings, urgency, needs, information\n", + "\n", + "### Why people communicate?\n", + "\n", + "1. To express emotions\n", + "1. To share information\n", + "1. To enable or elicit an action\n", + "1. ...\n", + "\n", + "### We will use written text for the purpose other than \n", + "1. To experience emotion\n", + "1. To learn something the author intended us to learn\n", + "1. To do what the author intended us to do\n", + "\n", + "### Instead, we will use written text to recognize who wrote it\n", + " - By calculating and comparing word frequencies in written documents" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 1: Compare the Same Author.\n", + "\n", + "Here I compare Animal Farm and 1984 by George Orwell" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import requests, re, nltk\n", + "from bs4 import BeautifulSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "\n", + "# we may not care about the usage of stop words\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " from bs4 import BeautifulSoup\n", + " soup = BeautifulSoup(html, 'html.parser')\n", + " return soup .get_text()\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (fileName):\n", + " # first get the web page\n", + " #r = requests .get(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " file = open(fileName, 'r');\n", + " t = \"\"\n", + " for line in file:\n", + " for word in line:\n", + " t += word\n", + " \n", + " t = cleanHtml(t).lower()\n", + " #t = cleanHtml (r .text) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),25)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('1984.txt')\n", + "(wf_bu, tw_bu) = get_wf('AnimalFarm.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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4bgFaAb8Aa4GTAVeIfJoA7wP1gJeA5UAH4DqgD9AF+KEIyisiIiIiIiIiIiWs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\n2doGfAxcAtydIW8sUAZ4jd8no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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " f = plt.figure (figsize=(20, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from 1984 on the left and Animal Farm on the right')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 3: Analysise:\n", + " \n", + " These works were both written by George Orwell. Orwell was depressed when he wrote 1984, so I was expecting some \"darker\" words to appear in it. However, it seems that many of the words are unique to the specific book and don't overlap. Words such as \"Napoleon\" and \"Obrien\"." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 2: Compare two Different Authors.\n", + "\n", + "Here I compare the Federalist Papers and the Constituion" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import requests, re, nltk\n", + "from bs4 import BeautifulSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "\n", + "# we may not care about the usage of stop words\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " from bs4 import BeautifulSoup\n", + " soup = BeautifulSoup(html, 'html.parser')\n", + " return soup .get_text()\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (fileName):\n", + " # first get the web page\n", + " #r = requests .get(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " file = open(fileName, 'r');\n", + " t = \"\"\n", + " for line in file:\n", + " for word in line:\n", + " t += word\n", + " \n", + " t = cleanHtml(t).lower()\n", + " #t = cleanHtml (r .text) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),25)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('Constitution.txt')\n", + "(wf_bu, tw_bu) = get_wf('FedPapers.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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E8fsr/geQfPy1uBx4AV+ZViPOtJX6bA0LG9f9Pyx8A3xF3XfBuVqCb+l/EDGe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\nHPz/J97jyMTfBl7ZOZdSrVq16OVZwNlBPYkZR+3at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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " f = plt.figure (figsize=(20, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Word Frequencies of Consitution on the Left and the Federalist Papers on the Right')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 3: Analysise:\n", + " \n", + " These works were both written by promenient politicians in the same era over the same subjects. Therefore, it isn't surprising that the words frequencies are farily similar. Many of the same words appear in both and most of the words have a similar government theme" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the Extra Credit I will graph the binomial distribution of the word 'thought' from Orwell's 1984 and Animcal Farm." + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "182\n", + "50048\n", + "20\n", + "14539\n" + ] + } + ], + "source": [ + "import requests, re, nltk\n", + "from bs4 import BeautifulSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "\n", + "# we may not care about the usage of stop words\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " from bs4 import BeautifulSoup\n", + " soup = BeautifulSoup(html, 'html.parser')\n", + " return soup .get_text()\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (fileName):\n", + " targetWord = 'thought'\n", + " # first get the web page\n", + " #r = requests .get(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " file = open(fileName, 'r');\n", + " t = \"\"\n", + " for line in file:\n", + " for word in line:\n", + " t += word\n", + " \n", + " t = cleanHtml(t).lower()\n", + " #t = cleanHtml (r .text) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " for w in wf:\n", + " if(w == targetWord):\n", + " ml = wf[w]\n", + " \n", + " # Get ordered list\n", + "\n", + " print(ml);\n", + " print(tw);\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (ml, tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('1984.txt')\n", + "(wf_bu, tw_bu) = get_wf('AnimalFarm.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " probList = (2, 5)\n", + " N = 5\n", + " width = 0.35\n", + " ind = np.arange(N)\n", + " #plt.bar(ind, probList, width, color='orange')\n", + " plt.ylabel('some numbers')\n", + " #plt.set_xticks(ind + .2)\n", + " #plt.axis([1, 2, 0, 0.03])\n", + " plt.show()\n", + " \n", + " \n", + " \n", + "plotTwoLists (wf_ee, wf_bu, 'Word Frequencies of Consitution on the Left and the Federalist Papers on the Right')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.0" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/1984.txt b/1984.txt new file mode 100644 index 0000000..77f5574 --- /dev/null +++ b/1984.txt @@ -0,0 +1,10292 @@ + Nineteen eighty-four +Author: George Orwell (pseudonym of Eric Blair) (1903-1950) + + + + +PART ONE + + + +Chapter 1 + + + +It was a bright cold day in April, and the clocks were striking thirteen. +Winston Smith, his chin nuzzled into his breast in an effort to escape the +vile wind, slipped quickly through the glass doors of Victory Mansions, +though not quickly enough to prevent a swirl of gritty dust from entering +along with him. + +The hallway smelt of boiled cabbage and old rag mats. At one end of it a +coloured poster, too large for indoor display, had been tacked to the wall. +It depicted simply an enormous face, more than a metre wide: the face of a +man of about forty-five, with a heavy black moustache and ruggedly handsome +features. Winston made for the stairs. It was no use trying the lift. Even +at the best of times it was seldom working, and at present the electric +current was cut off during daylight hours. It was part of the economy drive +in preparation for Hate Week. The flat was seven flights up, and Winston, +who was thirty-nine and had a varicose ulcer above his right ankle, went +slowly, resting several times on the way. On each landing, opposite the +lift-shaft, the poster with the enormous face gazed from the wall. It was +one of those pictures which are so contrived that the eyes follow you about +when you move. BIG BROTHER IS WATCHING YOU, the caption beneath it ran. + +Inside the flat a fruity voice was reading out a list of figures which had +something to do with the production of pig-iron. The voice came from an +oblong metal plaque like a dulled mirror which formed part of the surface +of the right-hand wall. Winston turned a switch and the voice sank +somewhat, though the words were still distinguishable. The instrument +(the telescreen, it was called) could be dimmed, but there was no way of +shutting it off completely. He moved over to the window: a smallish, frail +figure, the meagreness of his body merely emphasized by the blue overalls +which were the uniform of the party. His hair was very fair, his face +naturally sanguine, his skin roughened by coarse soap and blunt razor +blades and the cold of the winter that had just ended. + +Outside, even through the shut window-pane, the world looked cold. Down in +the street little eddies of wind were whirling dust and torn paper into +spirals, and though the sun was shining and the sky a harsh blue, there +seemed to be no colour in anything, except the posters that were plastered +everywhere. The black-moustachio'd face gazed down from every commanding +corner. There was one on the house-front immediately opposite. BIG BROTHER +IS WATCHING YOU, the caption said, while the dark eyes looked deep into +Winston's own. Down at street level another poster, torn at one corner, +flapped fitfully in the wind, alternately covering and uncovering the +single word INGSOC. In the far distance a helicopter skimmed down between +the roofs, hovered for an instant like a bluebottle, and darted away again +with a curving flight. It was the police patrol, snooping into people's +windows. The patrols did not matter, however. Only the Thought Police +mattered. + +Behind Winston's back the voice from the telescreen was still babbling away +about pig-iron and the overfulfilment of the Ninth Three-Year Plan. The +telescreen received and transmitted simultaneously. Any sound that Winston +made, above the level of a very low whisper, would be picked up by it, +moreover, so long as he remained within the field of vision which the metal +plaque commanded, he could be seen as well as heard. There was of course +no way of knowing whether you were being watched at any given moment. How +often, or on what system, the Thought Police plugged in on any individual +wire was guesswork. It was even conceivable that they watched everybody all +the time. But at any rate they could plug in your wire whenever they wanted +to. You had to live--did live, from habit that became instinct--in the +assumption that every sound you made was overheard, and, except in +darkness, every movement scrutinized. + +Winston kept his back turned to the telescreen. It was safer; though, as he +well knew, even a back can be revealing. A kilometre away the Ministry of +Truth, his place of work, towered vast and white above the grimy landscape. +This, he thought with a sort of vague distaste--this was London, chief +city of Airstrip One, itself the third most populous of the provinces of +Oceania. He tried to squeeze out some childhood memory that should tell him +whether London had always been quite like this. Were there always these +vistas of rotting nineteenth-century houses, their sides shored up with +baulks of timber, their windows patched with cardboard and their roofs +with corrugated iron, their crazy garden walls sagging in all directions? +And the bombed sites where the plaster dust swirled in the air and the +willow-herb straggled over the heaps of rubble; and the places where the +bombs had cleared a larger patch and there had sprung up sordid colonies +of wooden dwellings like chicken-houses? But it was no use, he could not +remember: nothing remained of his childhood except a series of bright-lit +tableaux occurring against no background and mostly unintelligible. + +The Ministry of Truth--Minitrue, in Newspeak [Newspeak was the official +language of Oceania. For an account of its structure and etymology see +Appendix.]--was startlingly different from any other object in sight. It +was an enormous pyramidal structure of glittering white concrete, soaring +up, terrace after terrace, 300 metres into the air. From where Winston +stood it was just possible to read, picked out on its white face in +elegant lettering, the three slogans of the Party: + + + WAR IS PEACE + FREEDOM IS SLAVERY + IGNORANCE IS STRENGTH + + +The Ministry of Truth contained, it was said, three thousand rooms above +ground level, and corresponding ramifications below. Scattered about London +there were just three other buildings of similar appearance and size. So +completely did they dwarf the surrounding architecture that from the roof +of Victory Mansions you could see all four of them simultaneously. They +were the homes of the four Ministries between which the entire apparatus +of government was divided. The Ministry of Truth, which concerned itself +with news, entertainment, education, and the fine arts. The Ministry of +Peace, which concerned itself with war. The Ministry of Love, which +maintained law and order. And the Ministry of Plenty, which was responsible +for economic affairs. Their names, in Newspeak: Minitrue, Minipax, Miniluv, +and Miniplenty. + +The Ministry of Love was the really frightening one. There were no windows +in it at all. Winston had never been inside the Ministry of Love, nor +within half a kilometre of it. It was a place impossible to enter except +on official business, and then only by penetrating through a maze of +barbed-wire entanglements, steel doors, and hidden machine-gun nests. Even +the streets leading up to its outer barriers were roamed by gorilla-faced +guards in black uniforms, armed with jointed truncheons. + +Winston turned round abruptly. He had set his features into the +expression of quiet optimism which it was advisable to wear when facing +the telescreen. He crossed the room into the tiny kitchen. By leaving +the Ministry at this time of day he had sacrificed his lunch in the +canteen, and he was aware that there was no food in the kitchen except +a hunk of dark-coloured bread which had got to be saved for tomorrow's +breakfast. He took down from the shelf a bottle of colourless liquid +with a plain white label marked VICTORY GIN. It gave off a sickly, oily +smell, as of Chinese rice-spirit. Winston poured out nearly a teacupful, +nerved himself for a shock, and gulped it down like a dose of medicine. + +Instantly his face turned scarlet and the water ran out of his eyes. The +stuff was like nitric acid, and moreover, in swallowing it one had the +sensation of being hit on the back of the head with a rubber club. The +next moment, however, the burning in his belly died down and the world +began to look more cheerful. He took a cigarette from a crumpled packet +marked VICTORY CIGARETTES and incautiously held it upright, whereupon the +tobacco fell out on to the floor. With the next he was more successful. +He went back to the living-room and sat down at a small table that stood +to the left of the telescreen. From the table drawer he took out a +penholder, a bottle of ink, and a thick, quarto-sized blank book with a +red back and a marbled cover. + +For some reason the telescreen in the living-room was in an unusual +position. Instead of being placed, as was normal, in the end wall, where +it could command the whole room, it was in the longer wall, opposite the +window. To one side of it there was a shallow alcove in which Winston +was now sitting, and which, when the flats were built, had probably been +intended to hold bookshelves. By sitting in the alcove, and keeping well +back, Winston was able to remain outside the range of the telescreen, so +far as sight went. He could be heard, of course, but so long as he stayed +in his present position he could not be seen. It was partly the unusual +geography of the room that had suggested to him the thing that he was now +about to do. + +But it had also been suggested by the book that he had just taken out of +the drawer. It was a peculiarly beautiful book. Its smooth creamy paper, +a little yellowed by age, was of a kind that had not been manufactured for +at least forty years past. He could guess, however, that the book was much +older than that. He had seen it lying in the window of a frowsy little +junk-shop in a slummy quarter of the town (just what quarter he did not +now remember) and had been stricken immediately by an overwhelming desire +to possess it. Party members were supposed not to go into ordinary shops +('dealing on the free market', it was called), but the rule was not +strictly kept, because there were various things, such as shoelaces and +razor blades, which it was impossible to get hold of in any other way. He +had given a quick glance up and down the street and then had slipped inside +and bought the book for two dollars fifty. At the time he was not conscious +of wanting it for any particular purpose. He had carried it guiltily home +in his briefcase. Even with nothing written in it, it was a compromising +possession. + +The thing that he was about to do was to open a diary. This was not illegal +(nothing was illegal, since there were no longer any laws), but if detected +it was reasonably certain that it would be punished by death, or at least +by twenty-five years in a forced-labour camp. Winston fitted a nib into +the penholder and sucked it to get the grease off. The pen was an archaic +instrument, seldom used even for signatures, and he had procured one, +furtively and with some difficulty, simply because of a feeling that the +beautiful creamy paper deserved to be written on with a real nib instead +of being scratched with an ink-pencil. Actually he was not used to writing +by hand. Apart from very short notes, it was usual to dictate everything +into the speak-write which was of course impossible for his present +purpose. He dipped the pen into the ink and then faltered for just a +second. A tremor had gone through his bowels. To mark the paper was the +decisive act. In small clumsy letters he wrote: + + + April 4th, 1984. + + +He sat back. A sense of complete helplessness had descended upon him. To +begin with, he did not know with any certainty that this was 1984. It +must be round about that date, since he was fairly sure that his age was +thirty-nine, and he believed that he had been born in 1944 or 1945; but +it was never possible nowadays to pin down any date within a year or two. + +For whom, it suddenly occurred to him to wonder, was he writing this diary? +For the future, for the unborn. His mind hovered for a moment round the +doubtful date on the page, and then fetched up with a bump against the +Newspeak word DOUBLETHINK. For the first time the magnitude of what he had +undertaken came home to him. How could you communicate with the future? It +was of its nature impossible. Either the future would resemble the present, +in which case it would not listen to him: or it would be different from it, +and his predicament would be meaningless. + +For some time he sat gazing stupidly at the paper. The telescreen had +changed over to strident military music. It was curious that he seemed +not merely to have lost the power of expressing himself, but even to have +forgotten what it was that he had originally intended to say. For weeks +past he had been making ready for this moment, and it had never crossed +his mind that anything would be needed except courage. The actual writing +would be easy. All he had to do was to transfer to paper the interminable +restless monologue that had been running inside his head, literally for +years. At this moment, however, even the monologue had dried up. Moreover +his varicose ulcer had begun itching unbearably. He dared not scratch it, +because if he did so it always became inflamed. The seconds were ticking +by. He was conscious of nothing except the blankness of the page in front +of him, the itching of the skin above his ankle, the blaring of the music, +and a slight booziness caused by the gin. + +Suddenly he began writing in sheer panic, only imperfectly aware of what +he was setting down. His small but childish handwriting straggled up and +down the page, shedding first its capital letters and finally even its +full stops: + + + April 4th, 1984. Last night to the flicks. All war films. One very good +one of a ship full of refugees being bombed somewhere in the Mediterranean. +Audience much amused by shots of a great huge fat man trying to swim away +with a helicopter after him, first you saw him wallowing along in the +water like a porpoise, then you saw him through the helicopters gunsights, +then he was full of holes and the sea round him turned pink and he sank as +suddenly as though the holes had let in the water, audience shouting with +laughter when he sank. then you saw a lifeboat full of children with a +helicopter hovering over it. there was a middle-aged woman might have been +a jewess sitting up in the bow with a little boy about three years old in +her arms. little boy screaming with fright and hiding his head between her +breasts as if he was trying to burrow right into her and the woman putting +her arms round him and comforting him although she was blue with fright +herself, all the time covering him up as much as possible as if she thought +her arms could keep the bullets off him. then the helicopter planted a 20 +kilo bomb in among them terrific flash and the boat went all to matchwood. +then there was a wonderful shot of a child's arm going up up up right up +into the air a helicopter with a camera in its nose must have followed it +up and there was a lot of applause from the party seats but a woman down in +the prole part of the house suddenly started kicking up a fuss and shouting +they didnt oughter of showed it not in front of kids they didnt it aint +right not in front of kids it aint until the police turned her turned her +out i dont suppose anything happened to her nobody cares what the proles +say typical prole reaction they never---- + + +Winston stopped writing, partly because he was suffering from cramp. He did +not know what had made him pour out this stream of rubbish. But the curious +thing was that while he was doing so a totally different memory had +clarified itself in his mind, to the point where he almost felt equal to +writing it down. It was, he now realized, because of this other incident +that he had suddenly decided to come home and begin the diary today. + +It had happened that morning at the Ministry, if anything so nebulous could +be said to happen. + +It was nearly eleven hundred, and in the Records Department, where Winston +worked, they were dragging the chairs out of the cubicles and grouping them +in the centre of the hall opposite the big telescreen, in preparation for +the Two Minutes Hate. Winston was just taking his place in one of the +middle rows when two people whom he knew by sight, but had never spoken +to, came unexpectedly into the room. One of them was a girl whom he often +passed in the corridors. He did not know her name, but he knew that she +worked in the Fiction Department. Presumably--since he had sometimes seen +her with oily hands and carrying a spanner--she had some mechanical job +on one of the novel-writing machines. She was a bold-looking girl, of +about twenty-seven, with thick hair, a freckled face, and swift, athletic +movements. A narrow scarlet sash, emblem of the Junior Anti-Sex League, was +wound several times round the waist of her overalls, just tightly enough to +bring out the shapeliness of her hips. Winston had disliked her from the +very first moment of seeing her. He knew the reason. It was because of the +atmosphere of hockey-fields and cold baths and community hikes and general +clean-mindedness which she managed to carry about with her. He disliked +nearly all women, and especially the young and pretty ones. It was always +the women, and above all the young ones, who were the most bigoted +adherents of the Party, the swallowers of slogans, the amateur spies and +nosers-out of unorthodoxy. But this particular girl gave him the impression +of being more dangerous than most. Once when they passed in the corridor +she gave him a quick sidelong glance which seemed to pierce right into +him and for a moment had filled him with black terror. The idea had even +crossed his mind that she might be an agent of the Thought Police. That, +it was true, was very unlikely. Still, he continued to feel a peculiar +uneasiness, which had fear mixed up in it as well as hostility, whenever +she was anywhere near him. + +The other person was a man named O'Brien, a member of the Inner Party and +holder of some post so important and remote that Winston had only a dim +idea of its nature. A momentary hush passed over the group of people +round the chairs as they saw the black overalls of an Inner Party member +approaching. O'Brien was a large, burly man with a thick neck and a coarse, +humorous, brutal face. In spite of his formidable appearance he had a +certain charm of manner. He had a trick of resettling his spectacles on +his nose which was curiously disarming--in some indefinable way, curiously +civilized. It was a gesture which, if anyone had still thought in such +terms, might have recalled an eighteenth-century nobleman offering his +snuffbox. Winston had seen O'Brien perhaps a dozen times in almost as many +years. He felt deeply drawn to him, and not solely because he was intrigued +by the contrast between O'Brien's urbane manner and his prize-fighter's +physique. Much more it was because of a secretly held belief--or perhaps +not even a belief, merely a hope--that O'Brien's political orthodoxy was +not perfect. Something in his face suggested it irresistibly. And again, +perhaps it was not even unorthodoxy that was written in his face, but +simply intelligence. But at any rate he had the appearance of being a +person that you could talk to if somehow you could cheat the telescreen and +get him alone. Winston had never made the smallest effort to verify this +guess: indeed, there was no way of doing so. At this moment O'Brien glanced +at his wrist-watch, saw that it was nearly eleven hundred, and evidently +decided to stay in the Records Department until the Two Minutes Hate was +over. He took a chair in the same row as Winston, a couple of places away. +A small, sandy-haired woman who worked in the next cubicle to Winston was +between them. The girl with dark hair was sitting immediately behind. + +The next moment a hideous, grinding speech, as of some monstrous machine +running without oil, burst from the big telescreen at the end of the room. +It was a noise that set one's teeth on edge and bristled the hair at the +back of one's neck. The Hate had started. + +As usual, the face of Emmanuel Goldstein, the Enemy of the People, had +flashed on to the screen. There were hisses here and there among the +audience. The little sandy-haired woman gave a squeak of mingled fear and +disgust. Goldstein was the renegade and backslider who once, long ago +(how long ago, nobody quite remembered), had been one of the leading +figures of the Party, almost on a level with Big Brother himself, and +then had engaged in counter-revolutionary activities, had been condemned +to death, and had mysteriously escaped and disappeared. The programmes +of the Two Minutes Hate varied from day to day, but there was none in +which Goldstein was not the principal figure. He was the primal traitor, +the earliest defiler of the Party's purity. All subsequent crimes against +the Party, all treacheries, acts of sabotage, heresies, deviations, +sprang directly out of his teaching. Somewhere or other he was still +alive and hatching his conspiracies: perhaps somewhere beyond the sea, +under the protection of his foreign paymasters, perhaps even--so it was +occasionally rumoured--in some hiding-place in Oceania itself. + +Winston's diaphragm was constricted. He could never see the face of +Goldstein without a painful mixture of emotions. It was a lean Jewish face, +with a great fuzzy aureole of white hair and a small goatee beard--a +clever face, and yet somehow inherently despicable, with a kind of senile +silliness in the long thin nose, near the end of which a pair of spectacles +was perched. It resembled the face of a sheep, and the voice, too, had a +sheep-like quality. Goldstein was delivering his usual venomous attack +upon the doctrines of the Party--an attack so exaggerated and perverse that +a child should have been able to see through it, and yet just plausible +enough to fill one with an alarmed feeling that other people, less +level-headed than oneself, might be taken in by it. He was abusing Big +Brother, he was denouncing the dictatorship of the Party, he was demanding +the immediate conclusion of peace with Eurasia, he was advocating freedom +of speech, freedom of the Press, freedom of assembly, freedom of thought, +he was crying hysterically that the revolution had been betrayed--and all +this in rapid polysyllabic speech which was a sort of parody of the +habitual style of the orators of the Party, and even contained Newspeak +words: more Newspeak words, indeed, than any Party member would normally +use in real life. And all the while, lest one should be in any doubt as to +the reality which Goldstein's specious claptrap covered, behind his head on +the telescreen there marched the endless columns of the Eurasian army--row +after row of solid-looking men with expressionless Asiatic faces, who swam +up to the surface of the screen and vanished, to be replaced by others +exactly similar. The dull rhythmic tramp of the soldiers' boots formed the +background to Goldstein's bleating voice. + +Before the Hate had proceeded for thirty seconds, uncontrollable +exclamations of rage were breaking out from half the people in the room. +The self-satisfied sheep-like face on the screen, and the terrifying power +of the Eurasian army behind it, were too much to be borne: besides, +the sight or even the thought of Goldstein produced fear and anger +automatically. He was an object of hatred more constant than either Eurasia +or Eastasia, since when Oceania was at war with one of these Powers it was +generally at peace with the other. But what was strange was that although +Goldstein was hated and despised by everybody, although every day and a +thousand times a day, on platforms, on the telescreen, in newspapers, +in books, his theories were refuted, smashed, ridiculed, held up to the +general gaze for the pitiful rubbish that they were--in spite of all this, +his influence never seemed to grow less. Always there were fresh dupes +waiting to be seduced by him. A day never passed when spies and saboteurs +acting under his directions were not unmasked by the Thought Police. +He was the commander of a vast shadowy army, an underground network of +conspirators dedicated to the overthrow of the State. The Brotherhood, its +name was supposed to be. There were also whispered stories of a terrible +book, a compendium of all the heresies, of which Goldstein was the author +and which circulated clandestinely here and there. It was a book without a +title. People referred to it, if at all, simply as THE BOOK. But one knew +of such things only through vague rumours. Neither the Brotherhood nor +THE BOOK was a subject that any ordinary Party member would mention if +there was a way of avoiding it. + +In its second minute the Hate rose to a frenzy. People were leaping up and +down in their places and shouting at the tops of their voices in an effort +to drown the maddening bleating voice that came from the screen. The little +sandy-haired woman had turned bright pink, and her mouth was opening and +shutting like that of a landed fish. Even O'Brien's heavy face was flushed. +He was sitting very straight in his chair, his powerful chest swelling and +quivering as though he were standing up to the assault of a wave. The +dark-haired girl behind Winston had begun crying out 'Swine! Swine! Swine!' +and suddenly she picked up a heavy Newspeak dictionary and flung it at the +screen. It struck Goldstein's nose and bounced off; the voice continued +inexorably. In a lucid moment Winston found that he was shouting with the +others and kicking his heel violently against the rung of his chair. The +horrible thing about the Two Minutes Hate was not that one was obliged to +act a part, but, on the contrary, that it was impossible to avoid joining +in. Within thirty seconds any pretence was always unnecessary. A hideous +ecstasy of fear and vindictiveness, a desire to kill, to torture, to smash +faces in with a sledge-hammer, seemed to flow through the whole group of +people like an electric current, turning one even against one's will into +a grimacing, screaming lunatic. And yet the rage that one felt was an +abstract, undirected emotion which could be switched from one object to +another like the flame of a blowlamp. Thus, at one moment Winston's hatred +was not turned against Goldstein at all, but, on the contrary, against +Big Brother, the Party, and the Thought Police; and at such moments his +heart went out to the lonely, derided heretic on the screen, sole guardian +of truth and sanity in a world of lies. And yet the very next instant he +was at one with the people about him, and all that was said of Goldstein +seemed to him to be true. At those moments his secret loathing of Big +Brother changed into adoration, and Big Brother seemed to tower up, an +invincible, fearless protector, standing like a rock against the hordes +of Asia, and Goldstein, in spite of his isolation, his helplessness, and +the doubt that hung about his very existence, seemed like some sinister +enchanter, capable by the mere power of his voice of wrecking the structure +of civilization. + +It was even possible, at moments, to switch one's hatred this way or that +by a voluntary act. Suddenly, by the sort of violent effort with which one +wrenches one's head away from the pillow in a nightmare, Winston succeeded +in transferring his hatred from the face on the screen to the dark-haired +girl behind him. Vivid, beautiful hallucinations flashed through his mind. +He would flog her to death with a rubber truncheon. He would tie her naked +to a stake and shoot her full of arrows like Saint Sebastian. He would +ravish her and cut her throat at the moment of climax. Better than before, +moreover, he realized WHY it was that he hated her. He hated her because +she was young and pretty and sexless, because he wanted to go to bed with +her and would never do so, because round her sweet supple waist, which +seemed to ask you to encircle it with your arm, there was only the odious +scarlet sash, aggressive symbol of chastity. + +The Hate rose to its climax. The voice of Goldstein had become an actual +sheep's bleat, and for an instant the face changed into that of a sheep. +Then the sheep-face melted into the figure of a Eurasian soldier who seemed +to be advancing, huge and terrible, his sub-machine gun roaring, and +seeming to spring out of the surface of the screen, so that some of the +people in the front row actually flinched backwards in their seats. But +in the same moment, drawing a deep sigh of relief from everybody, the +hostile figure melted into the face of Big Brother, black-haired, +black-moustachio'd, full of power and mysterious calm, and so vast that +it almost filled up the screen. Nobody heard what Big Brother was saying. +It was merely a few words of encouragement, the sort of words that are +uttered in the din of battle, not distinguishable individually but +restoring confidence by the fact of being spoken. Then the face of Big +Brother faded away again, and instead the three slogans of the Party stood +out in bold capitals: + + + WAR IS PEACE + FREEDOM IS SLAVERY + IGNORANCE IS STRENGTH + + +But the face of Big Brother seemed to persist for several seconds on the +screen, as though the impact that it had made on everyone's eyeballs was +too vivid to wear off immediately. The little sandy-haired woman had flung +herself forward over the back of the chair in front of her. With a +tremulous murmur that sounded like 'My Saviour!' she extended her arms +towards the screen. Then she buried her face in her hands. It was apparent +that she was uttering a prayer. + +At this moment the entire group of people broke into a deep, slow, +rhythmical chant of 'B-B!...B-B!'--over and over again, very slowly, with a +long pause between the first 'B' and the second--a heavy, murmurous sound, +somehow curiously savage, in the background of which one seemed to hear the +stamp of naked feet and the throbbing of tom-toms. For perhaps as much as +thirty seconds they kept it up. It was a refrain that was often heard in +moments of overwhelming emotion. Partly it was a sort of hymn to the wisdom +and majesty of Big Brother, but still more it was an act of self-hypnosis, +a deliberate drowning of consciousness by means of rhythmic noise. +Winston's entrails seemed to grow cold. In the Two Minutes Hate he could +not help sharing in the general delirium, but this sub-human chanting of +'B-B!...B-B!' always filled him with horror. Of course he chanted with the +rest: it was impossible to do otherwise. To dissemble your feelings, to +control your face, to do what everyone else was doing, was an instinctive +reaction. But there was a space of a couple of seconds during which the +expression of his eyes might conceivably have betrayed him. And it was +exactly at this moment that the significant thing happened--if, indeed, +it did happen. + +Momentarily he caught O'Brien's eye. O'Brien had stood up. He had taken +off his spectacles and was in the act of resettling them on his nose with +his characteristic gesture. But there was a fraction of a second when +their eyes met, and for as long as it took to happen Winston knew--yes, he +KNEW!--that O'Brien was thinking the same thing as himself. An unmistakable +message had passed. It was as though their two minds had opened and the +thoughts were flowing from one into the other through their eyes. 'I am +with you,' O'Brien seemed to be saying to him. 'I know precisely what you +are feeling. I know all about your contempt, your hatred, your disgust. +But don't worry, I am on your side!' And then the flash of intelligence +was gone, and O'Brien's face was as inscrutable as everybody else's. + +That was all, and he was already uncertain whether it had happened. Such +incidents never had any sequel. All that they did was to keep alive in him +the belief, or hope, that others besides himself were the enemies of the +Party. Perhaps the rumours of vast underground conspiracies were true after +all--perhaps the Brotherhood really existed! It was impossible, in spite +of the endless arrests and confessions and executions, to be sure that the +Brotherhood was not simply a myth. Some days he believed in it, some days +not. There was no evidence, only fleeting glimpses that might mean anything +or nothing: snatches of overheard conversation, faint scribbles on lavatory +walls--once, even, when two strangers met, a small movement of the hand +which had looked as though it might be a signal of recognition. It was all +guesswork: very likely he had imagined everything. He had gone back to his +cubicle without looking at O'Brien again. The idea of following up their +momentary contact hardly crossed his mind. It would have been inconceivably +dangerous even if he had known how to set about doing it. For a second, two +seconds, they had exchanged an equivocal glance, and that was the end of +the story. But even that was a memorable event, in the locked loneliness in +which one had to live. + +Winston roused himself and sat up straighter. He let out a belch. The gin +was rising from his stomach. + +His eyes re-focused on the page. He discovered that while he sat helplessly +musing he had also been writing, as though by automatic action. And it was +no longer the same cramped, awkward handwriting as before. His pen had slid +voluptuously over the smooth paper, printing in large neat capitals-- + + + DOWN WITH BIG BROTHER + DOWN WITH BIG BROTHER + DOWN WITH BIG BROTHER + DOWN WITH BIG BROTHER + DOWN WITH BIG BROTHER + + +over and over again, filling half a page. + +He could not help feeling a twinge of panic. It was absurd, since the +writing of those particular words was not more dangerous than the initial +act of opening the diary, but for a moment he was tempted to tear out the +spoiled pages and abandon the enterprise altogether. + +He did not do so, however, because he knew that it was useless. Whether he +wrote DOWN WITH BIG BROTHER, or whether he refrained from writing it, made +no difference. Whether he went on with the diary, or whether he did not go +on with it, made no difference. The Thought Police would get him just the +same. He had committed--would still have committed, even if he had never +set pen to paper--the essential crime that contained all others in itself. +Thoughtcrime, they called it. Thoughtcrime was not a thing that could be +concealed for ever. You might dodge successfully for a while, even for +years, but sooner or later they were bound to get you. + +It was always at night--the arrests invariably happened at night. The +sudden jerk out of sleep, the rough hand shaking your shoulder, the lights +glaring in your eyes, the ring of hard faces round the bed. In the vast +majority of cases there was no trial, no report of the arrest. People +simply disappeared, always during the night. Your name was removed from the +registers, every record of everything you had ever done was wiped out, your +one-time existence was denied and then forgotten. You were abolished, +annihilated: VAPORIZED was the usual word. + +For a moment he was seized by a kind of hysteria. He began writing in a +hurried untidy scrawl: + + + theyll shoot me i don't care theyll shoot me in the back of the neck i +dont care down with big brother they always shoot you in the back of the +neck i dont care down with big brother---- + + +He sat back in his chair, slightly ashamed of himself, and laid down +the pen. The next moment he started violently. There was a knocking at +the door. + +Already! He sat as still as a mouse, in the futile hope that whoever it was +might go away after a single attempt. But no, the knocking was repeated. +The worst thing of all would be to delay. His heart was thumping like a +drum, but his face, from long habit, was probably expressionless. He got +up and moved heavily towards the door. + + + + +Chapter 2 + + + +As he put his hand to the door-knob Winston saw that he had left the +diary open on the table. DOWN WITH BIG BROTHER was written all over it, +in letters almost big enough to be legible across the room. It was an +inconceivably stupid thing to have done. But, he realized, even in his +panic he had not wanted to smudge the creamy paper by shutting the book +while the ink was wet. + +He drew in his breath and opened the door. Instantly a warm wave of relief +flowed through him. A colourless, crushed-looking woman, with wispy hair +and a lined face, was standing outside. + +'Oh, comrade,' she began in a dreary, whining sort of voice, 'I thought I +heard you come in. Do you think you could come across and have a look at +our kitchen sink? It's got blocked up and----' + +It was Mrs Parsons, the wife of a neighbour on the same floor. ('Mrs' was +a word somewhat discountenanced by the Party--you were supposed to call +everyone 'comrade'--but with some women one used it instinctively.) She was +a woman of about thirty, but looking much older. One had the impression +that there was dust in the creases of her face. Winston followed her down +the passage. These amateur repair jobs were an almost daily irritation. +Victory Mansions were old flats, built in 1930 or thereabouts, and were +falling to pieces. The plaster flaked constantly from ceilings and walls, +the pipes burst in every hard frost, the roof leaked whenever there was +snow, the heating system was usually running at half steam when it was not +closed down altogether from motives of economy. Repairs, except what you +could do for yourself, had to be sanctioned by remote committees which +were liable to hold up even the mending of a window-pane for two years. + +'Of course it's only because Tom isn't home,' said Mrs Parsons vaguely. + +The Parsons' flat was bigger than Winston's, and dingy in a different +way. Everything had a battered, trampled-on look, as though the +place had just been visited by some large violent animal. Games +impedimenta--hockey-sticks, boxing-gloves, a burst football, a pair of +sweaty shorts turned inside out--lay all over the floor, and on the +table there was a litter of dirty dishes and dog-eared exercise-books. +On the walls were scarlet banners of the Youth League and the Spies, and +a full-sized poster of Big Brother. There was the usual boiled-cabbage +smell, common to the whole building, but it was shot through by a sharper +reek of sweat, which--one knew this at the first sniff, though it was +hard to say how--was the sweat of some person not present at the moment. +In another room someone with a comb and a piece of toilet paper was +trying to keep tune with the military music which was still issuing +from the telescreen. + +'It's the children,' said Mrs Parsons, casting a half-apprehensive glance +at the door. 'They haven't been out today. And of course----' + +She had a habit of breaking off her sentences in the middle. The kitchen +sink was full nearly to the brim with filthy greenish water which smelt +worse than ever of cabbage. Winston knelt down and examined the angle-joint +of the pipe. He hated using his hands, and he hated bending down, which was +always liable to start him coughing. Mrs Parsons looked on helplessly. + +'Of course if Tom was home he'd put it right in a moment,' she said. +'He loves anything like that. He's ever so good with his hands, Tom is.' + +Parsons was Winston's fellow-employee at the Ministry of Truth. He was +a fattish but active man of paralysing stupidity, a mass of imbecile +enthusiasms--one of those completely unquestioning, devoted drudges on +whom, more even than on the Thought Police, the stability of the Party +depended. At thirty-five he had just been unwillingly evicted from the +Youth League, and before graduating into the Youth League he had managed to +stay on in the Spies for a year beyond the statutory age. At the Ministry +he was employed in some subordinate post for which intelligence was not +required, but on the other hand he was a leading figure on the Sports +Committee and all the other committees engaged in organizing community +hikes, spontaneous demonstrations, savings campaigns, and voluntary +activities generally. He would inform you with quiet pride, between whiffs +of his pipe, that he had put in an appearance at the Community Centre every +evening for the past four years. An overpowering smell of sweat, a sort of +unconscious testimony to the strenuousness of his life, followed him about +wherever he went, and even remained behind him after he had gone. + +'Have you got a spanner?' said Winston, fiddling with the nut on the +angle-joint. + +'A spanner,' said Mrs Parsons, immediately becoming invertebrate. 'I don't +know, I'm sure. Perhaps the children----' + +There was a trampling of boots and another blast on the comb as the +children charged into the living-room. Mrs Parsons brought the spanner. +Winston let out the water and disgustedly removed the clot of human hair +that had blocked up the pipe. He cleaned his fingers as best he could in +the cold water from the tap and went back into the other room. + +'Up with your hands!' yelled a savage voice. + +A handsome, tough-looking boy of nine had popped up from behind the table +and was menacing him with a toy automatic pistol, while his small sister, +about two years younger, made the same gesture with a fragment of wood. +Both of them were dressed in the blue shorts, grey shirts, and red +neckerchiefs which were the uniform of the Spies. Winston raised his hands +above his head, but with an uneasy feeling, so vicious was the boy's +demeanour, that it was not altogether a game. + +'You're a traitor!' yelled the boy. 'You're a thought-criminal! You're a +Eurasian spy! I'll shoot you, I'll vaporize you, I'll send you to the salt +mines!' + +Suddenly they were both leaping round him, shouting 'Traitor!' and +'Thought-criminal!' the little girl imitating her brother in every +movement. It was somehow slightly frightening, like the gambolling of +tiger cubs which will soon grow up into man-eaters. There was a sort of +calculating ferocity in the boy's eye, a quite evident desire to hit or +kick Winston and a consciousness of being very nearly big enough to do so. +It was a good job it was not a real pistol he was holding, Winston thought. + +Mrs Parsons' eyes flitted nervously from Winston to the children, and back +again. In the better light of the living-room he noticed with interest +that there actually was dust in the creases of her face. + +'They do get so noisy,' she said. 'They're disappointed because they +couldn't go to see the hanging, that's what it is. I'm too busy to take +them. and Tom won't be back from work in time.' + +'Why can't we go and see the hanging?' roared the boy in his huge voice. + +'Want to see the hanging! Want to see the hanging!' chanted the little +girl, still capering round. + +Some Eurasian prisoners, guilty of war crimes, were to be hanged in the +Park that evening, Winston remembered. This happened about once a month, +and was a popular spectacle. Children always clamoured to be taken to see +it. He took his leave of Mrs Parsons and made for the door. But he had not +gone six steps down the passage when something hit the back of his neck an +agonizingly painful blow. It was as though a red-hot wire had been jabbed +into him. He spun round just in time to see Mrs Parsons dragging her son +back into the doorway while the boy pocketed a catapult. + +'Goldstein!' bellowed the boy as the door closed on him. But what most +struck Winston was the look of helpless fright on the woman's greyish face. + +Back in the flat he stepped quickly past the telescreen and sat down at the +table again, still rubbing his neck. The music from the telescreen had +stopped. Instead, a clipped military voice was reading out, with a sort of +brutal relish, a description of the armaments of the new Floating Fortress +which had just been anchored between Iceland and the Faroe Islands. + +With those children, he thought, that wretched woman must lead a life of +terror. Another year, two years, and they would be watching her night +and day for symptoms of unorthodoxy. Nearly all children nowadays were +horrible. What was worst of all was that by means of such organizations as +the Spies they were systematically turned into ungovernable little savages, +and yet this produced in them no tendency whatever to rebel against the +discipline of the Party. On the contrary, they adored the Party and +everything connected with it. The songs, the processions, the banners, the +hiking, the drilling with dummy rifles, the yelling of slogans, the worship +of Big Brother--it was all a sort of glorious game to them. All their +ferocity was turned outwards, against the enemies of the State, against +foreigners, traitors, saboteurs, thought-criminals. It was almost normal +for people over thirty to be frightened of their own children. And with +good reason, for hardly a week passed in which 'The Times' did not carry +a paragraph describing how some eavesdropping little sneak--'child hero' +was the phrase generally used--had overheard some compromising remark +and denounced its parents to the Thought Police. + +The sting of the catapult bullet had worn off. He picked up his pen +half-heartedly, wondering whether he could find something more to write +in the diary. Suddenly he began thinking of O'Brien again. + +Years ago--how long was it? Seven years it must be--he had dreamed that he +was walking through a pitch-dark room. And someone sitting to one side of +him had said as he passed: 'We shall meet in the place where there is no +darkness.' It was said very quietly, almost casually--a statement, not a +command. He had walked on without pausing. What was curious was that at the +time, in the dream, the words had not made much impression on him. It was +only later and by degrees that they had seemed to take on significance. He +could not now remember whether it was before or after having the dream that +he had seen O'Brien for the first time, nor could he remember when he had +first identified the voice as O'Brien's. But at any rate the identification +existed. It was O'Brien who had spoken to him out of the dark. + +Winston had never been able to feel sure--even after this morning's flash +of the eyes it was still impossible to be sure whether O'Brien was a friend +or an enemy. Nor did it even seem to matter greatly. There was a link of +understanding between them, more important than affection or partisanship. +'We shall meet in the place where there is no darkness,' he had said. +Winston did not know what it meant, only that in some way or another it +would come true. + +The voice from the telescreen paused. A trumpet call, clear and beautiful, +floated into the stagnant air. The voice continued raspingly: + +'Attention! Your attention, please! A newsflash has this moment arrived +from the Malabar front. Our forces in South India have won a glorious +victory. I am authorized to say that the action we are now reporting may +well bring the war within measurable distance of its end. Here is the +newsflash----' + +Bad news coming, thought Winston. And sure enough, following on a gory +description of the annihilation of a Eurasian army, with stupendous figures +of killed and prisoners, came the announcement that, as from next week, +the chocolate ration would be reduced from thirty grammes to twenty. + +Winston belched again. The gin was wearing off, leaving a deflated feeling. +The telescreen--perhaps to celebrate the victory, perhaps to drown the +memory of the lost chocolate--crashed into 'Oceania, 'tis for thee'. You +were supposed to stand to attention. However, in his present position he +was invisible. + +'Oceania, 'tis for thee' gave way to lighter music. Winston walked over to +the window, keeping his back to the telescreen. The day was still cold and +clear. Somewhere far away a rocket bomb exploded with a dull, reverberating +roar. About twenty or thirty of them a week were falling on London at +present. + +Down in the street the wind flapped the torn poster to and fro, and the +word INGSOC fitfully appeared and vanished. Ingsoc. The sacred principles +of Ingsoc. Newspeak, doublethink, the mutability of the past. He felt as +though he were wandering in the forests of the sea bottom, lost in a +monstrous world where he himself was the monster. He was alone. The past +was dead, the future was unimaginable. What certainty had he that a single +human creature now living was on his side? And what way of knowing that the +dominion of the Party would not endure FOR EVER? Like an answer, the three +slogans on the white face of the Ministry of Truth came back to him: + + + WAR IS PEACE + FREEDOM IS SLAVERY + IGNORANCE IS STRENGTH + + +He took a twenty-five cent piece out of his pocket. There, too, in tiny +clear lettering, the same slogans were inscribed, and on the other face of +the coin the head of Big Brother. Even from the coin the eyes pursued you. +On coins, on stamps, on the covers of books, on banners, on posters, and on +the wrappings of a cigarette packet--everywhere. Always the eyes watching +you and the voice enveloping you. Asleep or awake, working or eating, +indoors or out of doors, in the bath or in bed--no escape. Nothing was your +own except the few cubic centimetres inside your skull. + +The sun had shifted round, and the myriad windows of the Ministry of Truth, +with the light no longer shining on them, looked grim as the loopholes of a +fortress. His heart quailed before the enormous pyramidal shape. It was too +strong, it could not be stormed. A thousand rocket bombs would not batter +it down. He wondered again for whom he was writing the diary. For the +future, for the past--for an age that might be imaginary. And in front of +him there lay not death but annihilation. The diary would be reduced to +ashes and himself to vapour. Only the Thought Police would read what he had +written, before they wiped it out of existence and out of memory. How could +you make appeal to the future when not a trace of you, not even an +anonymous word scribbled on a piece of paper, could physically survive? + +The telescreen struck fourteen. He must leave in ten minutes. He had to be +back at work by fourteen-thirty. + +Curiously, the chiming of the hour seemed to have put new heart into him. +He was a lonely ghost uttering a truth that nobody would ever hear. But so +long as he uttered it, in some obscure way the continuity was not broken. +It was not by making yourself heard but by staying sane that you carried on +the human heritage. He went back to the table, dipped his pen, and wrote: + + + To the future or to the past, to a time when thought is free, when men +are different from one another and do not live alone--to a time when truth +exists and what is done cannot be undone: + From the age of uniformity, from the age of solitude, from the age of +Big Brother, from the age of doublethink--greetings! + + +He was already dead, he reflected. It seemed to him that it was only now, +when he had begun to be able to formulate his thoughts, that he had taken +the decisive step. The consequences of every act are included in the act +itself. He wrote: + + + Thoughtcrime does not entail death: thoughtcrime IS death. + + +Now he had recognized himself as a dead man it became important to stay +alive as long as possible. Two fingers of his right hand were inkstained. +It was exactly the kind of detail that might betray you. Some nosing zealot +in the Ministry (a woman, probably: someone like the little sandy-haired +woman or the dark-haired girl from the Fiction Department) might start +wondering why he had been writing during the lunch interval, why he had +used an old-fashioned pen, WHAT he had been writing--and then drop a hint +in the appropriate quarter. He went to the bathroom and carefully scrubbed +the ink away with the gritty dark-brown soap which rasped your skin like +sandpaper and was therefore well adapted for this purpose. + +He put the diary away in the drawer. It was quite useless to think of +hiding it, but he could at least make sure whether or not its existence had +been discovered. A hair laid across the page-ends was too obvious. With the +tip of his finger he picked up an identifiable grain of whitish dust and +deposited it on the corner of the cover, where it was bound to be shaken +off if the book was moved. + + + + +Chapter 3 + + + +Winston was dreaming of his mother. + +He must, he thought, have been ten or eleven years old when his mother had +disappeared. She was a tall, statuesque, rather silent woman with slow +movements and magnificent fair hair. His father he remembered more vaguely +as dark and thin, dressed always in neat dark clothes (Winston remembered +especially the very thin soles of his father's shoes) and wearing +spectacles. The two of them must evidently have been swallowed up in one +of the first great purges of the fifties. + +At this moment his mother was sitting in some place deep down beneath him, +with his young sister in her arms. He did not remember his sister at all, +except as a tiny, feeble baby, always silent, with large, watchful eyes. +Both of them were looking up at him. They were down in some subterranean +place--the bottom of a well, for instance, or a very deep grave--but it +was a place which, already far below him, was itself moving downwards. +They were in the saloon of a sinking ship, looking up at him through the +darkening water. There was still air in the saloon, they could still see +him and he them, but all the while they were sinking down, down into the +green waters which in another moment must hide them from sight for ever. +He was out in the light and air while they were being sucked down to death, +and they were down there because he was up here. He knew it and they knew +it, and he could see the knowledge in their faces. There was no reproach +either in their faces or in their hearts, only the knowledge that they +must die in order that he might remain alive, and that this was part of +the unavoidable order of things. + +He could not remember what had happened, but he knew in his dream that in +some way the lives of his mother and his sister had been sacrificed to his +own. It was one of those dreams which, while retaining the characteristic +dream scenery, are a continuation of one's intellectual life, and in which +one becomes aware of facts and ideas which still seem new and valuable +after one is awake. The thing that now suddenly struck Winston was that his +mother's death, nearly thirty years ago, had been tragic and sorrowful in +a way that was no longer possible. Tragedy, he perceived, belonged to the +ancient time, to a time when there was still privacy, love, and friendship, +and when the members of a family stood by one another without needing to +know the reason. His mother's memory tore at his heart because she had died +loving him, when he was too young and selfish to love her in return, and +because somehow, he did not remember how, she had sacrificed herself to a +conception of loyalty that was private and unalterable. Such things, he +saw, could not happen today. Today there were fear, hatred, and pain, but +no dignity of emotion, no deep or complex sorrows. All this he seemed to +see in the large eyes of his mother and his sister, looking up at him +through the green water, hundreds of fathoms down and still sinking. + +Suddenly he was standing on short springy turf, on a summer evening when +the slanting rays of the sun gilded the ground. The landscape that he was +looking at recurred so often in his dreams that he was never fully certain +whether or not he had seen it in the real world. In his waking thoughts he +called it the Golden Country. It was an old, rabbit-bitten pasture, with a +foot-track wandering across it and a molehill here and there. In the ragged +hedge on the opposite side of the field the boughs of the elm trees were +swaying very faintly in the breeze, their leaves just stirring in dense +masses like women's hair. Somewhere near at hand, though out of sight, +there was a clear, slow-moving stream where dace were swimming in the +pools under the willow trees. + +The girl with dark hair was coming towards them across the field. With +what seemed a single movement she tore off her clothes and flung them +disdainfully aside. Her body was white and smooth, but it aroused no desire +in him, indeed he barely looked at it. What overwhelmed him in that instant +was admiration for the gesture with which she had thrown her clothes aside. +With its grace and carelessness it seemed to annihilate a whole culture, +a whole system of thought, as though Big Brother and the Party and the +Thought Police could all be swept into nothingness by a single splendid +movement of the arm. That too was a gesture belonging to the ancient time. +Winston woke up with the word 'Shakespeare' on his lips. + +The telescreen was giving forth an ear-splitting whistle which continued on +the same note for thirty seconds. It was nought seven fifteen, getting-up +time for office workers. Winston wrenched his body out of bed--naked, for +a member of the Outer Party received only 3,000 clothing coupons annually, +and a suit of pyjamas was 600--and seized a dingy singlet and a pair of +shorts that were lying across a chair. The Physical Jerks would begin in +three minutes. The next moment he was doubled up by a violent coughing fit +which nearly always attacked him soon after waking up. It emptied his lungs +so completely that he could only begin breathing again by lying on his back +and taking a series of deep gasps. His veins had swelled with the effort of +the cough, and the varicose ulcer had started itching. + +'Thirty to forty group!' yapped a piercing female voice. 'Thirty to forty +group! Take your places, please. Thirties to forties!' + +Winston sprang to attention in front of the telescreen, upon which the +image of a youngish woman, scrawny but muscular, dressed in tunic and +gym-shoes, had already appeared. + +'Arms bending and stretching!' she rapped out. 'Take your time by me. ONE, +two, three, four! ONE, two, three, four! Come on, comrades, put a bit of +life into it! ONE, two, three four! ONE two, three, four!...' + +The pain of the coughing fit had not quite driven out of Winston's mind the +impression made by his dream, and the rhythmic movements of the exercise +restored it somewhat. As he mechanically shot his arms back and forth, +wearing on his face the look of grim enjoyment which was considered proper +during the Physical Jerks, he was struggling to think his way backward into +the dim period of his early childhood. It was extraordinarily difficult. +Beyond the late fifties everything faded. When there were no external +records that you could refer to, even the outline of your own life lost +its sharpness. You remembered huge events which had quite probably not +happened, you remembered the detail of incidents without being able to +recapture their atmosphere, and there were long blank periods to which you +could assign nothing. Everything had been different then. Even the names of +countries, and their shapes on the map, had been different. Airstrip One, +for instance, had not been so called in those days: it had been called +England or Britain, though London, he felt fairly certain, had always been +called London. + +Winston could not definitely remember a time when his country had not been +at war, but it was evident that there had been a fairly long interval of +peace during his childhood, because one of his early memories was of an air +raid which appeared to take everyone by surprise. Perhaps it was the time +when the atomic bomb had fallen on Colchester. He did not remember the raid +itself, but he did remember his father's hand clutching his own as they +hurried down, down, down into some place deep in the earth, round and round +a spiral staircase which rang under his feet and which finally so wearied +his legs that he began whimpering and they had to stop and rest. His +mother, in her slow, dreamy way, was following a long way behind them. She +was carrying his baby sister--or perhaps it was only a bundle of blankets +that she was carrying: he was not certain whether his sister had been born +then. Finally they had emerged into a noisy, crowded place which he had +realized to be a Tube station. + +There were people sitting all over the stone-flagged floor, and other +people, packed tightly together, were sitting on metal bunks, one above +the other. Winston and his mother and father found themselves a place on +the floor, and near them an old man and an old woman were sitting side by +side on a bunk. The old man had on a decent dark suit and a black cloth cap +pushed back from very white hair: his face was scarlet and his eyes were +blue and full of tears. He reeked of gin. It seemed to breathe out of his +skin in place of sweat, and one could have fancied that the tears welling +from his eyes were pure gin. But though slightly drunk he was also +suffering under some grief that was genuine and unbearable. In his childish +way Winston grasped that some terrible thing, something that was beyond +forgiveness and could never be remedied, had just happened. It also seemed +to him that he knew what it was. Someone whom the old man loved--a little +granddaughter, perhaps--had been killed. Every few minutes the old man kept +repeating: + +'We didn't ought to 'ave trusted 'em. I said so, Ma, didn't I? That's what +comes of trusting 'em. I said so all along. We didn't ought to 'ave trusted +the buggers.' + +But which buggers they didn't ought to have trusted Winston could not now +remember. + +Since about that time, war had been literally continuous, though strictly +speaking it had not always been the same war. For several months during his +childhood there had been confused street fighting in London itself, some +of which he remembered vividly. But to trace out the history of the whole +period, to say who was fighting whom at any given moment, would have been +utterly impossible, since no written record, and no spoken word, ever made +mention of any other alignment than the existing one. At this moment, for +example, in 1984 (if it was 1984), Oceania was at war with Eurasia and +in alliance with Eastasia. In no public or private utterance was it ever +admitted that the three powers had at any time been grouped along different +lines. Actually, as Winston well knew, it was only four years since Oceania +had been at war with Eastasia and in alliance with Eurasia. But that was +merely a piece of furtive knowledge which he happened to possess because +his memory was not satisfactorily under control. Officially the change of +partners had never happened. Oceania was at war with Eurasia: therefore +Oceania had always been at war with Eurasia. The enemy of the moment always +represented absolute evil, and it followed that any past or future +agreement with him was impossible. + +The frightening thing, he reflected for the ten thousandth time as he +forced his shoulders painfully backward (with hands on hips, they were +gyrating their bodies from the waist, an exercise that was supposed to be +good for the back muscles)--the frightening thing was that it might all be +true. If the Party could thrust its hand into the past and say of this or +that event, IT NEVER HAPPENED--that, surely, was more terrifying than mere +torture and death? + +The Party said that Oceania had never been in alliance with Eurasia. He, +Winston Smith, knew that Oceania had been in alliance with Eurasia as short +a time as four years ago. But where did that knowledge exist? Only in his +own consciousness, which in any case must soon be annihilated. And if all +others accepted the lie which the Party imposed--if all records told the +same tale--then the lie passed into history and became truth. 'Who controls +the past,' ran the Party slogan, 'controls the future: who controls the +present controls the past.' And yet the past, though of its nature +alterable, never had been altered. Whatever was true now was true from +everlasting to everlasting. It was quite simple. All that was needed was +an unending series of victories over your own memory. 'Reality control', +they called it: in Newspeak, 'doublethink'. + +'Stand easy!' barked the instructress, a little more genially. + +Winston sank his arms to his sides and slowly refilled his lungs with air. +His mind slid away into the labyrinthine world of doublethink. To know +and not to know, to be conscious of complete truthfulness while telling +carefully constructed lies, to hold simultaneously two opinions which +cancelled out, knowing them to be contradictory and believing in both of +them, to use logic against logic, to repudiate morality while laying claim +to it, to believe that democracy was impossible and that the Party was the +guardian of democracy, to forget whatever it was necessary to forget, then +to draw it back into memory again at the moment when it was needed, and +then promptly to forget it again: and above all, to apply the same process +to the process itself. That was the ultimate subtlety: consciously to +induce unconsciousness, and then, once again, to become unconscious of +the act of hypnosis you had just performed. Even to understand the word +'doublethink' involved the use of doublethink. + +The instructress had called them to attention again. 'And now let's see +which of us can touch our toes!' she said enthusiastically. 'Right over +from the hips, please, comrades. ONE-two! ONE-two!...' + +Winston loathed this exercise, which sent shooting pains all the way from +his heels to his buttocks and often ended by bringing on another coughing +fit. The half-pleasant quality went out of his meditations. The past, he +reflected, had not merely been altered, it had been actually destroyed. For +how could you establish even the most obvious fact when there existed no +record outside your own memory? He tried to remember in what year he had +first heard mention of Big Brother. He thought it must have been at some +time in the sixties, but it was impossible to be certain. In the Party +histories, of course, Big Brother figured as the leader and guardian of the +Revolution since its very earliest days. His exploits had been gradually +pushed backwards in time until already they extended into the fabulous +world of the forties and the thirties, when the capitalists in their +strange cylindrical hats still rode through the streets of London in great +gleaming motor-cars or horse carriages with glass sides. There was no +knowing how much of this legend was true and how much invented. Winston +could not even remember at what date the Party itself had come into +existence. He did not believe he had ever heard the word Ingsoc before +1960, but it was possible that in its Oldspeak form--'English Socialism', +that is to say--it had been current earlier. Everything melted into mist. +Sometimes, indeed, you could put your finger on a definite lie. It was not +true, for example, as was claimed in the Party history books, that the +Party had invented aeroplanes. He remembered aeroplanes since his earliest +childhood. But you could prove nothing. There was never any evidence. Just +once in his whole life he had held in his hands unmistakable documentary +proof of the falsification of an historical fact. And on that occasion---- + +'Smith!' screamed the shrewish voice from the telescreen. '6079 Smith W.! +Yes, YOU! Bend lower, please! You can do better than that. You're not +trying. Lower, please! THAT'S better, comrade. Now stand at ease, the +whole squad, and watch me.' + +A sudden hot sweat had broken out all over Winston's body. His face +remained completely inscrutable. Never show dismay! Never show resentment! +A single flicker of the eyes could give you away. He stood watching while +the instructress raised her arms above her head and--one could not say +gracefully, but with remarkable neatness and efficiency--bent over and +tucked the first joint of her fingers under her toes. + +'THERE, comrades! THAT'S how I want to see you doing it. Watch me again. +I'm thirty-nine and I've had four children. Now look.' She bent over again. +'You see MY knees aren't bent. You can all do it if you want to,' she added +as she straightened herself up. 'Anyone under forty-five is perfectly +capable of touching his toes. We don't all have the privilege of fighting +in the front line, but at least we can all keep fit. Remember our boys on +the Malabar front! And the sailors in the Floating Fortresses! Just think +what THEY have to put up with. Now try again. That's better, comrade, +that's MUCH better,' she added encouragingly as Winston, with a violent +lunge, succeeded in touching his toes with knees unbent, for the first +time in several years. + + + + +Chapter 4 + + + +With the deep, unconscious sigh which not even the nearness of the +telescreen could prevent him from uttering when his day's work started, +Winston pulled the speakwrite towards him, blew the dust from its +mouthpiece, and put on his spectacles. Then he unrolled and clipped +together four small cylinders of paper which had already flopped out of +the pneumatic tube on the right-hand side of his desk. + +In the walls of the cubicle there were three orifices. To the right of the +speakwrite, a small pneumatic tube for written messages, to the left, a +larger one for newspapers; and in the side wall, within easy reach of +Winston's arm, a large oblong slit protected by a wire grating. This last +was for the disposal of waste paper. Similar slits existed in thousands or +tens of thousands throughout the building, not only in every room but at +short intervals in every corridor. For some reason they were nicknamed +memory holes. When one knew that any document was due for destruction, or +even when one saw a scrap of waste paper lying about, it was an automatic +action to lift the flap of the nearest memory hole and drop it in, +whereupon it would be whirled away on a current of warm air to the enormous +furnaces which were hidden somewhere in the recesses of the building. + +Winston examined the four slips of paper which he had unrolled. Each +contained a message of only one or two lines, in the abbreviated +jargon--not actually Newspeak, but consisting +largely of Newspeak words--which was used in the Ministry for internal +purposes. They ran: + + +times 17.3.84 bb speech malreported africa rectify + +times 19.12.83 forecasts 3 yp 4th quarter 83 misprints verify current issue + +times 14.2.84 miniplenty malquoted chocolate rectify + +times 3.12.83 reporting bb dayorder doubleplusungood refs unpersons rewrite +fullwise upsub antefiling + + +With a faint feeling of satisfaction Winston laid the fourth message aside. +It was an intricate and responsible job and had better be dealt with last. +The other three were routine matters, though the second one would probably +mean some tedious wading through lists of figures. + +Winston dialled 'back numbers' on the telescreen and called for the +appropriate issues of 'The Times', which slid out of the pneumatic tube +after only a few minutes' delay. The messages he had received referred to +articles or news items which for one reason or another it was thought +necessary to alter, or, as the official phrase had it, to rectify. For +example, it appeared from 'The Times' of the seventeenth of March that Big +Brother, in his speech of the previous day, had predicted that the South +Indian front would remain quiet but that a Eurasian offensive would shortly +be launched in North Africa. As it happened, the Eurasian Higher Command +had launched its offensive in South India and left North Africa alone. It +was therefore necessary to rewrite a paragraph of Big Brother's speech, in +such a way as to make him predict the thing that had actually happened. Or +again, 'The Times' of the nineteenth of December had published the official +forecasts of the output of various classes of consumption goods in the +fourth quarter of 1983, which was also the sixth quarter of the Ninth +Three-Year Plan. Today's issue contained a statement of the actual output, +from which it appeared that the forecasts were in every instance grossly +wrong. Winston's job was to rectify the original figures by making them +agree with the later ones. As for the third message, it referred to a very +simple error which could be set right in a couple of minutes. As short +a time ago as February, the Ministry of Plenty had issued a promise +(a 'categorical pledge' were the official words) that there would be +no reduction of the chocolate ration during 1984. Actually, as Winston +was aware, the chocolate ration was to be reduced from thirty grammes +to twenty at the end of the present week. All that was needed was to +substitute for the original promise a warning that it would probably be +necessary to reduce the ration at some time in April. + +As soon as Winston had dealt with each of the messages, he clipped his +speakwritten corrections to the appropriate copy of 'The Times' and pushed +them into the pneumatic tube. Then, with a movement which was as nearly as +possible unconscious, he crumpled up the original message and any notes +that he himself had made, and dropped them into the memory hole to be +devoured by the flames. + +What happened in the unseen labyrinth to which the pneumatic tubes led, he +did not know in detail, but he did know in general terms. As soon as all +the corrections which happened to be necessary in any particular number +of 'The Times' had been assembled and collated, that number would be +reprinted, the original copy destroyed, and the corrected copy placed on +the files in its stead. This process of continuous alteration was applied +not only to newspapers, but to books, periodicals, pamphlets, posters, +leaflets, films, sound-tracks, cartoons, photographs--to every kind of +literature or documentation which might conceivably hold any political or +ideological significance. Day by day and almost minute by minute the past +was brought up to date. In this way every prediction made by the Party +could be shown by documentary evidence to have been correct, nor was any +item of news, or any expression of opinion, which conflicted with the +needs of the moment, ever allowed to remain on record. All history was +a palimpsest, scraped clean and reinscribed exactly as often as was +necessary. In no case would it have been possible, once the deed was done, +to prove that any falsification had taken place. The largest section of +the Records Department, far larger than the one on which Winston worked, +consisted simply of persons whose duty it was to track down and collect all +copies of books, newspapers, and other documents which had been superseded +and were due for destruction. A number of 'The Times' which might, because +of changes in political alignment, or mistaken prophecies uttered by Big +Brother, have been rewritten a dozen times still stood on the files bearing +its original date, and no other copy existed to contradict it. Books, also, +were recalled and rewritten again and again, and were invariably reissued +without any admission that any alteration had been made. Even the written +instructions which Winston received, and which he invariably got rid of +as soon as he had dealt with them, never stated or implied that an act of +forgery was to be committed: always the reference was to slips, errors, +misprints, or misquotations which it was necessary to put right in the +interests of accuracy. + +But actually, he thought as he re-adjusted the Ministry of Plenty's +figures, it was not even forgery. It was merely the substitution of one +piece of nonsense for another. Most of the material that you were dealing +with had no connexion with anything in the real world, not even the kind of +connexion that is contained in a direct lie. Statistics were just as much +a fantasy in their original version as in their rectified version. A great +deal of the time you were expected to make them up out of your head. For +example, the Ministry of Plenty's forecast had estimated the output of +boots for the quarter at 145 million pairs. The actual output was given as +sixty-two millions. Winston, however, in rewriting the forecast, marked +the figure down to fifty-seven millions, so as to allow for the usual claim +that the quota had been overfulfilled. In any case, sixty-two millions was +no nearer the truth than fifty-seven millions, or than 145 millions. Very +likely no boots had been produced at all. Likelier still, nobody knew +how many had been produced, much less cared. All one knew was that every +quarter astronomical numbers of boots were produced on paper, while perhaps +half the population of Oceania went barefoot. And so it was with every +class of recorded fact, great or small. Everything faded away into a +shadow-world in which, finally, even the date of the year had become +uncertain. + +Winston glanced across the hall. In the corresponding cubicle on the other +side a small, precise-looking, dark-chinned man named Tillotson was working +steadily away, with a folded newspaper on his knee and his mouth very close +to the mouthpiece of the speakwrite. He had the air of trying to keep what +he was saying a secret between himself and the telescreen. He looked up, +and his spectacles darted a hostile flash in Winston's direction. + +Winston hardly knew Tillotson, and had no idea what work he was employed +on. People in the Records Department did not readily talk about their jobs. +In the long, windowless hall, with its double row of cubicles and its +endless rustle of papers and hum of voices murmuring into speakwrites, +there were quite a dozen people whom Winston did not even know by name, +though he daily saw them hurrying to and fro in the corridors or +gesticulating in the Two Minutes Hate. He knew that in the cubicle next +to him the little woman with sandy hair toiled day in day out, simply at +tracking down and deleting from the Press the names of people who had been +vaporized and were therefore considered never to have existed. There was a +certain fitness in this, since her own husband had been vaporized a couple +of years earlier. And a few cubicles away a mild, ineffectual, dreamy +creature named Ampleforth, with very hairy ears and a surprising talent +for juggling with rhymes and metres, was engaged in producing garbled +versions--definitive texts, they were called--of poems which had become +ideologically offensive, but which for one reason or another were to be +retained in the anthologies. And this hall, with its fifty workers or +thereabouts, was only one sub-section, a single cell, as it were, in the +huge complexity of the Records Department. Beyond, above, below, were other +swarms of workers engaged in an unimaginable multitude of jobs. There were +the huge printing-shops with their sub-editors, their typography experts, +and their elaborately equipped studios for the faking of photographs. There +was the tele-programmes section with its engineers, its producers, and its +teams of actors specially chosen for their skill in imitating voices. There +were the armies of reference clerks whose job was simply to draw up lists +of books and periodicals which were due for recall. There were the vast +repositories where the corrected documents were stored, and the hidden +furnaces where the original copies were destroyed. And somewhere or other, +quite anonymous, there were the directing brains who co-ordinated the whole +effort and laid down the lines of policy which made it necessary that this +fragment of the past should be preserved, that one falsified, and the other +rubbed out of existence. + +And the Records Department, after all, was itself only a single branch of +the Ministry of Truth, whose primary job was not to reconstruct the past +but to supply the citizens of Oceania with newspapers, films, textbooks, +telescreen programmes, plays, novels--with every conceivable kind of +information, instruction, or entertainment, from a statue to a slogan, +from a lyric poem to a biological treatise, and from a child's +spelling-book to a Newspeak dictionary. And the Ministry had not only to +supply the multifarious needs of the party, but also to repeat the whole +operation at a lower level for the benefit of the proletariat. There +was a whole chain of separate departments dealing with proletarian +literature, music, drama, and entertainment generally. Here were produced +rubbishy newspapers containing almost nothing except sport, crime and +astrology, sensational five-cent novelettes, films oozing with sex, and +sentimental songs which were composed entirely by mechanical means on a +special kind of kaleidoscope known as a versificator. There was even +a whole sub-section--Pornosec, it was called in Newspeak--engaged in +producing the lowest kind of pornography, which was sent out in sealed +packets and which no Party member, other than those who worked on it, +was permitted to look at. + +Three messages had slid out of the pneumatic tube while Winston was +working, but they were simple matters, and he had disposed of them before +the Two Minutes Hate interrupted him. When the Hate was over he returned +to his cubicle, took the Newspeak dictionary from the shelf, pushed the +speakwrite to one side, cleaned his spectacles, and settled down to his +main job of the morning. + +Winston's greatest pleasure in life was in his work. Most of it was a +tedious routine, but included in it there were also jobs so difficult and +intricate that you could lose yourself in them as in the depths of a +mathematical problem--delicate pieces of forgery in which you had nothing +to guide you except your knowledge of the principles of Ingsoc and your +estimate of what the Party wanted you to say. Winston was good at this kind +of thing. On occasion he had even been entrusted with the rectification of +'The Times' leading articles, which were written entirely in Newspeak. +He unrolled the message that he had set aside earlier. It ran: + + + times 3.12.83 reporting bb dayorder doubleplusungood refs unpersons +rewrite fullwise upsub antefiling + + +In Oldspeak (or standard English) this might be rendered: + + +The reporting of Big Brother's Order for the Day in 'The Times' of December +3rd 1983 is extremely unsatisfactory and makes references to non-existent +persons. Rewrite it in full and submit your draft to higher authority +before filing. + + +Winston read through the offending article. Big Brother's Order for the +Day, it seemed, had been chiefly devoted to praising the work of an +organization known as FFCC, which supplied cigarettes and other comforts +to the sailors in the Floating Fortresses. A certain Comrade Withers, a +prominent member of the Inner Party, had been singled out for special +mention and awarded a decoration, the Order of Conspicuous Merit, Second +Class. + +Three months later FFCC had suddenly been dissolved with no reasons given. +One could assume that Withers and his associates were now in disgrace, but +there had been no report of the matter in the Press or on the telescreen. +That was to be expected, since it was unusual for political offenders to +be put on trial or even publicly denounced. The great purges involving +thousands of people, with public trials of traitors and thought-criminals +who made abject confession of their crimes and were afterwards executed, +were special show-pieces not occurring oftener than once in a couple of +years. More commonly, people who had incurred the displeasure of the +Party simply disappeared and were never heard of again. One never had the +smallest clue as to what had happened to them. In some cases they might +not even be dead. Perhaps thirty people personally known to Winston, not +counting his parents, had disappeared at one time or another. + +Winston stroked his nose gently with a paper-clip. In the cubicle +across the way Comrade Tillotson was still crouching secretively over +his speakwrite. He raised his head for a moment: again the hostile +spectacle-flash. Winston wondered whether Comrade Tillotson was engaged +on the same job as himself. It was perfectly possible. So tricky a piece +of work would never be entrusted to a single person: on the other hand, +to turn it over to a committee would be to admit openly that an act of +fabrication was taking place. Very likely as many as a dozen people were +now working away on rival versions of what Big Brother had actually said. +And presently some master brain in the Inner Party would select this +version or that, would re-edit it and set in motion the complex processes +of cross-referencing that would be required, and then the chosen lie +would pass into the permanent records and become truth. + +Winston did not know why Withers had been disgraced. Perhaps it was for +corruption or incompetence. Perhaps Big Brother was merely getting rid of +a too-popular subordinate. Perhaps Withers or someone close to him had +been suspected of heretical tendencies. Or perhaps--what was likeliest of +all--the thing had simply happened because purges and vaporizations were a +necessary part of the mechanics of government. The only real clue lay in +the words 'refs unpersons', which indicated that Withers was already dead. +You could not invariably assume this to be the case when people were +arrested. Sometimes they were released and allowed to remain at liberty +for as much as a year or two years before being executed. Very occasionally +some person whom you had believed dead long since would make a ghostly +reappearance at some public trial where he would implicate hundreds of +others by his testimony before vanishing, this time for ever. Withers, +however, was already an UNPERSON. He did not exist: he had never existed. +Winston decided that it would not be enough simply to reverse the tendency +of Big Brother's speech. It was better to make it deal with something +totally unconnected with its original subject. + +He might turn the speech into the usual denunciation of traitors and +thought-criminals, but that was a little too obvious, while to invent a +victory at the front, or some triumph of over-production in the Ninth +Three-Year Plan, might complicate the records too much. What was needed +was a piece of pure fantasy. Suddenly there sprang into his mind, ready +made as it were, the image of a certain Comrade Ogilvy, who had recently +died in battle, in heroic circumstances. There were occasions when Big +Brother devoted his Order for the Day to commemorating some humble, +rank-and-file Party member whose life and death he held up as an example +worthy to be followed. Today he should commemorate Comrade Ogilvy. It was +true that there was no such person as Comrade Ogilvy, but a few lines of +print and a couple of faked photographs would soon bring him into +existence. + +Winston thought for a moment, then pulled the speakwrite towards him and +began dictating in Big Brother's familiar style: a style at once military +and pedantic, and, because of a trick of asking questions and then +promptly answering them ('What lessons do we learn from this fact, +comrades? The lesson--which is also one of the fundamental principles +of Ingsoc--that,' etc., etc.), easy to imitate. + +At the age of three Comrade Ogilvy had refused all toys except a drum, a +sub-machine gun, and a model helicopter. At six--a year early, by a special +relaxation of the rules--he had joined the Spies, at nine he had been a +troop leader. At eleven he had denounced his uncle to the Thought Police +after overhearing a conversation which appeared to him to have criminal +tendencies. At seventeen he had been a district organizer of the Junior +Anti-Sex League. At nineteen he had designed a hand-grenade which had +been adopted by the Ministry of Peace and which, at its first trial, had +killed thirty-one Eurasian prisoners in one burst. At twenty-three he had +perished in action. Pursued by enemy jet planes while flying over the +Indian Ocean with important despatches, he had weighted his body with his +machine gun and leapt out of the helicopter into deep water, despatches +and all--an end, said Big Brother, which it was impossible to contemplate +without feelings of envy. Big Brother added a few remarks on the purity +and single-mindedness of Comrade Ogilvy's life. He was a total abstainer +and a nonsmoker, had no recreations except a daily hour in the gymnasium, +and had taken a vow of celibacy, believing marriage and the care of a +family to be incompatible with a twenty-four-hour-a-day devotion to duty. +He had no subjects of conversation except the principles of Ingsoc, and +no aim in life except the defeat of the Eurasian enemy and the hunting-down +of spies, saboteurs, thought-criminals, and traitors generally. + +Winston debated with himself whether to award Comrade Ogilvy the Order of +Conspicuous Merit: in the end he decided against it because of the +unnecessary cross-referencing that it would entail. + +Once again he glanced at his rival in the opposite cubicle. Something +seemed to tell him with certainty that Tillotson was busy on the same job +as himself. There was no way of knowing whose job would finally be adopted, +but he felt a profound conviction that it would be his own. Comrade Ogilvy, +unimagined an hour ago, was now a fact. It struck him as curious that you +could create dead men but not living ones. Comrade Ogilvy, who had never +existed in the present, now existed in the past, and when once the act of +forgery was forgotten, he would exist just as authentically, and upon the +same evidence, as Charlemagne or Julius Caesar. + + + + +Chapter 5 + + + +In the low-ceilinged canteen, deep underground, the lunch queue jerked +slowly forward. The room was already very full and deafeningly noisy. From +the grille at the counter the steam of stew came pouring forth, with a sour +metallic smell which did not quite overcome the fumes of Victory Gin. On +the far side of the room there was a small bar, a mere hole in the wall, +where gin could be bought at ten cents the large nip. + +'Just the man I was looking for,' said a voice at Winston's back. + +He turned round. It was his friend Syme, who worked in the Research +Department. Perhaps 'friend' was not exactly the right word. You did not +have friends nowadays, you had comrades: but there were some comrades whose +society was pleasanter than that of others. Syme was a philologist, a +specialist in Newspeak. Indeed, he was one of the enormous team of experts +now engaged in compiling the Eleventh Edition of the Newspeak Dictionary. +He was a tiny creature, smaller than Winston, with dark hair and large, +protuberant eyes, at once mournful and derisive, which seemed to search +your face closely while he was speaking to you. + +'I wanted to ask you whether you'd got any razor blades,' he said. + +'Not one!' said Winston with a sort of guilty haste. 'I've tried all over +the place. They don't exist any longer.' + +Everyone kept asking you for razor blades. Actually he had two unused ones +which he was hoarding up. There had been a famine of them for months past. +At any given moment there was some necessary article which the Party shops +were unable to supply. Sometimes it was buttons, sometimes it was darning +wool, sometimes it was shoelaces; at present it was razor blades. You could +only get hold of them, if at all, by scrounging more or less furtively on +the 'free' market. + +'I've been using the same blade for six weeks,' he added untruthfully. + +The queue gave another jerk forward. As they halted he turned and faced +Syme again. Each of them took a greasy metal tray from a pile at the end +of the counter. + +'Did you go and see the prisoners hanged yesterday?' said Syme. + +'I was working,' said Winston indifferently. 'I shall see it on the +flicks, I suppose.' + +'A very inadequate substitute,' said Syme. + +His mocking eyes roved over Winston's face. 'I know you,' the eyes seemed +to say, 'I see through you. I know very well why you didn't go to see +those prisoners hanged.' In an intellectual way, Syme was venomously +orthodox. He would talk with a disagreeable gloating satisfaction of +helicopter raids on enemy villages, and trials and confessions of +thought-criminals, the executions in the cellars of the Ministry of Love. +Talking to him was largely a matter of getting him away from such subjects +and entangling him, if possible, in the technicalities of Newspeak, on +which he was authoritative and interesting. Winston turned his head a +little aside to avoid the scrutiny of the large dark eyes. + +'It was a good hanging,' said Syme reminiscently. 'I think it spoils it +when they tie their feet together. I like to see them kicking. And above +all, at the end, the tongue sticking right out, and blue--a quite bright +blue. That's the detail that appeals to me.' + +'Nex', please!' yelled the white-aproned prole with the ladle. + +Winston and Syme pushed their trays beneath the grille. On to each was +dumped swiftly the regulation lunch--a metal pannikin of pinkish-grey stew, +a hunk of bread, a cube of cheese, a mug of milkless Victory Coffee, and +one saccharine tablet. + +'There's a table over there, under that telescreen,' said Syme. 'Let's pick +up a gin on the way.' + +The gin was served out to them in handleless china mugs. They threaded +their way across the crowded room and unpacked their trays on to the +metal-topped table, on one corner of which someone had left a pool of stew, +a filthy liquid mess that had the appearance of vomit. Winston took up his +mug of gin, paused for an instant to collect his nerve, and gulped the +oily-tasting stuff down. When he had winked the tears out of his eyes he +suddenly discovered that he was hungry. He began swallowing spoonfuls of +the stew, which, in among its general sloppiness, had cubes of spongy +pinkish stuff which was probably a preparation of meat. Neither of them +spoke again till they had emptied their pannikins. From the table at +Winston's left, a little behind his back, someone was talking rapidly and +continuously, a harsh gabble almost like the quacking of a duck, which +pierced the general uproar of the room. + +'How is the Dictionary getting on?' said Winston, raising his voice to +overcome the noise. + +'Slowly,' said Syme. 'I'm on the adjectives. It's fascinating.' + +He had brightened up immediately at the mention of Newspeak. He pushed his +pannikin aside, took up his hunk of bread in one delicate hand and his +cheese in the other, and leaned across the table so as to be able to speak +without shouting. + +'The Eleventh Edition is the definitive edition,' he said. 'We're getting +the language into its final shape--the shape it's going to have when nobody +speaks anything else. When we've finished with it, people like you will +have to learn it all over again. You think, I dare say, that our chief job +is inventing new words. But not a bit of it! We're destroying words--scores +of them, hundreds of them, every day. We're cutting the language down to +the bone. The Eleventh Edition won't contain a single word that will become +obsolete before the year 2050.' + +He bit hungrily into his bread and swallowed a couple of mouthfuls, then +continued speaking, with a sort of pedant's passion. His thin dark face +had become animated, his eyes had lost their mocking expression and grown +almost dreamy. + +'It's a beautiful thing, the destruction of words. Of course the great +wastage is in the verbs and adjectives, but there are hundreds of nouns +that can be got rid of as well. It isn't only the synonyms; there are also +the antonyms. After all, what justification is there for a word which is +simply the opposite of some other word? A word contains its opposite in +itself. Take "good", for instance. If you have a word like "good", what +need is there for a word like "bad"? "Ungood" will do just as well--better, +because it's an exact opposite, which the other is not. Or again, if you +want a stronger version of "good", what sense is there in having a whole +string of vague useless words like "excellent" and "splendid" and all the +rest of them? "Plusgood" covers the meaning, or "doubleplusgood" if you +want something stronger still. Of course we use those forms already. but +in the final version of Newspeak there'll be nothing else. In the end the +whole notion of goodness and badness will be covered by only six words--in +reality, only one word. Don't you see the beauty of that, Winston? It was +B.B.'s idea originally, of course,' he added as an afterthought. + +A sort of vapid eagerness flitted across Winston's face at the mention of +Big Brother. Nevertheless Syme immediately detected a certain lack of +enthusiasm. + +'You haven't a real appreciation of Newspeak, Winston,' he said almost +sadly. 'Even when you write it you're still thinking in Oldspeak. I've read +some of those pieces that you write in "The Times" occasionally. They're +good enough, but they're translations. In your heart you'd prefer to stick +to Oldspeak, with all its vagueness and its useless shades of meaning. +You don't grasp the beauty of the destruction of words. Do you know that +Newspeak is the only language in the world whose vocabulary gets smaller +every year?' + +Winston did know that, of course. He smiled, sympathetically he hoped, not +trusting himself to speak. Syme bit off another fragment of the +dark-coloured bread, chewed it briefly, and went on: + +'Don't you see that the whole aim of Newspeak is to narrow the range of +thought? In the end we shall make thoughtcrime literally impossible, +because there will be no words in which to express it. Every concept that +can ever be needed, will be expressed by exactly one word, with its meaning +rigidly defined and all its subsidiary meanings rubbed out and forgotten. +Already, in the Eleventh Edition, we're not far from that point. But the +process will still be continuing long after you and I are dead. Every year +fewer and fewer words, and the range of consciousness always a little +smaller. Even now, of course, there's no reason or excuse for committing +thoughtcrime. It's merely a question of self-discipline, reality-control. +But in the end there won't be any need even for that. The Revolution will +be complete when the language is perfect. Newspeak is Ingsoc and Ingsoc +is Newspeak,' he added with a sort of mystical satisfaction. 'Has it ever +occurred to you, Winston, that by the year 2050, at the very latest, not a +single human being will be alive who could understand such a conversation +as we are having now?' + +'Except----' began Winston doubtfully, and he stopped. + +It had been on the tip of his tongue to say 'Except the proles,' but he +checked himself, not feeling fully certain that this remark was not in +some way unorthodox. Syme, however, had divined what he was about to say. + +'The proles are not human beings,' he said carelessly. 'By 2050--earlier, +probably--all real knowledge of Oldspeak will have disappeared. The whole +literature of the past will have been destroyed. Chaucer, Shakespeare, +Milton, Byron--they'll exist only in Newspeak versions, not merely changed +into something different, but actually changed into something contradictory +of what they used to be. Even the literature of the Party will change. +Even the slogans will change. How could you have a slogan like "freedom is +slavery" when the concept of freedom has been abolished? The whole climate +of thought will be different. In fact there will be no thought, as we +understand it now. Orthodoxy means not thinking--not needing to think. +Orthodoxy is unconsciousness.' + +One of these days, thought Winston with sudden deep conviction, Syme will +be vaporized. He is too intelligent. He sees too clearly and speaks too +plainly. The Party does not like such people. One day he will disappear. +It is written in his face. + +Winston had finished his bread and cheese. He turned a little sideways +in his chair to drink his mug of coffee. At the table on his left the man +with the strident voice was still talking remorselessly away. A young +woman who was perhaps his secretary, and who was sitting with her back +to Winston, was listening to him and seemed to be eagerly agreeing with +everything that he said. From time to time Winston caught some such remark +as 'I think you're so right, I do so agree with you', uttered in a youthful +and rather silly feminine voice. But the other voice never stopped for an +instant, even when the girl was speaking. Winston knew the man by sight, +though he knew no more about him than that he held some important post +in the Fiction Department. He was a man of about thirty, with a muscular +throat and a large, mobile mouth. His head was thrown back a little, and +because of the angle at which he was sitting, his spectacles caught the +light and presented to Winston two blank discs instead of eyes. What was +slightly horrible, was that from the stream of sound that poured out of +his mouth it was almost impossible to distinguish a single word. Just +once Winston caught a phrase--'complete and final elimination of +Goldsteinism'--jerked out very rapidly and, as it seemed, all in one piece, +like a line of type cast solid. For the rest it was just a noise, a +quack-quack-quacking. And yet, though you could not actually hear what the +man was saying, you could not be in any doubt about its general nature. +He might be denouncing Goldstein and demanding sterner measures against +thought-criminals and saboteurs, he might be fulminating against the +atrocities of the Eurasian army, he might be praising Big Brother or the +heroes on the Malabar front--it made no difference. Whatever it was, you +could be certain that every word of it was pure orthodoxy, pure Ingsoc. +As he watched the eyeless face with the jaw moving rapidly up and down, +Winston had a curious feeling that this was not a real human being but +some kind of dummy. It was not the man's brain that was speaking, it was +his larynx. The stuff that was coming out of him consisted of words, but +it was not speech in the true sense: it was a noise uttered in +unconsciousness, like the quacking of a duck. + +Syme had fallen silent for a moment, and with the handle of his spoon was +tracing patterns in the puddle of stew. The voice from the other table +quacked rapidly on, easily audible in spite of the surrounding din. + +'There is a word in Newspeak,' said Syme, 'I don't know whether you know +it: DUCKSPEAK, to quack like a duck. It is one of those interesting words +that have two contradictory meanings. Applied to an opponent, it is abuse, +applied to someone you agree with, it is praise.' + +Unquestionably Syme will be vaporized, Winston thought again. He thought +it with a kind of sadness, although well knowing that Syme despised him +and slightly disliked him, and was fully capable of denouncing him as a +thought-criminal if he saw any reason for doing so. There was something +subtly wrong with Syme. There was something that he lacked: discretion, +aloofness, a sort of saving stupidity. You could not say that he was +unorthodox. He believed in the principles of Ingsoc, he venerated Big +Brother, he rejoiced over victories, he hated heretics, not merely with +sincerity but with a sort of restless zeal, an up-to-dateness of +information, which the ordinary Party member did not approach. Yet a faint +air of disreputability always clung to him. He said things that would have +been better unsaid, he had read too many books, he frequented the Chestnut +Tree Cafe, haunt of painters and musicians. There was no law, not even an +unwritten law, against frequenting the Chestnut Tree Cafe, yet the place +was somehow ill-omened. The old, discredited leaders of the Party had been +used to gather there before they were finally purged. Goldstein himself, +it was said, had sometimes been seen there, years and decades ago. Syme's +fate was not difficult to foresee. And yet it was a fact that if Syme +grasped, even for three seconds, the nature of his, Winston's, secret +opinions, he would betray him instantly to the Thought Police. So would +anybody else, for that matter: but Syme more than most. Zeal was not +enough. Orthodoxy was unconsciousness. + +Syme looked up. 'Here comes Parsons,' he said. + +Something in the tone of his voice seemed to add, 'that bloody fool'. +Parsons, Winston's fellow-tenant at Victory Mansions, was in fact threading +his way across the room--a tubby, middle-sized man with fair hair and a +froglike face. At thirty-five he was already putting on rolls of fat at +neck and waistline, but his movements were brisk and boyish. His whole +appearance was that of a little boy grown large, so much so that although +he was wearing the regulation overalls, it was almost impossible not to +think of him as being dressed in the blue shorts, grey shirt, and red +neckerchief of the Spies. In visualizing him one saw always a picture of +dimpled knees and sleeves rolled back from pudgy forearms. Parsons did, +indeed, invariably revert to shorts when a community hike or any other +physical activity gave him an excuse for doing so. He greeted them both +with a cheery 'Hullo, hullo!' and sat down at the table, giving off an +intense smell of sweat. Beads of moisture stood out all over his pink face. +His powers of sweating were extraordinary. At the Community Centre you +could always tell when he had been playing table-tennis by the dampness of +the bat handle. Syme had produced a strip of paper on which there was a +long column of words, and was studying it with an ink-pencil between his +fingers. + +'Look at him working away in the lunch hour,' said Parsons, nudging +Winston. 'Keenness, eh? What's that you've got there, old boy? Something +a bit too brainy for me, I expect. Smith, old boy, I'll tell you why I'm +chasing you. It's that sub you forgot to give me.' + +'Which sub is that?' said Winston, automatically feeling for money. About +a quarter of one's salary had to be earmarked for voluntary subscriptions, +which were so numerous that it was difficult to keep track of them. + +'For Hate Week. You know--the house-by-house fund. I'm treasurer for our +block. We're making an all-out effort--going to put on a tremendous show. +I tell you, it won't be my fault if old Victory Mansions doesn't have the +biggest outfit of flags in the whole street. Two dollars you promised me.' + +Winston found and handed over two creased and filthy notes, which Parsons +entered in a small notebook, in the neat handwriting of the illiterate. + +'By the way, old boy,' he said. 'I hear that little beggar of mine let fly +at you with his catapult yesterday. I gave him a good dressing-down for it. +In fact I told him I'd take the catapult away if he does it again.' + +'I think he was a little upset at not going to the execution,' said +Winston. + +'Ah, well--what I mean to say, shows the right spirit, doesn't it? +Mischievous little beggars they are, both of them, but talk about keenness! +All they think about is the Spies, and the war, of course. D'you know what +that little girl of mine did last Saturday, when her troop was on a hike +out Berkhamsted way? She got two other girls to go with her, slipped off +from the hike, and spent the whole afternoon following a strange man. They +kept on his tail for two hours, right through the woods, and then, when +they got into Amersham, handed him over to the patrols.' + +'What did they do that for?' said Winston, somewhat taken aback. Parsons +went on triumphantly: + +'My kid made sure he was some kind of enemy agent--might have been dropped +by parachute, for instance. But here's the point, old boy. What do you +think put her on to him in the first place? She spotted he was wearing a +funny kind of shoes--said she'd never seen anyone wearing shoes like that +before. So the chances were he was a foreigner. Pretty smart for a nipper +of seven, eh?' + +'What happened to the man?' said Winston. + +'Ah, that I couldn't say, of course. But I wouldn't be altogether surprised +if----' Parsons made the motion of aiming a rifle, and clicked his tongue +for the explosion. + +'Good,' said Syme abstractedly, without looking up from his strip of paper. + +'Of course we can't afford to take chances,' agreed Winston dutifully. + +'What I mean to say, there is a war on,' said Parsons. + +As though in confirmation of this, a trumpet call floated from the +telescreen just above their heads. However, it was not the proclamation of +a military victory this time, but merely an announcement from the Ministry +of Plenty. + +'Comrades!' cried an eager youthful voice. 'Attention, comrades! We have +glorious news for you. We have won the battle for production! Returns now +completed of the output of all classes of consumption goods show that the +standard of living has risen by no less than 20 per cent over the past +year. All over Oceania this morning there were irrepressible spontaneous +demonstrations when workers marched out of factories and offices and +paraded through the streets with banners voicing their gratitude to Big +Brother for the new, happy life which his wise leadership has bestowed +upon us. Here are some of the completed figures. Foodstuffs----' + +The phrase 'our new, happy life' recurred several times. It had been a +favourite of late with the Ministry of Plenty. Parsons, his attention +caught by the trumpet call, sat listening with a sort of gaping solemnity, +a sort of edified boredom. He could not follow the figures, but he was +aware that they were in some way a cause for satisfaction. He had lugged +out a huge and filthy pipe which was already half full of charred tobacco. +With the tobacco ration at 100 grammes a week it was seldom possible to +fill a pipe to the top. Winston was smoking a Victory Cigarette which he +held carefully horizontal. The new ration did not start till tomorrow and +he had only four cigarettes left. For the moment he had shut his ears to +the remoter noises and was listening to the stuff that streamed out of the +telescreen. It appeared that there had even been demonstrations to thank +Big Brother for raising the chocolate ration to twenty grammes a week. And +only yesterday, he reflected, it had been announced that the ration was +to be REDUCED to twenty grammes a week. Was it possible that they could +swallow that, after only twenty-four hours? Yes, they swallowed it. Parsons +swallowed it easily, with the stupidity of an animal. The eyeless creature +at the other table swallowed it fanatically, passionately, with a furious +desire to track down, denounce, and vaporize anyone who should suggest that +last week the ration had been thirty grammes. Syme, too--in some more +complex way, involving doublethink, Syme swallowed it. Was he, then, ALONE +in the possession of a memory? + +The fabulous statistics continued to pour out of the telescreen. As +compared with last year there was more food, more clothes, more houses, +more furniture, more cooking-pots, more fuel, more ships, more helicopters, +more books, more babies--more of everything except disease, crime, and +insanity. Year by year and minute by minute, everybody and everything was +whizzing rapidly upwards. As Syme had done earlier Winston had taken up +his spoon and was dabbling in the pale-coloured gravy that dribbled across +the table, drawing a long streak of it out into a pattern. He meditated +resentfully on the physical texture of life. Had it always been like +this? Had food always tasted like this? He looked round the canteen. +A low-ceilinged, crowded room, its walls grimy from the contact of +innumerable bodies; battered metal tables and chairs, placed so close +together that you sat with elbows touching; bent spoons, dented trays, +coarse white mugs; all surfaces greasy, grime in every crack; and a +sourish, composite smell of bad gin and bad coffee and metallic stew and +dirty clothes. Always in your stomach and in your skin there was a sort +of protest, a feeling that you had been cheated of something that you had +a right to. It was true that he had no memories of anything greatly +different. In any time that he could accurately remember, there had never +been quite enough to eat, one had never had socks or underclothes that +were not full of holes, furniture had always been battered and rickety, +rooms underheated, tube trains crowded, houses falling to pieces, +bread dark-coloured, tea a rarity, coffee filthy-tasting, cigarettes +insufficient--nothing cheap and plentiful except synthetic gin. And though, +of course, it grew worse as one's body aged, was it not a sign that this +was NOT the natural order of things, if one's heart sickened at the +discomfort and dirt and scarcity, the interminable winters, the stickiness +of one's socks, the lifts that never worked, the cold water, the gritty +soap, the cigarettes that came to pieces, the food with its strange evil +tastes? Why should one feel it to be intolerable unless one had some kind +of ancestral memory that things had once been different? + +He looked round the canteen again. Nearly everyone was ugly, and would +still have been ugly even if dressed otherwise than in the uniform blue +overalls. On the far side of the room, sitting at a table alone, a small, +curiously beetle-like man was drinking a cup of coffee, his little eyes +darting suspicious glances from side to side. How easy it was, thought +Winston, if you did not look about you, to believe that the physical type +set up by the Party as an ideal--tall muscular youths and deep-bosomed +maidens, blond-haired, vital, sunburnt, carefree--existed and even +predominated. Actually, so far as he could judge, the majority of people +in Airstrip One were small, dark, and ill-favoured. It was curious how that +beetle-like type proliferated in the Ministries: little dumpy men, growing +stout very early in life, with short legs, swift scuttling movements, and +fat inscrutable faces with very small eyes. It was the type that seemed to +flourish best under the dominion of the Party. + +The announcement from the Ministry of Plenty ended on another trumpet call +and gave way to tinny music. Parsons, stirred to vague enthusiasm by the +bombardment of figures, took his pipe out of his mouth. + +'The Ministry of Plenty's certainly done a good job this year,' he said +with a knowing shake of his head. 'By the way, Smith old boy, I suppose +you haven't got any razor blades you can let me have?' + +'Not one,' said Winston. 'I've been using the same blade for six weeks +myself.' + +'Ah, well--just thought I'd ask you, old boy.' + +'Sorry,' said Winston. + +The quacking voice from the next table, temporarily silenced during the +Ministry's announcement, had started up again, as loud as ever. For some +reason Winston suddenly found himself thinking of Mrs Parsons, with her +wispy hair and the dust in the creases of her face. Within two years those +children would be denouncing her to the Thought Police. Mrs Parsons would +be vaporized. Syme would be vaporized. Winston would be vaporized. O'Brien +would be vaporized. Parsons, on the other hand, would never be vaporized. +The eyeless creature with the quacking voice would never be vaporized. +The little beetle-like men who scuttle so nimbly through the labyrinthine +corridors of Ministries they, too, would never be vaporized. And the girl +with dark hair, the girl from the Fiction Department--she would never be +vaporized either. It seemed to him that he knew instinctively who would +survive and who would perish: though just what it was that made for +survival, it was not easy to say. + +At this moment he was dragged out of his reverie with a violent jerk. The +girl at the next table had turned partly round and was looking at him. It +was the girl with dark hair. She was looking at him in a sidelong way, but +with curious intensity. The instant she caught his eye she looked away +again. + +The sweat started out on Winston's backbone. A horrible pang of terror +went through him. It was gone almost at once, but it left a sort of nagging +uneasiness behind. Why was she watching him? Why did she keep following him +about? Unfortunately he could not remember whether she had already been at +the table when he arrived, or had come there afterwards. But yesterday, at +any rate, during the Two Minutes Hate, she had sat immediately behind him +when there was no apparent need to do so. Quite likely her real object had +been to listen to him and make sure whether he was shouting loudly enough. + +His earlier thought returned to him: probably she was not actually a member +of the Thought Police, but then it was precisely the amateur spy who was +the greatest danger of all. He did not know how long she had been looking +at him, but perhaps for as much as five minutes, and it was possible +that his features had not been perfectly under control. It was terribly +dangerous to let your thoughts wander when you were in any public place +or within range of a telescreen. The smallest thing could give you away. +A nervous tic, an unconscious look of anxiety, a habit of muttering to +yourself--anything that carried with it the suggestion of abnormality, of +having something to hide. In any case, to wear an improper expression on +your face (to look incredulous when a victory was announced, for example) +was itself a punishable offence. There was even a word for it in Newspeak: +FACECRIME, it was called. + +The girl had turned her back on him again. Perhaps after all she was not +really following him about, perhaps it was coincidence that she had sat so +close to him two days running. His cigarette had gone out, and he laid it +carefully on the edge of the table. He would finish smoking it after work, +if he could keep the tobacco in it. Quite likely the person at the next +table was a spy of the Thought Police, and quite likely he would be in the +cellars of the Ministry of Love within three days, but a cigarette end +must not be wasted. Syme had folded up his strip of paper and stowed it +away in his pocket. Parsons had begun talking again. + +'Did I ever tell you, old boy,' he said, chuckling round the stem of his +pipe, 'about the time when those two nippers of mine set fire to the old +market-woman's skirt because they saw her wrapping up sausages in a poster +of B.B.? Sneaked up behind her and set fire to it with a box of matches. +Burned her quite badly, I believe. Little beggars, eh? But keen as mustard! +That's a first-rate training they give them in the Spies nowadays--better +than in my day, even. What d'you think's the latest thing they've served +them out with? Ear trumpets for listening through keyholes! My little +girl brought one home the other night--tried it out on our sitting-room +door, and reckoned she could hear twice as much as with her ear to the +hole. Of course it's only a toy, mind you. Still, gives 'em the right +idea, eh?' + +At this moment the telescreen let out a piercing whistle. It was the +signal to return to work. All three men sprang to their feet to join in +the struggle round the lifts, and the remaining tobacco fell out of +Winston's cigarette. + + + + +Chapter 6 + + + +Winston was writing in his diary: + + + It was three years ago. It was on a dark evening, in a narrow +side-street near one of the big railway stations. She was standing near a +doorway in the wall, under a street lamp that hardly gave any light. She +had a young face, painted very thick. It was really the paint that appealed +to me, the whiteness of it, like a mask, and the bright red lips. Party +women never paint their faces. There was nobody else in the street, and no +telescreens. She said two dollars. I---- + + +For the moment it was too difficult to go on. He shut his eyes and pressed +his fingers against them, trying to squeeze out the vision that kept +recurring. He had an almost overwhelming temptation to shout a string of +filthy words at the top of his voice. Or to bang his head against the wall, +to kick over the table, and hurl the inkpot through the window--to do any +violent or noisy or painful thing that might black out the memory that was +tormenting him. + +Your worst enemy, he reflected, was your own nervous system. At any moment +the tension inside you was liable to translate itself into some visible +symptom. He thought of a man whom he had passed in the street a few weeks +back; a quite ordinary-looking man, a Party member, aged thirty-five to +forty, tallish and thin, carrying a brief-case. They were a few metres +apart when the left side of the man's face was suddenly contorted by a sort +of spasm. It happened again just as they were passing one another: it was +only a twitch, a quiver, rapid as the clicking of a camera shutter, but +obviously habitual. He remembered thinking at the time: That poor devil is +done for. And what was frightening was that the action was quite possibly +unconscious. The most deadly danger of all was talking in your sleep. There +was no way of guarding against that, so far as he could see. + +He drew his breath and went on writing: + + + I went with her through the doorway and across a backyard into a +basement kitchen. There was a bed against the wall, and a lamp on the +table, turned down very low. She---- + + +His teeth were set on edge. He would have liked to spit. Simultaneously +with the woman in the basement kitchen he thought of Katharine, his wife. +Winston was married--had been married, at any rate: probably he still was +married, so far as he knew his wife was not dead. He seemed to breathe +again the warm stuffy odour of the basement kitchen, an odour compounded +of bugs and dirty clothes and villainous cheap scent, but nevertheless +alluring, because no woman of the Party ever used scent, or could be +imagined as doing so. Only the proles used scent. In his mind the smell +of it was inextricably mixed up with fornication. + +When he had gone with that woman it had been his first lapse in two years +or thereabouts. Consorting with prostitutes was forbidden, of course, but +it was one of those rules that you could occasionally nerve yourself to +break. It was dangerous, but it was not a life-and-death matter. To be +caught with a prostitute might mean five years in a forced-labour camp: +not more, if you had committed no other offence. And it was easy enough, +provided that you could avoid being caught in the act. The poorer quarters +swarmed with women who were ready to sell themselves. Some could even be +purchased for a bottle of gin, which the proles were not supposed to drink. +Tacitly the Party was even inclined to encourage prostitution, as an outlet +for instincts which could not be altogether suppressed. Mere debauchery +did not matter very much, so long as it was furtive and joyless and only +involved the women of a submerged and despised class. The unforgivable +crime was promiscuity between Party members. But--though this was one +of the crimes that the accused in the great purges invariably confessed +to--it was difficult to imagine any such thing actually happening. + +The aim of the Party was not merely to prevent men and women from forming +loyalties which it might not be able to control. Its real, undeclared +purpose was to remove all pleasure from the sexual act. Not love so much +as eroticism was the enemy, inside marriage as well as outside it. All +marriages between Party members had to be approved by a committee +appointed for the purpose, and--though the principle was never clearly +stated--permission was always refused if the couple concerned gave +the impression of being physically attracted to one another. The only +recognized purpose of marriage was to beget children for the service of +the Party. Sexual intercourse was to be looked on as a slightly disgusting +minor operation, like having an enema. This again was never put into plain +words, but in an indirect way it was rubbed into every Party member from +childhood onwards. There were even organizations such as the Junior +Anti-Sex League, which advocated complete celibacy for both sexes. All +children were to be begotten by artificial insemination (ARTSEM, it was +called in Newspeak) and brought up in public institutions. This, Winston +was aware, was not meant altogether seriously, but somehow it fitted in +with the general ideology of the Party. The Party was trying to kill the +sex instinct, or, if it could not be killed, then to distort it and dirty +it. He did not know why this was so, but it seemed natural that it should +be so. And as far as the women were concerned, the Party's efforts were +largely successful. + +He thought again of Katharine. It must be nine, ten--nearly eleven years +since they had parted. It was curious how seldom he thought of her. For +days at a time he was capable of forgetting that he had ever been married. +They had only been together for about fifteen months. The Party did not +permit divorce, but it rather encouraged separation in cases where there +were no children. + +Katharine was a tall, fair-haired girl, very straight, with splendid +movements. She had a bold, aquiline face, a face that one might have called +noble until one discovered that there was as nearly as possible nothing +behind it. Very early in her married life he had decided--though perhaps +it was only that he knew her more intimately than he knew most people--that +she had without exception the most stupid, vulgar, empty mind that he had +ever encountered. She had not a thought in her head that was not a slogan, +and there was no imbecility, absolutely none that she was not capable of +swallowing if the Party handed it out to her. 'The human sound-track' he +nicknamed her in his own mind. Yet he could have endured living with her +if it had not been for just one thing--sex. + +As soon as he touched her she seemed to wince and stiffen. To embrace her +was like embracing a jointed wooden image. And what was strange was that +even when she was clasping him against her he had the feeling that she +was simultaneously pushing him away with all her strength. The rigidity +of her muscles managed to convey that impression. She would lie there +with shut eyes, neither resisting nor co-operating but SUBMITTING. It was +extraordinarily embarrassing, and, after a while, horrible. But even then +he could have borne living with her if it had been agreed that they should +remain celibate. But curiously enough it was Katharine who refused this. +They must, she said, produce a child if they could. So the performance +continued to happen, once a week quite regularly, whenever it was not +impossible. She even used to remind him of it in the morning, as something +which had to be done that evening and which must not be forgotten. She had +two names for it. One was 'making a baby', and the other was 'our duty to +the Party' (yes, she had actually used that phrase). Quite soon he grew to +have a feeling of positive dread when the appointed day came round. But +luckily no child appeared, and in the end she agreed to give up trying, +and soon afterwards they parted. + +Winston sighed inaudibly. He picked up his pen again and +wrote: + + + She threw herself down on the bed, and at once, without any kind of +preliminary in the most coarse, horrible way you can imagine, pulled up +her skirt. I---- + + +He saw himself standing there in the dim lamplight, with the smell of bugs +and cheap scent in his nostrils, and in his heart a feeling of defeat and +resentment which even at that moment was mixed up with the thought of +Katharine's white body, frozen for ever by the hypnotic power of the Party. +Why did it always have to be like this? Why could he not have a woman of +his own instead of these filthy scuffles at intervals of years? But a real +love affair was an almost unthinkable event. The women of the Party were +all alike. Chastity was as deep ingrained in them as Party loyalty. By +careful early conditioning, by games and cold water, by the rubbish that +was dinned into them at school and in the Spies and the Youth League, by +lectures, parades, songs, slogans, and martial music, the natural feeling +had been driven out of them. His reason told him that there must be +exceptions, but his heart did not believe it. They were all impregnable, +as the Party intended that they should be. And what he wanted, more even +than to be loved, was to break down that wall of virtue, even if it were +only once in his whole life. The sexual act, successfully performed, was +rebellion. Desire was thoughtcrime. Even to have awakened Katharine, if he +could have achieved it, would have been like a seduction, although she was +his wife. + +But the rest of the story had got to be written down. He wrote: + + + I turned up the lamp. When I saw her in the light---- + + +After the darkness the feeble light of the paraffin lamp had seemed very +bright. For the first time he could see the woman properly. He had taken a +step towards her and then halted, full of lust and terror. He was painfully +conscious of the risk he had taken in coming here. It was perfectly +possible that the patrols would catch him on the way out: for that matter +they might be waiting outside the door at this moment. If he went away +without even doing what he had come here to do----! + +It had got to be written down, it had got to be confessed. What he had +suddenly seen in the lamplight was that the woman was OLD. The paint was +plastered so thick on her face that it looked as though it might crack +like a cardboard mask. There were streaks of white in her hair; but the +truly dreadful detail was that her mouth had fallen a little open, +revealing nothing except a cavernous blackness. She had no teeth at all. + +He wrote hurriedly, in scrabbling handwriting: + + + When I saw her in the light she was quite an old woman, fifty years old +at least. But I went ahead and did it just the same. + + +He pressed his fingers against his eyelids again. He had written it down +at last, but it made no difference. The therapy had not worked. The urge +to shout filthy words at the top of his voice was as strong as ever. + + + + +Chapter 7 + + + +'If there is hope,' wrote Winston, 'it lies in the proles.' + +If there was hope, it MUST lie in the proles, because only there in those +swarming disregarded masses, 85 per cent of the population of Oceania, +could the force to destroy the Party ever be generated. The Party could +not be overthrown from within. Its enemies, if it had any enemies, had +no way of coming together or even of identifying one another. Even if +the legendary Brotherhood existed, as just possibly it might, it was +inconceivable that its members could ever assemble in larger numbers than +twos and threes. Rebellion meant a look in the eyes, an inflexion of the +voice, at the most, an occasional whispered word. But the proles, if only +they could somehow become conscious of their own strength. would have no +need to conspire. They needed only to rise up and shake themselves like +a horse shaking off flies. If they chose they could blow the Party to +pieces tomorrow morning. Surely sooner or later it must occur to them to +do it? And yet----! + +He remembered how once he had been walking down a crowded street when a +tremendous shout of hundreds of voices women's voices--had burst from a +side-street a little way ahead. It was a great formidable cry of anger +and despair, a deep, loud 'Oh-o-o-o-oh!' that went humming on like the +reverberation of a bell. His heart had leapt. It's started! he had thought. +A riot! The proles are breaking loose at last! When he had reached the spot +it was to see a mob of two or three hundred women crowding round the stalls +of a street market, with faces as tragic as though they had been the doomed +passengers on a sinking ship. But at this moment the general despair broke +down into a multitude of individual quarrels. It appeared that one of the +stalls had been selling tin saucepans. They were wretched, flimsy things, +but cooking-pots of any kind were always difficult to get. Now the supply +had unexpectedly given out. The successful women, bumped and jostled by +the rest, were trying to make off with their saucepans while dozens of +others clamoured round the stall, accusing the stall-keeper of favouritism +and of having more saucepans somewhere in reserve. There was a fresh +outburst of yells. Two bloated women, one of them with her hair coming +down, had got hold of the same saucepan and were trying to tear it out of +one another's hands. For a moment they were both tugging, and then the +handle came off. Winston watched them disgustedly. And yet, just for a +moment, what almost frightening power had sounded in that cry from only +a few hundred throats! Why was it that they could never shout like that +about anything that mattered? + +He wrote: + + + Until they become conscious they will never rebel, and until after they +have rebelled they cannot become conscious. + + +That, he reflected, might almost have been a transcription from one of the +Party textbooks. The Party claimed, of course, to have liberated the proles +from bondage. Before the Revolution they had been hideously oppressed by +the capitalists, they had been starved and flogged, women had been forced +to work in the coal mines (women still did work in the coal mines, as a +matter of fact), children had been sold into the factories at the age +of six. But simultaneously, true to the Principles of doublethink, the +Party taught that the proles were natural inferiors who must be kept in +subjection, like animals, by the application of a few simple rules. In +reality very little was known about the proles. It was not necessary to +know much. So long as they continued to work and breed, their other +activities were without importance. Left to themselves, like cattle turned +loose upon the plains of Argentina, they had reverted to a style of life +that appeared to be natural to them, a sort of ancestral pattern. They were +born, they grew up in the gutters, they went to work at twelve, they passed +through a brief blossoming-period of beauty and sexual desire, they married +at twenty, they were middle-aged at thirty, they died, for the most part, +at sixty. Heavy physical work, the care of home and children, petty +quarrels with neighbours, films, football, beer, and above all, gambling, +filled up the horizon of their minds. To keep them in control was not +difficult. A few agents of the Thought Police moved always among them, +spreading false rumours and marking down and eliminating the few +individuals who were judged capable of becoming dangerous; but no attempt +was made to indoctrinate them with the ideology of the Party. It was not +desirable that the proles should have strong political feelings. All that +was required of them was a primitive patriotism which could be appealed to +whenever it was necessary to make them accept longer working-hours or +shorter rations. And even when they became discontented, as they sometimes +did, their discontent led nowhere, because being without general ideas, +they could only focus it on petty specific grievances. The larger evils +invariably escaped their notice. The great majority of proles did not even +have telescreens in their homes. Even the civil police interfered with them +very little. There was a vast amount of criminality in London, a whole +world-within-a-world of thieves, bandits, prostitutes, drug-peddlers, and +racketeers of every description; but since it all happened among the proles +themselves, it was of no importance. In all questions of morals they were +allowed to follow their ancestral code. The sexual puritanism of the +Party was not imposed upon them. Promiscuity went unpunished, divorce +was permitted. For that matter, even religious worship would have been +permitted if the proles had shown any sign of needing or wanting it. +They were beneath suspicion. As the Party slogan put it: 'Proles and +animals are free.' + +Winston reached down and cautiously scratched his varicose ulcer. It +had begun itching again. The thing you invariably came back to was the +impossibility of knowing what life before the Revolution had really been +like. He took out of the drawer a copy of a children's history textbook +which he had borrowed from Mrs Parsons, and began copying a passage into +the diary: + + + In the old days (it ran), before the glorious Revolution, London was +not the beautiful city that we know today. It was a dark, dirty, miserable +place where hardly anybody had enough to eat and where hundreds and +thousands of poor people had no boots on their feet and not even a roof to +sleep under. Children no older than you had to work twelve hours a day for +cruel masters who flogged them with whips if they worked too slowly and +fed them on nothing but stale breadcrusts and water. But in among all +this terrible poverty there were just a few great big beautiful houses +that were lived in by rich men who had as many as thirty servants to look +after them. These rich men were called capitalists. They were fat, ugly +men with wicked faces, like the one in the picture on the opposite page. +You can see that he is dressed in a long black coat which was called a +frock coat, and a queer, shiny hat shaped like a stovepipe, which was +called a top hat. This was the uniform of the capitalists, and no one else +was allowed to wear it. The capitalists owned everything in the world, and +everyone else was their slave. They owned all the land, all the houses, +all the factories, and all the money. If anyone disobeyed them they could +throw them into prison, or they could take his job away and starve him to +death. When any ordinary person spoke to a capitalist he had to cringe and +bow to him, and take off his cap and address him as 'Sir'. The chief of +all the capitalists was called the King, and---- + + +But he knew the rest of the catalogue. There would be mention of the +bishops in their lawn sleeves, the judges in their ermine robes, the +pillory, the stocks, the treadmill, the cat-o'-nine tails, the Lord Mayor's +Banquet, and the practice of kissing the Pope's toe. There was also +something called the JUS PRIMAE NOCTIS, which would probably not be +mentioned in a textbook for children. It was the law by which every +capitalist had the right to sleep with any woman working in one of his +factories. + +How could you tell how much of it was lies? It MIGHT be true that the +average human being was better off now than he had been before the +Revolution. The only evidence to the contrary was the mute protest in your +own bones, the instinctive feeling that the conditions you lived in were +intolerable and that at some other time they must have been different. It +struck him that the truly characteristic thing about modern life was not +its cruelty and insecurity, but simply its bareness, its dinginess, its +listlessness. Life, if you looked about you, bore no resemblance not only +to the lies that streamed out of the telescreens, but even to the ideals +that the Party was trying to achieve. Great areas of it, even for a Party +member, were neutral and non-political, a matter of slogging through dreary +jobs, fighting for a place on the Tube, darning a worn-out sock, cadging +a saccharine tablet, saving a cigarette end. The ideal set up by the +Party was something huge, terrible, and glittering--a world of steel +and concrete, of monstrous machines and terrifying weapons--a nation of +warriors and fanatics, marching forward in perfect unity, all thinking the +same thoughts and shouting the same slogans, perpetually working, fighting, +triumphing, persecuting--three hundred million people all with the same +face. The reality was decaying, dingy cities where underfed people shuffled +to and fro in leaky shoes, in patched-up nineteenth-century houses that +smelt always of cabbage and bad lavatories. He seemed to see a vision of +London, vast and ruinous, city of a million dustbins, and mixed up with it +was a picture of Mrs Parsons, a woman with lined face and wispy hair, +fiddling helplessly with a blocked waste-pipe. + +He reached down and scratched his ankle again. Day and night the +telescreens bruised your ears with statistics proving that people today +had more food, more clothes, better houses, better recreations--that they +lived longer, worked shorter hours, were bigger, healthier, stronger, +happier, more intelligent, better educated, than the people of fifty years +ago. Not a word of it could ever be proved or disproved. The Party claimed, +for example, that today 40 per cent of adult proles were literate: before +the Revolution, it was said, the number had only been 15 per cent. The +Party claimed that the infant mortality rate was now only 160 per +thousand, whereas before the Revolution it had been 300--and so it went +on. It was like a single equation with two unknowns. It might very well be +that literally every word in the history books, even the things that one +accepted without question, was pure fantasy. For all he knew there might +never have been any such law as the JUS PRIMAE NOCTIS, or any such creature +as a capitalist, or any such garment as a top hat. + +Everything faded into mist. The past was erased, the erasure was forgotten, +the lie became truth. Just once in his life he had possessed--AFTER the +event: that was what counted--concrete, unmistakable evidence of an act of +falsification. He had held it between his fingers for as long as thirty +seconds. In 1973, it must have been--at any rate, it was at about the time +when he and Katharine had parted. But the really relevant date was seven +or eight years earlier. + +The story really began in the middle sixties, the period of the great +purges in which the original leaders of the Revolution were wiped out +once and for all. By 1970 none of them was left, except Big Brother +himself. All the rest had by that time been exposed as traitors and +counter-revolutionaries. Goldstein had fled and was hiding no one knew +where, and of the others, a few had simply disappeared, while the majority +had been executed after spectacular public trials at which they made +confession of their crimes. Among the last survivors were three men named +Jones, Aaronson, and Rutherford. It must have been in 1965 that these three +had been arrested. As often happened, they had vanished for a year or more, +so that one did not know whether they were alive or dead, and then had +suddenly been brought forth to incriminate themselves in the usual way. +They had confessed to intelligence with the enemy (at that date, too, the +enemy was Eurasia), embezzlement of public funds, the murder of various +trusted Party members, intrigues against the leadership of Big Brother +which had started long before the Revolution happened, and acts of sabotage +causing the death of hundreds of thousands of people. After confessing to +these things they had been pardoned, reinstated in the Party, and given +posts which were in fact sinecures but which sounded important. All three +had written long, abject articles in 'The Times', analysing the reasons +for their defection and promising to make amends. + +Some time after their release Winston had actually seen all three of them +in the Chestnut Tree Cafe. He remembered the sort of terrified fascination +with which he had watched them out of the corner of his eye. They were men +far older than himself, relics of the ancient world, almost the last great +figures left over from the heroic days of the Party. The glamour of the +underground struggle and the civil war still faintly clung to them. He had +the feeling, though already at that time facts and dates were growing +blurry, that he had known their names years earlier than he had known that +of Big Brother. But also they were outlaws, enemies, untouchables, doomed +with absolute certainty to extinction within a year or two. No one who had +once fallen into the hands of the Thought Police ever escaped in the end. +They were corpses waiting to be sent back to the grave. + +There was no one at any of the tables nearest to them. It was not wise +even to be seen in the neighbourhood of such people. They were sitting +in silence before glasses of the gin flavoured with cloves which was the +speciality of the cafe. Of the three, it was Rutherford whose appearance +had most impressed Winston. Rutherford had once been a famous caricaturist, +whose brutal cartoons had helped to inflame popular opinion before and +during the Revolution. Even now, at long intervals, his cartoons were +appearing in The Times. They were simply an imitation of his earlier +manner, and curiously lifeless and unconvincing. Always they were a +rehashing of the ancient themes--slum tenements, starving children, street +battles, capitalists in top hats--even on the barricades the capitalists +still seemed to cling to their top hats an endless, hopeless effort to +get back into the past. He was a monstrous man, with a mane of greasy +grey hair, his face pouched and seamed, with thick negroid lips. At one +time he must have been immensely strong; now his great body was sagging, +sloping, bulging, falling away in every direction. He seemed to be breaking +up before one's eyes, like a mountain crumbling. + +It was the lonely hour of fifteen. Winston could not now remember how he +had come to be in the cafe at such a time. The place was almost empty. A +tinny music was trickling from the telescreens. The three men sat in their +corner almost motionless, never speaking. Uncommanded, the waiter brought +fresh glasses of gin. There was a chessboard on the table beside them, with +the pieces set out but no game started. And then, for perhaps half a minute +in all, something happened to the telescreens. The tune that they were +playing changed, and the tone of the music changed too. There came into +it--but it was something hard to describe. It was a peculiar, cracked, +braying, jeering note: in his mind Winston called it a yellow note. And +then a voice from the telescreen was singing: + + + Under the spreading chestnut tree + I sold you and you sold me: + There lie they, and here lie we + Under the spreading chestnut tree. + + +The three men never stirred. But when Winston glanced again at Rutherford's +ruinous face, he saw that his eyes were full of tears. And for the first +time he noticed, with a kind of inward shudder, and yet not knowing +AT WHAT he shuddered, that both Aaronson and Rutherford had broken noses. + +A little later all three were re-arrested. It appeared that they had +engaged in fresh conspiracies from the very moment of their release. At +their second trial they confessed to all their old crimes over again, with +a whole string of new ones. They were executed, and their fate was recorded +in the Party histories, a warning to posterity. About five years after +this, in 1973, Winston was unrolling a wad of documents which had just +flopped out of the pneumatic tube on to his desk when he came on a fragment +of paper which had evidently been slipped in among the others and then +forgotten. The instant he had flattened it out he saw its significance. +It was a half-page torn out of 'The Times' of about ten years earlier--the +top half of the page, so that it included the date--and it contained a +photograph of the delegates at some Party function in New York. Prominent +in the middle of the group were Jones, Aaronson, and Rutherford. There was +no mistaking them, in any case their names were in the caption at the +bottom. + +The point was that at both trials all three men had confessed that on that +date they had been on Eurasian soil. They had flown from a secret airfield +in Canada to a rendezvous somewhere in Siberia, and had conferred with +members of the Eurasian General Staff, to whom they had betrayed important +military secrets. The date had stuck in Winston's memory because it chanced +to be midsummer day; but the whole story must be on record in countless +other places as well. There was only one possible conclusion: the +confessions were lies. + +Of course, this was not in itself a discovery. Even at that time Winston +had not imagined that the people who were wiped out in the purges had +actually committed the crimes that they were accused of. But this was +concrete evidence; it was a fragment of the abolished past, like a fossil +bone which turns up in the wrong stratum and destroys a geological theory. +It was enough to blow the Party to atoms, if in some way it could have +been published to the world and its significance made known. + +He had gone straight on working. As soon as he saw what the photograph +was, and what it meant, he had covered it up with another sheet of paper. +Luckily, when he unrolled it, it had been upside-down from the point of +view of the telescreen. + +He took his scribbling pad on his knee and pushed back his chair so as +to get as far away from the telescreen as possible. To keep your face +expressionless was not difficult, and even your breathing could be +controlled, with an effort: but you could not control the beating of your +heart, and the telescreen was quite delicate enough to pick it up. He let +what he judged to be ten minutes go by, tormented all the while by the +fear that some accident--a sudden draught blowing across his desk, for +instance--would betray him. Then, without uncovering it again, he dropped +the photograph into the memory hole, along with some other waste papers. +Within another minute, perhaps, it would have crumbled into ashes. + +That was ten--eleven years ago. Today, probably, he would have kept that +photograph. It was curious that the fact of having held it in his fingers +seemed to him to make a difference even now, when the photograph itself, +as well as the event it recorded, was only memory. Was the Party's hold +upon the past less strong, he wondered, because a piece of evidence which +existed no longer HAD ONCE existed? + +But today, supposing that it could be somehow resurrected from its ashes, +the photograph might not even be evidence. Already, at the time when he +made his discovery, Oceania was no longer at war with Eurasia, and it must +have been to the agents of Eastasia that the three dead men had betrayed +their country. Since then there had been other changes--two, three, +he could not remember how many. Very likely the confessions had been +rewritten and rewritten until the original facts and dates no longer +had the smallest significance. The past not only changed, but changed +continuously. What most afflicted him with the sense of nightmare was that +he had never clearly understood why the huge imposture was undertaken. +The immediate advantages of falsifying the past were obvious, but the +ultimate motive was mysterious. He took up his pen again and wrote: + + + I understand HOW: I do not understand WHY. + + +He wondered, as he had many times wondered before, whether he himself was +a lunatic. Perhaps a lunatic was simply a minority of one. At one time it +had been a sign of madness to believe that the earth goes round the sun; +today, to believe that the past is unalterable. He might be ALONE in +holding that belief, and if alone, then a lunatic. But the thought of being +a lunatic did not greatly trouble him: the horror was that he might also +be wrong. + +He picked up the children's history book and looked at the portrait of +Big Brother which formed its frontispiece. The hypnotic eyes gazed into +his own. It was as though some huge force were pressing down upon +you--something that penetrated inside your skull, battering against your +brain, frightening you out of your beliefs, persuading you, almost, to +deny the evidence of your senses. In the end the Party would announce that +two and two made five, and you would have to believe it. It was inevitable +that they should make that claim sooner or later: the logic of their +position demanded it. Not merely the validity of experience, but the very +existence of external reality, was tacitly denied by their philosophy. The +heresy of heresies was common sense. And what was terrifying was not that +they would kill you for thinking otherwise, but that they might be right. +For, after all, how do we know that two and two make four? Or that the +force of gravity works? Or that the past is unchangeable? If both the past +and the external world exist only in the mind, and if the mind itself is +controllable what then? + +But no! His courage seemed suddenly to stiffen of its own accord. The face +of O'Brien, not called up by any obvious association, had floated into his +mind. He knew, with more certainty than before, that O'Brien was on his +side. He was writing the diary for O'Brien--TO O'Brien: it was like an +interminable letter which no one would ever read, but which was addressed +to a particular person and took its colour from that fact. + +The Party told you to reject the evidence of your eyes and ears. It was +their final, most essential command. His heart sank as he thought of +the enormous power arrayed against him, the ease with which any Party +intellectual would overthrow him in debate, the subtle arguments which he +would not be able to understand, much less answer. And yet he was in the +right! They were wrong and he was right. The obvious, the silly, and the +true had got to be defended. Truisms are true, hold on to that! The solid +world exists, its laws do not change. Stones are hard, water is wet, +objects unsupported fall towards the earth's centre. With the feeling that +he was speaking to O'Brien, and also that he was setting forth an important +axiom, he wrote: + + + Freedom is the freedom to say that two plus two make four. If that is +granted, all else follows. + + + + +Chapter 8 + + + +From somewhere at the bottom of a passage the smell of roasting +coffee--real coffee, not Victory Coffee--came floating out into the street. +Winston paused involuntarily. For perhaps two seconds he was back in the +half-forgotten world of his childhood. Then a door banged, seeming to cut +off the smell as abruptly as though it had been a sound. + +He had walked several kilometres over pavements, and his varicose ulcer +was throbbing. This was the second time in three weeks that he had missed +an evening at the Community Centre: a rash act, since you could be certain +that the number of your attendances at the Centre was carefully checked. +In principle a Party member had no spare time, and was never alone except +in bed. It was assumed that when he was not working, eating, or sleeping +he would be taking part in some kind of communal recreation: to do anything +that suggested a taste for solitude, even to go for a walk by yourself, +was always slightly dangerous. There was a word for it in Newspeak: +OWNLIFE, it was called, meaning individualism and eccentricity. But this +evening as he came out of the Ministry the balminess of the April air had +tempted him. The sky was a warmer blue than he had seen it that year, and +suddenly the long, noisy evening at the Centre, the boring, exhausting +games, the lectures, the creaking camaraderie oiled by gin, had seemed +intolerable. On impulse he had turned away from the bus-stop and wandered +off into the labyrinth of London, first south, then east, then north again, +losing himself among unknown streets and hardly bothering in which +direction he was going. + +'If there is hope,' he had written in the diary, 'it lies in the proles.' +The words kept coming back to him, statement of a mystical truth and a +palpable absurdity. He was somewhere in the vague, brown-coloured slums +to the north and east of what had once been Saint Pancras Station. He was +walking up a cobbled street of little two-storey houses with battered +doorways which gave straight on the pavement and which were somehow +curiously suggestive of ratholes. There were puddles of filthy water here +and there among the cobbles. In and out of the dark doorways, and down +narrow alley-ways that branched off on either side, people swarmed in +astonishing numbers--girls in full bloom, with crudely lipsticked mouths, +and youths who chased the girls, and swollen waddling women who showed you +what the girls would be like in ten years' time, and old bent creatures +shuffling along on splayed feet, and ragged barefooted children who played +in the puddles and then scattered at angry yells from their mothers. +Perhaps a quarter of the windows in the street were broken and boarded up. +Most of the people paid no attention to Winston; a few eyed him with a +sort of guarded curiosity. Two monstrous women with brick-red forearms +folded across their aprons were talking outside a doorway. Winston caught +scraps of conversation as he approached. + +'"Yes," I says to 'er, "that's all very well," I says. "But if you'd of +been in my place you'd of done the same as what I done. It's easy to +criticize," I says, "but you ain't got the same problems as what I got."' + +'Ah,' said the other, 'that's jest it. That's jest where it is.' + +The strident voices stopped abruptly. The women studied him in hostile +silence as he went past. But it was not hostility, exactly; merely a kind +of wariness, a momentary stiffening, as at the passing of some unfamiliar +animal. The blue overalls of the Party could not be a common sight in a +street like this. Indeed, it was unwise to be seen in such places, unless +you had definite business there. The patrols might stop you if you happened +to run into them. 'May I see your papers, comrade? What are you doing here? +What time did you leave work? Is this your usual way home?'--and so on and +so forth. Not that there was any rule against walking home by an unusual +route: but it was enough to draw attention to you if the Thought Police +heard about it. + +Suddenly the whole street was in commotion. There were yells of warning +from all sides. People were shooting into the doorways like rabbits. A +young woman leapt out of a doorway a little ahead of Winston, grabbed up a +tiny child playing in a puddle, whipped her apron round it, and leapt back +again, all in one movement. At the same instant a man in a concertina-like +black suit, who had emerged from a side alley, ran towards Winston, +pointing excitedly to the sky. + +'Steamer!' he yelled. 'Look out, guv'nor! Bang over'ead! Lay down quick!' + +'Steamer' was a nickname which, for some reason, the proles applied to +rocket bombs. Winston promptly flung himself on his face. The proles were +nearly always right when they gave you a warning of this kind. They seemed +to possess some kind of instinct which told them several seconds in advance +when a rocket was coming, although the rockets supposedly travelled faster +than sound. Winston clasped his forearms above his head. There was a roar +that seemed to make the pavement heave; a shower of light objects pattered +on to his back. When he stood up he found that he was covered with +fragments of glass from the nearest window. + +He walked on. The bomb had demolished a group of houses 200 metres up the +street. A black plume of smoke hung in the sky, and below it a cloud of +plaster dust in which a crowd was already forming around the ruins. There +was a little pile of plaster lying on the pavement ahead of him, and in +the middle of it he could see a bright red streak. When he got up to it he +saw that it was a human hand severed at the wrist. Apart from the bloody +stump, the hand was so completely whitened as to resemble a plaster cast. + +He kicked the thing into the gutter, and then, to avoid the crowd, turned +down a side-street to the right. Within three or four minutes he was out +of the area which the bomb had affected, and the sordid swarming life of +the streets was going on as though nothing had happened. It was nearly +twenty hours, and the drinking-shops which the proles frequented ('pubs', +they called them) were choked with customers. From their grimy swing doors, +endlessly opening and shutting, there came forth a smell of urine, sawdust, +and sour beer. In an angle formed by a projecting house-front three men +were standing very close together, the middle one of them holding a +folded-up newspaper which the other two were studying over his shoulder. +Even before he was near enough to make out the expression on their faces, +Winston could see absorption in every line of their bodies. It was +obviously some serious piece of news that they were reading. He was a few +paces away from them when suddenly the group broke up and two of the men +were in violent altercation. For a moment they seemed almost on the point +of blows. + +'Can't you bleeding well listen to what I say? I tell you no number ending +in seven ain't won for over fourteen months!' + +'Yes, it 'as, then!' + +'No, it 'as not! Back 'ome I got the 'ole lot of 'em for over two years +wrote down on a piece of paper. I takes 'em down reg'lar as the clock. An' +I tell you, no number ending in seven----' + +'Yes, a seven 'AS won! I could pretty near tell you the bleeding number. +Four oh seven, it ended in. It were in February--second week in February.' + +'February your grandmother! I got it all down in black and white. An' I +tell you, no number----' + +'Oh, pack it in!' said the third man. + +They were talking about the Lottery. Winston looked back when he had gone +thirty metres. They were still arguing, with vivid, passionate faces. +The Lottery, with its weekly pay-out of enormous prizes, was the one public +event to which the proles paid serious attention. It was probable that +there were some millions of proles for whom the Lottery was the principal +if not the only reason for remaining alive. It was their delight, their +folly, their anodyne, their intellectual stimulant. Where the Lottery was +concerned, even people who could barely read and write seemed capable of +intricate calculations and staggering feats of memory. There was a whole +tribe of men who made a living simply by selling systems, forecasts, and +lucky amulets. Winston had nothing to do with the running of the Lottery, +which was managed by the Ministry of Plenty, but he was aware (indeed +everyone in the party was aware) that the prizes were largely imaginary. +Only small sums were actually paid out, the winners of the big prizes being +non-existent persons. In the absence of any real intercommunication between +one part of Oceania and another, this was not difficult to arrange. + +But if there was hope, it lay in the proles. You had to cling on to that. +When you put it in words it sounded reasonable: it was when you looked at +the human beings passing you on the pavement that it became an act of +faith. The street into which he had turned ran downhill. He had a feeling +that he had been in this neighbourhood before, and that there was a main +thoroughfare not far away. From somewhere ahead there came a din of +shouting voices. The street took a sharp turn and then ended in a flight +of steps which led down into a sunken alley where a few stall-keepers +were selling tired-looking vegetables. At this moment Winston remembered +where he was. The alley led out into the main street, and down the next +turning, not five minutes away, was the junk-shop where he had bought the +blank book which was now his diary. And in a small stationer's shop not +far away he had bought his penholder and his bottle of ink. + +He paused for a moment at the top of the steps. On the opposite side of +the alley there was a dingy little pub whose windows appeared to be frosted +over but in reality were merely coated with dust. A very old man, bent but +active, with white moustaches that bristled forward like those of a prawn, +pushed open the swing door and went in. As Winston stood watching, it +occurred to him that the old man, who must be eighty at the least, had +already been middle-aged when the Revolution happened. He and a few others +like him were the last links that now existed with the vanished world of +capitalism. In the Party itself there were not many people left whose ideas +had been formed before the Revolution. The older generation had mostly +been wiped out in the great purges of the fifties and sixties, and the few +who survived had long ago been terrified into complete intellectual +surrender. If there was any one still alive who could give you a truthful +account of conditions in the early part of the century, it could only be a +prole. Suddenly the passage from the history book that he had copied into +his diary came back into Winston's mind, and a lunatic impulse took hold +of him. He would go into the pub, he would scrape acquaintance with that +old man and question him. He would say to him: 'Tell me about your life +when you were a boy. What was it like in those days? Were things better +than they are now, or were they worse?' + +Hurriedly, lest he should have time to become frightened, he descended the +steps and crossed the narrow street. It was madness of course. As usual, +there was no definite rule against talking to proles and frequenting their +pubs, but it was far too unusual an action to pass unnoticed. If the +patrols appeared he might plead an attack of faintness, but it was not +likely that they would believe him. He pushed open the door, and a hideous +cheesy smell of sour beer hit him in the face. As he entered the din of +voices dropped to about half its volume. Behind his back he could feel +everyone eyeing his blue overalls. A game of darts which was going on at +the other end of the room interrupted itself for perhaps as much as thirty +seconds. The old man whom he had followed was standing at the bar, having +some kind of altercation with the barman, a large, stout, hook-nosed young +man with enormous forearms. A knot of others, standing round with glasses +in their hands, were watching the scene. + +'I arst you civil enough, didn't I?' said the old man, straightening his +shoulders pugnaciously. 'You telling me you ain't got a pint mug in the +'ole bleeding boozer?' + +'And what in hell's name IS a pint?' said the barman, leaning forward with +the tips of his fingers on the counter. + +''Ark at 'im! Calls 'isself a barman and don't know what a pint is! Why, +a pint's the 'alf of a quart, and there's four quarts to the gallon. +'Ave to teach you the A, B, C next.' + +'Never heard of 'em,' said the barman shortly. 'Litre and half +litre--that's all we serve. There's the glasses on the shelf in front +of you.' + +'I likes a pint,' persisted the old man. 'You could 'a drawed me off a pint +easy enough. We didn't 'ave these bleeding litres when I was a young man.' + +'When you were a young man we were all living in the treetops,' said the +barman, with a glance at the other customers. + +There was a shout of laughter, and the uneasiness caused by Winston's entry +seemed to disappear. The old man's white-stubbled face had flushed pink. He +turned away, muttering to himself, and bumped into Winston. Winston caught +him gently by the arm. + +'May I offer you a drink?' he said. + +'You're a gent,' said the other, straightening his shoulders again. He +appeared not to have noticed Winston's blue overalls. 'Pint!' he added +aggressively to the barman. 'Pint of wallop.' + +The barman swished two half-litres of dark-brown beer into thick glasses +which he had rinsed in a bucket under the counter. Beer was the only drink +you could get in prole pubs. The proles were supposed not to drink gin, +though in practice they could get hold of it easily enough. The game of +darts was in full swing again, and the knot of men at the bar had begun +talking about lottery tickets. Winston's presence was forgotten for a +moment. There was a deal table under the window where he and the old man +could talk without fear of being overheard. It was horribly dangerous, but +at any rate there was no telescreen in the room, a point he had made sure +of as soon as he came in. + +''E could 'a drawed me off a pint,' grumbled the old man as he settled down +behind a glass. 'A 'alf litre ain't enough. It don't satisfy. And a 'ole +litre's too much. It starts my bladder running. Let alone the price.' + +'You must have seen great changes since you were a young man,' said +Winston tentatively. + +The old man's pale blue eyes moved from the darts board to the bar, and +from the bar to the door of the Gents, as though it were in the bar-room +that he expected the changes to have occurred. + +'The beer was better,' he said finally. 'And cheaper! When I was a young +man, mild beer--wallop we used to call it--was fourpence a pint. That was +before the war, of course.' + +'Which war was that?' said Winston. + +'It's all wars,' said the old man vaguely. He took up his glass, and his +shoulders straightened again. ''Ere's wishing you the very best of 'ealth!' + +In his lean throat the sharp-pointed Adam's apple made a surprisingly rapid +up-and-down movement, and the beer vanished. Winston went to the bar and +came back with two more half-litres. The old man appeared to have forgotten +his prejudice against drinking a full litre. + +'You are very much older than I am,' said Winston. 'You must have been a +grown man before I was born. You can remember what it was like in the old +days, before the Revolution. People of my age don't really know anything +about those times. We can only read about them in books, and what it says +in the books may not be true. I should like your opinion on that. The +history books say that life before the Revolution was completely different +from what it is now. There was the most terrible oppression, injustice, +poverty worse than anything we can imagine. Here in London, the great mass +of the people never had enough to eat from birth to death. Half of them +hadn't even boots on their feet. They worked twelve hours a day, they left +school at nine, they slept ten in a room. And at the same time there were +a very few people, only a few thousands--the capitalists, they were +called--who were rich and powerful. They owned everything that there was +to own. They lived in great gorgeous houses with thirty servants, they +rode about in motor-cars and four-horse carriages, they drank champagne, +they wore top hats----' + +The old man brightened suddenly. + +'Top 'ats!' he said. 'Funny you should mention 'em. The same thing come +into my 'ead only yesterday, I dono why. I was jest thinking, I ain't seen +a top 'at in years. Gorn right out, they 'ave. The last time I wore one +was at my sister-in-law's funeral. And that was--well, I couldn't give you +the date, but it must'a been fifty years ago. Of course it was only 'ired +for the occasion, you understand.' + +'It isn't very important about the top hats,' said Winston patiently. +'The point is, these capitalists--they and a few lawyers and priests and +so forth who lived on them--were the lords of the earth. Everything existed +for their benefit. You--the ordinary people, the workers--were their +slaves. They could do what they liked with you. They could ship you off to +Canada like cattle. They could sleep with your daughters if they chose. +They could order you to be flogged with something called a cat-o'-nine +tails. You had to take your cap off when you passed them. Every capitalist +went about with a gang of lackeys who----' + +The old man brightened again. + +'Lackeys!' he said. 'Now there's a word I ain't 'eard since ever so long. +Lackeys! That reg'lar takes me back, that does. I recollect--oh, donkey's +years ago--I used to sometimes go to 'Yde Park of a Sunday afternoon to +'ear the blokes making speeches. Salvation Army, Roman Catholics, Jews, +Indians--all sorts there was. And there was one bloke--well, I couldn't +give you 'is name, but a real powerful speaker 'e was. 'E didn't 'alf +give it 'em! "Lackeys!" 'e says, "lackeys of the bourgeoisie! Flunkies of +the ruling class!" Parasites--that was another of them. And 'yenas--'e +definitely called 'em 'yenas. Of course 'e was referring to the Labour +Party, you understand.' + +Winston had the feeling that they were talking at cross-purposes. + +'What I really wanted to know was this,' he said. 'Do you feel that you +have more freedom now than you had in those days? Are you treated more +like a human being? In the old days, the rich people, the people at the +top----' + +'The 'Ouse of Lords,' put in the old man reminiscently. + +'The House of Lords, if you like. What I am asking is, were these people +able to treat you as an inferior, simply because they were rich and you +were poor? Is it a fact, for instance, that you had to call them "Sir" and +take off your cap when you passed them?' + +The old man appeared to think deeply. He drank off about a quarter of his +beer before answering. + +'Yes,' he said. 'They liked you to touch your cap to 'em. It showed +respect, like. I didn't agree with it, myself, but I done it often enough. +Had to, as you might say.' + +'And was it usual--I'm only quoting what I've read in history books--was +it usual for these people and their servants to push you off the pavement +into the gutter?' + +'One of 'em pushed me once,' said the old man. 'I recollect it as if it +was yesterday. It was Boat Race night--terribly rowdy they used to get on +Boat Race night--and I bumps into a young bloke on Shaftesbury Avenue. +Quite a gent, 'e was--dress shirt, top 'at, black overcoat. 'E was kind +of zig-zagging across the pavement, and I bumps into 'im accidental-like. +'E says, "Why can't you look where you're going?" 'e says. I say, "Ju think +you've bought the bleeding pavement?" 'E says, "I'll twist your bloody 'ead +off if you get fresh with me." I says, "You're drunk. I'll give you in +charge in 'alf a minute," I says. An' if you'll believe me, 'e puts 'is +'and on my chest and gives me a shove as pretty near sent me under the +wheels of a bus. Well, I was young in them days, and I was going to 'ave +fetched 'im one, only----' + +A sense of helplessness took hold of Winston. The old man's memory was +nothing but a rubbish-heap of details. One could question him all day +without getting any real information. The party histories might still be +true, after a fashion: they might even be completely true. He made a last +attempt. + +'Perhaps I have not made myself clear,' he said. 'What I'm trying to say +is this. You have been alive a very long time; you lived half your life +before the Revolution. In 1925, for instance, you were already grown up. +Would you say from what you can remember, that life in 1925 was better +than it is now, or worse? If you could choose, would you prefer to live +then or now?' + +The old man looked meditatively at the darts board. He finished up his +beer, more slowly than before. When he spoke it was with a tolerant +philosophical air, as though the beer had mellowed him. + +'I know what you expect me to say,' he said. 'You expect me to say as I'd +sooner be young again. Most people'd say they'd sooner be young, if you +arst 'em. You got your 'ealth and strength when you're young. When you +get to my time of life you ain't never well. I suffer something wicked +from my feet, and my bladder's jest terrible. Six and seven times a night +it 'as me out of bed. On the other 'and, there's great advantages in being +a old man. You ain't got the same worries. No truck with women, and that's +a great thing. I ain't 'ad a woman for near on thirty year, if you'd +credit it. Nor wanted to, what's more.' + +Winston sat back against the window-sill. It was no use going on. He was +about to buy some more beer when the old man suddenly got up and shuffled +rapidly into the stinking urinal at the side of the room. The extra +half-litre was already working on him. Winston sat for a minute or two +gazing at his empty glass, and hardly noticed when his feet carried him out +into the street again. Within twenty years at the most, he reflected, the +huge and simple question, 'Was life better before the Revolution than it +is now?' would have ceased once and for all to be answerable. But in effect +it was unanswerable even now, since the few scattered survivors from the +ancient world were incapable of comparing one age with another. They +remembered a million useless things, a quarrel with a workmate, a hunt for +a lost bicycle pump, the expression on a long-dead sister's face, the +swirls of dust on a windy morning seventy years ago: but all the relevant +facts were outside the range of their vision. They were like the ant, +which can see small objects but not large ones. And when memory failed and +written records were falsified--when that happened, the claim of the Party +to have improved the conditions of human life had got to be accepted, +because there did not exist, and never again could exist, any standard +against which it could be tested. + +At this moment his train of thought stopped abruptly. He halted and looked +up. He was in a narrow street, with a few dark little shops, interspersed +among dwelling-houses. Immediately above his head there hung three +discoloured metal balls which looked as if they had once been gilded. He +seemed to know the place. Of course! He was standing outside the junk-shop +where he had bought the diary. + +A twinge of fear went through him. It had been a sufficiently rash act to +buy the book in the beginning, and he had sworn never to come near the +place again. And yet the instant that he allowed his thoughts to wander, +his feet had brought him back here of their own accord. It was precisely +against suicidal impulses of this kind that he had hoped to guard himself +by opening the diary. At the same time he noticed that although it was +nearly twenty-one hours the shop was still open. With the feeling that he +would be less conspicuous inside than hanging about on the pavement, he +stepped through the doorway. If questioned, he could plausibly say that +he was trying to buy razor blades. + +The proprietor had just lighted a hanging oil lamp which gave off an +unclean but friendly smell. He was a man of perhaps sixty, frail and +bowed, with a long, benevolent nose, and mild eyes distorted by thick +spectacles. His hair was almost white, but his eyebrows were bushy and +still black. His spectacles, his gentle, fussy movements, and the fact +that he was wearing an aged jacket of black velvet, gave him a vague air +of intellectuality, as though he had been some kind of literary man, or +perhaps a musician. His voice was soft, as though faded, and his accent +less debased than that of the majority of proles. + +'I recognized you on the pavement,' he said immediately. 'You're the +gentleman that bought the young lady's keepsake album. That was a beautiful +bit of paper, that was. Cream-laid, it used to be called. There's been no +paper like that made for--oh, I dare say fifty years.' He peered at Winston +over the top of his spectacles. 'Is there anything special I can do for +you? Or did you just want to look round?' + +'I was passing,' said Winston vaguely. 'I just looked in. I don't want +anything in particular.' + +'It's just as well,' said the other, 'because I don't suppose I could have +satisfied you.' He made an apologetic gesture with his softpalmed hand. +'You see how it is; an empty shop, you might say. Between you and me, the +antique trade's just about finished. No demand any longer, and no stock +either. Furniture, china, glass it's all been broken up by degrees. And +of course the metal stuff's mostly been melted down. I haven't seen a brass +candlestick in years.' + +The tiny interior of the shop was in fact uncomfortably full, but there +was almost nothing in it of the slightest value. The floorspace was very +restricted, because all round the walls were stacked innumerable dusty +picture-frames. In the window there were trays of nuts and bolts, worn-out +chisels, penknives with broken blades, tarnished watches that did not even +pretend to be in going order, and other miscellaneous rubbish. Only on a +small table in the corner was there a litter of odds and ends--lacquered +snuffboxes, agate brooches, and the like--which looked as though they might +include something interesting. As Winston wandered towards the table his +eye was caught by a round, smooth thing that gleamed softly in the +lamplight, and he picked it up. + +It was a heavy lump of glass, curved on one side, flat on the other, making +almost a hemisphere. There was a peculiar softness, as of rainwater, in +both the colour and the texture of the glass. At the heart of it, magnified +by the curved surface, there was a strange, pink, convoluted object that +recalled a rose or a sea anemone. + +'What is it?' said Winston, fascinated. + +'That's coral, that is,' said the old man. 'It must have come from the +Indian Ocean. They used to kind of embed it in the glass. That wasn't made +less than a hundred years ago. More, by the look of it.' + +'It's a beautiful thing,' said Winston. + +'It is a beautiful thing,' said the other appreciatively. 'But there's not +many that'd say so nowadays.' He coughed. 'Now, if it so happened that you +wanted to buy it, that'd cost you four dollars. I can remember when a thing +like that would have fetched eight pounds, and eight pounds was--well, I +can't work it out, but it was a lot of money. But who cares about genuine +antiques nowadays--even the few that's left?' + +Winston immediately paid over the four dollars and slid the coveted thing +into his pocket. What appealed to him about it was not so much its beauty +as the air it seemed to possess of belonging to an age quite different +from the present one. The soft, rainwatery glass was not like any glass +that he had ever seen. The thing was doubly attractive because of its +apparent uselessness, though he could guess that it must once have been +intended as a paperweight. It was very heavy in his pocket, but fortunately +it did not make much of a bulge. It was a queer thing, even a compromising +thing, for a Party member to have in his possession. Anything old, and for +that matter anything beautiful, was always vaguely suspect. The old man had +grown noticeably more cheerful after receiving the four dollars. Winston +realized that he would have accepted three or even two. + +'There's another room upstairs that you might care to take a look at,' he +said. 'There's not much in it. Just a few pieces. We'll do with a light if +we're going upstairs.' + +He lit another lamp, and, with bowed back, led the way slowly up the +steep and worn stairs and along a tiny passage, into a room which did +not give on the street but looked out on a cobbled yard and a forest of +chimney-pots. Winston noticed that the furniture was still arranged as +though the room were meant to be lived in. There was a strip of carpet on +the floor, a picture or two on the walls, and a deep, slatternly arm-chair +drawn up to the fireplace. An old-fashioned glass clock with a twelve-hour +face was ticking away on the mantelpiece. Under the window, and occupying +nearly a quarter of the room, was an enormous bed with the mattress still +on it. + +'We lived here till my wife died,' said the old man half apologetically. +'I'm selling the furniture off by little and little. Now that's a beautiful +mahogany bed, or at least it would be if you could get the bugs out of it. +But I dare say you'd find it a little bit cumbersome.' + +He was holding the lamp high up, so as to illuminate the whole room, and +in the warm dim light the place looked curiously inviting. The thought +flitted through Winston's mind that it would probably be quite easy to +rent the room for a few dollars a week, if he dared to take the risk. It +was a wild, impossible notion, to be abandoned as soon as thought of; but +the room had awakened in him a sort of nostalgia, a sort of ancestral +memory. It seemed to him that he knew exactly what it felt like to sit in +a room like this, in an arm-chair beside an open fire with your feet in +the fender and a kettle on the hob; utterly alone, utterly secure, with +nobody watching you, no voice pursuing you, no sound except the singing +of the kettle and the friendly ticking of the clock. + +'There's no telescreen!' he could not help murmuring. + +'Ah,' said the old man, 'I never had one of those things. Too expensive. +And I never seemed to feel the need of it, somehow. Now that's a nice +gateleg table in the corner there. Though of course you'd have to put new +hinges on it if you wanted to use the flaps.' + +There was a small bookcase in the other corner, and Winston had already +gravitated towards it. It contained nothing but rubbish. The hunting-down +and destruction of books had been done with the same thoroughness in the +prole quarters as everywhere else. It was very unlikely that there existed +anywhere in Oceania a copy of a book printed earlier than 1960. The old +man, still carrying the lamp, was standing in front of a picture in a +rosewood frame which hung on the other side of the fireplace, opposite +the bed. + +'Now, if you happen to be interested in old prints at all----' he began +delicately. + +Winston came across to examine the picture. It was a steel engraving of an +oval building with rectangular windows, and a small tower in front. There +was a railing running round the building, and at the rear end there was +what appeared to be a statue. Winston gazed at it for some moments. It +seemed vaguely familiar, though he did not remember the statue. + +'The frame's fixed to the wall,' said the old man, 'but I could unscrew it +for you, I dare say.' + +'I know that building,' said Winston finally. 'It's a ruin now. It's in +the middle of the street outside the Palace of Justice.' + +'That's right. Outside the Law Courts. It was bombed in--oh, many years +ago. It was a church at one time, St Clement Danes, its name was.' He +smiled apologetically, as though conscious of saying something slightly +ridiculous, and added: 'Oranges and lemons, say the bells of St Clement's!' + +'What's that?' said Winston. + +'Oh--"Oranges and lemons, say the bells of St Clement's." That was a rhyme +we had when I was a little boy. How it goes on I don't remember, but I do +know it ended up, "Here comes a candle to light you to bed, Here comes a +chopper to chop off your head." It was a kind of a dance. They held out +their arms for you to pass under, and when they came to "Here comes a +chopper to chop off your head" they brought their arms down and caught you. +It was just names of churches. All the London churches were in it--all the +principal ones, that is.' + +Winston wondered vaguely to what century the church belonged. It was always +difficult to determine the age of a London building. Anything large and +impressive, if it was reasonably new in appearance, was automatically +claimed as having been built since the Revolution, while anything that was +obviously of earlier date was ascribed to some dim period called the Middle +Ages. The centuries of capitalism were held to have produced nothing of any +value. One could not learn history from architecture any more than one +could learn it from books. Statues, inscriptions, memorial stones, the +names of streets--anything that might throw light upon the past had been +systematically altered. + +'I never knew it had been a church,' he said. + +'There's a lot of them left, really,' said the old man, 'though they've +been put to other uses. Now, how did that rhyme go? Ah! I've got it! + + + "Oranges and lemons, say the bells of St Clement's, + You owe me three farthings, say the bells of St Martin's----" + + +there, now, that's as far as I can get. A farthing, that was a small copper +coin, looked something like a cent.' + +'Where was St Martin's?' said Winston. + +'St Martin's? That's still standing. It's in Victory Square, alongside the +picture gallery. A building with a kind of a triangular porch and pillars +in front, and a big flight of steps.' + +Winston knew the place well. It was a museum used for propaganda displays +of various kinds--scale models of rocket bombs and Floating Fortresses, +waxwork tableaux illustrating enemy atrocities, and the like. + +'St Martin's-in-the-Fields it used to be called,' supplemented the old man, +'though I don't recollect any fields anywhere in those parts.' + +Winston did not buy the picture. It would have been an even more +incongruous possession than the glass paperweight, and impossible to carry +home, unless it were taken out of its frame. But he lingered for some +minutes more, talking to the old man, whose name, he discovered, was not +Weeks--as one might have gathered from the inscription over the +shop-front--but Charrington. Mr Charrington, it seemed, was a widower aged +sixty-three and had inhabited this shop for thirty years. Throughout that +time he had been intending to alter the name over the window, but had never +quite got to the point of doing it. All the while that they were talking +the half-remembered rhyme kept running through Winston's head. Oranges and +lemons say the bells of St Clement's, You owe me three farthings, say +the bells of St Martin's! It was curious, but when you said it to yourself +you had the illusion of actually hearing bells, the bells of a lost London +that still existed somewhere or other, disguised and forgotten. From one +ghostly steeple after another he seemed to hear them pealing forth. Yet so +far as he could remember he had never in real life heard church bells +ringing. + +He got away from Mr Charrington and went down the stairs alone, so as not +to let the old man see him reconnoitring the street before stepping out of +the door. He had already made up his mind that after a suitable +interval--a month, say--he would take the risk of visiting the shop again. +It was perhaps not more dangerous than shirking an evening at the Centre. +The serious piece of folly had been to come back here in the first place, +after buying the diary and without knowing whether the proprietor of the +shop could be trusted. However----! + +Yes, he thought again, he would come back. He would buy further scraps of +beautiful rubbish. He would buy the engraving of St Clement Danes, take +it out of its frame, and carry it home concealed under the jacket of his +overalls. He would drag the rest of that poem out of Mr Charrington's +memory. Even the lunatic project of renting the room upstairs flashed +momentarily through his mind again. For perhaps five seconds exaltation +made him careless, and he stepped out on to the pavement without so much +as a preliminary glance through the window. He had even started humming +to an improvised tune + + + Oranges and lemons, say the bells of St Clement's, + You owe me three farthings, say the---- + + +Suddenly his heart seemed to turn to ice and his bowels to water. A figure +in blue overalls was coming down the pavement, not ten metres away. It was +the girl from the Fiction Department, the girl with dark hair. The light +was failing, but there was no difficulty in recognizing her. She looked +him straight in the face, then walked quickly on as though she had not +seen him. + +For a few seconds Winston was too paralysed to move. Then he turned to the +right and walked heavily away, not noticing for the moment that he was +going in the wrong direction. At any rate, one question was settled. There +was no doubting any longer that the girl was spying on him. She must have +followed him here, because it was not credible that by pure chance she +should have happened to be walking on the same evening up the same obscure +backstreet, kilometres distant from any quarter where Party members lived. +It was too great a coincidence. Whether she was really an agent of the +Thought Police, or simply an amateur spy actuated by officiousness, hardly +mattered. It was enough that she was watching him. Probably she had seen +him go into the pub as well. + +It was an effort to walk. The lump of glass in his pocket banged against +his thigh at each step, and he was half minded to take it out and throw it +away. The worst thing was the pain in his belly. For a couple of minutes +he had the feeling that he would die if he did not reach a lavatory soon. +But there would be no public lavatories in a quarter like this. Then the +spasm passed, leaving a dull ache behind. + +The street was a blind alley. Winston halted, stood for several seconds +wondering vaguely what to do, then turned round and began to retrace his +steps. As he turned it occurred to him that the girl had only passed him +three minutes ago and that by running he could probably catch up with her. +He could keep on her track till they were in some quiet place, and then +smash her skull in with a cobblestone. The piece of glass in his pocket +would be heavy enough for the job. But he abandoned the idea immediately, +because even the thought of making any physical effort was unbearable. He +could not run, he could not strike a blow. Besides, she was young and lusty +and would defend herself. He thought also of hurrying to the Community +Centre and staying there till the place closed, so as to establish a +partial alibi for the evening. But that too was impossible. A deadly +lassitude had taken hold of him. All he wanted was to get home quickly and +then sit down and be quiet. + +It was after twenty-two hours when he got back to the flat. The lights +would be switched off at the main at twenty-three thirty. He went into the +kitchen and swallowed nearly a teacupful of Victory Gin. Then he went to +the table in the alcove, sat down, and took the diary out of the drawer. +But he did not open it at once. From the telescreen a brassy female voice +was squalling a patriotic song. He sat staring at the marbled cover of the +book, trying without success to shut the voice out of his consciousness. + +It was at night that they came for you, always at night. The proper thing +was to kill yourself before they got you. Undoubtedly some people did so. +Many of the disappearances were actually suicides. But it needed desperate +courage to kill yourself in a world where firearms, or any quick and +certain poison, were completely unprocurable. He thought with a kind of +astonishment of the biological uselessness of pain and fear, the treachery +of the human body which always freezes into inertia at exactly the moment +when a special effort is needed. He might have silenced the dark-haired +girl if only he had acted quickly enough: but precisely because of the +extremity of his danger he had lost the power to act. It struck him that +in moments of crisis one is never fighting against an external enemy, but +always against one's own body. Even now, in spite of the gin, the dull +ache in his belly made consecutive thought impossible. And it is the same, +he perceived, in all seemingly heroic or tragic situations. On the +battlefield, in the torture chamber, on a sinking ship, the issues that +you are fighting for are always forgotten, because the body swells up until +it fills the universe, and even when you are not paralysed by fright or +screaming with pain, life is a moment-to-moment struggle against hunger or +cold or sleeplessness, against a sour stomach or an aching tooth. + +He opened the diary. It was important to write something down. The woman +on the telescreen had started a new song. Her voice seemed to stick into +his brain like jagged splinters of glass. He tried to think of O'Brien, +for whom, or to whom, the diary was written, but instead he began thinking +of the things that would happen to him after the Thought Police took him +away. It would not matter if they killed you at once. To be killed was +what you expected. But before death (nobody spoke of such things, yet +everybody knew of them) there was the routine of confession that had to +be gone through: the grovelling on the floor and screaming for mercy, the +crack of broken bones, the smashed teeth and bloody clots of hair. + +Why did you have to endure it, since the end was always the same? Why was +it not possible to cut a few days or weeks out of your life? Nobody ever +escaped detection, and nobody ever failed to confess. When once you had +succumbed to thoughtcrime it was certain that by a given date you would be +dead. Why then did that horror, which altered nothing, have to lie embedded +in future time? + +He tried with a little more success than before to summon up the image of +O'Brien. 'We shall meet in the place where there is no darkness,' O'Brien +had said to him. He knew what it meant, or thought he knew. The place where +there is no darkness was the imagined future, which one would never see, +but which, by foreknowledge, one could mystically share in. But with the +voice from the telescreen nagging at his ears he could not follow the train +of thought further. He put a cigarette in his mouth. Half the tobacco +promptly fell out on to his tongue, a bitter dust which was difficult to +spit out again. The face of Big Brother swam into his mind, displacing that +of O'Brien. Just as he had done a few days earlier, he slid a coin out of +his pocket and looked at it. The face gazed up at him, heavy, calm, +protecting: but what kind of smile was hidden beneath the dark moustache? +Like a leaden knell the words came back at him: + + + WAR IS PEACE + FREEDOM IS SLAVERY + IGNORANCE IS STRENGTH + + + + + +PART TWO + + + + +Chapter 1 + + + +It was the middle of the morning, and Winston had left the cubicle to go +to the lavatory. + +A solitary figure was coming towards him from the other end of the long, +brightly-lit corridor. It was the girl with dark hair. Four days had gone +past since the evening when he had run into her outside the junk-shop. +As she came nearer he saw that her right arm was in a sling, not noticeable +at a distance because it was of the same colour as her overalls. Probably +she had crushed her hand while swinging round one of the big kaleidoscopes +on which the plots of novels were 'roughed in'. It was a common accident +in the Fiction Department. + +They were perhaps four metres apart when the girl stumbled and fell almost +flat on her face. A sharp cry of pain was wrung out of her. She must have +fallen right on the injured arm. Winston stopped short. The girl had risen +to her knees. Her face had turned a milky yellow colour against which her +mouth stood out redder than ever. Her eyes were fixed on his, with an +appealing expression that looked more like fear than pain. + +A curious emotion stirred in Winston's heart. In front of him was an enemy +who was trying to kill him: in front of him, also, was a human creature, +in pain and perhaps with a broken bone. Already he had instinctively +started forward to help her. In the moment when he had seen her fall on +the bandaged arm, it had been as though he felt the pain in his own body. + +'You're hurt?' he said. + +'It's nothing. My arm. It'll be all right in a second.' + +She spoke as though her heart were fluttering. She had certainly turned +very pale. + +'You haven't broken anything?' + +'No, I'm all right. It hurt for a moment, that's all.' + +She held out her free hand to him, and he helped her up. She had regained +some of her colour, and appeared very much better. + +'It's nothing,' she repeated shortly. 'I only gave my wrist a bit of a +bang. Thanks, comrade!' + +And with that she walked on in the direction in which she had been going, +as briskly as though it had really been nothing. The whole incident could +not have taken as much as half a minute. Not to let one's feelings appear +in one's face was a habit that had acquired the status of an instinct, +and in any case they had been standing straight in front of a telescreen +when the thing happened. Nevertheless it had been very difficult not to +betray a momentary surprise, for in the two or three seconds while he was +helping her up the girl had slipped something into his hand. There was no +question that she had done it intentionally. It was something small and +flat. As he passed through the lavatory door he transferred it to his +pocket and felt it with the tips of his fingers. It was a scrap of paper +folded into a square. + +While he stood at the urinal he managed, with a little more fingering, to +get it unfolded. Obviously there must be a message of some kind written on +it. For a moment he was tempted to take it into one of the water-closets +and read it at once. But that would be shocking folly, as he well knew. +There was no place where you could be more certain that the telescreens +were watched continuously. + +He went back to his cubicle, sat down, threw the fragment of paper +casually among the other papers on the desk, put on his spectacles and +hitched the speakwrite towards him. 'Five minutes,' he told himself, +'five minutes at the very least!' His heart bumped in his breast with +frightening loudness. Fortunately the piece of work he was engaged on was +mere routine, the rectification of a long list of figures, not needing +close attention. + +Whatever was written on the paper, it must have some kind of political +meaning. So far as he could see there were two possibilities. One, much +the more likely, was that the girl was an agent of the Thought Police, +just as he had feared. He did not know why the Thought Police should +choose to deliver their messages in such a fashion, but perhaps they had +their reasons. The thing that was written on the paper might be a threat, a +summons, an order to commit suicide, a trap of some description. But there +was another, wilder possibility that kept raising its head, though he +tried vainly to suppress it. This was, that the message did not come from +the Thought Police at all, but from some kind of underground organization. +Perhaps the Brotherhood existed after all! Perhaps the girl was part of it! +No doubt the idea was absurd, but it had sprung into his mind in the very +instant of feeling the scrap of paper in his hand. It was not till a couple +of minutes later that the other, more probable explanation had occurred to +him. And even now, though his intellect told him that the message probably +meant death--still, that was not what he believed, and the unreasonable +hope persisted, and his heart banged, and it was with difficulty that he +kept his voice from trembling as he murmured his figures into the +speakwrite. + +He rolled up the completed bundle of work and slid it into the pneumatic +tube. Eight minutes had gone by. He re-adjusted his spectacles on his nose, +sighed, and drew the next batch of work towards him, with the scrap of +paper on top of it. He flattened it out. On it was written, in a large +unformed handwriting: + +I LOVE YOU. + +For several seconds he was too stunned even to throw the incriminating +thing into the memory hole. When he did so, although he knew very well the +danger of showing too much interest, he could not resist reading it once +again, just to make sure that the words were really there. + +For the rest of the morning it was very difficult to work. What was even +worse than having to focus his mind on a series of niggling jobs was the +need to conceal his agitation from the telescreen. He felt as though a +fire were burning in his belly. Lunch in the hot, crowded, noise-filled +canteen was torment. He had hoped to be alone for a little while during +the lunch hour, but as bad luck would have it the imbecile Parsons flopped +down beside him, the tang of his sweat almost defeating the tinny smell of +stew, and kept up a stream of talk about the preparations for Hate Week. +He was particularly enthusiastic about a papier-mache model of Big +Brother's head, two metres wide, which was being made for the occasion by +his daughter's troop of Spies. The irritating thing was that in the racket +of voices Winston could hardly hear what Parsons was saying, and was +constantly having to ask for some fatuous remark to be repeated. Just once +he caught a glimpse of the girl, at a table with two other girls at the +far end of the room. She appeared not to have seen him, and he did not +look in that direction again. + +The afternoon was more bearable. Immediately after lunch there arrived a +delicate, difficult piece of work which would take several hours and +necessitated putting everything else aside. It consisted in falsifying a +series of production reports of two years ago, in such a way as to cast +discredit on a prominent member of the Inner Party, who was now under a +cloud. This was the kind of thing that Winston was good at, and for more +than two hours he succeeded in shutting the girl out of his mind +altogether. Then the memory of her face came back, and with it a raging, +intolerable desire to be alone. Until he could be alone it was impossible +to think this new development out. Tonight was one of his nights at the +Community Centre. He wolfed another tasteless meal in the canteen, hurried +off to the Centre, took part in the solemn foolery of a 'discussion group', +played two games of table tennis, swallowed several glasses of gin, and +sat for half an hour through a lecture entitled 'Ingsoc in relation to +chess'. His soul writhed with boredom, but for once he had had no impulse +to shirk his evening at the Centre. At the sight of the words I LOVE YOU +the desire to stay alive had welled up in him, and the taking of minor +risks suddenly seemed stupid. It was not till twenty-three hours, when he +was home and in bed--in the darkness, where you were safe even from the +telescreen so long as you kept silent--that he was able to think +continuously. + +It was a physical problem that had to be solved: how to get in touch with +the girl and arrange a meeting. He did not consider any longer the +possibility that she might be laying some kind of trap for him. He knew +that it was not so, because of her unmistakable agitation when she handed +him the note. Obviously she had been frightened out of her wits, as well +she might be. Nor did the idea of refusing her advances even cross his +mind. Only five nights ago he had contemplated smashing her skull in with +a cobblestone, but that was of no importance. He thought of her naked, +youthful body, as he had seen it in his dream. He had imagined her a fool +like all the rest of them, her head stuffed with lies and hatred, her +belly full of ice. A kind of fever seized him at the thought that he might +lose her, the white youthful body might slip away from him! What he feared +more than anything else was that she would simply change her mind if he +did not get in touch with her quickly. But the physical difficulty of +meeting was enormous. It was like trying to make a move at chess when you +were already mated. Whichever way you turned, the telescreen faced you. +Actually, all the possible ways of communicating with her had occurred to +him within five minutes of reading the note; but now, with time to think, +he went over them one by one, as though laying out a row of instruments +on a table. + +Obviously the kind of encounter that had happened this morning could not +be repeated. If she had worked in the Records Department it might have +been comparatively simple, but he had only a very dim idea whereabouts in +the building the Fiction Department lay, and he had no pretext for going +there. If he had known where she lived, and at what time she left work, +he could have contrived to meet her somewhere on her way home; but to try +to follow her home was not safe, because it would mean loitering about +outside the Ministry, which was bound to be noticed. As for sending a +letter through the mails, it was out of the question. By a routine that +was not even secret, all letters were opened in transit. Actually, few +people ever wrote letters. For the messages that it was occasionally +necessary to send, there were printed postcards with long lists of phrases, +and you struck out the ones that were inapplicable. In any case he did not +know the girl's name, let alone her address. Finally he decided that the +safest place was the canteen. If he could get her at a table by herself, +somewhere in the middle of the room, not too near the telescreens, and +with a sufficient buzz of conversation all round--if these conditions +endured for, say, thirty seconds, it might be possible to exchange a few +words. + +For a week after this, life was like a restless dream. On the next day she +did not appear in the canteen until he was leaving it, the whistle having +already blown. Presumably she had been changed on to a later shift. They +passed each other without a glance. On the day after that she was in the +canteen at the usual time, but with three other girls and immediately +under a telescreen. Then for three dreadful days she did not appear at +all. His whole mind and body seemed to be afflicted with an unbearable +sensitivity, a sort of transparency, which made every movement, every +sound, every contact, every word that he had to speak or listen to, an +agony. Even in sleep he could not altogether escape from her image. He did +not touch the diary during those days. If there was any relief, it was in +his work, in which he could sometimes forget himself for ten minutes at a +stretch. He had absolutely no clue as to what had happened to her. There +was no enquiry he could make. She might have been vaporized, she might +have committed suicide, she might have been transferred to the other end +of Oceania: worst and likeliest of all, she might simply have changed her +mind and decided to avoid him. + +The next day she reappeared. Her arm was out of the sling and she had a +band of sticking-plaster round her wrist. The relief of seeing her was +so great that he could not resist staring directly at her for several +seconds. On the following day he very nearly succeeded in speaking to her. +When he came into the canteen she was sitting at a table well out from the +wall, and was quite alone. It was early, and the place was not very full. +The queue edged forward till Winston was almost at the counter, then was +held up for two minutes because someone in front was complaining that he +had not received his tablet of saccharine. But the girl was still alone +when Winston secured his tray and began to make for her table. He walked +casually towards her, his eyes searching for a place at some table beyond +her. She was perhaps three metres away from him. Another two seconds would +do it. Then a voice behind him called, 'Smith!' He pretended not to hear. +'Smith!' repeated the voice, more loudly. It was no use. He turned round. +A blond-headed, silly-faced young man named Wilsher, whom he barely knew, +was inviting him with a smile to a vacant place at his table. It was not +safe to refuse. After having been recognized, he could not go and sit at +a table with an unattended girl. It was too noticeable. He sat down with +a friendly smile. The silly blond face beamed into his. Winston had a +hallucination of himself smashing a pick-axe right into the middle of it. +The girl's table filled up a few minutes later. + +But she must have seen him coming towards her, and perhaps she would take +the hint. Next day he took care to arrive early. Surely enough, she was at +a table in about the same place, and again alone. The person immediately +ahead of him in the queue was a small, swiftly-moving, beetle-like man +with a flat face and tiny, suspicious eyes. As Winston turned away from +the counter with his tray, he saw that the little man was making straight +for the girl's table. His hopes sank again. There was a vacant place at a +table further away, but something in the little man's appearance suggested +that he would be sufficiently attentive to his own comfort to choose the +emptiest table. With ice at his heart Winston followed. It was no use +unless he could get the girl alone. At this moment there was a tremendous +crash. The little man was sprawling on all fours, his tray had gone flying, +two streams of soup and coffee were flowing across the floor. He started +to his feet with a malignant glance at Winston, whom he evidently +suspected of having tripped him up. But it was all right. Five seconds +later, with a thundering heart, Winston was sitting at the girl's table. + +He did not look at her. He unpacked his tray and promptly began eating. +It was all-important to speak at once, before anyone else came, but now +a terrible fear had taken possession of him. A week had gone by since +she had first approached him. She would have changed her mind, she must +have changed her mind! It was impossible that this affair should end +successfully; such things did not happen in real life. He might have +flinched altogether from speaking if at this moment he had not seen +Ampleforth, the hairy-eared poet, wandering limply round the room with +a tray, looking for a place to sit down. In his vague way Ampleforth +was attached to Winston, and would certainly sit down at his table if +he caught sight of him. There was perhaps a minute in which to act. Both +Winston and the girl were eating steadily. The stuff they were eating was +a thin stew, actually a soup, of haricot beans. In a low murmur Winston +began speaking. Neither of them looked up; steadily they spooned the +watery stuff into their mouths, and between spoonfuls exchanged the few +necessary words in low expressionless voices. + +'What time do you leave work?' + +'Eighteen-thirty.' + +'Where can we meet?' + +'Victory Square, near the monument.' + +'It's full of telescreens.' + +'It doesn't matter if there's a crowd.' + +'Any signal?' + +'No. Don't come up to me until you see me among a lot of people. And don't +look at me. Just keep somewhere near me.' + +'What time?' + +'Nineteen hours.' + +'All right.' + +Ampleforth failed to see Winston and sat down at another table. They did +not speak again, and, so far as it was possible for two people sitting on +opposite sides of the same table, they did not look at one another. The +girl finished her lunch quickly and made off, while Winston stayed to +smoke a cigarette. + +Winston was in Victory Square before the appointed time. He wandered round +the base of the enormous fluted column, at the top of which Big Brother's +statue gazed southward towards the skies where he had vanquished the +Eurasian aeroplanes (the Eastasian aeroplanes, it had been, a few years +ago) in the Battle of Airstrip One. In the street in front of it there was +a statue of a man on horseback which was supposed to represent Oliver +Cromwell. At five minutes past the hour the girl had still not appeared. +Again the terrible fear seized upon Winston. She was not coming, she had +changed her mind! He walked slowly up to the north side of the square and +got a sort of pale-coloured pleasure from identifying St Martin's Church, +whose bells, when it had bells, had chimed 'You owe me three farthings.' +Then he saw the girl standing at the base of the monument, reading or +pretending to read a poster which ran spirally up the column. It was not +safe to go near her until some more people had accumulated. There were +telescreens all round the pediment. But at this moment there was a din of +shouting and a zoom of heavy vehicles from somewhere to the left. Suddenly +everyone seemed to be running across the square. The girl nipped nimbly +round the lions at the base of the monument and joined in the rush. +Winston followed. As he ran, he gathered from some shouted remarks that +a convoy of Eurasian prisoners was passing. + +Already a dense mass of people was blocking the south side of the square. +Winston, at normal times the kind of person who gravitates to the outer +edge of any kind of scrimmage, shoved, butted, squirmed his way forward +into the heart of the crowd. Soon he was within arm's length of the girl, +but the way was blocked by an enormous prole and an almost equally enormous +woman, presumably his wife, who seemed to form an impenetrable wall of +flesh. Winston wriggled himself sideways, and with a violent lunge managed +to drive his shoulder between them. For a moment it felt as though his +entrails were being ground to pulp between the two muscular hips, then he +had broken through, sweating a little. He was next to the girl. They were +shoulder to shoulder, both staring fixedly in front of them. + +A long line of trucks, with wooden-faced guards armed with sub-machine +guns standing upright in each corner, was passing slowly down the street. +In the trucks little yellow men in shabby greenish uniforms were squatting, +jammed close together. Their sad, Mongolian faces gazed out over the sides +of the trucks utterly incurious. Occasionally when a truck jolted there +was a clank-clank of metal: all the prisoners were wearing leg-irons. +Truck-load after truck-load of the sad faces passed. Winston knew they +were there but he saw them only intermittently. The girl's shoulder, and +her arm right down to the elbow, were pressed against his. Her cheek was +almost near enough for him to feel its warmth. She had immediately taken +charge of the situation, just as she had done in the canteen. She began +speaking in the same expressionless voice as before, with lips barely +moving, a mere murmur easily drowned by the din of voices and the rumbling +of the trucks. + +'Can you hear me?' + +'Yes.' + +'Can you get Sunday afternoon off?' + +'Yes.' + +'Then listen carefully. You'll have to remember this. Go to Paddington +Station----' + +With a sort of military precision that astonished him, she outlined the +route that he was to follow. A half-hour railway journey; turn left outside +the station; two kilometres along the road; a gate with the top bar +missing; a path across a field; a grass-grown lane; a track between bushes; +a dead tree with moss on it. It was as though she had a map inside her +head. 'Can you remember all that?' she murmured finally. + +'Yes.' + +'You turn left, then right, then left again. And the gate's got no top bar.' + +'Yes. What time?' + +'About fifteen. You may have to wait. I'll get there by another way. Are +you sure you remember everything?' + +'Yes.' + +'Then get away from me as quick as you can.' + +She need not have told him that. But for the moment they could not +extricate themselves from the crowd. The trucks were still filing past, +the people still insatiably gaping. At the start there had been a few boos +and hisses, but it came only from the Party members among the crowd, and +had soon stopped. The prevailing emotion was simply curiosity. Foreigners, +whether from Eurasia or from Eastasia, were a kind of strange animal. One +literally never saw them except in the guise of prisoners, and even as +prisoners one never got more than a momentary glimpse of them. Nor did +one know what became of them, apart from the few who were hanged as +war-criminals: the others simply vanished, presumably into forced-labour +camps. The round Mogol faces had given way to faces of a more European +type, dirty, bearded and exhausted. From over scrubby cheekbones eyes +looked into Winston's, sometimes with strange intensity, and flashed away +again. The convoy was drawing to an end. In the last truck he could see an +aged man, his face a mass of grizzled hair, standing upright with wrists +crossed in front of him, as though he were used to having them bound +together. It was almost time for Winston and the girl to part. But at the +last moment, while the crowd still hemmed them in, her hand felt for his +and gave it a fleeting squeeze. + +It could not have been ten seconds, and yet it seemed a long time that +their hands were clasped together. He had time to learn every detail +of her hand. He explored the long fingers, the shapely nails, the +work-hardened palm with its row of callouses, the smooth flesh under the +wrist. Merely from feeling it he would have known it by sight. In the +same instant it occurred to him that he did not know what colour the +girl's eyes were. They were probably brown, but people with dark hair +sometimes had blue eyes. To turn his head and look at her would have +been inconceivable folly. With hands locked together, invisible among +the press of bodies, they stared steadily in front of them, and instead +of the eyes of the girl, the eyes of the aged prisoner gazed mournfully +at Winston out of nests of hair. + + + + +Chapter 2 + + + +Winston picked his way up the lane through dappled light and shade, +stepping out into pools of gold wherever the boughs parted. Under the +trees to the left of him the ground was misty with bluebells. The air +seemed to kiss one's skin. It was the second of May. From somewhere deeper +in the heart of the wood came the droning of ring-doves. + +He was a bit early. There had been no difficulties about the journey, and +the girl was so evidently experienced that he was less frightened than he +would normally have been. Presumably she could be trusted to find a safe +place. In general you could not assume that you were much safer in the +country than in London. There were no telescreens, of course, but there +was always the danger of concealed microphones by which your voice might +be picked up and recognized; besides, it was not easy to make a journey +by yourself without attracting attention. For distances of less than +100 kilometres it was not necessary to get your passport endorsed, but +sometimes there were patrols hanging about the railway stations, who +examined the papers of any Party member they found there and asked awkward +questions. However, no patrols had appeared, and on the walk from the +station he had made sure by cautious backward glances that he was not +being followed. The train was full of proles, in holiday mood because of +the summery weather. The wooden-seated carriage in which he travelled was +filled to overflowing by a single enormous family, ranging from a toothless +great-grandmother to a month-old baby, going out to spend an afternoon +with 'in-laws' in the country, and, as they freely explained to Winston, +to get hold of a little black-market butter. + +The lane widened, and in a minute he came to the footpath she had told him +of, a mere cattle-track which plunged between the bushes. He had no watch, +but it could not be fifteen yet. The bluebells were so thick underfoot +that it was impossible not to tread on them. He knelt down and began +picking some partly to pass the time away, but also from a vague idea that +he would like to have a bunch of flowers to offer to the girl when they +met. He had got together a big bunch and was smelling their faint sickly +scent when a sound at his back froze him, the unmistakable crackle of a +foot on twigs. He went on picking bluebells. It was the best thing to do. +It might be the girl, or he might have been followed after all. To look +round was to show guilt. He picked another and another. A hand fell +lightly on his shoulder. + +He looked up. It was the girl. She shook her head, evidently as a warning +that he must keep silent, then parted the bushes and quickly led the way +along the narrow track into the wood. Obviously she had been that way +before, for she dodged the boggy bits as though by habit. Winston followed, +still clasping his bunch of flowers. His first feeling was relief, but as +he watched the strong slender body moving in front of him, with the scarlet +sash that was just tight enough to bring out the curve of her hips, the +sense of his own inferiority was heavy upon him. Even now it seemed quite +likely that when she turned round and looked at him she would draw back +after all. The sweetness of the air and the greenness of the leaves daunted +him. Already on the walk from the station the May sunshine had made him +feel dirty and etiolated, a creature of indoors, with the sooty dust of +London in the pores of his skin. It occurred to him that till now she had +probably never seen him in broad daylight in the open. They came to the +fallen tree that she had spoken of. The girl hopped over and forced apart +the bushes, in which there did not seem to be an opening. When Winston +followed her, he found that they were in a natural clearing, a tiny grassy +knoll surrounded by tall saplings that shut it in completely. The girl +stopped and turned. + +'Here we are,' she said. + +He was facing her at several paces' distance. As yet he did not dare move +nearer to her. + +'I didn't want to say anything in the lane,' she went on, 'in case there's +a mike hidden there. I don't suppose there is, but there could be. There's +always the chance of one of those swine recognizing your voice. We're all +right here.' + +He still had not the courage to approach her. 'We're all right here?' +he repeated stupidly. + +'Yes. Look at the trees.' They were small ashes, which at some time had +been cut down and had sprouted up again into a forest of poles, none of +them thicker than one's wrist. 'There's nothing big enough to hide a mike +in. Besides, I've been here before.' + +They were only making conversation. He had managed to move closer to her +now. She stood before him very upright, with a smile on her face that +looked faintly ironical, as though she were wondering why he was so slow +to act. The bluebells had cascaded on to the ground. They seemed to have +fallen of their own accord. He took her hand. + +'Would you believe,' he said, 'that till this moment I didn't know what +colour your eyes were?' They were brown, he noted, a rather light shade of +brown, with dark lashes. 'Now that you've seen what I'm really like, +can you still bear to look at me?' + +'Yes, easily.' + +'I'm thirty-nine years old. I've got a wife that I can't get rid of. I've +got varicose veins. I've got five false teeth.' + +'I couldn't care less,' said the girl. + +The next moment, it was hard to say by whose act, she was in his arms. +At the beginning he had no feeling except sheer incredulity. The youthful +body was strained against his own, the mass of dark hair was against his +face, and yes! actually she had turned her face up and he was kissing the +wide red mouth. She had clasped her arms about his neck, she was calling +him darling, precious one, loved one. He had pulled her down on to the +ground, she was utterly unresisting, he could do what he liked with her. +But the truth was that he had no physical sensation, except that of mere +contact. All he felt was incredulity and pride. He was glad that this was +happening, but he had no physical desire. It was too soon, her youth and +prettiness had frightened him, he was too much used to living without +women--he did not know the reason. The girl picked herself up and pulled a +bluebell out of her hair. She sat against him, putting her arm round his +waist. + +'Never mind, dear. There's no hurry. We've got the whole afternoon. Isn't +this a splendid hide-out? I found it when I got lost once on a community +hike. If anyone was coming you could hear them a hundred metres away.' + +'What is your name?' said Winston. + +'Julia. I know yours. It's Winston--Winston Smith.' + +'How did you find that out?' + +'I expect I'm better at finding things out than you are, dear. Tell me, +what did you think of me before that day I gave you the note?' + +He did not feel any temptation to tell lies to her. It was even a sort of +love-offering to start off by telling the worst. + +'I hated the sight of you,' he said. 'I wanted to rape you and then murder +you afterwards. Two weeks ago I thought seriously of smashing your head in +with a cobblestone. If you really want to know, I imagined that you had +something to do with the Thought Police.' + +The girl laughed delightedly, evidently taking this as a +tribute to the excellence of her disguise. + +'Not the Thought Police! You didn't honestly think that?' + +'Well, perhaps not exactly that. But from your general appearance--merely +because you're young and fresh and healthy, you understand--I thought that +probably----' + +'You thought I was a good Party member. Pure in word and deed. Banners, +processions, slogans, games, community hikes all that stuff. And you +thought that if I had a quarter of a chance I'd denounce you as a +thought-criminal and get you killed off?' + +'Yes, something of that kind. A great many young girls are like that, +you know.' + +'It's this bloody thing that does it,' she said, ripping off the scarlet +sash of the Junior Anti-Sex League and flinging it on to a bough. Then, +as though touching her waist had reminded her of something, she felt in +the pocket of her overalls and produced a small slab of chocolate. She +broke it in half and gave one of the pieces to Winston. Even before he had +taken it he knew by the smell that it was very unusual chocolate. It was +dark and shiny, and was wrapped in silver paper. Chocolate normally was +dull-brown crumbly stuff that tasted, as nearly as one could describe it, +like the smoke of a rubbish fire. But at some time or another he had tasted +chocolate like the piece she had given him. The first whiff of its scent +had stirred up some memory which he could not pin down, but which was +powerful and troubling. + +'Where did you get this stuff?' he said. + +'Black market,' she said indifferently. 'Actually I am that sort of girl, +to look at. I'm good at games. I was a troop-leader in the Spies. I do +voluntary work three evenings a week for the Junior Anti-Sex League. Hours +and hours I've spent pasting their bloody rot all over London. I always +carry one end of a banner in the processions. I always look cheerful and +I never shirk anything. Always yell with the crowd, that's what I say. +It's the only way to be safe.' + +The first fragment of chocolate had melted on Winston's tongue. The taste +was delightful. But there was still that memory moving round the edges of +his consciousness, something strongly felt but not reducible to definite +shape, like an object seen out of the corner of one's eye. He pushed it +away from him, aware only that it was the memory of some action which he +would have liked to undo but could not. + +'You are very young,' he said. 'You are ten or fifteen years younger than +I am. What could you see to attract you in a man like me?' + +'It was something in your face. I thought I'd take a chance. I'm good at +spotting people who don't belong. As soon as I saw you I knew you were +against THEM.' + +THEM, it appeared, meant the Party, and above all the Inner Party, about +whom she talked with an open jeering hatred which made Winston feel uneasy, +although he knew that they were safe here if they could be safe anywhere. +A thing that astonished him about her was the coarseness of her language. +Party members were supposed not to swear, and Winston himself very seldom +did swear, aloud, at any rate. Julia, however, seemed unable to mention +the Party, and especially the Inner Party, without using the kind of words +that you saw chalked up in dripping alley-ways. He did not dislike it. It +was merely one symptom of her revolt against the Party and all its ways, +and somehow it seemed natural and healthy, like the sneeze of a horse that +smells bad hay. They had left the clearing and were wandering again +through the chequered shade, with their arms round each other's waists +whenever it was wide enough to walk two abreast. He noticed how much +softer her waist seemed to feel now that the sash was gone. They did not +speak above a whisper. Outside the clearing, Julia said, it was better to +go quietly. Presently they had reached the edge of the little wood. She +stopped him. + +'Don't go out into the open. There might be someone watching. We're all +right if we keep behind the boughs.' + +They were standing in the shade of hazel bushes. The sunlight, filtering +through innumerable leaves, was still hot on their faces. Winston looked +out into the field beyond, and underwent a curious, slow shock of +recognition. He knew it by sight. An old, close-bitten pasture, with a +footpath wandering across it and a molehill here and there. In the ragged +hedge on the opposite side the boughs of the elm trees swayed just +perceptibly in the breeze, and their leaves stirred faintly in dense +masses like women's hair. Surely somewhere nearby, but out of sight, +there must be a stream with green pools where dace were swimming? + +'Isn't there a stream somewhere near here?' he whispered. + +'That's right, there is a stream. It's at the edge of the next field, +actually. There are fish in it, great big ones. You can watch them lying +in the pools under the willow trees, waving their tails.' + +'It's the Golden Country--almost,' he murmured. + +'The Golden Country?' + +'It's nothing, really. A landscape I've seen sometimes in a dream.' + +'Look!' whispered Julia. + +A thrush had alighted on a bough not five metres away, almost at the level +of their faces. Perhaps it had not seen them. It was in the sun, they in +the shade. It spread out its wings, fitted them carefully into place +again, ducked its head for a moment, as though making a sort of obeisance +to the sun, and then began to pour forth a torrent of song. In the +afternoon hush the volume of sound was startling. Winston and Julia clung +together, fascinated. The music went on and on, minute after minute, with +astonishing variations, never once repeating itself, almost as though the +bird were deliberately showing off its virtuosity. Sometimes it stopped +for a few seconds, spread out and resettled its wings, then swelled its +speckled breast and again burst into song. Winston watched it with a sort +of vague reverence. For whom, for what, was that bird singing? No mate, +no rival was watching it. What made it sit at the edge of the lonely wood +and pour its music into nothingness? He wondered whether after all there +was a microphone hidden somewhere near. He and Julia had spoken only in +low whispers, and it would not pick up what they had said, but it would +pick up the thrush. Perhaps at the other end of the instrument some small, +beetle-like man was listening intently--listening to that. But by degrees +the flood of music drove all speculations out of his mind. It was as +though it were a kind of liquid stuff that poured all over him and got +mixed up with the sunlight that filtered through the leaves. He stopped +thinking and merely felt. The girl's waist in the bend of his arm was soft +and warm. He pulled her round so that they were breast to breast; her body +seemed to melt into his. Wherever his hands moved it was all as yielding as +water. Their mouths clung together; it was quite different from the hard +kisses they had exchanged earlier. When they moved their faces apart again +both of them sighed deeply. The bird took fright and fled with a clatter +of wings. + +Winston put his lips against her ear. 'NOW,' he whispered. + +'Not here,' she whispered back. 'Come back to the hide-out. It's safer.' + +Quickly, with an occasional crackle of twigs, they threaded their way back +to the clearing. When they were once inside the ring of saplings she turned +and faced him. They were both breathing fast, but the smile had reappeared +round the corners of her mouth. She stood looking at him for an instant, +then felt at the zipper of her overalls. And, yes! it was almost as in his +dream. Almost as swiftly as he had imagined it, she had torn her clothes +off, and when she flung them aside it was with that same magnificent +gesture by which a whole civilization seemed to be annihilated. Her body +gleamed white in the sun. But for a moment he did not look at her body; +his eyes were anchored by the freckled face with its faint, bold smile. +He knelt down before her and took her hands in his. + +'Have you done this before?' + +'Of course. Hundreds of times--well, scores of times, anyway.' + +'With Party members?' + +'Yes, always with Party members.' + +'With members of the Inner Party?' + +'Not with those swine, no. But there's plenty that WOULD if they got half +a chance. They're not so holy as they make out.' + +His heart leapt. Scores of times she had done it: he wished it had been +hundreds--thousands. Anything that hinted at corruption always filled him +with a wild hope. Who knew, perhaps the Party was rotten under the surface, +its cult of strenuousness and self-denial simply a sham concealing +iniquity. If he could have infected the whole lot of them with leprosy or +syphilis, how gladly he would have done so! Anything to rot, to weaken, to +undermine! He pulled her down so that they were kneeling face to face. + +'Listen. The more men you've had, the more I love you. Do you understand +that?' + +'Yes, perfectly.' + +'I hate purity, I hate goodness! I don't want any virtue to exist anywhere. +I want everyone to be corrupt to the bones.' + +'Well then, I ought to suit you, dear. I'm corrupt to the bones.' + +'You like doing this? I don't mean simply me: I mean the thing in itself?' + +'I adore it.' + +That was above all what he wanted to hear. Not merely the love of one +person but the animal instinct, the simple undifferentiated desire: that +was the force that would tear the Party to pieces. He pressed her down +upon the grass, among the fallen bluebells. This time there was no +difficulty. Presently the rising and falling of their breasts slowed to +normal speed, and in a sort of pleasant helplessness they fell apart. The +sun seemed to have grown hotter. They were both sleepy. He reached out for +the discarded overalls and pulled them partly over her. Almost immediately +they fell asleep and slept for about half an hour. + +Winston woke first. He sat up and watched the freckled face, still +peacefully asleep, pillowed on the palm of her hand. Except for her mouth, +you could not call her beautiful. There was a line or two round the eyes, +if you looked closely. The short dark hair was extraordinarily thick and +soft. It occurred to him that he still did not know her surname or where +she lived. + +The young, strong body, now helpless in sleep, awoke in him a pitying, +protecting feeling. But the mindless tenderness that he had felt under +the hazel tree, while the thrush was singing, had not quite come back. +He pulled the overalls aside and studied her smooth white flank. In the +old days, he thought, a man looked at a girl's body and saw that it was +desirable, and that was the end of the story. But you could not have pure +love or pure lust nowadays. No emotion was pure, because everything was +mixed up with fear and hatred. Their embrace had been a battle, the climax +a victory. It was a blow struck against the Party. It was a political act. + + + + +Chapter 3 + + + +'We can come here once again,' said Julia. 'It's generally safe to use any +hide-out twice. But not for another month or two, of course.' + +As soon as she woke up her demeanour had changed. She became alert and +business-like, put her clothes on, knotted the scarlet sash about her +waist, and began arranging the details of the journey home. It seemed +natural to leave this to her. She obviously had a practical cunning which +Winston lacked, and she seemed also to have an exhaustive knowledge of the +countryside round London, stored away from innumerable community hikes. +The route she gave him was quite different from the one by which he had +come, and brought him out at a different railway station. 'Never go home +the same way as you went out,' she said, as though enunciating an important +general principle. She would leave first, and Winston was to wait half an +hour before following her. + +She had named a place where they could meet after work, four evenings +hence. It was a street in one of the poorer quarters, where there was an +open market which was generally crowded and noisy. She would be hanging +about among the stalls, pretending to be in search of shoelaces or +sewing-thread. If she judged that the coast was clear she would blow +her nose when he approached; otherwise he was to walk past her without +recognition. But with luck, in the middle of the crowd, it would be +safe to talk for a quarter of an hour and arrange another meeting. + +'And now I must go,' she said as soon as he had mastered his instructions. +'I'm due back at nineteen-thirty. I've got to put in two hours for the +Junior Anti-Sex League, handing out leaflets, or something. Isn't it +bloody? Give me a brush-down, would you? Have I got any twigs in my hair? +Are you sure? Then good-bye, my love, good-bye!' + +She flung herself into his arms, kissed him almost violently, and a moment +later pushed her way through the saplings and disappeared into the wood +with very little noise. Even now he had not found out her surname or her +address. However, it made no difference, for it was inconceivable that +they could ever meet indoors or exchange any kind of written communication. + +As it happened, they never went back to the clearing in the wood. During +the month of May there was only one further occasion on which they actually +succeeded in making love. That was in another hiding-place known to Julia, +the belfry of a ruinous church in an almost-deserted stretch of country +where an atomic bomb had fallen thirty years earlier. It was a good +hiding-place when once you got there, but the getting there was very +dangerous. For the rest they could meet only in the streets, in a different +place every evening and never for more than half an hour at a time. In the +street it was usually possible to talk, after a fashion. As they drifted +down the crowded pavements, not quite abreast and never looking at one +another, they carried on a curious, intermittent conversation which flicked +on and off like the beams of a lighthouse, suddenly nipped into silence +by the approach of a Party uniform or the proximity of a telescreen, then +taken up again minutes later in the middle of a sentence, then abruptly +cut short as they parted at the agreed spot, then continued almost without +introduction on the following day. Julia appeared to be quite used to this +kind of conversation, which she called 'talking by instalments'. She was +also surprisingly adept at speaking without moving her lips. Just once in +almost a month of nightly meetings they managed to exchange a kiss. They +were passing in silence down a side-street (Julia would never speak when +they were away from the main streets) when there was a deafening roar, the +earth heaved, and the air darkened, and Winston found himself lying on his +side, bruised and terrified. A rocket bomb must have dropped quite near at +hand. Suddenly he became aware of Julia's face a few centimetres from his +own, deathly white, as white as chalk. Even her lips were white. She was +dead! He clasped her against him and found that he was kissing a live +warm face. But there was some powdery stuff that got in the way of his +lips. Both of their faces were thickly coated with plaster. + +There were evenings when they reached their rendezvous and then had to +walk past one another without a sign, because a patrol had just come round +the corner or a helicopter was hovering overhead. Even if it had been +less dangerous, it would still have been difficult to find time to meet. +Winston's working week was sixty hours, Julia's was even longer, and +their free days varied according to the pressure of work and did not +often coincide. Julia, in any case, seldom had an evening completely free. +She spent an astonishing amount of time in attending lectures and +demonstrations, distributing literature for the junior Anti-Sex League, +preparing banners for Hate Week, making collections for the savings +campaign, and such-like activities. It paid, she said, it was camouflage. +If you kept the small rules, you could break the big ones. She even induced +Winston to mortgage yet another of his evenings by enrolling himself for +the part-time munition work which was done voluntarily by zealous Party +members. So, one evening every week, Winston spent four hours of paralysing +boredom, screwing together small bits of metal which were probably parts +of bomb fuses, in a draughty, ill-lit workshop where the knocking of +hammers mingled drearily with the music of the telescreens. + +When they met in the church tower the gaps in their fragmentary +conversation were filled up. It was a blazing afternoon. The air in the +little square chamber above the bells was hot and stagnant, and smelt +overpoweringly of pigeon dung. They sat talking for hours on the dusty, +twig-littered floor, one or other of them getting up from time to time to +cast a glance through the arrowslits and make sure that no one was coming. + +Julia was twenty-six years old. She lived in a hostel with thirty other +girls ('Always in the stink of women! How I hate women!' she said +parenthetically), and she worked, as he had guessed, on the novel-writing +machines in the Fiction Department. She enjoyed her work, which consisted +chiefly in running and servicing a powerful but tricky electric motor. +She was 'not clever', but was fond of using her hands and felt at home +with machinery. She could describe the whole process of composing a novel, +from the general directive issued by the Planning Committee down to the +final touching-up by the Rewrite Squad. But she was not interested in the +finished product. She 'didn't much care for reading,' she said. Books were +just a commodity that had to be produced, like jam or bootlaces. + +She had no memories of anything before the early sixties and the only +person she had ever known who talked frequently of the days before the +Revolution was a grandfather who had disappeared when she was eight. At +school she had been captain of the hockey team and had won the gymnastics +trophy two years running. She had been a troop-leader in the Spies and a +branch secretary in the Youth League before joining the Junior Anti-Sex +League. She had always borne an excellent character. She had even (an +infallible mark of good reputation) been picked out to work in Pornosec, +the sub-section of the Fiction Department which turned out cheap +pornography for distribution among the proles. It was nicknamed Muck House +by the people who worked in it, she remarked. There she had remained for +a year, helping to produce booklets in sealed packets with titles like +'Spanking Stories' or 'One Night in a Girls' School', to be bought +furtively by proletarian youths who were under the impression that they +were buying something illegal. + +'What are these books like?' said Winston curiously. + +'Oh, ghastly rubbish. They're boring, really. They only have six plots, +but they swap them round a bit. Of course I was only on the kaleidoscopes. +I was never in the Rewrite Squad. I'm not literary, dear--not even enough +for that.' + +He learned with astonishment that all the workers in Pornosec, except the +heads of the departments, were girls. The theory was that men, whose sex +instincts were less controllable than those of women, were in greater +danger of being corrupted by the filth they handled. + +'They don't even like having married women there,' she added. Girls are +always supposed to be so pure. Here's one who isn't, anyway. + +She had had her first love-affair when she was sixteen, with a Party member +of sixty who later committed suicide to avoid arrest. 'And a good job too,' +said Julia, 'otherwise they'd have had my name out of him when he +confessed.' Since then there had been various others. Life as she saw it +was quite simple. You wanted a good time; 'they', meaning the Party, +wanted to stop you having it; you broke the rules as best you could. She +seemed to think it just as natural that 'they' should want to rob you of +your pleasures as that you should want to avoid being caught. She hated +the Party, and said so in the crudest words, but she made no general +criticism of it. Except where it touched upon her own life she had no +interest in Party doctrine. He noticed that she never used Newspeak words +except the ones that had passed into everyday use. She had never heard of +the Brotherhood, and refused to believe in its existence. Any kind of +organized revolt against the Party, which was bound to be a failure, +struck her as stupid. The clever thing was to break the rules and stay +alive all the same. He wondered vaguely how many others like her there +might be in the younger generation people who had grown up in the world of +the Revolution, knowing nothing else, accepting the Party as something +unalterable, like the sky, not rebelling against its authority but simply +evading it, as a rabbit dodges a dog. + +They did not discuss the possibility of getting married. It was too remote +to be worth thinking about. No imaginable committee would ever sanction +such a marriage even if Katharine, Winston's wife, could somehow have been +got rid of. It was hopeless even as a daydream. + +'What was she like, your wife?' said Julia. + +'She was--do you know the Newspeak word GOODTHINKFUL? Meaning naturally +orthodox, incapable of thinking a bad thought?' + +'No, I didn't know the word, but I know the kind of person, right enough.' + +He began telling her the story of his married life, but curiously enough +she appeared to know the essential parts of it already. She described +to him, almost as though she had seen or felt it, the stiffening of +Katharine's body as soon as he touched her, the way in which she still +seemed to be pushing him from her with all her strength, even when her +arms were clasped tightly round him. With Julia he felt no difficulty in +talking about such things: Katharine, in any case, had long ceased to be +a painful memory and became merely a distasteful one. + +'I could have stood it if it hadn't been for one thing,' he said. He told +her about the frigid little ceremony that Katharine had forced him to go +through on the same night every week. 'She hated it, but nothing would +make her stop doing it. She used to call it--but you'll never guess.' + +'Our duty to the Party,' said Julia promptly. + +'How did you know that?' + +'I've been at school too, dear. Sex talks once a month for the +over-sixteens. And in the Youth Movement. They rub it into you for years. +I dare say it works in a lot of cases. But of course you can never tell; +people are such hypocrites.' + +She began to enlarge upon the subject. With Julia, everything came back +to her own sexuality. As soon as this was touched upon in any way she was +capable of great acuteness. Unlike Winston, she had grasped the inner +meaning of the Party's sexual puritanism. It was not merely that the sex +instinct created a world of its own which was outside the Party's control +and which therefore had to be destroyed if possible. What was more +important was that sexual privation induced hysteria, which was desirable +because it could be transformed into war-fever and leader-worship. The way +she put it was: + +'When you make love you're using up energy; and afterwards you feel happy +and don't give a damn for anything. They can't bear you to feel like that. +They want you to be bursting with energy all the time. All this marching +up and down and cheering and waving flags is simply sex gone sour. If +you're happy inside yourself, why should you get excited about Big Brother +and the Three-Year Plans and the Two Minutes Hate and all the rest of +their bloody rot?' + +That was very true, he thought. There was a direct intimate connexion +between chastity and political orthodoxy. For how could the fear, the +hatred, and the lunatic credulity which the Party needed in its members be +kept at the right pitch, except by bottling down some powerful instinct +and using it as a driving force? The sex impulse was dangerous to the +Party, and the Party had turned it to account. They had played a similar +trick with the instinct of parenthood. The family could not actually be +abolished, and, indeed, people were encouraged to be fond of their +children, in almost the old-fashioned way. The children, on the other hand, +were systematically turned against their parents and taught to spy on them +and report their deviations. The family had become in effect an extension +of the Thought Police. It was a device by means of which everyone could be +surrounded night and day by informers who knew him intimately. + +Abruptly his mind went back to Katharine. Katharine would unquestionably +have denounced him to the Thought Police if she had not happened to be too +stupid to detect the unorthodoxy of his opinions. But what really recalled +her to him at this moment was the stifling heat of the afternoon, which +had brought the sweat out on his forehead. He began telling Julia of +something that had happened, or rather had failed to happen, on another +sweltering summer afternoon, eleven years ago. + +It was three or four months after they were married. They had lost their +way on a community hike somewhere in Kent. They had only lagged behind +the others for a couple of minutes, but they took a wrong turning, and +presently found themselves pulled up short by the edge of an old chalk +quarry. It was a sheer drop of ten or twenty metres, with boulders at the +bottom. There was nobody of whom they could ask the way. As soon as she +realized that they were lost Katharine became very uneasy. To be away +from the noisy mob of hikers even for a moment gave her a feeling of +wrong-doing. She wanted to hurry back by the way they had come and start +searching in the other direction. But at this moment Winston noticed some +tufts of loosestrife growing in the cracks of the cliff beneath them. +One tuft was of two colours, magenta and brick-red, apparently growing on +the same root. He had never seen anything of the kind before, and he called +to Katharine to come and look at it. + +'Look, Katharine! Look at those flowers. That clump down near the bottom. +Do you see they're two different colours?' + +She had already turned to go, but she did rather fretfully come back for +a moment. She even leaned out over the cliff face to see where he was +pointing. He was standing a little behind her, and he put his hand on +her waist to steady her. At this moment it suddenly occurred to him how +completely alone they were. There was not a human creature anywhere, not a +leaf stirring, not even a bird awake. In a place like this the danger that +there would be a hidden microphone was very small, and even if there was a +microphone it would only pick up sounds. It was the hottest sleepiest hour +of the afternoon. The sun blazed down upon them, the sweat tickled his +face. And the thought struck him... + +'Why didn't you give her a good shove?' said Julia. 'I would have.' + +'Yes, dear, you would have. I would, if I'd been the same person then as +I am now. Or perhaps I would--I'm not certain.' + +'Are you sorry you didn't?' + +'Yes. On the whole I'm sorry I didn't.' + +They were sitting side by side on the dusty floor. He pulled her closer +against him. Her head rested on his shoulder, the pleasant smell of her +hair conquering the pigeon dung. She was very young, he thought, she +still expected something from life, she did not understand that to push +an inconvenient person over a cliff solves nothing. + +'Actually it would have made no difference,' he said. + +'Then why are you sorry you didn't do it?' + +'Only because I prefer a positive to a negative. In this game that we're +playing, we can't win. Some kinds of failure are better than other kinds, +that's all.' + +He felt her shoulders give a wriggle of dissent. She always contradicted +him when he said anything of this kind. She would not accept it as a law +of nature that the individual is always defeated. In a way she realized +that she herself was doomed, that sooner or later the Thought Police would +catch her and kill her, but with another part of her mind she believed +that it was somehow possible to construct a secret world in which you could +live as you chose. All you needed was luck and cunning and boldness. She +did not understand that there was no such thing as happiness, that the +only victory lay in the far future, long after you were dead, that from +the moment of declaring war on the Party it was better to think of yourself +as a corpse. + +'We are the dead,' he said. + +'We're not dead yet,' said Julia prosaically. + +'Not physically. Six months, a year--five years, conceivably. I am afraid +of death. You are young, so presumably you're more afraid of it than I am. +Obviously we shall put it off as long as we can. But it makes very little +difference. So long as human beings stay human, death and life are the +same thing.' + +'Oh, rubbish! Which would you sooner sleep with, me or a skeleton? Don't +you enjoy being alive? Don't you like feeling: This is me, this is my hand, +this is my leg, I'm real, I'm solid, I'm alive! Don't you like THIS?' + +She twisted herself round and pressed her bosom against him. He could feel +her breasts, ripe yet firm, through her overalls. Her body seemed to be +pouring some of its youth and vigour into his. + +'Yes, I like that,' he said. + +'Then stop talking about dying. And now listen, dear, we've got to fix +up about the next time we meet. We may as well go back to the place in +the wood. We've given it a good long rest. But you must get there by a +different way this time. I've got it all planned out. You take the +train--but look, I'll draw it out for you.' + +And in her practical way she scraped together a small square of dust, +and with a twig from a pigeon's nest began drawing a map on the floor. + + + + +Chapter 4 + + + +Winston looked round the shabby little room above Mr Charrington's shop. +Beside the window the enormous bed was made up, with ragged blankets and +a coverless bolster. The old-fashioned clock with the twelve-hour face was +ticking away on the mantelpiece. In the corner, on the gateleg table, the +glass paperweight which he had bought on his last visit gleamed softly out +of the half-darkness. + +In the fender was a battered tin oilstove, a saucepan, and two cups, +provided by Mr Charrington. Winston lit the burner and set a pan of water +to boil. He had brought an envelope full of Victory Coffee and some +saccharine tablets. The clock's hands said seventeen-twenty: it was +nineteen-twenty really. She was coming at nineteen-thirty. + +Folly, folly, his heart kept saying: conscious, gratuitous, suicidal folly. +Of all the crimes that a Party member could commit, this one was the least +possible to conceal. Actually the idea had first floated into his head in +the form of a vision, of the glass paperweight mirrored by the surface +of the gateleg table. As he had foreseen, Mr Charrington had made no +difficulty about letting the room. He was obviously glad of the few dollars +that it would bring him. Nor did he seem shocked or become offensively +knowing when it was made clear that Winston wanted the room for the purpose +of a love-affair. Instead he looked into the middle distance and spoke in +generalities, with so delicate an air as to give the impression that he +had become partly invisible. Privacy, he said, was a very valuable thing. +Everyone wanted a place where they could be alone occasionally. And when +they had such a place, it was only common courtesy in anyone else who knew +of it to keep his knowledge to himself. He even, seeming almost to fade +out of existence as he did so, added that there were two entries to the +house, one of them through the back yard, which gave on an alley. + +Under the window somebody was singing. Winston peeped out, secure in the +protection of the muslin curtain. The June sun was still high in the sky, +and in the sun-filled court below, a monstrous woman, solid as a Norman +pillar, with brawny red forearms and a sacking apron strapped about her +middle, was stumping to and fro between a washtub and a clothes line, +pegging out a series of square white things which Winston recognized as +babies' diapers. Whenever her mouth was not corked with clothes pegs she +was singing in a powerful contralto: + + + It was only an 'opeless fancy. + It passed like an Ipril dye, + But a look an' a word an' the dreams they stirred! + They 'ave stolen my 'eart awye! + + +The tune had been haunting London for weeks past. It was one of countless +similar songs published for the benefit of the proles by a sub-section of +the Music Department. The words of these songs were composed without any +human intervention whatever on an instrument known as a versificator. +But the woman sang so tunefully as to turn the dreadful rubbish into an +almost pleasant sound. He could hear the woman singing and the scrape of +her shoes on the flagstones, and the cries of the children in the street, +and somewhere in the far distance a faint roar of traffic, and yet the +room seemed curiously silent, thanks to the absence of a telescreen. + +Folly, folly, folly! he thought again. It was inconceivable that they could +frequent this place for more than a few weeks without being caught. But +the temptation of having a hiding-place that was truly their own, indoors +and near at hand, had been too much for both of them. For some time +after their visit to the church belfry it had been impossible to arrange +meetings. Working hours had been drastically increased in anticipation of +Hate Week. It was more than a month distant, but the enormous, complex +preparations that it entailed were throwing extra work on to everybody. +Finally both of them managed to secure a free afternoon on the same day. +They had agreed to go back to the clearing in the wood. On the evening +beforehand they met briefly in the street. As usual, Winston hardly looked +at Julia as they drifted towards one another in the crowd, but from the +short glance he gave her it seemed to him that she was paler than usual. + +'It's all off,' she murmured as soon as she judged it safe to speak. +'Tomorrow, I mean.' + +'What?' + +'Tomorrow afternoon. I can't come.' + +'Why not?' + +'Oh, the usual reason. It's started early this time.' + +For a moment he was violently angry. During the month that he had known +her the nature of his desire for her had changed. At the beginning there +had been little true sensuality in it. Their first love-making had been +simply an act of the will. But after the second time it was different. The +smell of her hair, the taste of her mouth, the feeling of her skin seemed +to have got inside him, or into the air all round him. She had become a +physical necessity, something that he not only wanted but felt that he +had a right to. When she said that she could not come, he had the feeling +that she was cheating him. But just at this moment the crowd pressed +them together and their hands accidentally met. She gave the tips of his +fingers a quick squeeze that seemed to invite not desire but affection. It +struck him that when one lived with a woman this particular disappointment +must be a normal, recurring event; and a deep tenderness, such as he had +not felt for her before, suddenly took hold of him. He wished that they +were a married couple of ten years' standing. He wished that he were +walking through the streets with her just as they were doing now but openly +and without fear, talking of trivialities and buying odds and ends for the +household. He wished above all that they had some place where they could +be alone together without feeling the obligation to make love every time +they met. It was not actually at that moment, but at some time on the +following day, that the idea of renting Mr Charrington's room had occurred +to him. When he suggested it to Julia she had agreed with unexpected +readiness. Both of them knew that it was lunacy. It was as though they were +intentionally stepping nearer to their graves. As he sat waiting on the +edge of the bed he thought again of the cellars of the Ministry of Love. +It was curious how that predestined horror moved in and out of one's +consciousness. There it lay, fixed in future times, preceding death as +surely as 99 precedes 100. One could not avoid it, but one could perhaps +postpone it: and yet instead, every now and again, by a conscious, wilful +act, one chose to shorten the interval before it happened. + +At this moment there was a quick step on the stairs. Julia burst into the +room. She was carrying a tool-bag of coarse brown canvas, such as he had +sometimes seen her carrying to and fro at the Ministry. He started forward +to take her in his arms, but she disengaged herself rather hurriedly, +partly because she was still holding the tool-bag. + +'Half a second,' she said. 'Just let me show you what I've brought. Did +you bring some of that filthy Victory Coffee? I thought you would. You +can chuck it away again, because we shan't be needing it. Look here.' + +She fell on her knees, threw open the bag, and tumbled out some spanners +and a screwdriver that filled the top part of it. Underneath were a number +of neat paper packets. The first packet that she passed to Winston had a +strange and yet vaguely familiar feeling. It was filled with some kind of +heavy, sand-like stuff which yielded wherever you touched it. + +'It isn't sugar?' he said. + +'Real sugar. Not saccharine, sugar. And here's a loaf of bread--proper +white bread, not our bloody stuff--and a little pot of jam. And here's a +tin of milk--but look! This is the one I'm really proud of. I had to wrap +a bit of sacking round it, because----' + +But she did not need to tell him why she had wrapped it up. The smell was +already filling the room, a rich hot smell which seemed like an emanation +from his early childhood, but which one did occasionally meet with even +now, blowing down a passage-way before a door slammed, or diffusing itself +mysteriously in a crowded street, sniffed for an instant and then lost +again. + +'It's coffee,' he murmured, 'real coffee.' + +'It's Inner Party coffee. There's a whole kilo here,' she said. + +'How did you manage to get hold of all these things?' + +'It's all Inner Party stuff. There's nothing those swine don't have, +nothing. But of course waiters and servants and people pinch things, +and--look, I got a little packet of tea as well.' + +Winston had squatted down beside her. He tore open a corner of the packet. + +'It's real tea. Not blackberry leaves.' + +'There's been a lot of tea about lately. They've captured India, or +something,' she said vaguely. 'But listen, dear. I want you to turn your +back on me for three minutes. Go and sit on the other side of the bed. +Don't go too near the window. And don't turn round till I tell you.' + +Winston gazed abstractedly through the muslin curtain. Down in the yard +the red-armed woman was still marching to and fro between the washtub and +the line. She took two more pegs out of her mouth and sang with deep +feeling: + + + They sye that time 'eals all things, + They sye you can always forget; + But the smiles an' the tears acrorss the years + They twist my 'eart-strings yet! + + +She knew the whole drivelling song by heart, it seemed. Her voice floated +upward with the sweet summer air, very tuneful, charged with a sort of +happy melancholy. One had the feeling that she would have been perfectly +content, if the June evening had been endless and the supply of clothes +inexhaustible, to remain there for a thousand years, pegging out diapers +and singing rubbish. It struck him as a curious fact that he had never +heard a member of the Party singing alone and spontaneously. It would even +have seemed slightly unorthodox, a dangerous eccentricity, like talking to +oneself. Perhaps it was only when people were somewhere near the starvation +level that they had anything to sing about. + +'You can turn round now,' said Julia. + +He turned round, and for a second almost failed to recognize her. What he +had actually expected was to see her naked. But she was not naked. The +transformation that had happened was much more surprising than that. She +had painted her face. + +She must have slipped into some shop in the proletarian quarters and bought +herself a complete set of make-up materials. Her lips were deeply reddened, +her cheeks rouged, her nose powdered; there was even a touch of something +under the eyes to make them brighter. It was not very skilfully done, but +Winston's standards in such matters were not high. He had never before +seen or imagined a woman of the Party with cosmetics on her face. The +improvement in her appearance was startling. With just a few dabs of colour +in the right places she had become not only very much prettier, but, above +all, far more feminine. Her short hair and boyish overalls merely added +to the effect. As he took her in his arms a wave of synthetic violets +flooded his nostrils. He remembered the half-darkness of a basement +kitchen, and a woman's cavernous mouth. It was the very same scent that +she had used; but at the moment it did not seem to matter. + +'Scent too!' he said. + +'Yes, dear, scent too. And do you know what I'm going to do next? I'm +going to get hold of a real woman's frock from somewhere and wear it +instead of these bloody trousers. I'll wear silk stockings and high-heeled +shoes! In this room I'm going to be a woman, not a Party comrade.' + +They flung their clothes off and climbed into the huge mahogany bed. It +was the first time that he had stripped himself naked in her presence. +Until now he had been too much ashamed of his pale and meagre body, with +the varicose veins standing out on his calves and the discoloured patch +over his ankle. There were no sheets, but the blanket they lay on was +threadbare and smooth, and the size and springiness of the bed astonished +both of them. 'It's sure to be full of bugs, but who cares?' said Julia. +One never saw a double bed nowadays, except in the homes of the proles. +Winston had occasionally slept in one in his boyhood: Julia had never been +in one before, so far as she could remember. + +Presently they fell asleep for a little while. When Winston woke up the +hands of the clock had crept round to nearly nine. He did not stir, because +Julia was sleeping with her head in the crook of his arm. Most of her +make-up had transferred itself to his own face or the bolster, but a light +stain of rouge still brought out the beauty of her cheekbone. A yellow ray +from the sinking sun fell across the foot of the bed and lighted up the +fireplace, where the water in the pan was boiling fast. Down in the yard +the woman had stopped singing, but the faint shouts of children floated in +from the street. He wondered vaguely whether in the abolished past it had +been a normal experience to lie in bed like this, in the cool of a summer +evening, a man and a woman with no clothes on, making love when they chose, +talking of what they chose, not feeling any compulsion to get up, simply +lying there and listening to peaceful sounds outside. Surely there could +never have been a time when that seemed ordinary? Julia woke up, rubbed +her eyes, and raised herself on her elbow to look at the oilstove. + +'Half that water's boiled away,' she said. 'I'll get up and make some +coffee in another moment. We've got an hour. What time do they cut the +lights off at your flats?' + +'Twenty-three thirty.' + +'It's twenty-three at the hostel. But you have to get in earlier than that, +because--Hi! Get out, you filthy brute!' + +She suddenly twisted herself over in the bed, seized a shoe from the floor, +and sent it hurtling into the corner with a boyish jerk of her arm, exactly +as he had seen her fling the dictionary at Goldstein, that morning during +the Two Minutes Hate. + +'What was it?' he said in surprise. + +'A rat. I saw him stick his beastly nose out of the wainscoting. There's a +hole down there. I gave him a good fright, anyway.' + +'Rats!' murmured Winston. 'In this room!' + +'They're all over the place,' said Julia indifferently as she lay down +again. 'We've even got them in the kitchen at the hostel. Some parts of +London are swarming with them. Did you know they attack children? Yes, +they do. In some of these streets a woman daren't leave a baby alone for +two minutes. It's the great huge brown ones that do it. And the nasty +thing is that the brutes always----' + +'DON'T GO ON!' said Winston, with his eyes tightly shut. + +'Dearest! You've gone quite pale. What's the matter? Do they make you feel +sick?' + +'Of all horrors in the world--a rat!' + +She pressed herself against him and wound her limbs round him, as though +to reassure him with the warmth of her body. He did not reopen his eyes +immediately. For several moments he had had the feeling of being back in a +nightmare which had recurred from time to time throughout his life. It was +always very much the same. He was standing in front of a wall of darkness, +and on the other side of it there was something unendurable, something too +dreadful to be faced. In the dream his deepest feeling was always one of +self-deception, because he did in fact know what was behind the wall of +darkness. With a deadly effort, like wrenching a piece out of his own +brain, he could even have dragged the thing into the open. He always woke +up without discovering what it was: but somehow it was connected with what +Julia had been saying when he cut her short. + +'I'm sorry,' he said, 'it's nothing. I don't like rats, that's all.' + +'Don't worry, dear, we're not going to have the filthy brutes in here. +I'll stuff the hole with a bit of sacking before we go. And next time we +come here I'll bring some plaster and bung it up properly.' + +Already the black instant of panic was half-forgotten. Feeling slightly +ashamed of himself, he sat up against the bedhead. Julia got out of bed, +pulled on her overalls, and made the coffee. The smell that rose from the +saucepan was so powerful and exciting that they shut the window lest +anybody outside should notice it and become inquisitive. What was even +better than the taste of the coffee was the silky texture given to it by +the sugar, a thing Winston had almost forgotten after years of saccharine. +With one hand in her pocket and a piece of bread and jam in the other, +Julia wandered about the room, glancing indifferently at the bookcase, +pointing out the best way of repairing the gateleg table, plumping herself +down in the ragged arm-chair to see if it was comfortable, and examining +the absurd twelve-hour clock with a sort of tolerant amusement. She brought +the glass paperweight over to the bed to have a look at it in a better +light. He took it out of her hand, fascinated, as always, by the soft, +rainwatery appearance of the glass. + +'What is it, do you think?' said Julia. + +'I don't think it's anything--I mean, I don't think it was ever put to any +use. That's what I like about it. It's a little chunk of history that +they've forgotten to alter. It's a message from a hundred years ago, if +one knew how to read it.' + +'And that picture over there'--she nodded at the engraving on the opposite +wall--'would that be a hundred years old?' + +'More. Two hundred, I dare say. One can't tell. It's impossible to discover +the age of anything nowadays.' + +She went over to look at it. 'Here's where that brute stuck his nose out,' +she said, kicking the wainscoting immediately below the picture. 'What is +this place? I've seen it before somewhere.' + +'It's a church, or at least it used to be. St Clement Danes its name was.' +The fragment of rhyme that Mr Charrington had taught him came back into +his head, and he added half-nostalgically: "Oranges and lemons, say the +bells of St Clement's!" + +To his astonishment she capped the line: + + + 'You owe me three farthings, say the bells of St Martin's, + When will you pay me? say the bells of Old Bailey----' + + +'I can't remember how it goes on after that. But anyway I remember it ends +up, "Here comes a candle to light you to bed, here comes a chopper to chop +off your head!"' + +It was like the two halves of a countersign. But there must be another +line after 'the bells of Old Bailey'. Perhaps it could be dug out of +Mr Charrington's memory, if he were suitably prompted. + +'Who taught you that?' he said. + +'My grandfather. He used to say it to me when I was a little girl. He was +vaporized when I was eight--at any rate, he disappeared. I wonder what a +lemon was,' she added inconsequently. 'I've seen oranges. They're a kind +of round yellow fruit with a thick skin.' + +'I can remember lemons,' said Winston. 'They were quite common in the +fifties. They were so sour that it set your teeth on edge even to smell +them.' + +'I bet that picture's got bugs behind it,' said Julia. 'I'll take it down +and give it a good clean some day. I suppose it's almost time we were +leaving. I must start washing this paint off. What a bore! I'll get the +lipstick off your face afterwards.' + +Winston did not get up for a few minutes more. The room was darkening. He +turned over towards the light and lay gazing into the glass paperweight. +The inexhaustibly interesting thing was not the fragment of coral but the +interior of the glass itself. There was such a depth of it, and yet it was +almost as transparent as air. It was as though the surface of the glass +had been the arch of the sky, enclosing a tiny world with its atmosphere +complete. He had the feeling that he could get inside it, and that in +fact he was inside it, along with the mahogany bed and the gateleg table, +and the clock and the steel engraving and the paperweight itself. The +paperweight was the room he was in, and the coral was Julia's life and his +own, fixed in a sort of eternity at the heart of the crystal. + + + + +Chapter 5 + + + +Syme had vanished. A morning came, and he was missing from work: a few +thoughtless people commented on his absence. On the next day nobody +mentioned him. On the third day Winston went into the vestibule of the +Records Department to look at the notice-board. One of the notices carried +a printed list of the members of the Chess Committee, of whom Syme had +been one. It looked almost exactly as it had looked before--nothing had +been crossed out--but it was one name shorter. It was enough. Syme had +ceased to exist: he had never existed. + +The weather was baking hot. In the labyrinthine Ministry the windowless, +air-conditioned rooms kept their normal temperature, but outside the +pavements scorched one's feet and the stench of the Tubes at the rush hours +was a horror. The preparations for Hate Week were in full swing, and the +staffs of all the Ministries were working overtime. Processions, meetings, +military parades, lectures, waxworks, displays, film shows, telescreen +programmes all had to be organized; stands had to be erected, effigies +built, slogans coined, songs written, rumours circulated, photographs +faked. Julia's unit in the Fiction Department had been taken off the +production of novels and was rushing out a series of atrocity pamphlets. +Winston, in addition to his regular work, spent long periods every day in +going through back files of 'The Times' and altering and embellishing news +items which were to be quoted in speeches. Late at night, when crowds of +rowdy proles roamed the streets, the town had a curiously febrile air. The +rocket bombs crashed oftener than ever, and sometimes in the far distance +there were enormous explosions which no one could explain and about which +there were wild rumours. + +The new tune which was to be the theme-song of Hate Week (the Hate Song, +it was called) had already been composed and was being endlessly plugged +on the telescreens. It had a savage, barking rhythm which could not exactly +be called music, but resembled the beating of a drum. Roared out by +hundreds of voices to the tramp of marching feet, it was terrifying. The +proles had taken a fancy to it, and in the midnight streets it competed +with the still-popular 'It was only a hopeless fancy'. The Parsons children +played it at all hours of the night and day, unbearably, on a comb and a +piece of toilet paper. Winston's evenings were fuller than ever. Squads of +volunteers, organized by Parsons, were preparing the street for Hate Week, +stitching banners, painting posters, erecting flagstaffs on the roofs, and +perilously slinging wires across the street for the reception of streamers. +Parsons boasted that Victory Mansions alone would display four hundred +metres of bunting. He was in his native element and as happy as a lark. +The heat and the manual work had even given him a pretext for reverting +to shorts and an open shirt in the evenings. He was everywhere at once, +pushing, pulling, sawing, hammering, improvising, jollying everyone along +with comradely exhortations and giving out from every fold of his body what +seemed an inexhaustible supply of acrid-smelling sweat. + +A new poster had suddenly appeared all over London. It had no caption, +and represented simply the monstrous figure of a Eurasian soldier, three +or four metres high, striding forward with expressionless Mongolian face +and enormous boots, a submachine gun pointed from his hip. From whatever +angle you looked at the poster, the muzzle of the gun, magnified by the +foreshortening, seemed to be pointed straight at you. The thing had been +plastered on every blank space on every wall, even outnumbering the +portraits of Big Brother. The proles, normally apathetic about the war, +were being lashed into one of their periodical frenzies of patriotism. +As though to harmonize with the general mood, the rocket bombs had been +killing larger numbers of people than usual. One fell on a crowded film +theatre in Stepney, burying several hundred victims among the ruins. The +whole population of the neighbourhood turned out for a long, trailing +funeral which went on for hours and was in effect an indignation meeting. +Another bomb fell on a piece of waste ground which was used as a playground +and several dozen children were blown to pieces. There were further angry +demonstrations, Goldstein was burned in effigy, hundreds of copies of the +poster of the Eurasian soldier were torn down and added to the flames, and +a number of shops were looted in the turmoil; then a rumour flew round +that spies were directing the rocket bombs by means of wireless waves, and +an old couple who were suspected of being of foreign extraction had their +house set on fire and perished of suffocation. + +In the room over Mr Charrington's shop, when they could get there, Julia +and Winston lay side by side on a stripped bed under the open window, +naked for the sake of coolness. The rat had never come back, but the bugs +had multiplied hideously in the heat. It did not seem to matter. Dirty or +clean, the room was paradise. As soon as they arrived they would sprinkle +everything with pepper bought on the black market, tear off their clothes, +and make love with sweating bodies, then fall asleep and wake to find that +the bugs had rallied and were massing for the counter-attack. + +Four, five, six--seven times they met during the month of June. Winston +had dropped his habit of drinking gin at all hours. He seemed to have lost +the need for it. He had grown fatter, his varicose ulcer had subsided, +leaving only a brown stain on the skin above his ankle, his fits of +coughing in the early morning had stopped. The process of life had ceased +to be intolerable, he had no longer any impulse to make faces at the +telescreen or shout curses at the top of his voice. Now that they had a +secure hiding-place, almost a home, it did not even seem a hardship that +they could only meet infrequently and for a couple of hours at a time. +What mattered was that the room over the junk-shop should exist. To know +that it was there, inviolate, was almost the same as being in it. The room +was a world, a pocket of the past where extinct animals could walk. +Mr Charrington, thought Winston, was another extinct animal. He usually +stopped to talk with Mr Charrington for a few minutes on his way upstairs. +The old man seemed seldom or never to go out of doors, and on the other +hand to have almost no customers. He led a ghostlike existence between the +tiny, dark shop, and an even tinier back kitchen where he prepared his +meals and which contained, among other things, an unbelievably ancient +gramophone with an enormous horn. He seemed glad of the opportunity to +talk. Wandering about among his worthless stock, with his long nose and +thick spectacles and his bowed shoulders in the velvet jacket, he had +always vaguely the air of being a collector rather than a tradesman. +With a sort of faded enthusiasm he would finger this scrap of rubbish or +that--a china bottle-stopper, the painted lid of a broken snuffbox, a +pinchbeck locket containing a strand of some long-dead baby's hair--never +asking that Winston should buy it, merely that he should admire it. To +talk to him was like listening to the tinkling of a worn-out musical-box. +He had dragged out from the corners of his memory some more fragments of +forgotten rhymes. There was one about four and twenty blackbirds, and +another about a cow with a crumpled horn, and another about the death +of poor Cock Robin. 'It just occurred to me you might be interested,' he +would say with a deprecating little laugh whenever he produced a new +fragment. But he could never recall more than a few lines of any one +rhyme. + +Both of them knew--in a way, it was never out of their minds that what +was now happening could not last long. There were times when the fact of +impending death seemed as palpable as the bed they lay on, and they would +cling together with a sort of despairing sensuality, like a damned soul +grasping at his last morsel of pleasure when the clock is within five +minutes of striking. But there were also times when they had the illusion +not only of safety but of permanence. So long as they were actually in +this room, they both felt, no harm could come to them. Getting there was +difficult and dangerous, but the room itself was sanctuary. It was as when +Winston had gazed into the heart of the paperweight, with the feeling that +it would be possible to get inside that glassy world, and that once inside +it time could be arrested. Often they gave themselves up to daydreams of +escape. Their luck would hold indefinitely, and they would carry on their +intrigue, just like this, for the remainder of their natural lives. Or +Katharine would die, and by subtle manoeuvrings Winston and Julia would +succeed in getting married. Or they would commit suicide together. Or +they would disappear, alter themselves out of recognition, learn to speak +with proletarian accents, get jobs in a factory and live out their lives +undetected in a back-street. It was all nonsense, as they both knew. In +reality there was no escape. Even the one plan that was practicable, +suicide, they had no intention of carrying out. To hang on from day to day +and from week to week, spinning out a present that had no future, seemed +an unconquerable instinct, just as one's lungs will always draw the next +breath so long as there is air available. + +Sometimes, too, they talked of engaging in active rebellion against the +Party, but with no notion of how to take the first step. Even if the +fabulous Brotherhood was a reality, there still remained the difficulty +of finding one's way into it. He told her of the strange intimacy that +existed, or seemed to exist, between himself and O'Brien, and of the +impulse he sometimes felt, simply to walk into O'Brien's presence, announce +that he was the enemy of the Party, and demand his help. Curiously enough, +this did not strike her as an impossibly rash thing to do. She was used to +judging people by their faces, and it seemed natural to her that Winston +should believe O'Brien to be trustworthy on the strength of a single flash +of the eyes. Moreover she took it for granted that everyone, or nearly +everyone, secretly hated the Party and would break the rules if he thought +it safe to do so. But she refused to believe that widespread, organized +opposition existed or could exist. The tales about Goldstein and his +underground army, she said, were simply a lot of rubbish which the Party +had invented for its own purposes and which you had to pretend to believe +in. Times beyond number, at Party rallies and spontaneous demonstrations, +she had shouted at the top of her voice for the execution of people whose +names she had never heard and in whose supposed crimes she had not the +faintest belief. When public trials were happening she had taken her place +in the detachments from the Youth League who surrounded the courts from +morning to night, chanting at intervals 'Death to the traitors!' During +the Two Minutes Hate she always excelled all others in shouting insults +at Goldstein. Yet she had only the dimmest idea of who Goldstein was and +what doctrines he was supposed to represent. She had grown up since the +Revolution and was too young to remember the ideological battles of the +fifties and sixties. Such a thing as an independent political movement was +outside her imagination: and in any case the Party was invincible. It +would always exist, and it would always be the same. You could only rebel +against it by secret disobedience or, at most, by isolated acts of +violence such as killing somebody or blowing something up. + +In some ways she was far more acute than Winston, and far less susceptible +to Party propaganda. Once when he happened in some connexion to mention +the war against Eurasia, she startled him by saying casually that in her +opinion the war was not happening. The rocket bombs which fell daily on +London were probably fired by the Government of Oceania itself, 'just to +keep people frightened'. This was an idea that had literally never occurred +to him. She also stirred a sort of envy in him by telling him that during +the Two Minutes Hate her great difficulty was to avoid bursting out +laughing. But she only questioned the teachings of the Party when they +in some way touched upon her own life. Often she was ready to accept +the official mythology, simply because the difference between truth and +falsehood did not seem important to her. She believed, for instance, having +learnt it at school, that the Party had invented aeroplanes. (In his own +schooldays, Winston remembered, in the late fifties, it was only the +helicopter that the Party claimed to have invented; a dozen years later, +when Julia was at school, it was already claiming the aeroplane; one +generation more, and it would be claiming the steam engine.) And when he +told her that aeroplanes had been in existence before he was born and long +before the Revolution, the fact struck her as totally uninteresting. After +all, what did it matter who had invented aeroplanes? It was rather more +of a shock to him when he discovered from some chance remark that she did +not remember that Oceania, four years ago, had been at war with Eastasia +and at peace with Eurasia. It was true that she regarded the whole war as +a sham: but apparently she had not even noticed that the name of the enemy +had changed. 'I thought we'd always been at war with Eurasia,' she said +vaguely. It frightened him a little. The invention of aeroplanes dated +from long before her birth, but the switchover in the war had happened +only four years ago, well after she was grown up. He argued with her about +it for perhaps a quarter of an hour. In the end he succeeded in forcing +her memory back until she did dimly recall that at one time Eastasia and +not Eurasia had been the enemy. But the issue still struck her as +unimportant. 'Who cares?' she said impatiently. 'It's always one bloody +war after another, and one knows the news is all lies anyway.' + +Sometimes he talked to her of the Records Department and the impudent +forgeries that he committed there. Such things did not appear to horrify +her. She did not feel the abyss opening beneath her feet at the thought +of lies becoming truths. He told her the story of Jones, Aaronson, and +Rutherford and the momentous slip of paper which he had once held between +his fingers. It did not make much impression on her. At first, indeed, she +failed to grasp the point of the story. + +'Were they friends of yours?' she said. + +'No, I never knew them. They were Inner Party members. Besides, they were +far older men than I was. They belonged to the old days, before the +Revolution. I barely knew them by sight.' + +'Then what was there to worry about? People are being killed off all the +time, aren't they?' + +He tried to make her understand. 'This was an exceptional case. It wasn't +just a question of somebody being killed. Do you realize that the past, +starting from yesterday, has been actually abolished? If it survives +anywhere, it's in a few solid objects with no words attached to them, like +that lump of glass there. Already we know almost literally nothing about +the Revolution and the years before the Revolution. Every record has been +destroyed or falsified, every book has been rewritten, every picture has +been repainted, every statue and street and building has been renamed, +every date has been altered. And that process is continuing day by day and +minute by minute. History has stopped. Nothing exists except an endless +present in which the Party is always right. I know, of course, that the +past is falsified, but it would never be possible for me to prove it, even +when I did the falsification myself. After the thing is done, no evidence +ever remains. The only evidence is inside my own mind, and I don't know +with any certainty that any other human being shares my memories. Just in +that one instance, in my whole life, I did possess actual concrete evidence +after the event--years after it.' + +'And what good was that?' + +'It was no good, because I threw it away a few minutes later. But if the +same thing happened today, I should keep it.' + +'Well, I wouldn't!' said Julia. 'I'm quite ready to take risks, but only +for something worth while, not for bits of old newspaper. What could you +have done with it even if you had kept it?' + +'Not much, perhaps. But it was evidence. It might have planted a few doubts +here and there, supposing that I'd dared to show it to anybody. I don't +imagine that we can alter anything in our own lifetime. But one can imagine +little knots of resistance springing up here and there--small groups of +people banding themselves together, and gradually growing, and even leaving +a few records behind, so that the next generations can carry on where we +leave off.' + +'I'm not interested in the next generation, dear. I'm interested in US.' + +'You're only a rebel from the waist downwards,' he told her. + +She thought this brilliantly witty and flung her arms round him in delight. + +In the ramifications of party doctrine she had not the faintest interest. +Whenever he began to talk of the principles of Ingsoc, doublethink, the +mutability of the past, and the denial of objective reality, and to use +Newspeak words, she became bored and confused and said that she never paid +any attention to that kind of thing. One knew that it was all rubbish, so +why let oneself be worried by it? She knew when to cheer and when to boo, +and that was all one needed. If he persisted in talking of such subjects, +she had a disconcerting habit of falling asleep. She was one of those +people who can go to sleep at any hour and in any position. Talking to her, +he realized how easy it was to present an appearance of orthodoxy while +having no grasp whatever of what orthodoxy meant. In a way, the world-view +of the Party imposed itself most successfully on people incapable of +understanding it. They could be made to accept the most flagrant violations +of reality, because they never fully grasped the enormity of what was +demanded of them, and were not sufficiently interested in public events to +notice what was happening. By lack of understanding they remained sane. +They simply swallowed everything, and what they swallowed did them no harm, +because it left no residue behind, just as a grain of corn will pass +undigested through the body of a bird. + + + + +Chapter 6 + + + +It had happened at last. The expected message had come. All his life, it +seemed to him, he had been waiting for this to happen. + +He was walking down the long corridor at the Ministry and he was almost +at the spot where Julia had slipped the note into his hand when he became +aware that someone larger than himself was walking just behind him. The +person, whoever it was, gave a small cough, evidently as a prelude to +speaking. Winston stopped abruptly and turned. It was O'Brien. + +At last they were face to face, and it seemed that his only impulse was +to run away. His heart bounded violently. He would have been incapable of +speaking. O'Brien, however, had continued forward in the same movement, +laying a friendly hand for a moment on Winston's arm, so that the two of +them were walking side by side. He began speaking with the peculiar grave +courtesy that differentiated him from the majority of Inner Party members. + +'I had been hoping for an opportunity of talking to you,' he said. 'I was +reading one of your Newspeak articles in 'The Times' the other day. You +take a scholarly interest in Newspeak, I believe?' + +Winston had recovered part of his self-possession. 'Hardly scholarly,' he +said. 'I'm only an amateur. It's not my subject. I have never had anything +to do with the actual construction of the language.' + +'But you write it very elegantly,' said O'Brien. 'That is not only my own +opinion. I was talking recently to a friend of yours who is certainly an +expert. His name has slipped my memory for the moment.' + +Again Winston's heart stirred painfully. It was inconceivable that this +was anything other than a reference to Syme. But Syme was not only dead, +he was abolished, an unperson. Any identifiable reference to him would have +been mortally dangerous. O'Brien's remark must obviously have been intended +as a signal, a codeword. By sharing a small act of thoughtcrime he had +turned the two of them into accomplices. They had continued to stroll +slowly down the corridor, but now O'Brien halted. With the curious, +disarming friendliness that he always managed to put in to the gesture he +resettled his spectacles on his nose. Then he went on: + +'What I had really intended to say was that in your article I noticed you +had used two words which have become obsolete. But they have only become +so very recently. Have you seen the tenth edition of the Newspeak +Dictionary?' + +'No,' said Winston. 'I didn't think it had been issued yet. We are still +using the ninth in the Records Department.' + +'The tenth edition is not due to appear for some months, I believe. But a +few advance copies have been circulated. I have one myself. It might +interest you to look at it, perhaps?' + +'Very much so,' said Winston, immediately seeing where this tended. + +'Some of the new developments are most ingenious. The reduction in the +number of verbs--that is the point that will appeal to you, I think. Let +me see, shall I send a messenger to you with the dictionary? But I am +afraid I invariably forget anything of that kind. Perhaps you could pick +it up at my flat at some time that suited you? Wait. Let me give you my +address.' + +They were standing in front of a telescreen. Somewhat absent-mindedly +O'Brien felt two of his pockets and then produced a small leather-covered +notebook and a gold ink-pencil. Immediately beneath the telescreen, in +such a position that anyone who was watching at the other end of the +instrument could read what he was writing, he scribbled an address, tore +out the page and handed it to Winston. + +'I am usually at home in the evenings,' he said. 'If not, my servant will +give you the dictionary.' + +He was gone, leaving Winston holding the scrap of paper, which this time +there was no need to conceal. Nevertheless he carefully memorized what was +written on it, and some hours later dropped it into the memory hole along +with a mass of other papers. + +They had been talking to one another for a couple of minutes at the most. +There was only one meaning that the episode could possibly have. It had +been contrived as a way of letting Winston know O'Brien's address. This +was necessary, because except by direct enquiry it was never possible to +discover where anyone lived. There were no directories of any kind. 'If +you ever want to see me, this is where I can be found,' was what O'Brien +had been saying to him. Perhaps there would even be a message concealed +somewhere in the dictionary. But at any rate, one thing was certain. The +conspiracy that he had dreamed of did exist, and he had reached the outer +edges of it. + +He knew that sooner or later he would obey O'Brien's summons. Perhaps +tomorrow, perhaps after a long delay--he was not certain. What was +happening was only the working-out of a process that had started years +ago. The first step had been a secret, involuntary thought, the second +had been the opening of the diary. He had moved from thoughts to words, +and now from words to actions. The last step was something that would +happen in the Ministry of Love. He had accepted it. The end was contained +in the beginning. But it was frightening: or, more exactly, it was like +a foretaste of death, like being a little less alive. Even while he was +speaking to O'Brien, when the meaning of the words had sunk in, a chilly +shuddering feeling had taken possession of his body. He had the sensation +of stepping into the dampness of a grave, and it was not much better +because he had always known that the grave was there and waiting for him. + + + + +Chapter 7 + + + +Winston had woken up with his eyes full of tears. Julia rolled sleepily +against him, murmuring something that might have been 'What's the matter?' + +'I dreamt--' he began, and stopped short. It was too complex to be put +into words. There was the dream itself, and there was a memory connected +with it that had swum into his mind in the few seconds after waking. + +He lay back with his eyes shut, still sodden in the atmosphere of the +dream. It was a vast, luminous dream in which his whole life seemed to +stretch out before him like a landscape on a summer evening after rain. +It had all occurred inside the glass paperweight, but the surface of the +glass was the dome of the sky, and inside the dome everything was flooded +with clear soft light in which one could see into interminable distances. +The dream had also been comprehended by--indeed, in some sense it had +consisted in--a gesture of the arm made by his mother, and made again +thirty years later by the Jewish woman he had seen on the news film, +trying to shelter the small boy from the bullets, before the helicopter +blew them both to pieces. + +'Do you know,' he said, 'that until this moment I believed I had murdered +my mother?' + +'Why did you murder her?' said Julia, almost asleep. + +'I didn't murder her. Not physically.' + +In the dream he had remembered his last glimpse of his mother, and within +a few moments of waking the cluster of small events surrounding it had all +come back. It was a memory that he must have deliberately pushed out of +his consciousness over many years. He was not certain of the date, but he +could not have been less than ten years old, possibly twelve, when it had +happened. + +His father had disappeared some time earlier, how much earlier he could +not remember. He remembered better the rackety, uneasy circumstances of +the time: the periodical panics about air-raids and the sheltering in Tube +stations, the piles of rubble everywhere, the unintelligible proclamations +posted at street corners, the gangs of youths in shirts all the same +colour, the enormous queues outside the bakeries, the intermittent +machine-gun fire in the distance--above all, the fact that there was +never enough to eat. He remembered long afternoons spent with other boys +in scrounging round dustbins and rubbish heaps, picking out the ribs of +cabbage leaves, potato peelings, sometimes even scraps of stale breadcrust +from which they carefully scraped away the cinders; and also in waiting +for the passing of trucks which travelled over a certain route and were +known to carry cattle feed, and which, when they jolted over the bad +patches in the road, sometimes spilt a few fragments of oil-cake. + +When his father disappeared, his mother did not show any surprise or any +violent grief, but a sudden change came over her. She seemed to have +become completely spiritless. It was evident even to Winston that she was +waiting for something that she knew must happen. She did everything that +was needed--cooked, washed, mended, made the bed, swept the floor, dusted +the mantelpiece--always very slowly and with a curious lack of superfluous +motion, like an artist's lay-figure moving of its own accord. Her large +shapely body seemed to relapse naturally into stillness. For hours at a +time she would sit almost immobile on the bed, nursing his young sister, +a tiny, ailing, very silent child of two or three, with a face made simian +by thinness. Very occasionally she would take Winston in her arms and +press him against her for a long time without saying anything. He was +aware, in spite of his youthfulness and selfishness, that this was somehow +connected with the never-mentioned thing that was about to happen. + +He remembered the room where they lived, a dark, close-smelling room that +seemed half filled by a bed with a white counterpane. There was a gas ring +in the fender, and a shelf where food was kept, and on the landing outside +there was a brown earthenware sink, common to several rooms. He remembered +his mother's statuesque body bending over the gas ring to stir at something +in a saucepan. Above all he remembered his continuous hunger, and the +fierce sordid battles at mealtimes. He would ask his mother naggingly, +over and over again, why there was not more food, he would shout and storm +at her (he even remembered the tones of his voice, which was beginning to +break prematurely and sometimes boomed in a peculiar way), or he would +attempt a snivelling note of pathos in his efforts to get more than his +share. His mother was quite ready to give him more than his share. She +took it for granted that he, 'the boy', should have the biggest portion; +but however much she gave him he invariably demanded more. At every meal +she would beseech him not to be selfish and to remember that his little +sister was sick and also needed food, but it was no use. He would cry out +with rage when she stopped ladling, he would try to wrench the saucepan +and spoon out of her hands, he would grab bits from his sister's plate. +He knew that he was starving the other two, but he could not help it; he +even felt that he had a right to do it. The clamorous hunger in his belly +seemed to justify him. Between meals, if his mother did not stand guard, +he was constantly pilfering at the wretched store of food on the shelf. + +One day a chocolate ration was issued. There had been no such issue for +weeks or months past. He remembered quite clearly that precious little +morsel of chocolate. It was a two-ounce slab (they still talked about +ounces in those days) between the three of them. It was obvious that it +ought to be divided into three equal parts. Suddenly, as though he were +listening to somebody else, Winston heard himself demanding in a loud +booming voice that he should be given the whole piece. His mother told him +not to be greedy. There was a long, nagging argument that went round and +round, with shouts, whines, tears, remonstrances, bargainings. His tiny +sister, clinging to her mother with both hands, exactly like a baby monkey, +sat looking over her shoulder at him with large, mournful eyes. In the +end his mother broke off three-quarters of the chocolate and gave it to +Winston, giving the other quarter to his sister. The little girl took hold +of it and looked at it dully, perhaps not knowing what it was. Winston +stood watching her for a moment. Then with a sudden swift spring he had +snatched the piece of chocolate out of his sister's hand and was fleeing +for the door. + +'Winston, Winston!' his mother called after him. 'Come back! Give your +sister back her chocolate!' + +He stopped, but did not come back. His mother's anxious eyes were fixed on +his face. Even now he was thinking about the thing, he did not know what +it was that was on the point of happening. His sister, conscious of having +been robbed of something, had set up a feeble wail. His mother drew her +arm round the child and pressed its face against her breast. Something in +the gesture told him that his sister was dying. He turned and fled down +the stairs, with the chocolate growing sticky in his hand. + +He never saw his mother again. After he had devoured the chocolate he felt +somewhat ashamed of himself and hung about in the streets for several +hours, until hunger drove him home. When he came back his mother had +disappeared. This was already becoming normal at that time. Nothing was +gone from the room except his mother and his sister. They had not taken +any clothes, not even his mother's overcoat. To this day he did not know +with any certainty that his mother was dead. It was perfectly possible +that she had merely been sent to a forced-labour camp. As for his sister, +she might have been removed, like Winston himself, to one of the colonies +for homeless children (Reclamation Centres, they were called) which had +grown up as a result of the civil war, or she might have been sent to the +labour camp along with his mother, or simply left somewhere or other +to die. + +The dream was still vivid in his mind, especially the enveloping protecting +gesture of the arm in which its whole meaning seemed to be contained. His +mind went back to another dream of two months ago. Exactly as his mother +had sat on the dingy white-quilted bed, with the child clinging to her, so +she had sat in the sunken ship, far underneath him, and drowning deeper +every minute, but still looking up at him through the darkening water. + +He told Julia the story of his mother's disappearance. Without opening her +eyes she rolled over and settled herself into a more comfortable position. + +'I expect you were a beastly little swine in those days,' she said +indistinctly. 'All children are swine.' + +'Yes. But the real point of the story----' + +From her breathing it was evident that she was going off to sleep again. +He would have liked to continue talking about his mother. He did not +suppose, from what he could remember of her, that she had been an unusual +woman, still less an intelligent one; and yet she had possessed a kind of +nobility, a kind of purity, simply because the standards that she obeyed +were private ones. Her feelings were her own, and could not be altered +from outside. It would not have occurred to her that an action which is +ineffectual thereby becomes meaningless. If you loved someone, you loved +him, and when you had nothing else to give, you still gave him love. When +the last of the chocolate was gone, his mother had clasped the child in +her arms. It was no use, it changed nothing, it did not produce more +chocolate, it did not avert the child's death or her own; but it seemed +natural to her to do it. The refugee woman in the boat had also covered +the little boy with her arm, which was no more use against the bullets +than a sheet of paper. The terrible thing that the Party had done was to +persuade you that mere impulses, mere feelings, were of no account, while +at the same time robbing you of all power over the material world. When +once you were in the grip of the Party, what you felt or did not feel, +what you did or refrained from doing, made literally no difference. +Whatever happened you vanished, and neither you nor your actions were ever +heard of again. You were lifted clean out of the stream of history. And +yet to the people of only two generations ago this would not have seemed +all-important, because they were not attempting to alter history. They +were governed by private loyalties which they did not question. What +mattered were individual relationships, and a completely helpless gesture, +an embrace, a tear, a word spoken to a dying man, could have value in +itself. The proles, it suddenly occurred to him, had remained in this +condition. They were not loyal to a party or a country or an idea, they +were loyal to one another. For the first time in his life he did not +despise the proles or think of them merely as an inert force which would +one day spring to life and regenerate the world. The proles had stayed +human. They had not become hardened inside. They had held on to the +primitive emotions which he himself had to re-learn by conscious effort. +And in thinking this he remembered, without apparent relevance, how a few +weeks ago he had seen a severed hand lying on the pavement and had kicked +it into the gutter as though it had been a cabbage-stalk. + +'The proles are human beings,' he said aloud. 'We are not human.' + +'Why not?' said Julia, who had woken up again. + +He thought for a little while. 'Has it ever occurred to you,' he said, +'that the best thing for us to do would be simply to walk out of here +before it's too late, and never see each other again?' + +'Yes, dear, it has occurred to me, several times. But I'm not going to do +it, all the same.' + +'We've been lucky,' he said 'but it can't last much longer. You're young. +You look normal and innocent. If you keep clear of people like me, you +might stay alive for another fifty years.' + +'No. I've thought it all out. What you do, I'm going to do. And don't be +too downhearted. I'm rather good at staying alive.' + +'We may be together for another six months--a year--there's no knowing. +At the end we're certain to be apart. Do you realize how utterly alone we +shall be? When once they get hold of us there will be nothing, literally +nothing, that either of us can do for the other. If I confess, they'll +shoot you, and if I refuse to confess, they'll shoot you just the same. +Nothing that I can do or say, or stop myself from saying, will put off +your death for as much as five minutes. Neither of us will even know +whether the other is alive or dead. We shall be utterly without power of +any kind. The one thing that matters is that we shouldn't betray one +another, although even that can't make the slightest difference.' + +'If you mean confessing,' she said, 'we shall do that, right enough. +Everybody always confesses. You can't help it. They torture you.' + +'I don't mean confessing. Confession is not betrayal. What you say or do +doesn't matter: only feelings matter. If they could make me stop loving +you--that would be the real betrayal.' + +She thought it over. 'They can't do that,' she said finally. 'It's the one +thing they can't do. They can make you say anything--ANYTHING--but they +can't make you believe it. They can't get inside you.' + +'No,' he said a little more hopefully, 'no; that's quite true. They can't +get inside you. If you can FEEL that staying human is worth while, even +when it can't have any result whatever, you've beaten them.' + +He thought of the telescreen with its never-sleeping ear. They could spy +upon you night and day, but if you kept your head you could still outwit +them. With all their cleverness they had never mastered the secret of +finding out what another human being was thinking. Perhaps that was less +true when you were actually in their hands. One did not know what happened +inside the Ministry of Love, but it was possible to guess: tortures, drugs, +delicate instruments that registered your nervous reactions, gradual +wearing-down by sleeplessness and solitude and persistent questioning. +Facts, at any rate, could not be kept hidden. They could be tracked down +by enquiry, they could be squeezed out of you by torture. But if the object +was not to stay alive but to stay human, what difference did it ultimately +make? They could not alter your feelings: for that matter you could not +alter them yourself, even if you wanted to. They could lay bare in the +utmost detail everything that you had done or said or thought; but the +inner heart, whose workings were mysterious even to yourself, remained +impregnable. + + + + +Chapter 8 + + + +They had done it, they had done it at last! + +The room they were standing in was long-shaped and softly lit. The +telescreen was dimmed to a low murmur; the richness of the dark-blue carpet +gave one the impression of treading on velvet. At the far end of the room +O'Brien was sitting at a table under a green-shaded lamp, with a mass of +papers on either side of him. He had not bothered to look up when the +servant showed Julia and Winston in. + +Winston's heart was thumping so hard that he doubted whether he would be +able to speak. They had done it, they had done it at last, was all he +could think. It had been a rash act to come here at all, and sheer folly +to arrive together; though it was true that they had come by different +routes and only met on O'Brien's doorstep. But merely to walk into such a +place needed an effort of the nerve. It was only on very rare occasions +that one saw inside the dwelling-places of the Inner Party, or even +penetrated into the quarter of the town where they lived. The whole +atmosphere of the huge block of flats, the richness and spaciousness of +everything, the unfamiliar smells of good food and good tobacco, the +silent and incredibly rapid lifts sliding up and down, the white-jacketed +servants hurrying to and fro--everything was intimidating. Although he had +a good pretext for coming here, he was haunted at every step by the fear +that a black-uniformed guard would suddenly appear from round the corner, +demand his papers, and order him to get out. O'Brien's servant, however, +had admitted the two of them without demur. He was a small, dark-haired +man in a white jacket, with a diamond-shaped, completely expressionless +face which might have been that of a Chinese. The passage down which he +led them was softly carpeted, with cream-papered walls and white +wainscoting, all exquisitely clean. That too was intimidating. Winston +could not remember ever to have seen a passageway whose walls were not +grimy from the contact of human bodies. + +O'Brien had a slip of paper between his fingers and seemed to be studying +it intently. His heavy face, bent down so that one could see the line of +the nose, looked both formidable and intelligent. For perhaps twenty +seconds he sat without stirring. Then he pulled the speakwrite towards +him and rapped out a message in the hybrid jargon of the Ministries: + +'Items one comma five comma seven approved fullwise stop suggestion +contained item six doubleplus ridiculous verging crimethink cancel stop +unproceed constructionwise antegetting plusfull estimates machinery +overheads stop end message.' + +He rose deliberately from his chair and came towards them across the +soundless carpet. A little of the official atmosphere seemed to have fallen +away from him with the Newspeak words, but his expression was grimmer than +usual, as though he were not pleased at being disturbed. The terror that +Winston already felt was suddenly shot through by a streak of ordinary +embarrassment. It seemed to him quite possible that he had simply made a +stupid mistake. For what evidence had he in reality that O'Brien was any +kind of political conspirator? Nothing but a flash of the eyes and a single +equivocal remark: beyond that, only his own secret imaginings, founded on +a dream. He could not even fall back on the pretence that he had come to +borrow the dictionary, because in that case Julia's presence was impossible +to explain. As O'Brien passed the telescreen a thought seemed to strike +him. He stopped, turned aside and pressed a switch on the wall. There was +a sharp snap. The voice had stopped. + +Julia uttered a tiny sound, a sort of squeak of surprise. Even in the midst +of his panic, Winston was too much taken aback to be able to hold his +tongue. + +'You can turn it off!' he said. + +'Yes,' said O'Brien, 'we can turn it off. We have that privilege.' + +He was opposite them now. His solid form towered over the pair of them, +and the expression on his face was still indecipherable. He was waiting, +somewhat sternly, for Winston to speak, but about what? Even now it was +quite conceivable that he was simply a busy man wondering irritably why he +had been interrupted. Nobody spoke. After the stopping of the telescreen +the room seemed deadly silent. The seconds marched past, enormous. With +difficulty Winston continued to keep his eyes fixed on O'Brien's. Then +suddenly the grim face broke down into what might have been the beginnings +of a smile. With his characteristic gesture O'Brien resettled his +spectacles on his nose. + +'Shall I say it, or will you?' he said. + +'I will say it,' said Winston promptly. 'That thing is really turned off?' + +'Yes, everything is turned off. We are alone.' + +'We have come here because----' + +He paused, realizing for the first time the vagueness of +his own motives. Since he did not in fact know what kind of +help he expected from O'Brien, it was not easy to say why he +had come here. He went on, conscious that what he was saying +must sound both feeble and pretentious: + +'We believe that there is some kind of conspiracy, some kind of secret +organization working against the Party, and that you are involved in it. +We want to join it and work for it. We are enemies of the Party. We +disbelieve in the principles of Ingsoc. We are thought-criminals. We are +also adulterers. I tell you this because we want to put ourselves at your +mercy. If you want us to incriminate ourselves in any other way, we are +ready.' + +He stopped and glanced over his shoulder, with the feeling that the door +had opened. Sure enough, the little yellow-faced servant had come in +without knocking. Winston saw that he was carrying a tray with a decanter +and glasses. + +'Martin is one of us,' said O'Brien impassively. 'Bring the drinks over +here, Martin. Put them on the round table. Have we enough chairs? Then +we may as well sit down and talk in comfort. Bring a chair for yourself, +Martin. This is business. You can stop being a servant for the next ten +minutes.' + +The little man sat down, quite at his ease, and yet still with a +servant-like air, the air of a valet enjoying a privilege. Winston +regarded him out of the corner of his eye. It struck him that the man's +whole life was playing a part, and that he felt it to be dangerous to +drop his assumed personality even for a moment. O'Brien took the decanter +by the neck and filled up the glasses with a dark-red liquid. It aroused +in Winston dim memories of something seen long ago on a wall or a +hoarding--a vast bottle composed of electric lights which seemed to move +up and down and pour its contents into a glass. Seen from the top the +stuff looked almost black, but in the decanter it gleamed like a ruby. +It had a sour-sweet smell. He saw Julia pick up her glass and sniff at +it with frank curiosity. + +'It is called wine,' said O'Brien with a faint smile. 'You will have read +about it in books, no doubt. Not much of it gets to the Outer Party, I am +afraid.' His face grew solemn again, and he raised his glass: 'I think it +is fitting that we should begin by drinking a health. To our Leader: To +Emmanuel Goldstein.' + +Winston took up his glass with a certain eagerness. Wine was a thing he +had read and dreamed about. Like the glass paperweight or Mr Charrington's +half-remembered rhymes, it belonged to the vanished, romantic past, the +olden time as he liked to call it in his secret thoughts. For some reason +he had always thought of wine as having an intensely sweet taste, like +that of blackberry jam and an immediate intoxicating effect. Actually, +when he came to swallow it, the stuff was distinctly disappointing. The +truth was that after years of gin-drinking he could barely taste it. He +set down the empty glass. + +'Then there is such a person as Goldstein?' he said. + +'Yes, there is such a person, and he is alive. Where, I do not know.' + +'And the conspiracy--the organization? Is it real? It is not simply an +invention of the Thought Police?' + +'No, it is real. The Brotherhood, we call it. You will never learn much +more about the Brotherhood than that it exists and that you belong to it. +I will come back to that presently.' He looked at his wrist-watch. 'It is +unwise even for members of the Inner Party to turn off the telescreen for +more than half an hour. You ought not to have come here together, and +you will have to leave separately. You, comrade'--he bowed his head to +Julia--'will leave first. We have about twenty minutes at our disposal. +You will understand that I must start by asking you certain questions. +In general terms, what are you prepared to do?' + +'Anything that we are capable of,' said Winston. + +O'Brien had turned himself a little in his chair so that he was facing +Winston. He almost ignored Julia, seeming to take it for granted that +Winston could speak for her. For a moment the lids flitted down over his +eyes. He began asking his questions in a low, expressionless voice, as +though this were a routine, a sort of catechism, most of whose answers +were known to him already. + +'You are prepared to give your lives?' + +'Yes.' + +'You are prepared to commit murder?' + +'Yes.' + +'To commit acts of sabotage which may cause the death of hundreds of +innocent people?' + +'Yes.' + +'To betray your country to foreign powers?' + +'Yes.' + +'You are prepared to cheat, to forge, to blackmail, to corrupt the minds +of children, to distribute habit-forming drugs, to encourage prostitution, +to disseminate venereal diseases--to do anything which is likely to cause +demoralization and weaken the power of the Party?' + +'Yes.' + +'If, for example, it would somehow serve our interests to throw sulphuric +acid in a child's face--are you prepared to do that?' + +'Yes.' + +'You are prepared to lose your identity and live out the rest of your life +as a waiter or a dock-worker?' + +'Yes.' + +'You are prepared to commit suicide, if and when we order you to do so?' + +'Yes.' + +'You are prepared, the two of you, to separate and never see one another +again?' + +'No!' broke in Julia. + +It appeared to Winston that a long time passed before he answered. For a +moment he seemed even to have been deprived of the power of speech. His +tongue worked soundlessly, forming the opening syllables first of one word, +then of the other, over and over again. Until he had said it, he did not +know which word he was going to say. 'No,' he said finally. + +'You did well to tell me,' said O'Brien. 'It is necessary for us to know +everything.' + +He turned himself toward Julia and added in a voice with somewhat more +expression in it: + +'Do you understand that even if he survives, it may be as a different +person? We may be obliged to give him a new identity. His face, his +movements, the shape of his hands, the colour of his hair--even his voice +would be different. And you yourself might have become a different person. +Our surgeons can alter people beyond recognition. Sometimes it is +necessary. Sometimes we even amputate a limb.' + +Winston could not help snatching another sidelong glance at Martin's +Mongolian face. There were no scars that he could see. Julia had turned a +shade paler, so that her freckles were showing, but she faced O'Brien +boldly. She murmured something that seemed to be assent. + +'Good. Then that is settled.' + +There was a silver box of cigarettes on the table. With a rather +absent-minded air O'Brien pushed them towards the others, took one himself, +then stood up and began to pace slowly to and fro, as though he could think +better standing. They were very good cigarettes, very thick and +well-packed, with an unfamiliar silkiness in the paper. O'Brien looked at +his wrist-watch again. + +'You had better go back to your Pantry, Martin,' he said. 'I shall switch +on in a quarter of an hour. Take a good look at these comrades' faces +before you go. You will be seeing them again. I may not.' + +Exactly as they had done at the front door, the little man's dark eyes +flickered over their faces. There was not a trace of friendliness in his +manner. He was memorizing their appearance, but he felt no interest in +them, or appeared to feel none. It occurred to Winston that a synthetic +face was perhaps incapable of changing its expression. Without speaking +or giving any kind of salutation, Martin went out, closing the door +silently behind him. O'Brien was strolling up and down, one hand in the +pocket of his black overalls, the other holding his cigarette. + +'You understand,' he said, 'that you will be fighting in the dark. You +will always be in the dark. You will receive orders and you will obey them, +without knowing why. Later I shall send you a book from which you will +learn the true nature of the society we live in, and the strategy by which +we shall destroy it. When you have read the book, you will be full members +of the Brotherhood. But between the general aims that we are fighting for +and the immediate tasks of the moment, you will never know anything. I +tell you that the Brotherhood exists, but I cannot tell you whether it +numbers a hundred members, or ten million. From your personal knowledge +you will never be able to say that it numbers even as many as a dozen. You +will have three or four contacts, who will be renewed from time to time as +they disappear. As this was your first contact, it will be preserved. When +you receive orders, they will come from me. If we find it necessary to +communicate with you, it will be through Martin. When you are finally +caught, you will confess. That is unavoidable. But you will have very +little to confess, other than your own actions. You will not be able to +betray more than a handful of unimportant people. Probably you will not +even betray me. By that time I may be dead, or I shall have become a +different person, with a different face.' + +He continued to move to and fro over the soft carpet. In spite of the +bulkiness of his body there was a remarkable grace in his movements. It +came out even in the gesture with which he thrust a hand into his pocket, +or manipulated a cigarette. More even than of strength, he gave an +impression of confidence and of an understanding tinged by irony. However +much in earnest he might be, he had nothing of the single-mindedness that +belongs to a fanatic. When he spoke of murder, suicide, venereal disease, +amputated limbs, and altered faces, it was with a faint air of persiflage. +'This is unavoidable,' his voice seemed to say; 'this is what we have got +to do, unflinchingly. But this is not what we shall be doing when life is +worth living again.' A wave of admiration, almost of worship, flowed out +from Winston towards O'Brien. For the moment he had forgotten the shadowy +figure of Goldstein. When you looked at O'Brien's powerful shoulders and +his blunt-featured face, so ugly and yet so civilized, it was impossible +to believe that he could be defeated. There was no stratagem that he was +not equal to, no danger that he could not foresee. Even Julia seemed to +be impressed. She had let her cigarette go out and was listening intently. +O'Brien went on: + +'You will have heard rumours of the existence of the Brotherhood. No doubt +you have formed your own picture of it. You have imagined, probably, a +huge underworld of conspirators, meeting secretly in cellars, scribbling +messages on walls, recognizing one another by codewords or by special +movements of the hand. Nothing of the kind exists. The members of the +Brotherhood have no way of recognizing one another, and it is impossible +for any one member to be aware of the identity of more than a few others. +Goldstein himself, if he fell into the hands of the Thought Police, could +not give them a complete list of members, or any information that would +lead them to a complete list. No such list exists. The Brotherhood cannot +be wiped out because it is not an organization in the ordinary sense. +Nothing holds it together except an idea which is indestructible. You +will never have anything to sustain you, except the idea. You will get no +comradeship and no encouragement. When finally you are caught, you will +get no help. We never help our members. At most, when it is absolutely +necessary that someone should be silenced, we are occasionally able to +smuggle a razor blade into a prisoner's cell. You will have to get used +to living without results and without hope. You will work for a while, +you will be caught, you will confess, and then you will die. Those are +the only results that you will ever see. There is no possibility that any +perceptible change will happen within our own lifetime. We are the dead. +Our only true life is in the future. We shall take part in it as handfuls +of dust and splinters of bone. But how far away that future may be, there +is no knowing. It might be a thousand years. At present nothing is possible +except to extend the area of sanity little by little. We cannot act +collectively. We can only spread our knowledge outwards from individual to +individual, generation after generation. In the face of the Thought Police +there is no other way.' + +He halted and looked for the third time at his wrist-watch. + +'It is almost time for you to leave, comrade,' he said to Julia. 'Wait. +The decanter is still half full.' + +He filled the glasses and raised his own glass by the stem. + +'What shall it be this time?' he said, still with the same faint +suggestion of irony. 'To the confusion of the Thought Police? To the +death of Big Brother? To humanity? To the future?' + +'To the past,' said Winston. + +'The past is more important,' agreed O'Brien gravely. + +They emptied their glasses, and a moment later Julia stood up to go. +O'Brien took a small box from the top of a cabinet and handed her a flat +white tablet which he told her to place on her tongue. It was important, +he said, not to go out smelling of wine: the lift attendants were very +observant. As soon as the door had shut behind her he appeared to forget +her existence. He took another pace or two up and down, then stopped. + +'There are details to be settled,' he said. 'I assume that you have a +hiding-place of some kind?' + +Winston explained about the room over Mr Charrington's shop. + +'That will do for the moment. Later we will arrange something else for you. +It is important to change one's hiding-place frequently. Meanwhile I shall +send you a copy of THE BOOK'--even O'Brien, Winston noticed, seemed to +pronounce the words as though they were in italics--'Goldstein's book, you +understand, as soon as possible. It may be some days before I can get hold +of one. There are not many in existence, as you can imagine. The Thought +Police hunt them down and destroy them almost as fast as we can produce +them. It makes very little difference. The book is indestructible. If +the last copy were gone, we could reproduce it almost word for word. Do +you carry a brief-case to work with you?' he added. + +'As a rule, yes.' + +'What is it like?' + +'Black, very shabby. With two straps.' + +'Black, two straps, very shabby--good. One day in the fairly near +future--I cannot give a date--one of the messages among your morning's +work will contain a misprinted word, and you will have to ask for a +repeat. On the following day you will go to work without your brief-case. +At some time during the day, in the street, a man will touch you on the +arm and say "I think you have dropped your brief-case." The one he gives +you will contain a copy of Goldstein's book. You will return it within +fourteen days.' + +They were silent for a moment. + +'There are a couple of minutes before you need go,' said O'Brien. 'We +shall meet again--if we do meet again----' + +Winston looked up at him. 'In the place where there is no darkness?' +he said hesitantly. + +O'Brien nodded without appearance of surprise. 'In the place where there +is no darkness,' he said, as though he had recognized the allusion. 'And +in the meantime, is there anything that you wish to say before you leave? +Any message? Any question?.' + +Winston thought. There did not seem to be any further question that he +wanted to ask: still less did he feel any impulse to utter high-sounding +generalities. Instead of anything directly connected with O'Brien or the +Brotherhood, there came into his mind a sort of composite picture of the +dark bedroom where his mother had spent her last days, and the little room +over Mr Charrington's shop, and the glass paperweight, and the steel +engraving in its rosewood frame. Almost at random he said: + +'Did you ever happen to hear an old rhyme that begins "Oranges and lemons, +say the bells of St Clement's"?' + +Again O'Brien nodded. With a sort of grave courtesy he completed the +stanza: + + + 'Oranges and lemons, say the bells of St Clement's, + You owe me three farthings, say the bells of St Martin's, + When will you pay me? say the bells of Old Bailey, + When I grow rich, say the bells of Shoreditch.' + + +'You knew the last line!' said Winston. + +'Yes, I knew the last line. And now, I am afraid, it is time for you to go. +But wait. You had better let me give you one of these tablets.' + +As Winston stood up O'Brien held out a hand. His powerful grip crushed +the bones of Winston's palm. At the door Winston looked back, but O'Brien +seemed already to be in process of putting him out of mind. He was waiting +with his hand on the switch that controlled the telescreen. Beyond him +Winston could see the writing-table with its green-shaded lamp and the +speakwrite and the wire baskets deep-laden with papers. The incident was +closed. Within thirty seconds, it occurred to him, O'Brien would be back +at his interrupted and important work on behalf of the Party. + + + + +Chapter 9 + + + +Winston was gelatinous with fatigue. Gelatinous was the right word. It had +come into his head spontaneously. His body seemed to have not only the +weakness of a jelly, but its translucency. He felt that if he held up his +hand he would be able to see the light through it. All the blood and +lymph had been drained out of him by an enormous debauch of work, leaving +only a frail structure of nerves, bones, and skin. All sensations seemed +to be magnified. His overalls fretted his shoulders, the pavement tickled +his feet, even the opening and closing of a hand was an effort that made +his joints creak. + +He had worked more than ninety hours in five days. So had everyone else in +the Ministry. Now it was all over, and he had literally nothing to do, no +Party work of any description, until tomorrow morning. He could spend six +hours in the hiding-place and another nine in his own bed. Slowly, in +mild afternoon sunshine, he walked up a dingy street in the direction +of Mr Charrington's shop, keeping one eye open for the patrols, but +irrationally convinced that this afternoon there was no danger of anyone +interfering with him. The heavy brief-case that he was carrying bumped +against his knee at each step, sending a tingling sensation up and down +the skin of his leg. Inside it was the book, which he had now had in his +possession for six days and had not yet opened, nor even looked at. + +On the sixth day of Hate Week, after the processions, the speeches, the +shouting, the singing, the banners, the posters, the films, the waxworks, +the rolling of drums and squealing of trumpets, the tramp of marching feet, +the grinding of the caterpillars of tanks, the roar of massed planes, +the booming of guns--after six days of this, when the great orgasm was +quivering to its climax and the general hatred of Eurasia had boiled up +into such delirium that if the crowd could have got their hands on the +2,000 Eurasian war-criminals who were to be publicly hanged on the last +day of the proceedings, they would unquestionably have torn them to +pieces--at just this moment it had been announced that Oceania was not +after all at war with Eurasia. Oceania was at war with Eastasia. Eurasia +was an ally. + +There was, of course, no admission that any change had taken place. Merely +it became known, with extreme suddenness and everywhere at once, that +Eastasia and not Eurasia was the enemy. Winston was taking part in a +demonstration in one of the central London squares at the moment when it +happened. It was night, and the white faces and the scarlet banners were +luridly floodlit. The square was packed with several thousand people, +including a block of about a thousand schoolchildren in the uniform of the +Spies. On a scarlet-draped platform an orator of the Inner Party, a small +lean man with disproportionately long arms and a large bald skull over +which a few lank locks straggled, was haranguing the crowd. A little +Rumpelstiltskin figure, contorted with hatred, he gripped the neck of the +microphone with one hand while the other, enormous at the end of a bony +arm, clawed the air menacingly above his head. His voice, made metallic by +the amplifiers, boomed forth an endless catalogue of atrocities, massacres, +deportations, lootings, rapings, torture of prisoners, bombing of +civilians, lying propaganda, unjust aggressions, broken treaties. It was +almost impossible to listen to him without being first convinced and then +maddened. At every few moments the fury of the crowd boiled over and the +voice of the speaker was drowned by a wild beast-like roaring that rose +uncontrollably from thousands of throats. The most savage yells of all +came from the schoolchildren. The speech had been proceeding for perhaps +twenty minutes when a messenger hurried on to the platform and a scrap of +paper was slipped into the speaker's hand. He unrolled and read it without +pausing in his speech. Nothing altered in his voice or manner, or in the +content of what he was saying, but suddenly the names were different. +Without words said, a wave of understanding rippled through the crowd. +Oceania was at war with Eastasia! The next moment there was a tremendous +commotion. The banners and posters with which the square was decorated +were all wrong! Quite half of them had the wrong faces on them. It was +sabotage! The agents of Goldstein had been at work! There was a riotous +interlude while posters were ripped from the walls, banners torn to shreds +and trampled underfoot. The Spies performed prodigies of activity in +clambering over the rooftops and cutting the streamers that fluttered from +the chimneys. But within two or three minutes it was all over. The orator, +still gripping the neck of the microphone, his shoulders hunched forward, +his free hand clawing at the air, had gone straight on with his speech. +One minute more, and the feral roars of rage were again bursting from the +crowd. The Hate continued exactly as before, except that the target had +been changed. + +The thing that impressed Winston in looking back was that the speaker had +switched from one line to the other actually in midsentence, not only +without a pause, but without even breaking the syntax. But at the moment +he had other things to preoccupy him. It was during the moment of disorder +while the posters were being torn down that a man whose face he did not +see had tapped him on the shoulder and said, 'Excuse me, I think you've +dropped your brief-case.' He took the brief-case abstractedly, without +speaking. He knew that it would be days before he had an opportunity to +look inside it. The instant that the demonstration was over he went +straight to the Ministry of Truth, though the time was now nearly +twenty-three hours. The entire staff of the Ministry had done likewise. +The orders already issuing from the telescreen, recalling them to their +posts, were hardly necessary. + +Oceania was at war with Eastasia: Oceania had always been at war with +Eastasia. A large part of the political literature of five years was now +completely obsolete. Reports and records of all kinds, newspapers, books, +pamphlets, films, sound-tracks, photographs--all had to be rectified at +lightning speed. Although no directive was ever issued, it was known that +the chiefs of the Department intended that within one week no reference +to the war with Eurasia, or the alliance with Eastasia, should remain in +existence anywhere. The work was overwhelming, all the more so because +the processes that it involved could not be called by their true +names. Everyone in the Records Department worked eighteen hours in the +twenty-four, with two three-hour snatches of sleep. Mattresses were brought +up from the cellars and pitched all over the corridors: meals consisted of +sandwiches and Victory Coffee wheeled round on trolleys by attendants from +the canteen. Each time that Winston broke off for one of his spells of +sleep he tried to leave his desk clear of work, and each time that he +crawled back sticky-eyed and aching, it was to find that another shower +of paper cylinders had covered the desk like a snowdrift, half-burying the +speakwrite and overflowing on to the floor, so that the first job was +always to stack them into a neat enough pile to give him room to work. +What was worst of all was that the work was by no means purely mechanical. +Often it was enough merely to substitute one name for another, but any +detailed report of events demanded care and imagination. Even the +geographical knowledge that one needed in transferring the war from one +part of the world to another was considerable. + +By the third day his eyes ached unbearably and his spectacles needed wiping +every few minutes. It was like struggling with some crushing physical task, +something which one had the right to refuse and which one was nevertheless +neurotically anxious to accomplish. In so far as he had time to remember +it, he was not troubled by the fact that every word he murmured into the +speakwrite, every stroke of his ink-pencil, was a deliberate lie. He was +as anxious as anyone else in the Department that the forgery should be +perfect. On the morning of the sixth day the dribble of cylinders slowed +down. For as much as half an hour nothing came out of the tube; then one +more cylinder, then nothing. Everywhere at about the same time the work +was easing off. A deep and as it were secret sigh went through the +Department. A mighty deed, which could never be mentioned, had been +achieved. It was now impossible for any human being to prove by documentary +evidence that the war with Eurasia had ever happened. At twelve hundred it +was unexpectedly announced that all workers in the Ministry were free till +tomorrow morning. Winston, still carrying the brief-case containing the +book, which had remained between his feet while he worked and under his +body while he slept, went home, shaved himself, and almost fell asleep in +his bath, although the water was barely more than tepid. + +With a sort of voluptuous creaking in his joints he climbed the stair above +Mr Charrington's shop. He was tired, but not sleepy any longer. He opened +the window, lit the dirty little oilstove and put on a pan of water for +coffee. Julia would arrive presently: meanwhile there was the book. He +sat down in the sluttish armchair and undid the straps of the brief-case. + +A heavy black volume, amateurishly bound, with no name or title on the +cover. The print also looked slightly irregular. The pages were worn at +the edges, and fell apart, easily, as though the book had passed through +many hands. The inscription on the title-page ran: + + + THE THEORY AND PRACTICE OF + OLIGARCHICAL COLLECTIVISM + by + Emmanuel Goldstein + + +Winston began reading: + + +Chapter I +Ignorance is Strength + +Throughout recorded time, and probably since the end of the Neolithic Age, +there have been three kinds of people in the world, the High, the Middle, +and the Low. They have been subdivided in many ways, they have borne +countless different names, and their relative numbers, as well as their +attitude towards one another, have varied from age to age: but the +essential structure of society has never altered. Even after enormous +upheavals and seemingly irrevocable changes, the same pattern has always +reasserted itself, just as a gyroscope will always return to equilibrium, +however far it is pushed one way or the other. + +The aims of these groups are entirely irreconcilable... + + +Winston stopped reading, chiefly in order to appreciate the fact that he +was reading, in comfort and safety. He was alone: no telescreen, no ear at +the keyhole, no nervous impulse to glance over his shoulder or cover the +page with his hand. The sweet summer air played against his cheek. From +somewhere far away there floated the faint shouts of children: in the room +itself there was no sound except the insect voice of the clock. He settled +deeper into the arm-chair and put his feet up on the fender. It was bliss, +it was eternity. Suddenly, as one sometimes does with a book of which one +knows that one will ultimately read and re-read every word, he opened it +at a different place and found himself at Chapter III. He went on reading: + + +Chapter III +War is Peace + +The splitting up of the world into three great super-states was an event +which could be and indeed was foreseen before the middle of the twentieth +century. With the absorption of Europe by Russia and of the British Empire +by the United States, two of the three existing powers, Eurasia and +Oceania, were already effectively in being. The third, Eastasia, only +emerged as a distinct unit after another decade of confused fighting. The +frontiers between the three super-states are in some places arbitrary, and +in others they fluctuate according to the fortunes of war, but in general +they follow geographical lines. Eurasia comprises the whole of the northern +part of the European and Asiatic land-mass, from Portugal to the Bering +Strait. Oceania comprises the Americas, the Atlantic islands including the +British Isles, Australasia, and the southern portion of Africa. Eastasia, +smaller than the others and with a less definite western frontier, +comprises China and the countries to the south of it, the Japanese islands +and a large but fluctuating portion of Manchuria, Mongolia, and Tibet. + +In one combination or another, these three super-states are permanently at +war, and have been so for the past twenty-five years. War, however, is no +longer the desperate, annihilating struggle that it was in the early +decades of the twentieth century. It is a warfare of limited aims between +combatants who are unable to destroy one another, have no material cause +for fighting and are not divided by any genuine ideological difference. +This is not to say that either the conduct of war, or the prevailing +attitude towards it, has become less bloodthirsty or more chivalrous. +On the contrary, war hysteria is continuous and universal in all countries, +and such acts as raping, looting, the slaughter of children, the reduction +of whole populations to slavery, and reprisals against prisoners which +extend even to boiling and burying alive, are looked upon as normal, +and, when they are committed by one's own side and not by the enemy, +meritorious. But in a physical sense war involves very small numbers of +people, mostly highly-trained specialists, and causes comparatively few +casualties. The fighting, when there is any, takes place on the vague +frontiers whose whereabouts the average man can only guess at, or round +the Floating Fortresses which guard strategic spots on the sea lanes. In +the centres of civilization war means no more than a continuous shortage +of consumption goods, and the occasional crash of a rocket bomb which may +cause a few scores of deaths. War has in fact changed its character. More +exactly, the reasons for which war is waged have changed in their order of +importance. Motives which were already present to some small extent in the +great wars of the early twentieth century have now become dominant and +are consciously recognized and acted upon. + +To understand the nature of the present war--for in spite of the regrouping +which occurs every few years, it is always the same war--one must realize +in the first place that it is impossible for it to be decisive. None of +the three super-states could be definitively conquered even by the other +two in combination. They are too evenly matched, and their natural defences +are too formidable. Eurasia is protected by its vast land spaces, Oceania +by the width of the Atlantic and the Pacific, Eastasia by the fecundity +and industriousness of its inhabitants. Secondly, there is no longer, in +a material sense, anything to fight about. With the establishment of +self-contained economies, in which production and consumption are geared +to one another, the scramble for markets which was a main cause of +previous wars has come to an end, while the competition for raw materials +is no longer a matter of life and death. In any case each of the three +super-states is so vast that it can obtain almost all the materials that +it needs within its own boundaries. In so far as the war has a direct +economic purpose, it is a war for labour power. Between the frontiers of +the super-states, and not permanently in the possession of any of them, +there lies a rough quadrilateral with its corners at Tangier, Brazzaville, +Darwin, and Hong Kong, containing within it about a fifth of the population +of the earth. It is for the possession of these thickly-populated regions, +and of the northern ice-cap, that the three powers are constantly +struggling. In practice no one power ever controls the whole of the +disputed area. Portions of it are constantly changing hands, and it is the +chance of seizing this or that fragment by a sudden stroke of treachery +that dictates the endless changes of alignment. + +All of the disputed territories contain valuable minerals, and some of +them yield important vegetable products such as rubber which in colder +climates it is necessary to synthesize by comparatively expensive methods. +But above all they contain a bottomless reserve of cheap labour. Whichever +power controls equatorial Africa, or the countries of the Middle East, or +Southern India, or the Indonesian Archipelago, disposes also of the bodies +of scores or hundreds of millions of ill-paid and hard-working coolies. +The inhabitants of these areas, reduced more or less openly to the status +of slaves, pass continually from conqueror to conqueror, and are expended +like so much coal or oil in the race to turn out more armaments, to capture +more territory, to control more labour power, to turn out more armaments, +to capture more territory, and so on indefinitely. It should be noted that +the fighting never really moves beyond the edges of the disputed areas. +The frontiers of Eurasia flow back and forth between the basin of the Congo +and the northern shore of the Mediterranean; the islands of the Indian +Ocean and the Pacific are constantly being captured and recaptured by +Oceania or by Eastasia; in Mongolia the dividing line between Eurasia and +Eastasia is never stable; round the Pole all three powers lay claim to +enormous territories which in fact are largely uninhabited and unexplored: +but the balance of power always remains roughly even, and the territory +which forms the heartland of each super-state always remains inviolate. +Moreover, the labour of the exploited peoples round the Equator is not +really necessary to the world's economy. They add nothing to the wealth of +the world, since whatever they produce is used for purposes of war, and +the object of waging a war is always to be in a better position in which +to wage another war. By their labour the slave populations allow the tempo +of continuous warfare to be speeded up. But if they did not exist, the +structure of world society, and the process by which it maintains itself, +would not be essentially different. + +The primary aim of modern warfare (in accordance with the principles of +DOUBLETHINK, this aim is simultaneously recognized and not recognized by +the directing brains of the Inner Party) is to use up the products of the +machine without raising the general standard of living. Ever since the end +of the nineteenth century, the problem of what to do with the surplus of +consumption goods has been latent in industrial society. At present, when +few human beings even have enough to eat, this problem is obviously not +urgent, and it might not have become so, even if no artificial processes +of destruction had been at work. The world of today is a bare, hungry, +dilapidated place compared with the world that existed before 1914, and +still more so if compared with the imaginary future to which the people of +that period looked forward. In the early twentieth century, the vision of +a future society unbelievably rich, leisured, orderly, and efficient--a +glittering antiseptic world of glass and steel and snow-white concrete--was +part of the consciousness of nearly every literate person. Science and +technology were developing at a prodigious speed, and it seemed natural to +assume that they would go on developing. This failed to happen, partly +because of the impoverishment caused by a long series of wars and +revolutions, partly because scientific and technical progress depended on +the empirical habit of thought, which could not survive in a strictly +regimented society. As a whole the world is more primitive today than it +was fifty years ago. Certain backward areas have advanced, and various +devices, always in some way connected with warfare and police espionage, +have been developed, but experiment and invention have largely stopped, +and the ravages of the atomic war of the nineteen-fifties have never been +fully repaired. Nevertheless the dangers inherent in the machine are still +there. From the moment when the machine first made its appearance it +was clear to all thinking people that the need for human drudgery, and +therefore to a great extent for human inequality, had disappeared. If the +machine were used deliberately for that end, hunger, overwork, dirt, +illiteracy, and disease could be eliminated within a few generations. +And in fact, without being used for any such purpose, but by a sort of +automatic process--by producing wealth which it was sometimes impossible +not to distribute--the machine did raise the living standards of the +average human being very greatly over a period of about fifty years at +the end of the nineteenth and the beginning of the twentieth centuries. + +But it was also clear that an all-round increase in wealth threatened the +destruction--indeed, in some sense was the destruction--of a hierarchical +society. In a world in which everyone worked short hours, had enough to +eat, lived in a house with a bathroom and a refrigerator, and possessed +a motor-car or even an aeroplane, the most obvious and perhaps the most +important form of inequality would already have disappeared. If it once +became general, wealth would confer no distinction. It was possible, no +doubt, to imagine a society in which WEALTH, in the sense of personal +possessions and luxuries, should be evenly distributed, while POWER +remained in the hands of a small privileged caste. But in practice such +a society could not long remain stable. For if leisure and security were +enjoyed by all alike, the great mass of human beings who are normally +stupefied by poverty would become literate and would learn to think for +themselves; and when once they had done this, they would sooner or later +realize that the privileged minority had no function, and they would sweep +it away. In the long run, a hierarchical society was only possible on a +basis of poverty and ignorance. To return to the agricultural past, as +some thinkers about the beginning of the twentieth century dreamed of +doing, was not a practicable solution. It conflicted with the tendency +towards mechanization which had become quasi-instinctive throughout almost +the whole world, and moreover, any country which remained industrially +backward was helpless in a military sense and was bound to be dominated, +directly or indirectly, by its more advanced rivals. + +Nor was it a satisfactory solution to keep the masses in poverty by +restricting the output of goods. This happened to a great extent during +the final phase of capitalism, roughly between 1920 and 1940. The economy +of many countries was allowed to stagnate, land went out of cultivation, +capital equipment was not added to, great blocks of the population were +prevented from working and kept half alive by State charity. But this, +too, entailed military weakness, and since the privations it inflicted +were obviously unnecessary, it made opposition inevitable. The problem was +how to keep the wheels of industry turning without increasing the real +wealth of the world. Goods must be produced, but they must not be +distributed. And in practice the only way of achieving this was by +continuous warfare. + +The essential act of war is destruction, not necessarily of human lives, +but of the products of human labour. War is a way of shattering to pieces, +or pouring into the stratosphere, or sinking in the depths of the sea, +materials which might otherwise be used to make the masses too comfortable, +and hence, in the long run, too intelligent. Even when weapons of war are +not actually destroyed, their manufacture is still a convenient way of +expending labour power without producing anything that can be consumed. +A Floating Fortress, for example, has locked up in it the labour that +would build several hundred cargo-ships. Ultimately it is scrapped as +obsolete, never having brought any material benefit to anybody, and with +further enormous labours another Floating Fortress is built. In principle +the war effort is always so planned as to eat up any surplus that might +exist after meeting the bare needs of the population. In practice the needs +of the population are always underestimated, with the result that there is +a chronic shortage of half the necessities of life; but this is looked on +as an advantage. It is deliberate policy to keep even the favoured groups +somewhere near the brink of hardship, because a general state of scarcity +increases the importance of small privileges and thus magnifies the +distinction between one group and another. By the standards of the early +twentieth century, even a member of the Inner Party lives an austere, +laborious kind of life. Nevertheless, the few luxuries that he does enjoy +his large, well-appointed flat, the better texture of his clothes, the +better quality of his food and drink and tobacco, his two or three +servants, his private motor-car or helicopter--set him in a different world +from a member of the Outer Party, and the members of the Outer Party have +a similar advantage in comparison with the submerged masses whom we call +'the proles'. The social atmosphere is that of a besieged city, where the +possession of a lump of horseflesh makes the difference between wealth and +poverty. And at the same time the consciousness of being at war, and +therefore in danger, makes the handing-over of all power to a small caste +seem the natural, unavoidable condition of survival. + +War, it will be seen, accomplishes the necessary destruction, but +accomplishes it in a psychologically acceptable way. In principle it would +be quite simple to waste the surplus labour of the world by building +temples and pyramids, by digging holes and filling them up again, or even +by producing vast quantities of goods and then setting fire to them. But +this would provide only the economic and not the emotional basis for a +hierarchical society. What is concerned here is not the morale of masses, +whose attitude is unimportant so long as they are kept steadily at work, +but the morale of the Party itself. Even the humblest Party member is +expected to be competent, industrious, and even intelligent within narrow +limits, but it is also necessary that he should be a credulous and ignorant +fanatic whose prevailing moods are fear, hatred, adulation, and orgiastic +triumph. In other words it is necessary that he should have the mentality +appropriate to a state of war. It does not matter whether the war is +actually happening, and, since no decisive victory is possible, it does +not matter whether the war is going well or badly. All that is needed is +that a state of war should exist. The splitting of the intelligence which +the Party requires of its members, and which is more easily achieved in an +atmosphere of war, is now almost universal, but the higher up the ranks +one goes, the more marked it becomes. It is precisely in the Inner Party +that war hysteria and hatred of the enemy are strongest. In his capacity +as an administrator, it is often necessary for a member of the Inner Party +to know that this or that item of war news is untruthful, and he may often +be aware that the entire war is spurious and is either not happening or +is being waged for purposes quite other than the declared ones: but such +knowledge is easily neutralized by the technique of DOUBLETHINK. Meanwhile +no Inner Party member wavers for an instant in his mystical belief that +the war is real, and that it is bound to end victoriously, with Oceania +the undisputed master of the entire world. + +All members of the Inner Party believe in this coming conquest as an +article of faith. It is to be achieved either by gradually acquiring more +and more territory and so building up an overwhelming preponderance of +power, or by the discovery of some new and unanswerable weapon. The search +for new weapons continues unceasingly, and is one of the very few remaining +activities in which the inventive or speculative type of mind can find any +outlet. In Oceania at the present day, Science, in the old sense, has +almost ceased to exist. In Newspeak there is no word for 'Science'. The +empirical method of thought, on which all the scientific achievements of +the past were founded, is opposed to the most fundamental principles of +Ingsoc. And even technological progress only happens when its products can +in some way be used for the diminution of human liberty. In all the useful +arts the world is either standing still or going backwards. The fields are +cultivated with horse-ploughs while books are written by machinery. But +in matters of vital importance--meaning, in effect, war and police +espionage--the empirical approach is still encouraged, or at least +tolerated. The two aims of the Party are to conquer the whole surface of +the earth and to extinguish once and for all the possibility of independent +thought. There are therefore two great problems which the Party is +concerned to solve. One is how to discover, against his will, what another +human being is thinking, and the other is how to kill several hundred +million people in a few seconds without giving warning beforehand. In +so far as scientific research still continues, this is its subject matter. +The scientist of today is either a mixture of psychologist and inquisitor, +studying with real ordinary minuteness the meaning of facial expressions, +gestures, and tones of voice, and testing the truth-producing effects of +drugs, shock therapy, hypnosis, and physical torture; or he is chemist, +physicist, or biologist concerned only with such branches of his special +subject as are relevant to the taking of life. In the vast laboratories +of the Ministry of Peace, and in the experimental stations hidden in the +Brazilian forests, or in the Australian desert, or on lost islands of +the Antarctic, the teams of experts are indefatigably at work. Some are +concerned simply with planning the logistics of future wars; others devise +larger and larger rocket bombs, more and more powerful explosives, and more +and more impenetrable armour-plating; others search for new and deadlier +gases, or for soluble poisons capable of being produced in such quantities +as to destroy the vegetation of whole continents, or for breeds of disease +germs immunized against all possible antibodies; others strive to produce +a vehicle that shall bore its way under the soil like a submarine under +the water, or an aeroplane as independent of its base as a sailing-ship; +others explore even remoter possibilities such as focusing the sun's rays +through lenses suspended thousands of kilometres away in space, or +producing artificial earthquakes and tidal waves by tapping the heat at +the earth's centre. + +But none of these projects ever comes anywhere near realization, and none +of the three super-states ever gains a significant lead on the others. +What is more remarkable is that all three powers already possess, in the +atomic bomb, a weapon far more powerful than any that their present +researches are likely to discover. Although the Party, according to its +habit, claims the invention for itself, atomic bombs first appeared as +early as the nineteen-forties, and were first used on a large scale about +ten years later. At that time some hundreds of bombs were dropped on +industrial centres, chiefly in European Russia, Western Europe, and +North America. The effect was to convince the ruling groups of all +countries that a few more atomic bombs would mean the end of organized +society, and hence of their own power. Thereafter, although no formal +agreement was ever made or hinted at, no more bombs were dropped. All three +powers merely continue to produce atomic bombs and store them up against +the decisive opportunity which they all believe will come sooner or later. +And meanwhile the art of war has remained almost stationary for thirty or +forty years. Helicopters are more used than they were formerly, bombing +planes have been largely superseded by self-propelled projectiles, and the +fragile movable battleship has given way to the almost unsinkable Floating +Fortress; but otherwise there has been little development. The tank, the +submarine, the torpedo, the machine gun, even the rifle and the hand +grenade are still in use. And in spite of the endless slaughters reported +in the Press and on the telescreens, the desperate battles of earlier wars, +in which hundreds of thousands or even millions of men were often killed +in a few weeks, have never been repeated. + +None of the three super-states ever attempts any manoeuvre which involves +the risk of serious defeat. When any large operation is undertaken, it is +usually a surprise attack against an ally. The strategy that all three +powers are following, or pretend to themselves that they are following, +is the same. The plan is, by a combination of fighting, bargaining, and +well-timed strokes of treachery, to acquire a ring of bases completely +encircling one or other of the rival states, and then to sign a pact of +friendship with that rival and remain on peaceful terms for so many years +as to lull suspicion to sleep. During this time rockets loaded with atomic +bombs can be assembled at all the strategic spots; finally they will all +be fired simultaneously, with effects so devastating as to make retaliation +impossible. It will then be time to sign a pact of friendship with the +remaining world-power, in preparation for another attack. This scheme, it +is hardly necessary to say, is a mere daydream, impossible of realization. +Moreover, no fighting ever occurs except in the disputed areas round the +Equator and the Pole: no invasion of enemy territory is ever undertaken. +This explains the fact that in some places the frontiers between the +super-states are arbitrary. Eurasia, for example, could easily conquer the +British Isles, which are geographically part of Europe, or on the other +hand it would be possible for Oceania to push its frontiers to the Rhine +or even to the Vistula. But this would violate the principle, followed on +all sides though never formulated, of cultural integrity. If Oceania were +to conquer the areas that used once to be known as France and Germany, it +would be necessary either to exterminate the inhabitants, a task of great +physical difficulty, or to assimilate a population of about a hundred +million people, who, so far as technical development goes, are roughly on +the Oceanic level. The problem is the same for all three super-states. +It is absolutely necessary to their structure that there should be no +contact with foreigners, except, to a limited extent, with war prisoners +and coloured slaves. Even the official ally of the moment is always +regarded with the darkest suspicion. War prisoners apart, the average +citizen of Oceania never sets eyes on a citizen of either Eurasia or +Eastasia, and he is forbidden the knowledge of foreign languages. If he +were allowed contact with foreigners he would discover that they are +creatures similar to himself and that most of what he has been told about +them is lies. The sealed world in which he lives would be broken, and the +fear, hatred, and self-righteousness on which his morale depends might +evaporate. It is therefore realized on all sides that however often Persia, +or Egypt, or Java, or Ceylon may change hands, the main frontiers must +never be crossed by anything except bombs. + +Under this lies a fact never mentioned aloud, but tacitly understood and +acted upon: namely, that the conditions of life in all three super-states +are very much the same. In Oceania the prevailing philosophy is called +Ingsoc, in Eurasia it is called Neo-Bolshevism, and in Eastasia it is +called by a Chinese name usually translated as Death-Worship, but perhaps +better rendered as Obliteration of the Self. The citizen of Oceania is not +allowed to know anything of the tenets of the other two philosophies, but +he is taught to execrate them as barbarous outrages upon morality and +common sense. Actually the three philosophies are barely distinguishable, +and the social systems which they support are not distinguishable at all. +Everywhere there is the same pyramidal structure, the same worship of +semi-divine leader, the same economy existing by and for continuous +warfare. It follows that the three super-states not only cannot conquer +one another, but would gain no advantage by doing so. On the contrary, +so long as they remain in conflict they prop one another up, like three +sheaves of corn. And, as usual, the ruling groups of all three powers are +simultaneously aware and unaware of what they are doing. Their lives are +dedicated to world conquest, but they also know that it is necessary that +the war should continue everlastingly and without victory. Meanwhile the +fact that there IS no danger of conquest makes possible the denial of +reality which is the special feature of Ingsoc and its rival systems of +thought. Here it is necessary to repeat what has been said earlier, that +by becoming continuous war has fundamentally changed its character. + +In past ages, a war, almost by definition, was something that sooner or +later came to an end, usually in unmistakable victory or defeat. In the +past, also, war was one of the main instruments by which human societies +were kept in touch with physical reality. All rulers in all ages have tried +to impose a false view of the world upon their followers, but they could +not afford to encourage any illusion that tended to impair military +efficiency. So long as defeat meant the loss of independence, or some other +result generally held to be undesirable, the precautions against defeat +had to be serious. Physical facts could not be ignored. In philosophy, or +religion, or ethics, or politics, two and two might make five, but when +one was designing a gun or an aeroplane they had to make four. Inefficient +nations were always conquered sooner or later, and the struggle for +efficiency was inimical to illusions. Moreover, to be efficient it was +necessary to be able to learn from the past, which meant having a fairly +accurate idea of what had happened in the past. Newspapers and history +books were, of course, always coloured and biased, but falsification of +the kind that is practised today would have been impossible. War was a +sure safeguard of sanity, and so far as the ruling classes were concerned +it was probably the most important of all safeguards. While wars could be +won or lost, no ruling class could be completely irresponsible. + +But when war becomes literally continuous, it also ceases to be dangerous. +When war is continuous there is no such thing as military necessity. +Technical progress can cease and the most palpable facts can be denied or +disregarded. As we have seen, researches that could be called scientific +are still carried out for the purposes of war, but they are essentially a +kind of daydreaming, and their failure to show results is not important. +Efficiency, even military efficiency, is no longer needed. Nothing is +efficient in Oceania except the Thought Police. Since each of the three +super-states is unconquerable, each is in effect a separate universe within +which almost any perversion of thought can be safely practised. Reality +only exerts its pressure through the needs of everyday life--the need to +eat and drink, to get shelter and clothing, to avoid swallowing poison or +stepping out of top-storey windows, and the like. Between life and death, +and between physical pleasure and physical pain, there is still a +distinction, but that is all. Cut off from contact with the outer world, +and with the past, the citizen of Oceania is like a man in interstellar +space, who has no way of knowing which direction is up and which is down. +The rulers of such a state are absolute, as the Pharaohs or the Caesars +could not be. They are obliged to prevent their followers from starving +to death in numbers large enough to be inconvenient, and they are obliged +to remain at the same low level of military technique as their rivals; but +once that minimum is achieved, they can twist reality into whatever shape +they choose. + +The war, therefore, if we judge it by the standards of previous wars, is +merely an imposture. It is like the battles between certain ruminant +animals whose horns are set at such an angle that they are incapable of +hurting one another. But though it is unreal it is not meaningless. It +eats up the surplus of consumable goods, and it helps to preserve the +special mental atmosphere that a hierarchical society needs. War, it will +be seen, is now a purely internal affair. In the past, the ruling groups +of all countries, although they might recognize their common interest and +therefore limit the destructiveness of war, did fight against one another, +and the victor always plundered the vanquished. In our own day they are +not fighting against one another at all. The war is waged by each ruling +group against its own subjects, and the object of the war is not to make +or prevent conquests of territory, but to keep the structure of society +intact. The very word 'war', therefore, has become misleading. It would +probably be accurate to say that by becoming continuous war has ceased to +exist. The peculiar pressure that it exerted on human beings between the +Neolithic Age and the early twentieth century has disappeared and been +replaced by something quite different. The effect would be much the same +if the three super-states, instead of fighting one another, should agree +to live in perpetual peace, each inviolate within its own boundaries. For +in that case each would still be a self-contained universe, freed for ever +from the sobering influence of external danger. A peace that was truly +permanent would be the same as a permanent war. This--although the vast +majority of Party members understand it only in a shallower sense--is the +inner meaning of the Party slogan: WAR IS PEACE. + + +Winston stopped reading for a moment. Somewhere in remote distance a +rocket bomb thundered. The blissful feeling of being alone with the +forbidden book, in a room with no telescreen, had not worn off. Solitude +and safety were physical sensations, mixed up somehow with the tiredness +of his body, the softness of the chair, the touch of the faint breeze from +the window that played upon his cheek. The book fascinated him, or more +exactly it reassured him. In a sense it told him nothing that was new, but +that was part of the attraction. It said what he would have said, if it +had been possible for him to set his scattered thoughts in order. It was +the product of a mind similar to his own, but enormously more powerful, +more systematic, less fear-ridden. The best books, he perceived, are those +that tell you what you know already. He had just turned back to Chapter I +when he heard Julia's footstep on the stair and started out of his chair +to meet her. She dumped her brown tool-bag on the floor and flung herself +into his arms. It was more than a week since they had seen one another. + +'I've got THE BOOK,' he said as they disentangled themselves. + +'Oh, you've got it? Good,' she said without much interest, and almost +immediately knelt down beside the oil stove to make the coffee. + +They did not return to the subject until they had been in bed for half an +hour. The evening was just cool enough to make it worth while to pull up +the counterpane. From below came the familiar sound of singing and the +scrape of boots on the flagstones. The brawny red-armed woman whom Winston +had seen there on his first visit was almost a fixture in the yard. There +seemed to be no hour of daylight when she was not marching to and fro +between the washtub and the line, alternately gagging herself with clothes +pegs and breaking forth into lusty song. Julia had settled down on her +side and seemed to be already on the point of falling asleep. He reached +out for the book, which was lying on the floor, and sat up against the +bedhead. + +'We must read it,' he said. 'You too. All members of the Brotherhood have +to read it.' + +'You read it,' she said with her eyes shut. 'Read it aloud. That's the +best way. Then you can explain it to me as you go.' + +The clock's hands said six, meaning eighteen. They had three or four hours +ahead of them. He propped the book against his knees and began reading: + + +Chapter I +Ignorance is Strength + +Throughout recorded time, and probably since the end of the Neolithic Age, +there have been three kinds of people in the world, the High, the Middle, +and the Low. They have been subdivided in many ways, they have borne +countless different names, and their relative numbers, as well as their +attitude towards one another, have varied from age to age: but the +essential structure of society has never altered. Even after enormous +upheavals and seemingly irrevocable changes, the same pattern has always +reasserted itself, just as a gyroscope will always return to equilibrium, +however far it is pushed one way or the other + + +'Julia, are you awake?' said Winston. + +'Yes, my love, I'm listening. Go on. It's marvellous.' + +He continued reading: + + +The aims of these three groups are entirely irreconcilable. The aim of +the High is to remain where they are. The aim of the Middle is to change +places with the High. The aim of the Low, when they have an aim--for it +is an abiding characteristic of the Low that they are too much crushed +by drudgery to be more than intermittently conscious of anything outside +their daily lives--is to abolish all distinctions and create a society in +which all men shall be equal. Thus throughout history a struggle which is +the same in its main outlines recurs over and over again. For long periods +the High seem to be securely in power, but sooner or later there always +comes a moment when they lose either their belief in themselves or their +capacity to govern efficiently, or both. They are then overthrown by the +Middle, who enlist the Low on their side by pretending to them that they +are fighting for liberty and justice. As soon as they have reached their +objective, the Middle thrust the Low back into their old position of +servitude, and themselves become the High. Presently a new Middle group +splits off from one of the other groups, or from both of them, and the +struggle begins over again. Of the three groups, only the Low are never +even temporarily successful in achieving their aims. It would be an +exaggeration to say that throughout history there has been no progress of +a material kind. Even today, in a period of decline, the average human +being is physically better off than he was a few centuries ago. But no +advance in wealth, no softening of manners, no reform or revolution has +ever brought human equality a millimetre nearer. From the point of view of +the Low, no historic change has ever meant much more than a change in the +name of their masters. + +By the late nineteenth century the recurrence of this pattern had become +obvious to many observers. There then rose schools of thinkers who +interpreted history as a cyclical process and claimed to show that +inequality was the unalterable law of human life. This doctrine, of course, +had always had its adherents, but in the manner in which it was now put +forward there was a significant change. In the past the need for a +hierarchical form of society had been the doctrine specifically of the +High. It had been preached by kings and aristocrats and by the priests, +lawyers, and the like who were parasitical upon them, and it had generally +been softened by promises of compensation in an imaginary world beyond the +grave. The Middle, so long as it was struggling for power, had always made +use of such terms as freedom, justice, and fraternity. Now, however, the +concept of human brotherhood began to be assailed by people who were not +yet in positions of command, but merely hoped to be so before long. In the +past the Middle had made revolutions under the banner of equality, and +then had established a fresh tyranny as soon as the old one was overthrown. +The new Middle groups in effect proclaimed their tyranny beforehand. +Socialism, a theory which appeared in the early nineteenth century and was +the last link in a chain of thought stretching back to the slave rebellions +of antiquity, was still deeply infected by the Utopianism of past ages. +But in each variant of Socialism that appeared from about 1900 onwards the +aim of establishing liberty and equality was more and more openly +abandoned. The new movements which appeared in the middle years of the +century, Ingsoc in Oceania, Neo-Bolshevism in Eurasia, Death-Worship, as +it is commonly called, in Eastasia, had the conscious aim of perpetuating +UNfreedom and INequality. These new movements, of course, grew out of the +old ones and tended to keep their names and pay lip-service to their +ideology. But the purpose of all of them was to arrest progress and freeze +history at a chosen moment. The familiar pendulum swing was to happen once +more, and then stop. As usual, the High were to be turned out by the +Middle, who would then become the High; but this time, by conscious +strategy, the High would be able to maintain their position permanently. + +The new doctrines arose partly because of the accumulation of historical +knowledge, and the growth of the historical sense, which had hardly existed +before the nineteenth century. The cyclical movement of history was now +intelligible, or appeared to be so; and if it was intelligible, then it +was alterable. But the principal, underlying cause was that, as early +as the beginning of the twentieth century, human equality had become +technically possible. It was still true that men were not equal in their +native talents and that functions had to be specialized in ways that +favoured some individuals against others; but there was no longer any real +need for class distinctions or for large differences of wealth. In earlier +ages, class distinctions had been not only inevitable but desirable. +Inequality was the price of civilization. With the development of machine +production, however, the case was altered. Even if it was still necessary +for human beings to do different kinds of work, it was no longer necessary +for them to live at different social or economic levels. Therefore, from +the point of view of the new groups who were on the point of seizing power, +human equality was no longer an ideal to be striven after, but a danger to +be averted. In more primitive ages, when a just and peaceful society was +in fact not possible, it had been fairly easy to believe it. The idea of +an earthly paradise in which men should live together in a state of +brotherhood, without laws and without brute labour, had haunted the human +imagination for thousands of years. And this vision had had a certain hold +even on the groups who actually profited by each historical change. The +heirs of the French, English, and American revolutions had partly believed +in their own phrases about the rights of man, freedom of speech, equality +before the law, and the like, and have even allowed their conduct to be +influenced by them to some extent. But by the fourth decade of the +twentieth century all the main currents of political thought were +authoritarian. The earthly paradise had been discredited at exactly the +moment when it became realizable. Every new political theory, by whatever +name it called itself, led back to hierarchy and regimentation. And in the +general hardening of outlook that set in round about 1930, practices which +had been long abandoned, in some cases for hundreds of years--imprisonment +without trial, the use of war prisoners as slaves, public executions, +torture to extract confessions, the use of hostages, and the deportation +of whole populations--not only became common again, but were tolerated +and even defended by people who considered themselves enlightened and +progressive. + +It was only after a decade of national wars, civil wars, revolutions, and +counter-revolutions in all parts of the world that Ingsoc and its rivals +emerged as fully worked-out political theories. But they had been +foreshadowed by the various systems, generally called totalitarian, which +had appeared earlier in the century, and the main outlines of the world +which would emerge from the prevailing chaos had long been obvious. What +kind of people would control this world had been equally obvious. The new +aristocracy was made up for the most part of bureaucrats, scientists, +technicians, trade-union organizers, publicity experts, sociologists, +teachers, journalists, and professional politicians. These people, whose +origins lay in the salaried middle class and the upper grades of the +working class, had been shaped and brought together by the barren world of +monopoly industry and centralized government. As compared with their +opposite numbers in past ages, they were less avaricious, less tempted by +luxury, hungrier for pure power, and, above all, more conscious of what +they were doing and more intent on crushing opposition. This last +difference was cardinal. By comparison with that existing today, all the +tyrannies of the past were half-hearted and inefficient. The ruling groups +were always infected to some extent by liberal ideas, and were content to +leave loose ends everywhere, to regard only the overt act and to be +uninterested in what their subjects were thinking. Even the Catholic Church +of the Middle Ages was tolerant by modern standards. Part of the reason +for this was that in the past no government had the power to keep its +citizens under constant surveillance. The invention of print, however, +made it easier to manipulate public opinion, and the film and the radio +carried the process further. With the development of television, and +the technical advance which made it possible to receive and transmit +simultaneously on the same instrument, private life came to an end. Every +citizen, or at least every citizen important enough to be worth watching, +could be kept for twenty-four hours a day under the eyes of the police +and in the sound of official propaganda, with all other channels of +communication closed. The possibility of enforcing not only complete +obedience to the will of the State, but complete uniformity of opinion +on all subjects, now existed for the first time. + +After the revolutionary period of the fifties and sixties, society +regrouped itself, as always, into High, Middle, and Low. But the new High +group, unlike all its forerunners, did not act upon instinct but knew what +was needed to safeguard its position. It had long been realized that the +only secure basis for oligarchy is collectivism. Wealth and privilege +are most easily defended when they are possessed jointly. The so-called +'abolition of private property' which took place in the middle years of +the century meant, in effect, the concentration of property in far fewer +hands than before: but with this difference, that the new owners were a +group instead of a mass of individuals. Individually, no member of the +Party owns anything, except petty personal belongings. Collectively, the +Party owns everything in Oceania, because it controls everything, and +disposes of the products as it thinks fit. In the years following the +Revolution it was able to step into this commanding position almost +unopposed, because the whole process was represented as an act of +collectivization. It had always been assumed that if the capitalist class +were expropriated, Socialism must follow: and unquestionably the +capitalists had been expropriated. Factories, mines, land, houses, +transport--everything had been taken away from them: and since these +things were no longer private property, it followed that they must be +public property. Ingsoc, which grew out of the earlier Socialist movement +and inherited its phraseology, has in fact carried out the main item in +the Socialist programme; with the result, foreseen and intended beforehand, +that economic inequality has been made permanent. + +But the problems of perpetuating a hierarchical society go deeper than +this. There are only four ways in which a ruling group can fall from power. +Either it is conquered from without, or it governs so inefficiently that +the masses are stirred to revolt, or it allows a strong and discontented +Middle group to come into being, or it loses its own self-confidence and +willingness to govern. These causes do not operate singly, and as a rule +all four of them are present in some degree. A ruling class which could +guard against all of them would remain in power permanently. Ultimately +the determining factor is the mental attitude of the ruling class itself. + +After the middle of the present century, the first danger had in reality +disappeared. Each of the three powers which now divide the world is in +fact unconquerable, and could only become conquerable through slow +demographic changes which a government with wide powers can easily avert. +The second danger, also, is only a theoretical one. The masses never +revolt of their own accord, and they never revolt merely because they are +oppressed. Indeed, so long as they are not permitted to have standards of +comparison, they never even become aware that they are oppressed. The +recurrent economic crises of past times were totally unnecessary and are +not now permitted to happen, but other and equally large dislocations +can and do happen without having political results, because there is no +way in which discontent can become articulate. As for the problem of +over-production, which has been latent in our society since the development +of machine technique, it is solved by the device of continuous warfare +(see Chapter III), which is also useful in keying up public morale to the +necessary pitch. From the point of view of our present rulers, therefore, +the only genuine dangers are the splitting-off of a new group of able, +under-employed, power-hungry people, and the growth of liberalism and +scepticism in their own ranks. The problem, that is to say, is educational. +It is a problem of continuously moulding the consciousness both of the +directing group and of the larger executive group that lies immediately +below it. The consciousness of the masses needs only to be influenced in +a negative way. + +Given this background, one could infer, if one did not know it already, +the general structure of Oceanic society. At the apex of the pyramid comes +Big Brother. Big Brother is infallible and all-powerful. Every success, +every achievement, every victory, every scientific discovery, all +knowledge, all wisdom, all happiness, all virtue, are held to issue +directly from his leadership and inspiration. Nobody has ever seen Big +Brother. He is a face on the hoardings, a voice on the telescreen. We +may be reasonably sure that he will never die, and there is already +considerable uncertainty as to when he was born. Big Brother is the guise +in which the Party chooses to exhibit itself to the world. His function is +to act as a focusing point for love, fear, and reverence, emotions which +are more easily felt towards an individual than towards an organization. +Below Big Brother comes the Inner Party. Its numbers limited to six +millions, or something less than 2 per cent of the population of Oceania. +Below the Inner Party comes the Outer Party, which, if the Inner Party is +described as the brain of the State, may be justly likened to the hands. +Below that come the dumb masses whom we habitually refer to as 'the +proles', numbering perhaps 85 per cent of the population. In the terms +of our earlier classification, the proles are the Low: for the slave +population of the equatorial lands who pass constantly from conqueror +to conqueror, are not a permanent or necessary part of the structure. + +In principle, membership of these three groups is not hereditary. The +child of Inner Party parents is in theory not born into the Inner Party. +Admission to either branch of the Party is by examination, taken at the +age of sixteen. Nor is there any racial discrimination, or any marked +domination of one province by another. Jews, Negroes, South Americans of +pure Indian blood are to be found in the highest ranks of the Party, and +the administrators of any area are always drawn from the inhabitants of +that area. In no part of Oceania do the inhabitants have the feeling that +they are a colonial population ruled from a distant capital. Oceania has +no capital, and its titular head is a person whose whereabouts nobody +knows. Except that English is its chief LINGUA FRANCA and Newspeak its +official language, it is not centralized in any way. Its rulers are not +held together by blood-ties but by adherence to a common doctrine. It is +true that our society is stratified, and very rigidly stratified, on what +at first sight appear to be hereditary lines. There is far less to-and-fro +movement between the different groups than happened under capitalism or +even in the pre-industrial age. Between the two branches of the Party +there is a certain amount of interchange, but only so much as will ensure +that weaklings are excluded from the Inner Party and that ambitious +members of the Outer Party are made harmless by allowing them to rise. +Proletarians, in practice, are not allowed to graduate into the Party. The +most gifted among them, who might possibly become nuclei of discontent, +are simply marked down by the Thought Police and eliminated. But this +state of affairs is not necessarily permanent, nor is it a matter of +principle. The Party is not a class in the old sense of the word. It does +not aim at transmitting power to its own children, as such; and if there +were no other way of keeping the ablest people at the top, it would be +perfectly prepared to recruit an entire new generation from the ranks of +the proletariat. In the crucial years, the fact that the Party was not a +hereditary body did a great deal to neutralize opposition. The older kind +of Socialist, who had been trained to fight against something called +'class privilege' assumed that what is not hereditary cannot be permanent. +He did not see that the continuity of an oligarchy need not be physical, +nor did he pause to reflect that hereditary aristocracies have always been +shortlived, whereas adoptive organizations such as the Catholic Church +have sometimes lasted for hundreds or thousands of years. The essence of +oligarchical rule is not father-to-son inheritance, but the persistence of +a certain world-view and a certain way of life, imposed by the dead upon +the living. A ruling group is a ruling group so long as it can nominate +its successors. The Party is not concerned with perpetuating its blood but +with perpetuating itself. WHO wields power is not important, provided that +the hierarchical structure remains always the same. + +All the beliefs, habits, tastes, emotions, mental attitudes that +characterize our time are really designed to sustain the mystique of +the Party and prevent the true nature of present-day society from being +perceived. Physical rebellion, or any preliminary move towards rebellion, +is at present not possible. From the proletarians nothing is to be feared. +Left to themselves, they will continue from generation to generation and +from century to century, working, breeding, and dying, not only without +any impulse to rebel, but without the power of grasping that the world +could be other than it is. They could only become dangerous if the advance +of industrial technique made it necessary to educate them more highly; +but, since military and commercial rivalry are no longer important, the +level of popular education is actually declining. What opinions the masses +hold, or do not hold, is looked on as a matter of indifference. They can +be granted intellectual liberty because they have no intellect. In a Party +member, on the other hand, not even the smallest deviation of opinion on +the most unimportant subject can be tolerated. + +A Party member lives from birth to death under the eye of the Thought +Police. Even when he is alone he can never be sure that he is alone. +Wherever he may be, asleep or awake, working or resting, in his bath or in +bed, he can be inspected without warning and without knowing that he is +being inspected. Nothing that he does is indifferent. His friendships, his +relaxations, his behaviour towards his wife and children, the expression +of his face when he is alone, the words he mutters in sleep, even the +characteristic movements of his body, are all jealously scrutinized. Not +only any actual misdemeanour, but any eccentricity, however small, any +change of habits, any nervous mannerism that could possibly be the symptom +of an inner struggle, is certain to be detected. He has no freedom of +choice in any direction whatever. On the other hand his actions are not +regulated by law or by any clearly formulated code of behaviour. In Oceania +there is no law. Thoughts and actions which, when detected, mean certain +death are not formally forbidden, and the endless purges, arrests, +tortures, imprisonments, and vaporizations are not inflicted as punishment +for crimes which have actually been committed, but are merely the +wiping-out of persons who might perhaps commit a crime at some time in the +future. A Party member is required to have not only the right opinions, +but the right instincts. Many of the beliefs and attitudes demanded of him +are never plainly stated, and could not be stated without laying bare the +contradictions inherent in Ingsoc. If he is a person naturally orthodox +(in Newspeak a GOODTHINKER), he will in all circumstances know, without +taking thought, what is the true belief or the desirable emotion. But in +any case an elaborate mental training, undergone in childhood and grouping +itself round the Newspeak words CRIMESTOP, BLACKWHITE, and DOUBLETHINK, +makes him unwilling and unable to think too deeply on any subject whatever. + +A Party member is expected to have no private emotions and no respites +from enthusiasm. He is supposed to live in a continuous frenzy of hatred +of foreign enemies and internal traitors, triumph over victories, and +self-abasement before the power and wisdom of the Party. The discontents +produced by his bare, unsatisfying life are deliberately turned outwards +and dissipated by such devices as the Two Minutes Hate, and the +speculations which might possibly induce a sceptical or rebellious attitude +are killed in advance by his early acquired inner discipline. The first +and simplest stage in the discipline, which can be taught even to young +children, is called, in Newspeak, CRIMESTOP. CRIMESTOP means the faculty +of stopping short, as though by instinct, at the threshold of any dangerous +thought. It includes the power of not grasping analogies, of failing to +perceive logical errors, of misunderstanding the simplest arguments if +they are inimical to Ingsoc, and of being bored or repelled by any train +of thought which is capable of leading in a heretical direction. CRIMESTOP, +in short, means protective stupidity. But stupidity is not enough. On the +contrary, orthodoxy in the full sense demands a control over one's own +mental processes as complete as that of a contortionist over his body. +Oceanic society rests ultimately on the belief that Big Brother is +omnipotent and that the Party is infallible. But since in reality Big +Brother is not omnipotent and the party is not infallible, there is need +for an unwearying, moment-to-moment flexibility in the treatment of facts. +The keyword here is BLACKWHITE. Like so many Newspeak words, this word has +two mutually contradictory meanings. Applied to an opponent, it means the +habit of impudently claiming that black is white, in contradiction of the +plain facts. Applied to a Party member, it means a loyal willingness to +say that black is white when Party discipline demands this. But it means +also the ability to BELIEVE that black is white, and more, to KNOW that +black is white, and to forget that one has ever believed the contrary. +This demands a continuous alteration of the past, made possible by the +system of thought which really embraces all the rest, and which is known +in Newspeak as DOUBLETHINK. + +The alteration of the past is necessary for two reasons, one of which is +subsidiary and, so to speak, precautionary. The subsidiary reason is that +the Party member, like the proletarian, tolerates present-day conditions +partly because he has no standards of comparison. He must be cut off from +the past, just as he must be cut off from foreign countries, because it is +necessary for him to believe that he is better off than his ancestors and +that the average level of material comfort is constantly rising. But by +far the more important reason for the readjustment of the past is the +need to safeguard the infallibility of the Party. It is not merely that +speeches, statistics, and records of every kind must be constantly brought +up to date in order to show that the predictions of the Party were in +all cases right. It is also that no change in doctrine or in political +alignment can ever be admitted. For to change one's mind, or even one's +policy, is a confession of weakness. If, for example, Eurasia or Eastasia +(whichever it may be) is the enemy today, then that country must always +have been the enemy. And if the facts say otherwise then the facts must +be altered. Thus history is continuously rewritten. This day-to-day +falsification of the past, carried out by the Ministry of Truth, is as +necessary to the stability of the regime as the work of repression and +espionage carried out by the Ministry of Love. + +The mutability of the past is the central tenet of Ingsoc. Past events, +it is argued, have no objective existence, but survive only in written +records and in human memories. The past is whatever the records and the +memories agree upon. And since the Party is in full control of all records +and in equally full control of the minds of its members, it follows that +the past is whatever the Party chooses to make it. It also follows that +though the past is alterable, it never has been altered in any specific +instance. For when it has been recreated in whatever shape is needed at +the moment, then this new version IS the past, and no different past can +ever have existed. This holds good even when, as often happens, the same +event has to be altered out of recognition several times in the course of +a year. At all times the Party is in possession of absolute truth, and +clearly the absolute can never have been different from what it is now. +It will be seen that the control of the past depends above all on the +training of memory. To make sure that all written records agree with +the orthodoxy of the moment is merely a mechanical act. But it is also +necessary to REMEMBER that events happened in the desired manner. And if +it is necessary to rearrange one's memories or to tamper with written +records, then it is necessary to FORGET that one has done so. The trick of +doing this can be learned like any other mental technique. It is learned +by the majority of Party members, and certainly by all who are intelligent +as well as orthodox. In Oldspeak it is called, quite frankly, 'reality +control'. In Newspeak it is called DOUBLETHINK, though DOUBLETHINK +comprises much else as well. + +DOUBLETHINK means the power of holding two contradictory beliefs in one's +mind simultaneously, and accepting both of them. The Party intellectual +knows in which direction his memories must be altered; he therefore knows +that he is playing tricks with reality; but by the exercise of DOUBLETHINK +he also satisfies himself that reality is not violated. The process has to +be conscious, or it would not be carried out with sufficient precision, +but it also has to be unconscious, or it would bring with it a feeling of +falsity and hence of guilt. DOUBLETHINK lies at the very heart of Ingsoc, +since the essential act of the Party is to use conscious deception while +retaining the firmness of purpose that goes with complete honesty. To tell +deliberate lies while genuinely believing in them, to forget any fact that +has become inconvenient, and then, when it becomes necessary again, to +draw it back from oblivion for just so long as it is needed, to deny the +existence of objective reality and all the while to take account of the +reality which one denies--all this is indispensably necessary. Even in +using the word DOUBLETHINK it is necessary to exercise DOUBLETHINK. For +by using the word one admits that one is tampering with reality; by a +fresh act of DOUBLETHINK one erases this knowledge; and so on indefinitely, +with the lie always one leap ahead of the truth. Ultimately it is by means +of DOUBLETHINK that the Party has been able--and may, for all we know, +continue to be able for thousands of years--to arrest the course of +history. + +All past oligarchies have fallen from power either because they ossified +or because they grew soft. Either they became stupid and arrogant, failed +to adjust themselves to changing circumstances, and were overthrown; or +they became liberal and cowardly, made concessions when they should have +used force, and once again were overthrown. They fell, that is to say, +either through consciousness or through unconsciousness. It is the +achievement of the Party to have produced a system of thought in which +both conditions can exist simultaneously. And upon no other intellectual +basis could the dominion of the Party be made permanent. If one is to rule, +and to continue ruling, one must be able to dislocate the sense of reality. +For the secret of rulership is to combine a belief in one's own +infallibility with the Power to learn from past mistakes. + +It need hardly be said that the subtlest practitioners of DOUBLETHINK are +those who invented DOUBLETHINK and know that it is a vast system of mental +cheating. In our society, those who have the best knowledge of what is +happening are also those who are furthest from seeing the world as it is. +In general, the greater the understanding, the greater the delusion; the +more intelligent, the less sane. One clear illustration of this is the +fact that war hysteria increases in intensity as one rises in the social +scale. Those whose attitude towards the war is most nearly rational are +the subject peoples of the disputed territories. To these people the war +is simply a continuous calamity which sweeps to and fro over their bodies +like a tidal wave. Which side is winning is a matter of complete +indifference to them. They are aware that a change of overlordship means +simply that they will be doing the same work as before for new masters who +treat them in the same manner as the old ones. The slightly more favoured +workers whom we call 'the proles' are only intermittently conscious of the +war. When it is necessary they can be prodded into frenzies of fear and +hatred, but when left to themselves they are capable of forgetting for +long periods that the war is happening. It is in the ranks of the Party, +and above all of the Inner Party, that the true war enthusiasm is found. +World-conquest is believed in most firmly by those who know it to be +impossible. This peculiar linking-together of opposites--knowledge with +ignorance, cynicism with fanaticism--is one of the chief distinguishing +marks of Oceanic society. The official ideology abounds with contradictions +even when there is no practical reason for them. Thus, the Party rejects +and vilifies every principle for which the Socialist movement originally +stood, and it chooses to do this in the name of Socialism. It preaches +a contempt for the working class unexampled for centuries past, and it +dresses its members in a uniform which was at one time peculiar to manual +workers and was adopted for that reason. It systematically undermines the +solidarity of the family, and it calls its leader by a name which is a +direct appeal to the sentiment of family loyalty. Even the names of the +four Ministries by which we are governed exhibit a sort of impudence in +their deliberate reversal of the facts. The Ministry of Peace concerns +itself with war, the Ministry of Truth with lies, the Ministry of Love +with torture and the Ministry of Plenty with starvation. These +contradictions are not accidental, nor do they result from ordinary +hypocrisy; they are deliberate exercises in DOUBLETHINK. For it is only +by reconciling contradictions that power can be retained indefinitely. +In no other way could the ancient cycle be broken. If human equality is +to be for ever averted--if the High, as we have called them, are to keep +their places permanently--then the prevailing mental condition must be +controlled insanity. + +But there is one question which until this moment we have almost ignored. +It is; WHY should human equality be averted? Supposing that the mechanics +of the process have been rightly described, what is the motive for this +huge, accurately planned effort to freeze history at a particular moment +of time? + +Here we reach the central secret. As we have seen. the mystique of the +Party, and above all of the Inner Party, depends upon DOUBLETHINK But +deeper than this lies the original motive, the never-questioned instinct +that first led to the seizure of power and brought DOUBLETHINK, the +Thought Police, continuous warfare, and all the other necessary +paraphernalia into existence afterwards. This motive really consists... + + +Winston became aware of silence, as one becomes aware of a new sound. It +seemed to him that Julia had been very still for some time past. She was +lying on her side, naked from the waist upwards, with her cheek pillowed +on her hand and one dark lock tumbling across her eyes. Her breast rose +and fell slowly and regularly. + +'Julia.' + +No answer. + +'Julia, are you awake?' + +No answer. She was asleep. He shut the book, put it carefully on the floor, +lay down, and pulled the coverlet over both of them. + +He had still, he reflected, not learned the ultimate secret. He understood +HOW; he did not understand WHY. Chapter I, like Chapter III, had not +actually told him anything that he did not know, it had merely systematized +the knowledge that he possessed already. But after reading it he knew +better than before that he was not mad. Being in a minority, even a +minority of one, did not make you mad. There was truth and there was +untruth, and if you clung to the truth even against the whole world, you +were not mad. A yellow beam from the sinking sun slanted in through the +window and fell across the pillow. He shut his eyes. The sun on his face +and the girl's smooth body touching his own gave him a strong, sleepy, +confident feeling. He was safe, everything was all right. He fell asleep +murmuring 'Sanity is not statistical,' with the feeling that this remark +contained in it a profound wisdom. + +***** + +When he woke it was with the sensation of having slept for a long time, +but a glance at the old-fashioned clock told him that it was only +twenty-thirty. He lay dozing for a while; then the usual deep-lunged +singing struck up from the yard below: + + + 'It was only an 'opeless fancy, + It passed like an Ipril dye, + But a look an' a word an' the dreams they stirred + They 'ave stolen my 'eart awye!' + + +The drivelling song seemed to have kept its popularity. You still heard it +all over the place. It had outlived the Hate Song. Julia woke at the +sound, stretched herself luxuriously, and got out of bed. + +'I'm hungry,' she said. 'Let's make some more coffee. Damn! The stove's +gone out and the water's cold.' She picked the stove up and shook it. +'There's no oil in it.' + +'We can get some from old Charrington, I expect.' + +'The funny thing is I made sure it was full. I'm going to put my clothes +on,' she added. 'It seems to have got colder.' + +Winston also got up and dressed himself. The indefatigable voice sang on: + + + 'They sye that time 'eals all things, + They sye you can always forget; + But the smiles an' the tears acrorss the years + They twist my 'eart-strings yet!' + + +As he fastened the belt of his overalls he strolled across to the window. +The sun must have gone down behind the houses; it was not shining into the +yard any longer. The flagstones were wet as though they had just been +washed, and he had the feeling that the sky had been washed too, so fresh +and pale was the blue between the chimney-pots. Tirelessly the woman +marched to and fro, corking and uncorking herself, singing and falling +silent, and pegging out more diapers, and more and yet more. He wondered +whether she took in washing for a living or was merely the slave of twenty +or thirty grandchildren. Julia had come across to his side; together they +gazed down with a sort of fascination at the sturdy figure below. As he +looked at the woman in her characteristic attitude, her thick arms reaching +up for the line, her powerful mare-like buttocks protruded, it struck him +for the first time that she was beautiful. It had never before occurred to +him that the body of a woman of fifty, blown up to monstrous dimensions by +childbearing, then hardened, roughened by work till it was coarse in the +grain like an over-ripe turnip, could be beautiful. But it was so, and +after all, he thought, why not? The solid, contourless body, like a block +of granite, and the rasping red skin, bore the same relation to the body +of a girl as the rose-hip to the rose. Why should the fruit be held +inferior to the flower? + +'She's beautiful,' he murmured. + +'She's a metre across the hips, easily,' said Julia. + +'That is her style of beauty,' said Winston. + +He held Julia's supple waist easily encircled by his arm. From the hip to +the knee her flank was against his. Out of their bodies no child would +ever come. That was the one thing they could never do. Only by word of +mouth, from mind to mind, could they pass on the secret. The woman down +there had no mind, she had only strong arms, a warm heart, and a fertile +belly. He wondered how many children she had given birth to. It might +easily be fifteen. She had had her momentary flowering, a year, perhaps, +of wild-rose beauty and then she had suddenly swollen like a fertilized +fruit and grown hard and red and coarse, and then her life had been +laundering, scrubbing, darning, cooking, sweeping, polishing, mending, +scrubbing, laundering, first for children, then for grandchildren, over +thirty unbroken years. At the end of it she was still singing. The mystical +reverence that he felt for her was somehow mixed up with the aspect of +the pale, cloudless sky, stretching away behind the chimney-pots into +interminable distance. It was curious to think that the sky was the same +for everybody, in Eurasia or Eastasia as well as here. And the people +under the sky were also very much the same--everywhere, all over the world, +hundreds of thousands of millions of people just like this, people ignorant +of one another's existence, held apart by walls of hatred and lies, and +yet almost exactly the same--people who had never learned to think but who +were storing up in their hearts and bellies and muscles the power that +would one day overturn the world. If there was hope, it lay in the proles! +Without having read to the end of THE BOOK, he knew that that must be +Goldstein's final message. The future belonged to the proles. And could he +be sure that when their time came the world they constructed would not be +just as alien to him, Winston Smith, as the world of the Party? Yes, +because at the least it would be a world of sanity. Where there is +equality there can be sanity. Sooner or later it would happen, strength +would change into consciousness. The proles were immortal, you could not +doubt it when you looked at that valiant figure in the yard. In the end +their awakening would come. And until that happened, though it might be a +thousand years, they would stay alive against all the odds, like birds, +passing on from body to body the vitality which the Party did not share +and could not kill. + +'Do you remember,' he said, 'the thrush that sang to us, that first day, +at the edge of the wood?' + +'He wasn't singing to us,' said Julia. 'He was singing to please himself. +Not even that. He was just singing.' + +The birds sang, the proles sang. the Party did not sing. All round the +world, in London and New York, in Africa and Brazil, and in the mysterious, +forbidden lands beyond the frontiers, in the streets of Paris and Berlin, +in the villages of the endless Russian plain, in the bazaars of China and +Japan--everywhere stood the same solid unconquerable figure, made monstrous +by work and childbearing, toiling from birth to death and still singing. +Out of those mighty loins a race of conscious beings must one day come. +You were the dead, theirs was the future. But you could share in that +future if you kept alive the mind as they kept alive the body, and passed +on the secret doctrine that two plus two make four. + +'We are the dead,' he said. + +'We are the dead,' echoed Julia dutifully. + +'You are the dead,' said an iron voice behind them. + +They sprang apart. Winston's entrails seemed to have turned into ice. He +could see the white all round the irises of Julia's eyes. Her face had +turned a milky yellow. The smear of rouge that was still on each cheekbone +stood out sharply, almost as though unconnected with the skin beneath. + +'You are the dead,' repeated the iron voice. + +'It was behind the picture,' breathed Julia. + +'It was behind the picture,' said the voice. 'Remain exactly where you +are. Make no movement until you are ordered.' + +It was starting, it was starting at last! They could do nothing except +stand gazing into one another's eyes. To run for life, to get out of the +house before it was too late--no such thought occurred to them. Unthinkable +to disobey the iron voice from the wall. There was a snap as though a catch +had been turned back, and a crash of breaking glass. The picture had fallen +to the floor uncovering the telescreen behind it. + +'Now they can see us,' said Julia. + +'Now we can see you,' said the voice. 'Stand out in the middle of the +room. Stand back to back. Clasp your hands behind your heads. Do not touch +one another.' + +They were not touching, but it seemed to him that he could feel Julia's +body shaking. Or perhaps it was merely the shaking of his own. He could +just stop his teeth from chattering, but his knees were beyond his control. +There was a sound of trampling boots below, inside the house and outside. +The yard seemed to be full of men. Something was being dragged across the +stones. The woman's singing had stopped abruptly. There was a long, rolling +clang, as though the washtub had been flung across the yard, and then a +confusion of angry shouts which ended in a yell of pain. + +'The house is surrounded,' said Winston. + +'The house is surrounded,' said the voice. + +He heard Julia snap her teeth together. 'I suppose we may as well say +good-bye,' she said. + +'You may as well say good-bye,' said the voice. And then another quite +different voice, a thin, cultivated voice which Winston had the impression +of having heard before, struck in; 'And by the way, while we are on the +subject, "Here comes a candle to light you to bed, here comes a chopper to +chop off your head"!' + +Something crashed on to the bed behind Winston's back. The head of a ladder +had been thrust through the window and had burst in the frame. Someone was +climbing through the window. There was a stampede of boots up the stairs. +The room was full of solid men in black uniforms, with iron-shod boots on +their feet and truncheons in their hands. + +Winston was not trembling any longer. Even his eyes he barely moved. One +thing alone mattered; to keep still, to keep still and not give them an +excuse to hit you! A man with a smooth prize-fighter's jowl in which the +mouth was only a slit paused opposite him balancing his truncheon +meditatively between thumb and forefinger. Winston met his eyes. The +feeling of nakedness, with one's hands behind one's head and one's face +and body all exposed, was almost unbearable. The man protruded the tip +of a white tongue, licked the place where his lips should have been, and +then passed on. There was another crash. Someone had picked up the glass +paperweight from the table and smashed it to pieces on the hearth-stone. + +The fragment of coral, a tiny crinkle of pink like a sugar rosebud from +a cake, rolled across the mat. How small, thought Winston, how small it +always was! There was a gasp and a thump behind him, and he received a +violent kick on the ankle which nearly flung him off his balance. One of +the men had smashed his fist into Julia's solar plexus, doubling her up +like a pocket ruler. She was thrashing about on the floor, fighting for +breath. Winston dared not turn his head even by a millimetre, but sometimes +her livid, gasping face came within the angle of his vision. Even in his +terror it was as though he could feel the pain in his own body, the deadly +pain which nevertheless was less urgent than the struggle to get back her +breath. He knew what it was like; the terrible, agonizing pain which was +there all the while but could not be suffered yet, because before all else +it was necessary to be able to breathe. Then two of the men hoisted her +up by knees and shoulders, and carried her out of the room like a sack. +Winston had a glimpse of her face, upside down, yellow and contorted, with +the eyes shut, and still with a smear of rouge on either cheek; and that +was the last he saw of her. + +He stood dead still. No one had hit him yet. Thoughts which came of their +own accord but seemed totally uninteresting began to flit through his +mind. He wondered whether they had got Mr Charrington. He wondered what +they had done to the woman in the yard. He noticed that he badly wanted +to urinate, and felt a faint surprise, because he had done so only two or +three hours ago. He noticed that the clock on the mantelpiece said nine, +meaning twenty-one. But the light seemed too strong. Would not the light +be fading at twenty-one hours on an August evening? He wondered whether +after all he and Julia had mistaken the time--had slept the clock round +and thought it was twenty-thirty when really it was nought eight-thirty +on the following morning. But he did not pursue the thought further. +It was not interesting. + +There was another, lighter step in the passage. Mr Charrington came into +the room. The demeanour of the black-uniformed men suddenly became more +subdued. Something had also changed in Mr Charrington's appearance. His +eye fell on the fragments of the glass paperweight. + +'Pick up those pieces,' he said sharply. + +A man stooped to obey. The cockney accent had disappeared; Winston suddenly +realized whose voice it was that he had heard a few moments ago on the +telescreen. Mr Charrington was still wearing his old velvet jacket, but +his hair, which had been almost white, had turned black. Also he was not +wearing his spectacles. He gave Winston a single sharp glance, as though +verifying his identity, and then paid no more attention to him. He was +still recognizable, but he was not the same person any longer. His body +had straightened, and seemed to have grown bigger. His face had undergone +only tiny changes that had nevertheless worked a complete transformation. +The black eyebrows were less bushy, the wrinkles were gone, the whole +lines of the face seemed to have altered; even the nose seemed shorter. It +was the alert, cold face of a man of about five-and-thirty. It occurred to +Winston that for the first time in his life he was looking, with knowledge, +at a member of the Thought Police. + + + + + +PART THREE + + + + +Chapter 1 + + + +He did not know where he was. Presumably he was in the Ministry of Love, +but there was no way of making certain. He was in a high-ceilinged +windowless cell with walls of glittering white porcelain. Concealed lamps +flooded it with cold light, and there was a low, steady humming sound +which he supposed had something to do with the air supply. A bench, or +shelf, just wide enough to sit on ran round the wall, broken only by the +door and, at the end opposite the door, a lavatory pan with no wooden +seat. There were four telescreens, one in each wall. + +There was a dull aching in his belly. It had been there ever since they +had bundled him into the closed van and driven him away. But he was also +hungry, with a gnawing, unwholesome kind of hunger. It might be twenty-four +hours since he had eaten, it might be thirty-six. He still did not know, +probably never would know, whether it had been morning or evening when +they arrested him. Since he was arrested he had not been fed. + +He sat as still as he could on the narrow bench, with his hands crossed +on his knee. He had already learned to sit still. If you made unexpected +movements they yelled at you from the telescreen. But the craving for food +was growing upon him. What he longed for above all was a piece of bread. +He had an idea that there were a few breadcrumbs in the pocket of his +overalls. It was even possible--he thought this because from time to time +something seemed to tickle his leg--that there might be a sizeable bit of +crust there. In the end the temptation to find out overcame his fear; he +slipped a hand into his pocket. + +'Smith!' yelled a voice from the telescreen. '6079 Smith W.! Hands out of +pockets in the cells!' + +He sat still again, his hands crossed on his knee. Before being brought +here he had been taken to another place which must have been an ordinary +prison or a temporary lock-up used by the patrols. He did not know how +long he had been there; some hours at any rate; with no clocks and no +daylight it was hard to gauge the time. It was a noisy, evil-smelling +place. They had put him into a cell similar to the one he was now in, +but filthily dirty and at all times crowded by ten or fifteen people. The +majority of them were common criminals, but there were a few political +prisoners among them. He had sat silent against the wall, jostled by dirty +bodies, too preoccupied by fear and the pain in his belly to take much +interest in his surroundings, but still noticing the astonishing difference +in demeanour between the Party prisoners and the others. The Party +prisoners were always silent and terrified, but the ordinary criminals +seemed to care nothing for anybody. They yelled insults at the guards, +fought back fiercely when their belongings were impounded, wrote obscene +words on the floor, ate smuggled food which they produced from mysterious +hiding-places in their clothes, and even shouted down the telescreen when +it tried to restore order. On the other hand some of them seemed to be on +good terms with the guards, called them by nicknames, and tried to wheedle +cigarettes through the spyhole in the door. The guards, too, treated the +common criminals with a certain forbearance, even when they had to handle +them roughly. There was much talk about the forced-labour camps to which +most of the prisoners expected to be sent. It was 'all right' in the +camps, he gathered, so long as you had good contacts and knew the ropes. +There was bribery, favouritism, and racketeering of every kind, there was +homosexuality and prostitution, there was even illicit alcohol distilled +from potatoes. The positions of trust were given only to the common +criminals, especially the gangsters and the murderers, who formed a sort +of aristocracy. All the dirty jobs were done by the politicals. + +There was a constant come-and-go of prisoners of every description: +drug-peddlers, thieves, bandits, black-marketeers, drunks, prostitutes. +Some of the drunks were so violent that the other prisoners had to combine +to suppress them. An enormous wreck of a woman, aged about sixty, with +great tumbling breasts and thick coils of white hair which had come down +in her struggles, was carried in, kicking and shouting, by four guards, +who had hold of her one at each corner. They wrenched off the boots with +which she had been trying to kick them, and dumped her down across +Winston's lap, almost breaking his thigh-bones. The woman hoisted herself +upright and followed them out with a yell of 'F---- bastards!' Then, +noticing that she was sitting on something uneven, she slid off Winston's +knees on to the bench. + +'Beg pardon, dearie,' she said. 'I wouldn't 'a sat on you, only the buggers +put me there. They dono 'ow to treat a lady, do they?' She paused, patted +her breast, and belched. 'Pardon,' she said, 'I ain't meself, quite.' + +She leant forward and vomited copiously on the floor. + +'Thass better,' she said, leaning back with closed eyes. 'Never keep it +down, thass what I say. Get it up while it's fresh on your stomach, like.' + +She revived, turned to have another look at Winston and seemed immediately +to take a fancy to him. She put a vast arm round his shoulder and drew him +towards her, breathing beer and vomit into his face. + +'Wass your name, dearie?' she said. + +'Smith,' said Winston. + +'Smith?' said the woman. 'Thass funny. My name's Smith too. Why,' she +added sentimentally, 'I might be your mother!' + +She might, thought Winston, be his mother. She was about the right age and +physique, and it was probable that people changed somewhat after twenty +years in a forced-labour camp. + +No one else had spoken to him. To a surprising extent the ordinary +criminals ignored the Party prisoners. 'The polITS,' they called them, +with a sort of uninterested contempt. The Party prisoners seemed terrified +of speaking to anybody, and above all of speaking to one another. Only +once, when two Party members, both women, were pressed close together on +the bench, he overheard amid the din of voices a few hurriedly-whispered +words; and in particular a reference to something called 'room one-oh-one', +which he did not understand. + +It might be two or three hours ago that they had brought him here. The +dull pain in his belly never went away, but sometimes it grew better and +sometimes worse, and his thoughts expanded or contracted accordingly. When +it grew worse he thought only of the pain itself, and of his desire for +food. When it grew better, panic took hold of him. There were moments +when he foresaw the things that would happen to him with such actuality +that his heart galloped and his breath stopped. He felt the smash of +truncheons on his elbows and iron-shod boots on his shins; he saw himself +grovelling on the floor, screaming for mercy through broken teeth. He +hardly thought of Julia. He could not fix his mind on her. He loved her +and would not betray her; but that was only a fact, known as he knew the +rules of arithmetic. He felt no love for her, and he hardly even wondered +what was happening to her. He thought oftener of O'Brien, with a flickering +hope. O'Brien might know that he had been arrested. The Brotherhood, he +had said, never tried to save its members. But there was the razor blade; +they would send the razor blade if they could. There would be perhaps five +seconds before the guard could rush into the cell. The blade would bite +into him with a sort of burning coldness, and even the fingers that held +it would be cut to the bone. Everything came back to his sick body, which +shrank trembling from the smallest pain. He was not certain that he would +use the razor blade even if he got the chance. It was more natural to exist +from moment to moment, accepting another ten minutes' life even with the +certainty that there was torture at the end of it. + +Sometimes he tried to calculate the number of porcelain bricks in the +walls of the cell. It should have been easy, but he always lost count at +some point or another. More often he wondered where he was, and what time +of day it was. At one moment he felt certain that it was broad daylight +outside, and at the next equally certain that it was pitch darkness. In +this place, he knew instinctively, the lights would never be turned out. +It was the place with no darkness: he saw now why O'Brien had seemed to +recognize the allusion. In the Ministry of Love there were no windows. His +cell might be at the heart of the building or against its outer wall; it +might be ten floors below ground, or thirty above it. He moved himself +mentally from place to place, and tried to determine by the feeling of his +body whether he was perched high in the air or buried deep underground. + +There was a sound of marching boots outside. The steel door opened with +a clang. A young officer, a trim black-uniformed figure who seemed to +glitter all over with polished leather, and whose pale, straight-featured +face was like a wax mask, stepped smartly through the doorway. He motioned +to the guards outside to bring in the prisoner they were leading. The +poet Ampleforth shambled into the cell. The door clanged shut again. + +Ampleforth made one or two uncertain movements from side to side, as +though having some idea that there was another door to go out of, and then +began to wander up and down the cell. He had not yet noticed Winston's +presence. His troubled eyes were gazing at the wall about a metre above +the level of Winston's head. He was shoeless; large, dirty toes were +sticking out of the holes in his socks. He was also several days away +from a shave. A scrubby beard covered his face to the cheekbones, giving +him an air of ruffianism that went oddly with his large weak frame and +nervous movements. + +Winston roused himself a little from his lethargy. He must speak +to Ampleforth, and risk the yell from the telescreen. It was even +conceivable that Ampleforth was the bearer of the razor blade. + +'Ampleforth,' he said. + +There was no yell from the telescreen. Ampleforth paused, mildly startled. +His eyes focused themselves slowly on Winston. + +'Ah, Smith!' he said. 'You too!' + +'What are you in for?' + +'To tell you the truth--' He sat down awkwardly on the bench opposite +Winston. 'There is only one offence, is there not?' he said. + +'And have you committed it?' + +'Apparently I have.' + +He put a hand to his forehead and pressed his temples for a moment, as +though trying to remember something. + +'These things happen,' he began vaguely. 'I have been able to recall one +instance--a possible instance. It was an indiscretion, undoubtedly. We +were producing a definitive edition of the poems of Kipling. I allowed the +word "God" to remain at the end of a line. I could not help it!' he added +almost indignantly, raising his face to look at Winston. 'It was impossible +to change the line. The rhyme was "rod". Do you realize that there are only +twelve rhymes to "rod" in the entire language? For days I had racked my +brains. There WAS no other rhyme.' + +The expression on his face changed. The annoyance passed out of it and for +a moment he looked almost pleased. A sort of intellectual warmth, the joy +of the pedant who has found out some useless fact, shone through the dirt +and scrubby hair. + +'Has it ever occurred to you,' he said, 'that the whole history of English +poetry has been determined by the fact that the English language lacks +rhymes?' + +No, that particular thought had never occurred to Winston. Nor, in the +circumstances, did it strike him as very important or interesting. + +'Do you know what time of day it is?' he said. + +Ampleforth looked startled again. 'I had hardly thought about it. They +arrested me--it could be two days ago--perhaps three.' His eyes flitted +round the walls, as though he half expected to find a window somewhere. +'There is no difference between night and day in this place. I do not see +how one can calculate the time.' + +They talked desultorily for some minutes, then, without apparent reason, +a yell from the telescreen bade them be silent. Winston sat quietly, his +hands crossed. Ampleforth, too large to sit in comfort on the narrow +bench, fidgeted from side to side, clasping his lank hands first round one +knee, then round the other. The telescreen barked at him to keep still. +Time passed. Twenty minutes, an hour--it was difficult to judge. Once more +there was a sound of boots outside. Winston's entrails contracted. Soon, +very soon, perhaps in five minutes, perhaps now, the tramp of boots would +mean that his own turn had come. + +The door opened. The cold-faced young officer stepped into the cell. With +a brief movement of the hand he indicated Ampleforth. + +'Room 101,' he said. + +Ampleforth marched clumsily out between the guards, his face vaguely +perturbed, but uncomprehending. + +What seemed like a long time passed. The pain in Winston's belly had +revived. His mind sagged round and round on the same trick, like a ball +falling again and again into the same series of slots. He had only six +thoughts. The pain in his belly; a piece of bread; the blood and the +screaming; O'Brien; Julia; the razor blade. There was another spasm in his +entrails, the heavy boots were approaching. As the door opened, the wave +of air that it created brought in a powerful smell of cold sweat. Parsons +walked into the cell. He was wearing khaki shorts and a sports-shirt. + +This time Winston was startled into self-forgetfulness. + +'YOU here!' he said. + +Parsons gave Winston a glance in which there was neither interest nor +surprise, but only misery. He began walking jerkily up and down, evidently +unable to keep still. Each time he straightened his pudgy knees it was +apparent that they were trembling. His eyes had a wide-open, staring look, +as though he could not prevent himself from gazing at something in the +middle distance. + +'What are you in for?' said Winston. + +'Thoughtcrime!' said Parsons, almost blubbering. The tone of his voice +implied at once a complete admission of his guilt and a sort of incredulous +horror that such a word could be applied to himself. He paused opposite +Winston and began eagerly appealing to him: 'You don't think they'll shoot +me, do you, old chap? They don't shoot you if you haven't actually done +anything--only thoughts, which you can't help? I know they give you a fair +hearing. Oh, I trust them for that! They'll know my record, won't they? +YOU know what kind of chap I was. Not a bad chap in my way. Not brainy, of +course, but keen. I tried to do my best for the Party, didn't I? I'll get +off with five years, don't you think? Or even ten years? A chap like me +could make himself pretty useful in a labour-camp. They wouldn't shoot me +for going off the rails just once?' + +'Are you guilty?' said Winston. + +'Of course I'm guilty!' cried Parsons with a servile glance at the +telescreen. 'You don't think the Party would arrest an innocent man, +do you?' His frog-like face grew calmer, and even took on a slightly +sanctimonious expression. 'Thoughtcrime is a dreadful thing, old man,' +he said sententiously. 'It's insidious. It can get hold of you without +your even knowing it. Do you know how it got hold of me? In my sleep! Yes, +that's a fact. There I was, working away, trying to do my bit--never knew +I had any bad stuff in my mind at all. And then I started talking in my +sleep. Do you know what they heard me saying?' + +He sank his voice, like someone who is obliged for medical reasons to +utter an obscenity. + +'"Down with Big Brother!" Yes, I said that! Said it over and over again, +it seems. Between you and me, old man, I'm glad they got me before it went +any further. Do you know what I'm going to say to them when I go up before +the tribunal? "Thank you," I'm going to say, "thank you for saving me +before it was too late."' + +'Who denounced you?' said Winston. + +'It was my little daughter,' said Parsons with a sort of doleful pride. +'She listened at the keyhole. Heard what I was saying, and nipped off to +the patrols the very next day. Pretty smart for a nipper of seven, eh? +I don't bear her any grudge for it. In fact I'm proud of her. It shows I +brought her up in the right spirit, anyway.' + +He made a few more jerky movements up and down, several times, casting a +longing glance at the lavatory pan. Then he suddenly ripped down his +shorts. + +'Excuse me, old man,' he said. 'I can't help it. It's the waiting.' + +He plumped his large posterior into the lavatory pan. Winston covered his +face with his hands. + +'Smith!' yelled the voice from the telescreen. '6079 Smith W.! Uncover your +face. No faces covered in the cells.' + +Winston uncovered his face. Parsons used the lavatory, loudly and +abundantly. It then turned out that the plug was defective and the cell +stank abominably for hours afterwards. + +Parsons was removed. More prisoners came and went, mysteriously. One, a +woman, was consigned to 'Room 101', and, Winston noticed, seemed to shrivel +and turn a different colour when she heard the words. A time came when, if +it had been morning when he was brought here, it would be afternoon; or if +it had been afternoon, then it would be midnight. There were six prisoners +in the cell, men and women. All sat very still. Opposite Winston there sat +a man with a chinless, toothy face exactly like that of some large, +harmless rodent. His fat, mottled cheeks were so pouched at the bottom +that it was difficult not to believe that he had little stores of food +tucked away there. His pale-grey eyes flitted timorously from face to face +and turned quickly away again when he caught anyone's eye. + +The door opened, and another prisoner was brought in whose appearance sent +a momentary chill through Winston. He was a commonplace, mean-looking man +who might have been an engineer or technician of some kind. But what was +startling was the emaciation of his face. It was like a skull. Because of +its thinness the mouth and eyes looked disproportionately large, and the +eyes seemed filled with a murderous, unappeasable hatred of somebody or +something. + +The man sat down on the bench at a little distance from Winston. Winston +did not look at him again, but the tormented, skull-like face was as +vivid in his mind as though it had been straight in front of his eyes. +Suddenly he realized what was the matter. The man was dying of starvation. +The same thought seemed to occur almost simultaneously to everyone in the +cell. There was a very faint stirring all the way round the bench. The +eyes of the chinless man kept flitting towards the skull-faced man, then +turning guiltily away, then being dragged back by an irresistible +attraction. Presently he began to fidget on his seat. At last he stood up, +waddled clumsily across the cell, dug down into the pocket of his overalls, +and, with an abashed air, held out a grimy piece of bread to the +skull-faced man. + +There was a furious, deafening roar from the telescreen. The chinless man +jumped in his tracks. The skull-faced man had quickly thrust his hands +behind his back, as though demonstrating to all the world that he refused +the gift. + +'Bumstead!' roared the voice. '2713 Bumstead J.! Let fall that piece of +bread!' + +The chinless man dropped the piece of bread on the floor. + +'Remain standing where you are,' said the voice. 'Face the door. Make no +movement.' + +The chinless man obeyed. His large pouchy cheeks were quivering +uncontrollably. The door clanged open. As the young officer entered and +stepped aside, there emerged from behind him a short stumpy guard with +enormous arms and shoulders. He took his stand opposite the chinless man, +and then, at a signal from the officer, let free a frightful blow, with +all the weight of his body behind it, full in the chinless man's mouth. +The force of it seemed almost to knock him clear of the floor. His body +was flung across the cell and fetched up against the base of the lavatory +seat. For a moment he lay as though stunned, with dark blood oozing from +his mouth and nose. A very faint whimpering or squeaking, which seemed +unconscious, came out of him. Then he rolled over and raised himself +unsteadily on hands and knees. Amid a stream of blood and saliva, the two +halves of a dental plate fell out of his mouth. + +The prisoners sat very still, their hands crossed on their knees. The +chinless man climbed back into his place. Down one side of his face the +flesh was darkening. His mouth had swollen into a shapeless cherry-coloured +mass with a black hole in the middle of it. + +From time to time a little blood dripped on to the breast of his overalls. +His grey eyes still flitted from face to face, more guiltily than ever, +as though he were trying to discover how much the others despised him for +his humiliation. + +The door opened. With a small gesture the officer indicated the +skull-faced man. + +'Room 101,' he said. + +There was a gasp and a flurry at Winston's side. The man had actually +flung himself on his knees on the floor, with his hand clasped together. + +'Comrade! Officer!' he cried. 'You don't have to take me to that place! +Haven't I told you everything already? What else is it you want to know? +There's nothing I wouldn't confess, nothing! Just tell me what it is and +I'll confess straight off. Write it down and I'll sign it--anything! +Not room 101!' + +'Room 101,' said the officer. + +The man's face, already very pale, turned a colour Winston would not have +believed possible. It was definitely, unmistakably, a shade of green. + +'Do anything to me!' he yelled. 'You've been starving me for weeks. Finish +it off and let me die. Shoot me. Hang me. Sentence me to twenty-five +years. Is there somebody else you want me to give away? Just say who it is +and I'll tell you anything you want. I don't care who it is or what you do +to them. I've got a wife and three children. The biggest of them isn't six +years old. You can take the whole lot of them and cut their throats in +front of my eyes, and I'll stand by and watch it. But not Room 101!' + +'Room 101,' said the officer. + +The man looked frantically round at the other prisoners, as though with +some idea that he could put another victim in his own place. His eyes +settled on the smashed face of the chinless man. He flung out a lean arm. + +'That's the one you ought to be taking, not me!' he shouted. 'You didn't +hear what he was saying after they bashed his face. Give me a chance and +I'll tell you every word of it. HE'S the one that's against the Party, not +me.' The guards stepped forward. The man's voice rose to a shriek. 'You +didn't hear him!' he repeated. 'Something went wrong with the telescreen. +HE'S the one you want. Take him, not me!' + +The two sturdy guards had stooped to take him by the arms. But just at +this moment he flung himself across the floor of the cell and grabbed one +of the iron legs that supported the bench. He had set up a wordless +howling, like an animal. The guards took hold of him to wrench him loose, +but he clung on with astonishing strength. For perhaps twenty seconds +they were hauling at him. The prisoners sat quiet, their hands crossed on +their knees, looking straight in front of them. The howling stopped; the +man had no breath left for anything except hanging on. Then there was a +different kind of cry. A kick from a guard's boot had broken the fingers +of one of his hands. They dragged him to his feet. + +'Room 101,' said the officer. + +The man was led out, walking unsteadily, with head sunken, nursing his +crushed hand, all the fight had gone out of him. + +A long time passed. If it had been midnight when the skull-faced man was +taken away, it was morning: if morning, it was afternoon. Winston was +alone, and had been alone for hours. The pain of sitting on the narrow +bench was such that often he got up and walked about, unreproved by the +telescreen. The piece of bread still lay where the chinless man had +dropped it. At the beginning it needed a hard effort not to look at it, +but presently hunger gave way to thirst. His mouth was sticky and +evil-tasting. The humming sound and the unvarying white light induced a +sort of faintness, an empty feeling inside his head. He would get up +because the ache in his bones was no longer bearable, and then would sit +down again almost at once because he was too dizzy to make sure of +staying on his feet. Whenever his physical sensations were a little under +control the terror returned. Sometimes with a fading hope he thought of +O'Brien and the razor blade. It was thinkable that the razor blade might +arrive concealed in his food, if he were ever fed. More dimly he thought +of Julia. Somewhere or other she was suffering perhaps far worse than he. +She might be screaming with pain at this moment. He thought: 'If I could +save Julia by doubling my own pain, would I do it? Yes, I would.' But that +was merely an intellectual decision, taken because he knew that he ought +to take it. He did not feel it. In this place you could not feel anything, +except pain and foreknowledge of pain. Besides, was it possible, when you +were actually suffering it, to wish for any reason that your own pain +should increase? But that question was not answerable yet. + +The boots were approaching again. The door opened. O'Brien came in. + +Winston started to his feet. The shock of the sight had driven all +caution out of him. For the first time in many years he forgot the +presence of the telescreen. + +'They've got you too!' he cried. + +'They got me a long time ago,' said O'Brien with a mild, almost regretful +irony. He stepped aside. From behind him there emerged a broad-chested +guard with a long black truncheon in his hand. + +'You know this, Winston,' said O'Brien. 'Don't deceive yourself. You did +know it--you have always known it.' + +Yes, he saw now, he had always known it. But there was no time to think of +that. All he had eyes for was the truncheon in the guard's hand. It might +fall anywhere; on the crown, on the tip of the ear, on the upper arm, on +the elbow---- + +The elbow! He had slumped to his knees, almost paralysed, clasping the +stricken elbow with his other hand. Everything had exploded into yellow +light. Inconceivable, inconceivable that one blow could cause such pain! +The light cleared and he could see the other two looking down at him. The +guard was laughing at his contortions. One question at any rate was +answered. Never, for any reason on earth, could you wish for an increase +of pain. Of pain you could wish only one thing: that it should stop. +Nothing in the world was so bad as physical pain. In the face of pain +there are no heroes, no heroes, he thought over and over as he writhed +on the floor, clutching uselessly at his disabled left arm. + + + + +Chapter 2 + + + +He was lying on something that felt like a camp bed, except that it was +higher off the ground and that he was fixed down in some way so that he +could not move. Light that seemed stronger than usual was falling on his +face. O'Brien was standing at his side, looking down at him intently. At +the other side of him stood a man in a white coat, holding a hypodermic +syringe. + +Even after his eyes were open he took in his surroundings only gradually. +He had the impression of swimming up into this room from some quite +different world, a sort of underwater world far beneath it. How long he +had been down there he did not know. Since the moment when they arrested +him he had not seen darkness or daylight. Besides, his memories were not +continuous. There had been times when consciousness, even the sort of +consciousness that one has in sleep, had stopped dead and started again +after a blank interval. But whether the intervals were of days or weeks +or only seconds, there was no way of knowing. + +With that first blow on the elbow the nightmare had started. Later he was +to realize that all that then happened was merely a preliminary, a routine +interrogation to which nearly all prisoners were subjected. There was a +long range of crimes--espionage, sabotage, and the like--to which everyone +had to confess as a matter of course. The confession was a formality, +though the torture was real. How many times he had been beaten, how long +the beatings had continued, he could not remember. Always there were five +or six men in black uniforms at him simultaneously. Sometimes it was +fists, sometimes it was truncheons, sometimes it was steel rods, sometimes +it was boots. There were times when he rolled about the floor, as shameless +as an animal, writhing his body this way and that in an endless, hopeless +effort to dodge the kicks, and simply inviting more and yet more kicks, +in his ribs, in his belly, on his elbows, on his shins, in his groin, +in his testicles, on the bone at the base of his spine. There were times +when it went on and on until the cruel, wicked, unforgivable thing seemed +to him not that the guards continued to beat him but that he could not +force himself into losing consciousness. There were times when his nerve +so forsook him that he began shouting for mercy even before the beating +began, when the mere sight of a fist drawn back for a blow was enough +to make him pour forth a confession of real and imaginary crimes. There +were other times when he started out with the resolve of confessing +nothing, when every word had to be forced out of him between gasps of +pain, and there were times when he feebly tried to compromise, when he +said to himself: 'I will confess, but not yet. I must hold out till the +pain becomes unbearable. Three more kicks, two more kicks, and then I will +tell them what they want.' Sometimes he was beaten till he could hardly +stand, then flung like a sack of potatoes on to the stone floor of a cell, +left to recuperate for a few hours, and then taken out and beaten again. +There were also longer periods of recovery. He remembered them dimly, +because they were spent chiefly in sleep or stupor. He remembered a cell +with a plank bed, a sort of shelf sticking out from the wall, and a tin +wash-basin, and meals of hot soup and bread and sometimes coffee. He +remembered a surly barber arriving to scrape his chin and crop his hair, +and businesslike, unsympathetic men in white coats feeling his pulse, +tapping his reflexes, turning up his eyelids, running harsh fingers over +him in search for broken bones, and shooting needles into his arm to make +him sleep. + +The beatings grew less frequent, and became mainly a threat, a horror +to which he could be sent back at any moment when his answers were +unsatisfactory. His questioners now were not ruffians in black uniforms +but Party intellectuals, little rotund men with quick movements and +flashing spectacles, who worked on him in relays over periods which +lasted--he thought, he could not be sure--ten or twelve hours at a stretch. +These other questioners saw to it that he was in constant slight pain, but +it was not chiefly pain that they relied on. They slapped his face, wrung +his ears, pulled his hair, made him stand on one leg, refused him leave to +urinate, shone glaring lights in his face until his eyes ran with water; +but the aim of this was simply to humiliate him and destroy his power of +arguing and reasoning. Their real weapon was the merciless questioning +that went on and on, hour after hour, tripping him up, laying traps for +him, twisting everything that he said, convicting him at every step of +lies and self-contradiction until he began weeping as much from shame as +from nervous fatigue. Sometimes he would weep half a dozen times in a +single session. Most of the time they screamed abuse at him and threatened +at every hesitation to deliver him over to the guards again; but sometimes +they would suddenly change their tune, call him comrade, appeal to him in +the name of Ingsoc and Big Brother, and ask him sorrowfully whether even +now he had not enough loyalty to the Party left to make him wish to +undo the evil he had done. When his nerves were in rags after hours of +questioning, even this appeal could reduce him to snivelling tears. In the +end the nagging voices broke him down more completely than the boots and +fists of the guards. He became simply a mouth that uttered, a hand that +signed, whatever was demanded of him. His sole concern was to find out +what they wanted him to confess, and then confess it quickly, before the +bullying started anew. He confessed to the assassination of eminent Party +members, the distribution of seditious pamphlets, embezzlement of public +funds, sale of military secrets, sabotage of every kind. He confessed that +he had been a spy in the pay of the Eastasian government as far back as +1968. He confessed that he was a religious believer, an admirer of +capitalism, and a sexual pervert. He confessed that he had murdered his +wife, although he knew, and his questioners must have known, that his wife +was still alive. He confessed that for years he had been in personal touch +with Goldstein and had been a member of an underground organization which +had included almost every human being he had ever known. It was easier to +confess everything and implicate everybody. Besides, in a sense it was all +true. It was true that he had been the enemy of the Party, and in the eyes +of the Party there was no distinction between the thought and the deed. + +There were also memories of another kind. They stood out in his mind +disconnectedly, like pictures with blackness all round them. + +He was in a cell which might have been either dark or light, because he +could see nothing except a pair of eyes. Near at hand some kind of +instrument was ticking slowly and regularly. The eyes grew larger and more +luminous. Suddenly he floated out of his seat, dived into the eyes, and +was swallowed up. + +He was strapped into a chair surrounded by dials, under dazzling lights. +A man in a white coat was reading the dials. There was a tramp of heavy +boots outside. The door clanged open. The waxed-faced officer marched in, +followed by two guards. + +'Room 101,' said the officer. + +The man in the white coat did not turn round. He did not look at Winston +either; he was looking only at the dials. + +He was rolling down a mighty corridor, a kilometre wide, full of glorious, +golden light, roaring with laughter and shouting out confessions at the +top of his voice. He was confessing everything, even the things he had +succeeded in holding back under the torture. He was relating the entire +history of his life to an audience who knew it already. With him were the +guards, the other questioners, the men in white coats, O'Brien, Julia, +Mr Charrington, all rolling down the corridor together and shouting with +laughter. Some dreadful thing which had lain embedded in the future had +somehow been skipped over and had not happened. Everything was all right, +there was no more pain, the last detail of his life was laid bare, +understood, forgiven. + +He was starting up from the plank bed in the half-certainty that he had +heard O'Brien's voice. All through his interrogation, although he had +never seen him, he had had the feeling that O'Brien was at his elbow, just +out of sight. It was O'Brien who was directing everything. It was he who +set the guards on to Winston and who prevented them from killing him. It +was he who decided when Winston should scream with pain, when he should +have a respite, when he should be fed, when he should sleep, when the +drugs should be pumped into his arm. It was he who asked the questions and +suggested the answers. He was the tormentor, he was the protector, he was +the inquisitor, he was the friend. And once--Winston could not remember +whether it was in drugged sleep, or in normal sleep, or even in a moment +of wakefulness--a voice murmured in his ear: 'Don't worry, Winston; you +are in my keeping. For seven years I have watched over you. Now the +turning-point has come. I shall save you, I shall make you perfect.' He +was not sure whether it was O'Brien's voice; but it was the same voice +that had said to him, 'We shall meet in the place where there is no +darkness,' in that other dream, seven years ago. + +He did not remember any ending to his interrogation. There was a period of +blackness and then the cell, or room, in which he now was had gradually +materialized round him. He was almost flat on his back, and unable to move. +His body was held down at every essential point. Even the back of his head +was gripped in some manner. O'Brien was looking down at him gravely and +rather sadly. His face, seen from below, looked coarse and worn, with +pouches under the eyes and tired lines from nose to chin. He was older +than Winston had thought him; he was perhaps forty-eight or fifty. Under +his hand there was a dial with a lever on top and figures running round +the face. + +'I told you,' said O'Brien, 'that if we met again it would be here.' + +'Yes,' said Winston. + +Without any warning except a slight movement of O'Brien's hand, a wave of +pain flooded his body. It was a frightening pain, because he could not see +what was happening, and he had the feeling that some mortal injury was +being done to him. He did not know whether the thing was really happening, +or whether the effect was electrically produced; but his body was being +wrenched out of shape, the joints were being slowly torn apart. Although +the pain had brought the sweat out on his forehead, the worst of all was +the fear that his backbone was about to snap. He set his teeth and +breathed hard through his nose, trying to keep silent as long as possible. + +'You are afraid,' said O'Brien, watching his face, 'that in another moment +something is going to break. Your especial fear is that it will be your +backbone. You have a vivid mental picture of the vertebrae snapping apart +and the spinal fluid dripping out of them. That is what you are thinking, +is it not, Winston?' + +Winston did not answer. O'Brien drew back the lever on the dial. The wave +of pain receded almost as quickly as it had come. + +'That was forty,' said O'Brien. 'You can see that the numbers on this dial +run up to a hundred. Will you please remember, throughout our conversation, +that I have it in my power to inflict pain on you at any moment and to +whatever degree I choose? If you tell me any lies, or attempt to +prevaricate in any way, or even fall below your usual level of +intelligence, you will cry out with pain, instantly. Do you understand +that?' + +'Yes,' said Winston. + +O'Brien's manner became less severe. He resettled his spectacles +thoughtfully, and took a pace or two up and down. When he spoke his voice +was gentle and patient. He had the air of a doctor, a teacher, even a +priest, anxious to explain and persuade rather than to punish. + +'I am taking trouble with you, Winston,' he said, 'because you are worth +trouble. You know perfectly well what is the matter with you. You have +known it for years, though you have fought against the knowledge. You are +mentally deranged. You suffer from a defective memory. You are unable to +remember real events and you persuade yourself that you remember other +events which never happened. Fortunately it is curable. You have never +cured yourself of it, because you did not choose to. There was a small +effort of the will that you were not ready to make. Even now, I am well +aware, you are clinging to your disease under the impression that it is +a virtue. Now we will take an example. At this moment, which power is +Oceania at war with?' + +'When I was arrested, Oceania was at war with Eastasia.' + +'With Eastasia. Good. And Oceania has always been at war with Eastasia, +has it not?' + +Winston drew in his breath. He opened his mouth to speak and then did not +speak. He could not take his eyes away from the dial. + +'The truth, please, Winston. YOUR truth. Tell me what you think you +remember.' + +'I remember that until only a week before I was arrested, we were not at +war with Eastasia at all. We were in alliance with them. The war was +against Eurasia. That had lasted for four years. Before that----' + +O'Brien stopped him with a movement of the hand. + +'Another example,' he said. 'Some years ago you had a very serious delusion +indeed. You believed that three men, three one-time Party members named +Jones, Aaronson, and Rutherford--men who were executed for treachery and +sabotage after making the fullest possible confession--were not guilty of +the crimes they were charged with. You believed that you had seen +unmistakable documentary evidence proving that their confessions were +false. There was a certain photograph about which you had a hallucination. +You believed that you had actually held it in your hands. It was a +photograph something like this.' + +An oblong slip of newspaper had appeared between O'Brien's fingers. For +perhaps five seconds it was within the angle of Winston's vision. It was +a photograph, and there was no question of its identity. It was THE +photograph. It was another copy of the photograph of Jones, Aaronson, and +Rutherford at the party function in New York, which he had chanced upon +eleven years ago and promptly destroyed. For only an instant it was before +his eyes, then it was out of sight again. But he had seen it, +unquestionably he had seen it! He made a desperate, agonizing effort to +wrench the top half of his body free. It was impossible to move so much as +a centimetre in any direction. For the moment he had even forgotten the +dial. All he wanted was to hold the photograph in his fingers again, or at +least to see it. + +'It exists!' he cried. + +'No,' said O'Brien. + +He stepped across the room. There was a memory hole in the opposite wall. +O'Brien lifted the grating. Unseen, the frail slip of paper was whirling +away on the current of warm air; it was vanishing in a flash of flame. +O'Brien turned away from the wall. + +'Ashes,' he said. 'Not even identifiable ashes. Dust. It does not exist. +It never existed.' + +'But it did exist! It does exist! It exists in memory. I remember it. +You remember it.' + +'I do not remember it,' said O'Brien. + +Winston's heart sank. That was doublethink. He had a feeling of deadly +helplessness. If he could have been certain that O'Brien was lying, it +would not have seemed to matter. But it was perfectly possible that O'Brien +had really forgotten the photograph. And if so, then already he would have +forgotten his denial of remembering it, and forgotten the act of +forgetting. How could one be sure that it was simple trickery? Perhaps +that lunatic dislocation in the mind could really happen: that was the +thought that defeated him. + +O'Brien was looking down at him speculatively. More than ever he had the +air of a teacher taking pains with a wayward but promising child. + +'There is a Party slogan dealing with the control of the past,' he said. +'Repeat it, if you please.' + +'"Who controls the past controls the future: who controls the present +controls the past,"' repeated Winston obediently. + +'"Who controls the present controls the past,"' said O'Brien, nodding his +head with slow approval. 'Is it your opinion, Winston, that the past has +real existence?' + +Again the feeling of helplessness descended upon Winston. His eyes flitted +towards the dial. He not only did not know whether 'yes' or 'no' was the +answer that would save him from pain; he did not even know which answer he +believed to be the true one. + +O'Brien smiled faintly. 'You are no metaphysician, Winston,' he said. +'Until this moment you had never considered what is meant by existence. I +will put it more precisely. Does the past exist concretely, in space? Is +there somewhere or other a place, a world of solid objects, where the past +is still happening?' + +'No.' + +'Then where does the past exist, if at all?' + +'In records. It is written down.' + +'In records. And----?' + +'In the mind. In human memories.' + +'In memory. Very well, then. We, the Party, control all records, and we +control all memories. Then we control the past, do we not?' + +'But how can you stop people remembering things?' cried Winston again +momentarily forgetting the dial. 'It is involuntary. It is outside oneself. +How can you control memory? You have not controlled mine!' + +O'Brien's manner grew stern again. He laid his hand on the dial. + +'On the contrary,' he said, 'YOU have not controlled it. That is what has +brought you here. You are here because you have failed in humility, in +self-discipline. You would not make the act of submission which is the +price of sanity. You preferred to be a lunatic, a minority of one. Only the +disciplined mind can see reality, Winston. You believe that reality is +something objective, external, existing in its own right. You also believe +that the nature of reality is self-evident. When you delude yourself into +thinking that you see something, you assume that everyone else sees the +same thing as you. But I tell you, Winston, that reality is not external. +Reality exists in the human mind, and nowhere else. Not in the individual +mind, which can make mistakes, and in any case soon perishes: only in the +mind of the Party, which is collective and immortal. Whatever the Party +holds to be the truth, is truth. It is impossible to see reality except by +looking through the eyes of the Party. That is the fact that you have got +to relearn, Winston. It needs an act of self-destruction, an effort of the +will. You must humble yourself before you can become sane.' + +He paused for a few moments, as though to allow what he had been saying to +sink in. + +'Do you remember,' he went on, 'writing in your diary, "Freedom is the +freedom to say that two plus two make four"?' + +'Yes,' said Winston. + +O'Brien held up his left hand, its back towards Winston, with the thumb +hidden and the four fingers extended. + +'How many fingers am I holding up, Winston?' + +'Four.' + +'And if the party says that it is not four but five--then how many?' + +'Four.' + +The word ended in a gasp of pain. The needle of the dial had shot up to +fifty-five. The sweat had sprung out all over Winston's body. The air tore +into his lungs and issued again in deep groans which even by clenching his +teeth he could not stop. O'Brien watched him, the four fingers still +extended. He drew back the lever. This time the pain was only slightly +eased. + +'How many fingers, Winston?' + +'Four.' + +The needle went up to sixty. + +'How many fingers, Winston?' + +'Four! Four! What else can I say? Four!' + +The needle must have risen again, but he did not look at it. The heavy, +stern face and the four fingers filled his vision. The fingers stood up +before his eyes like pillars, enormous, blurry, and seeming to vibrate, +but unmistakably four. + +'How many fingers, Winston?' + +'Four! Stop it, stop it! How can you go on? Four! Four!' + +'How many fingers, Winston?' + +'Five! Five! Five!' + +'No, Winston, that is no use. You are lying. You still think there are +four. How many fingers, please?' + +'Four! five! Four! Anything you like. Only stop it, stop the pain!' + +Abruptly he was sitting up with O'Brien's arm round his shoulders. He had +perhaps lost consciousness for a few seconds. The bonds that had held his +body down were loosened. He felt very cold, he was shaking uncontrollably, +his teeth were chattering, the tears were rolling down his cheeks. For a +moment he clung to O'Brien like a baby, curiously comforted by the heavy +arm round his shoulders. He had the feeling that O'Brien was his protector, +that the pain was something that came from outside, from some other source, +and that it was O'Brien who would save him from it. + +'You are a slow learner, Winston,' said O'Brien gently. + +'How can I help it?' he blubbered. 'How can I help seeing what is in front +of my eyes? Two and two are four.' + +'Sometimes, Winston. Sometimes they are five. Sometimes they are three. +Sometimes they are all of them at once. You must try harder. It is not +easy to become sane.' + +He laid Winston down on the bed. The grip of his limbs tightened again, +but the pain had ebbed away and the trembling had stopped, leaving him +merely weak and cold. O'Brien motioned with his head to the man in the +white coat, who had stood immobile throughout the proceedings. The man in +the white coat bent down and looked closely into Winston's eyes, felt his +pulse, laid an ear against his chest, tapped here and there, then he +nodded to O'Brien. + +'Again,' said O'Brien. + +The pain flowed into Winston's body. The needle must be at seventy, +seventy-five. He had shut his eyes this time. He knew that the fingers +were still there, and still four. All that mattered was somehow to stay +alive until the spasm was over. He had ceased to notice whether he was +crying out or not. The pain lessened again. He opened his eyes. O'Brien +had drawn back the lever. + +'How many fingers, Winston?' + +'Four. I suppose there are four. I would see five if I could. I am trying +to see five.' + +'Which do you wish: to persuade me that you see five, or really to see +them?' + +'Really to see them.' + +'Again,' said O'Brien. + +Perhaps the needle was eighty--ninety. Winston could not intermittently +remember why the pain was happening. Behind his screwed-up eyelids a +forest of fingers seemed to be moving in a sort of dance, weaving in and +out, disappearing behind one another and reappearing again. He was trying +to count them, he could not remember why. He knew only that it was +impossible to count them, and that this was somehow due to the mysterious +identity between five and four. The pain died down again. When he opened +his eyes it was to find that he was still seeing the same thing. +Innumerable fingers, like moving trees, were still streaming past in +either direction, crossing and recrossing. He shut his eyes again. + +'How many fingers am I holding up, Winston?' + +'I don't know. I don't know. You will kill me if you do that again. Four, +five, six--in all honesty I don't know.' + +'Better,' said O'Brien. + +A needle slid into Winston's arm. Almost in the same instant a blissful, +healing warmth spread all through his body. The pain was already +half-forgotten. He opened his eyes and looked up gratefully at O'Brien. +At sight of the heavy, lined face, so ugly and so intelligent, his heart +seemed to turn over. If he could have moved he would have stretched out +a hand and laid it on O'Brien's arm. He had never loved him so deeply as +at this moment, and not merely because he had stopped the pain. The old +feeling, that at bottom it did not matter whether O'Brien was a friend +or an enemy, had come back. O'Brien was a person who could be talked to. +Perhaps one did not want to be loved so much as to be understood. O'Brien +had tortured him to the edge of lunacy, and in a little while, it was +certain, he would send him to his death. It made no difference. In some +sense that went deeper than friendship, they were intimates: somewhere or +other, although the actual words might never be spoken, there was a place +where they could meet and talk. O'Brien was looking down at him with an +expression which suggested that the same thought might be in his own mind. +When he spoke it was in an easy, conversational tone. + +'Do you know where you are, Winston?' he said. + +'I don't know. I can guess. In the Ministry of Love.' + +'Do you know how long you have been here?' + +'I don't know. Days, weeks, months--I think it is months.' + +'And why do you imagine that we bring people to this place?' + +'To make them confess.' + +'No, that is not the reason. Try again.' + +'To punish them.' + +'No!' exclaimed O'Brien. His voice had changed extraordinarily, and his +face had suddenly become both stern and animated. 'No! Not merely to +extract your confession, not to punish you. Shall I tell you why we have +brought you here? To cure you! To make you sane! Will you understand, +Winston, that no one whom we bring to this place ever leaves our hands +uncured? We are not interested in those stupid crimes that you have +committed. The Party is not interested in the overt act: the thought is +all we care about. We do not merely destroy our enemies, we change them. +Do you understand what I mean by that?' + +He was bending over Winston. His face looked enormous because of its +nearness, and hideously ugly because it was seen from below. Moreover it +was filled with a sort of exaltation, a lunatic intensity. Again Winston's +heart shrank. If it had been possible he would have cowered deeper into +the bed. He felt certain that O'Brien was about to twist the dial out of +sheer wantonness. At this moment, however, O'Brien turned away. He took a +pace or two up and down. Then he continued less vehemently: + +'The first thing for you to understand is that in this place there are no +martyrdoms. You have read of the religious persecutions of the past. In +the Middle Ages there was the Inquisition. It was a failure. It set out +to eradicate heresy, and ended by perpetuating it. For every heretic it +burned at the stake, thousands of others rose up. Why was that? Because +the Inquisition killed its enemies in the open, and killed them while +they were still unrepentant: in fact, it killed them because they were +unrepentant. Men were dying because they would not abandon their true +beliefs. Naturally all the glory belonged to the victim and all the shame +to the Inquisitor who burned him. Later, in the twentieth century, there +were the totalitarians, as they were called. There were the German Nazis +and the Russian Communists. The Russians persecuted heresy more cruelly +than the Inquisition had done. And they imagined that they had learned +from the mistakes of the past; they knew, at any rate, that one must not +make martyrs. Before they exposed their victims to public trial, they +deliberately set themselves to destroy their dignity. They wore them down +by torture and solitude until they were despicable, cringing wretches, +confessing whatever was put into their mouths, covering themselves with +abuse, accusing and sheltering behind one another, whimpering for mercy. +And yet after only a few years the same thing had happened over again. +The dead men had become martyrs and their degradation was forgotten. Once +again, why was it? In the first place, because the confessions that they +had made were obviously extorted and untrue. We do not make mistakes of +that kind. All the confessions that are uttered here are true. We make +them true. And above all we do not allow the dead to rise up against us. +You must stop imagining that posterity will vindicate you, Winston. +Posterity will never hear of you. You will be lifted clean out from the +stream of history. We shall turn you into gas and pour you into the +stratosphere. Nothing will remain of you, not a name in a register, not +a memory in a living brain. You will be annihilated in the past as well +as in the future. You will never have existed.' + +Then why bother to torture me? thought Winston, with a momentary +bitterness. O'Brien checked his step as though Winston had uttered the +thought aloud. His large ugly face came nearer, with the eyes a little +narrowed. + +'You are thinking,' he said, 'that since we intend to destroy you utterly, +so that nothing that you say or do can make the smallest difference--in +that case, why do we go to the trouble of interrogating you first? That is +what you were thinking, was it not?' + +'Yes,' said Winston. + +O'Brien smiled slightly. 'You are a flaw in the pattern, Winston. You are +a stain that must be wiped out. Did I not tell you just now that we are +different from the persecutors of the past? We are not content with +negative obedience, nor even with the most abject submission. When finally +you surrender to us, it must be of your own free will. We do not destroy +the heretic because he resists us: so long as he resists us we never +destroy him. We convert him, we capture his inner mind, we reshape him. +We burn all evil and all illusion out of him; we bring him over to our +side, not in appearance, but genuinely, heart and soul. We make him one of +ourselves before we kill him. It is intolerable to us that an erroneous +thought should exist anywhere in the world, however secret and powerless +it may be. Even in the instant of death we cannot permit any deviation. In +the old days the heretic walked to the stake still a heretic, proclaiming +his heresy, exulting in it. Even the victim of the Russian purges could +carry rebellion locked up in his skull as he walked down the passage +waiting for the bullet. But we make the brain perfect before we blow it +out. The command of the old despotisms was "Thou shalt not". The command +of the totalitarians was "Thou shalt". Our command is "THOU ART". No one +whom we bring to this place ever stands out against us. Everyone is washed +clean. Even those three miserable traitors in whose innocence you once +believed--Jones, Aaronson, and Rutherford--in the end we broke them down. +I took part in their interrogation myself. I saw them gradually worn down, +whimpering, grovelling, weeping--and in the end it was not with pain or +fear, only with penitence. By the time we had finished with them they were +only the shells of men. There was nothing left in them except sorrow for +what they had done, and love of Big Brother. It was touching to see +how they loved him. They begged to be shot quickly, so that they could die +while their minds were still clean.' + +His voice had grown almost dreamy. The exaltation, the lunatic enthusiasm, +was still in his face. He is not pretending, thought Winston, he is not a +hypocrite, he believes every word he says. What most oppressed him was the +consciousness of his own intellectual inferiority. He watched the heavy +yet graceful form strolling to and fro, in and out of the range of his +vision. O'Brien was a being in all ways larger than himself. There was no +idea that he had ever had, or could have, that O'Brien had not long ago +known, examined, and rejected. His mind CONTAINED Winston's mind. But +in that case how could it be true that O'Brien was mad? It must be he, +Winston, who was mad. O'Brien halted and looked down at him. His voice had +grown stern again. + +'Do not imagine that you will save yourself, Winston, however completely +you surrender to us. No one who has once gone astray is ever spared. And +even if we chose to let you live out the natural term of your life, still +you would never escape from us. What happens to you here is for ever. +Understand that in advance. We shall crush you down to the point from +which there is no coming back. Things will happen to you from which you +could not recover, if you lived a thousand years. Never again will you be +capable of ordinary human feeling. Everything will be dead inside you. +Never again will you be capable of love, or friendship, or joy of living, +or laughter, or curiosity, or courage, or integrity. You will be hollow. +We shall squeeze you empty, and then we shall fill you with ourselves.' + +He paused and signed to the man in the white coat. Winston was aware of +some heavy piece of apparatus being pushed into place behind his head. +O'Brien had sat down beside the bed, so that his face was almost on a +level with Winston's. + +'Three thousand,' he said, speaking over Winston's head to the man in the +white coat. + +Two soft pads, which felt slightly moist, clamped themselves against +Winston's temples. He quailed. There was pain coming, a new kind of pain. +O'Brien laid a hand reassuringly, almost kindly, on his. + +'This time it will not hurt,' he said. 'Keep your eyes fixed on mine.' + +At this moment there was a devastating explosion, or what seemed like an +explosion, though it was not certain whether there was any noise. There +was undoubtedly a blinding flash of light. Winston was not hurt, only +prostrated. Although he had already been lying on his back when the thing +happened, he had a curious feeling that he had been knocked into that +position. A terrific painless blow had flattened him out. Also something +had happened inside his head. As his eyes regained their focus he +remembered who he was, and where he was, and recognized the face that was +gazing into his own; but somewhere or other there was a large patch of +emptiness, as though a piece had been taken out of his brain. + +'It will not last,' said O'Brien. 'Look me in the eyes. What country is +Oceania at war with?' + +Winston thought. He knew what was meant by Oceania and that he himself was +a citizen of Oceania. He also remembered Eurasia and Eastasia; but who was +at war with whom he did not know. In fact he had not been aware that there +was any war. + +'I don't remember.' + +'Oceania is at war with Eastasia. Do you remember that now?' + +'Yes.' + +'Oceania has always been at war with Eastasia. Since the beginning of your +life, since the beginning of the Party, since the beginning of history, +the war has continued without a break, always the same war. Do you +remember that?' + +'Yes.' + +'Eleven years ago you created a legend about three men who had been +condemned to death for treachery. You pretended that you had seen a piece +of paper which proved them innocent. No such piece of paper ever existed. +You invented it, and later you grew to believe in it. You remember now the +very moment at which you first invented it. Do you remember that?' + +'Yes.' + +'Just now I held up the fingers of my hand to you. You saw five fingers. +Do you remember that?' + +'Yes.' + +O'Brien held up the fingers of his left hand, with the thumb concealed. + +'There are five fingers there. Do you see five fingers?' + +'Yes.' + +And he did see them, for a fleeting instant, before the scenery of his +mind changed. He saw five fingers, and there was no deformity. Then +everything was normal again, and the old fear, the hatred, and the +bewilderment came crowding back again. But there had been a moment--he did +not know how long, thirty seconds, perhaps--of luminous certainty, when +each new suggestion of O'Brien's had filled up a patch of emptiness and +become absolute truth, and when two and two could have been three as +easily as five, if that were what was needed. It had faded but before +O'Brien had dropped his hand; but though he could not recapture it, he +could remember it, as one remembers a vivid experience at some period of +one's life when one was in effect a different person. + +'You see now,' said O'Brien, 'that it is at any rate possible.' + +'Yes,' said Winston. + +O'Brien stood up with a satisfied air. Over to his left Winston saw the +man in the white coat break an ampoule and draw back the plunger of a +syringe. O'Brien turned to Winston with a smile. In almost the old manner +he resettled his spectacles on his nose. + +'Do you remember writing in your diary,' he said, 'that it did not matter +whether I was a friend or an enemy, since I was at least a person who +understood you and could be talked to? You were right. I enjoy talking to +you. Your mind appeals to me. It resembles my own mind except that you +happen to be insane. Before we bring the session to an end you can ask me +a few questions, if you choose.' + +'Any question I like?' + +'Anything.' He saw that Winston's eyes were upon the dial. 'It is switched +off. What is your first question?' + +'What have you done with Julia?' said Winston. + +O'Brien smiled again. 'She betrayed you, Winston. Immediately--unreservedly. +I have seldom seen anyone come over to us so promptly. You would hardly +recognize her if you saw her. All her rebelliousness, her deceit, her +folly, her dirty-mindedness--everything has been burned out of her. It was +a perfect conversion, a textbook case.' + +'You tortured her?' + +O'Brien left this unanswered. 'Next question,' he said. + +'Does Big Brother exist?' + +'Of course he exists. The Party exists. Big Brother is the embodiment of +the Party.' + +'Does he exist in the same way as I exist?' + +'You do not exist,' said O'Brien. + +Once again the sense of helplessness assailed him. He knew, or he could +imagine, the arguments which proved his own nonexistence; but they were +nonsense, they were only a play on words. Did not the statement, 'You do +not exist', contain a logical absurdity? But what use was it to say so? +His mind shrivelled as he thought of the unanswerable, mad arguments with +which O'Brien would demolish him. + +'I think I exist,' he said wearily. 'I am conscious of my own identity. +I was born and I shall die. I have arms and legs. I occupy a particular +point in space. No other solid object can occupy the same point +simultaneously. In that sense, does Big Brother exist?' + +'It is of no importance. He exists.' + +'Will Big Brother ever die?' + +'Of course not. How could he die? Next question.' + +'Does the Brotherhood exist?' + +'That, Winston, you will never know. If we choose to set you free when we +have finished with you, and if you live to be ninety years old, still you +will never learn whether the answer to that question is Yes or No. As long +as you live it will be an unsolved riddle in your mind.' + +Winston lay silent. His breast rose and fell a little faster. He still had +not asked the question that had come into his mind the first. He had got +to ask it, and yet it was as though his tongue would not utter it. There +was a trace of amusement in O'Brien's face. Even his spectacles seemed to +wear an ironical gleam. He knows, thought Winston suddenly, he knows what +I am going to ask! At the thought the words burst out of him: + +'What is in Room 101?' + +The expression on O'Brien's face did not change. He answered drily: + +'You know what is in Room 101, Winston. Everyone knows what is in +Room 101.' + +He raised a finger to the man in the white coat. Evidently the session was +at an end. A needle jerked into Winston's arm. He sank almost instantly +into deep sleep. + + + + +Chapter 3 + + + +'There are three stages in your reintegration,' said O'Brien. 'There is +learning, there is understanding, and there is acceptance. It is time for +you to enter upon the second stage.' + +As always, Winston was lying flat on his back. But of late his bonds were +looser. They still held him to the bed, but he could move his knees a +little and could turn his head from side to side and raise his arms from +the elbow. The dial, also, had grown to be less of a terror. He could +evade its pangs if he was quick-witted enough: it was chiefly when he +showed stupidity that O'Brien pulled the lever. Sometimes they got through +a whole session without use of the dial. He could not remember how many +sessions there had been. The whole process seemed to stretch out over a +long, indefinite time--weeks, possibly--and the intervals between the +sessions might sometimes have been days, sometimes only an hour or two. + +'As you lie there,' said O'Brien, 'you have often wondered--you have even +asked me--why the Ministry of Love should expend so much time and trouble +on you. And when you were free you were puzzled by what was essentially +the same question. You could grasp the mechanics of the Society you lived +in, but not its underlying motives. Do you remember writing in your diary, +"I understand HOW: I do not understand WHY"? It was when you thought about +"why" that you doubted your own sanity. You have read THE BOOK, +Goldstein's book, or parts of it, at least. Did it tell you anything that +you did not know already?' + +'You have read it?' said Winston. + +'I wrote it. That is to say, I collaborated in writing it. No book is +produced individually, as you know.' + +'Is it true, what it says?' + +'As description, yes. The programme it sets forth is nonsense. The secret +accumulation of knowledge--a gradual spread of enlightenment--ultimately +a proletarian rebellion--the overthrow of the Party. You foresaw yourself +that that was what it would say. It is all nonsense. The proletarians will +never revolt, not in a thousand years or a million. They cannot. I do +not have to tell you the reason: you know it already. If you have ever +cherished any dreams of violent insurrection, you must abandon them. There +is no way in which the Party can be overthrown. The rule of the Party is +for ever. Make that the starting-point of your thoughts.' + +He came closer to the bed. 'For ever!' he repeated. 'And now let us get +back to the question of "how" and "why". You understand well enough HOW +the Party maintains itself in power. Now tell me WHY we cling to power. +What is our motive? Why should we want power? Go on, speak,' he added as +Winston remained silent. + +Nevertheless Winston did not speak for another moment or two. A feeling of +weariness had overwhelmed him. The faint, mad gleam of enthusiasm had come +back into O'Brien's face. He knew in advance what O'Brien would say. That +the Party did not seek power for its own ends, but only for the good of +the majority. That it sought power because men in the mass were frail, +cowardly creatures who could not endure liberty or face the truth, and +must be ruled over and systematically deceived by others who were stronger +than themselves. That the choice for mankind lay between freedom and +happiness, and that, for the great bulk of mankind, happiness was better. +That the party was the eternal guardian of the weak, a dedicated sect +doing evil that good might come, sacrificing its own happiness to that of +others. The terrible thing, thought Winston, the terrible thing was that +when O'Brien said this he would believe it. You could see it in his face. +O'Brien knew everything. A thousand times better than Winston he knew what +the world was really like, in what degradation the mass of human beings +lived and by what lies and barbarities the Party kept them there. He had +understood it all, weighed it all, and it made no difference: all was +justified by the ultimate purpose. What can you do, thought Winston, +against the lunatic who is more intelligent than yourself, who gives your +arguments a fair hearing and then simply persists in his lunacy? + +'You are ruling over us for our own good,' he said feebly. 'You believe +that human beings are not fit to govern themselves, and therefore----' + +He started and almost cried out. A pang of pain had shot through his body. +O'Brien had pushed the lever of the dial up to thirty-five. + +'That was stupid, Winston, stupid!' he said. 'You should know better than +to say a thing like that.' + +He pulled the lever back and continued: + +'Now I will tell you the answer to my question. It is this. The Party +seeks power entirely for its own sake. We are not interested in the good +of others; we are interested solely in power. Not wealth or luxury or long +life or happiness: only power, pure power. What pure power means you will +understand presently. We are different from all the oligarchies of the +past, in that we know what we are doing. All the others, even those who +resembled ourselves, were cowards and hypocrites. The German Nazis and the +Russian Communists came very close to us in their methods, but they never +had the courage to recognize their own motives. They pretended, perhaps +they even believed, that they had seized power unwillingly and for a +limited time, and that just round the corner there lay a paradise where +human beings would be free and equal. We are not like that. We know that +no one ever seizes power with the intention of relinquishing it. Power is +not a means, it is an end. One does not establish a dictatorship in order +to safeguard a revolution; one makes the revolution in order to establish +the dictatorship. The object of persecution is persecution. The object of +torture is torture. The object of power is power. Now do you begin to +understand me?' + +Winston was struck, as he had been struck before, by the tiredness of +O'Brien's face. It was strong and fleshy and brutal, it was full of +intelligence and a sort of controlled passion before which he felt himself +helpless; but it was tired. There were pouches under the eyes, the skin +sagged from the cheekbones. O'Brien leaned over him, deliberately bringing +the worn face nearer. + +'You are thinking,' he said, 'that my face is old and tired. You are +thinking that I talk of power, and yet I am not even able to prevent the +decay of my own body. Can you not understand, Winston, that the individual +is only a cell? The weariness of the cell is the vigour of the organism. +Do you die when you cut your fingernails?' + +He turned away from the bed and began strolling up and down again, one hand +in his pocket. + +'We are the priests of power,' he said. 'God is power. But at present +power is only a word so far as you are concerned. It is time for you to +gather some idea of what power means. The first thing you must realize +is that power is collective. The individual only has power in so far as +he ceases to be an individual. You know the Party slogan: "Freedom is +Slavery". Has it ever occurred to you that it is reversible? Slavery is +freedom. Alone--free--the human being is always defeated. It must be so, +because every human being is doomed to die, which is the greatest of all +failures. But if he can make complete, utter submission, if he can escape +from his identity, if he can merge himself in the Party so that he IS the +Party, then he is all-powerful and immortal. The second thing for you to +realize is that power is power over human beings. Over the body--but, above +all, over the mind. Power over matter--external reality, as you would call +it--is not important. Already our control over matter is absolute.' + +For a moment Winston ignored the dial. He made a violent effort to raise +himself into a sitting position, and merely succeeded in wrenching his +body painfully. + +'But how can you control matter?' he burst out. 'You don't even control +the climate or the law of gravity. And there are disease, pain, death----' + +O'Brien silenced him by a movement of his hand. 'We control matter because +we control the mind. Reality is inside the skull. You will learn by +degrees, Winston. There is nothing that we could not do. Invisibility, +levitation--anything. I could float off this floor like a soap bubble if +I wish to. I do not wish to, because the Party does not wish it. You must +get rid of those nineteenth-century ideas about the laws of Nature. We +make the laws of Nature.' + +'But you do not! You are not even masters of this planet. What about +Eurasia and Eastasia? You have not conquered them yet.' + +'Unimportant. We shall conquer them when it suits us. And if we did not, +what difference would it make? We can shut them out of existence. Oceania +is the world.' + +'But the world itself is only a speck of dust. And man is tiny--helpless! +How long has he been in existence? For millions of years the earth was +uninhabited.' + +'Nonsense. The earth is as old as we are, no older. How could it be older? +Nothing exists except through human consciousness.' + +'But the rocks are full of the bones of extinct animals--mammoths and +mastodons and enormous reptiles which lived here long before man was ever +heard of.' + +'Have you ever seen those bones, Winston? Of course not. Nineteenth-century +biologists invented them. Before man there was nothing. After man, if he +could come to an end, there would be nothing. Outside man there is +nothing.' + +'But the whole universe is outside us. Look at the stars! Some of them are +a million light-years away. They are out of our reach for ever.' + +'What are the stars?' said O'Brien indifferently. 'They are bits of fire +a few kilometres away. We could reach them if we wanted to. Or we could +blot them out. The earth is the centre of the universe. The sun and the +stars go round it.' + +Winston made another convulsive movement. This time he did not say +anything. O'Brien continued as though answering a spoken objection: + +'For certain purposes, of course, that is not true. When we navigate the +ocean, or when we predict an eclipse, we often find it convenient to +assume that the earth goes round the sun and that the stars are millions +upon millions of kilometres away. But what of it? Do you suppose it is +beyond us to produce a dual system of astronomy? The stars can be near +or distant, according as we need them. Do you suppose our mathematicians +are unequal to that? Have you forgotten doublethink?' + +Winston shrank back upon the bed. Whatever he said, the swift answer +crushed him like a bludgeon. And yet he knew, he KNEW, that he was in the +right. The belief that nothing exists outside your own mind--surely there +must be some way of demonstrating that it was false? Had it not been +exposed long ago as a fallacy? There was even a name for it, which he +had forgotten. A faint smile twitched the corners of O'Brien's mouth as +he looked down at him. + +'I told you, Winston,' he said, 'that metaphysics is not your strong +point. The word you are trying to think of is solipsism. But you are +mistaken. This is not solipsism. Collective solipsism, if you like. But +that is a different thing: in fact, the opposite thing. All this is a +digression,' he added in a different tone. 'The real power, the power we +have to fight for night and day, is not power over things, but over men.' +He paused, and for a moment assumed again his air of a schoolmaster +questioning a promising pupil: 'How does one man assert his power over +another, Winston?' + +Winston thought. 'By making him suffer,' he said. + +'Exactly. By making him suffer. Obedience is not enough. Unless he is +suffering, how can you be sure that he is obeying your will and not his +own? Power is in inflicting pain and humiliation. Power is in tearing +human minds to pieces and putting them together again in new shapes of +your own choosing. Do you begin to see, then, what kind of world we are +creating? It is the exact opposite of the stupid hedonistic Utopias that +the old reformers imagined. A world of fear and treachery and torment, a +world of trampling and being trampled upon, a world which will grow not +less but MORE merciless as it refines itself. Progress in our world will +be progress towards more pain. The old civilizations claimed that they +were founded on love or justice. Ours is founded upon hatred. In our world +there will be no emotions except fear, rage, triumph, and self-abasement. +Everything else we shall destroy--everything. Already we are breaking down +the habits of thought which have survived from before the Revolution. We +have cut the links between child and parent, and between man and man, and +between man and woman. No one dares trust a wife or a child or a friend +any longer. But in the future there will be no wives and no friends. +Children will be taken from their mothers at birth, as one takes eggs from +a hen. The sex instinct will be eradicated. Procreation will be an annual +formality like the renewal of a ration card. We shall abolish the orgasm. +Our neurologists are at work upon it now. There will be no loyalty, except +loyalty towards the Party. There will be no love, except the love of +Big Brother. There will be no laughter, except the laugh of triumph over +a defeated enemy. There will be no art, no literature, no science. When +we are omnipotent we shall have no more need of science. There will be +no distinction between beauty and ugliness. There will be no curiosity, +no enjoyment of the process of life. All competing pleasures will be +destroyed. But always--do not forget this, Winston--always there will be +the intoxication of power, constantly increasing and constantly growing +subtler. Always, at every moment, there will be the thrill of victory, +the sensation of trampling on an enemy who is helpless. If you want a +picture of the future, imagine a boot stamping on a human face--for ever.' + +He paused as though he expected Winston to speak. Winston had tried to +shrink back into the surface of the bed again. He could not say anything. +His heart seemed to be frozen. O'Brien went on: + +'And remember that it is for ever. The face will always be there to be +stamped upon. The heretic, the enemy of society, will always be there, so +that he can be defeated and humiliated over again. Everything that you +have undergone since you have been in our hands--all that will continue, +and worse. The espionage, the betrayals, the arrests, the tortures, the +executions, the disappearances will never cease. It will be a world of +terror as much as a world of triumph. The more the Party is powerful, the +less it will be tolerant: the weaker the opposition, the tighter the +despotism. Goldstein and his heresies will live for ever. Every day, at +every moment, they will be defeated, discredited, ridiculed, spat upon and +yet they will always survive. This drama that I have played out with you +during seven years will be played out over and over again generation after +generation, always in subtler forms. Always we shall have the heretic here +at our mercy, screaming with pain, broken up, contemptible--and in the end +utterly penitent, saved from himself, crawling to our feet of his own +accord. That is the world that we are preparing, Winston. A world of +victory after victory, triumph after triumph after triumph: an endless +pressing, pressing, pressing upon the nerve of power. You are beginning, +I can see, to realize what that world will be like. But in the end you +will do more than understand it. You will accept it, welcome it, become +part of it.' + +Winston had recovered himself sufficiently to speak. 'You can't!' he said +weakly. + +'What do you mean by that remark, Winston?' + +'You could not create such a world as you have just described. It is a +dream. It is impossible.' + +'Why?' + +'It is impossible to found a civilization on fear and hatred and cruelty. +It would never endure.' + +'Why not?' + +'It would have no vitality. It would disintegrate. It would commit +suicide.' + +'Nonsense. You are under the impression that hatred is more exhausting +than love. Why should it be? And if it were, what difference would that +make? Suppose that we choose to wear ourselves out faster. Suppose that we +quicken the tempo of human life till men are senile at thirty. Still what +difference would it make? Can you not understand that the death of the +individual is not death? The party is immortal.' + +As usual, the voice had battered Winston into helplessness. Moreover he +was in dread that if he persisted in his disagreement O'Brien would twist +the dial again. And yet he could not keep silent. Feebly, without +arguments, with nothing to support him except his inarticulate horror of +what O'Brien had said, he returned to the attack. + +'I don't know--I don't care. Somehow you will fail. Something will defeat +you. Life will defeat you.' + +'We control life, Winston, at all its levels. You are imagining that there +is something called human nature which will be outraged by what we do and +will turn against us. But we create human nature. Men are infinitely +malleable. Or perhaps you have returned to your old idea that the +proletarians or the slaves will arise and overthrow us. Put it out of your +mind. They are helpless, like the animals. Humanity is the Party. The +others are outside--irrelevant.' + +'I don't care. In the end they will beat you. Sooner or later they will +see you for what you are, and then they will tear you to pieces.' + +'Do you see any evidence that that is happening? Or any reason why it +should?' + +'No. I believe it. I KNOW that you will fail. There is something in the +universe--I don't know, some spirit, some principle--that you will never +overcome.' + +'Do you believe in God, Winston?' + +'No.' + +'Then what is it, this principle that will defeat us?' + +'I don't know. The spirit of Man.' + +'And do you consider yourself a man?' + +'Yes.' + +'If you are a man, Winston, you are the last man. Your kind is extinct; we +are the inheritors. Do you understand that you are ALONE? You are outside +history, you are non-existent.' His manner changed and he said more +harshly: 'And you consider yourself morally superior to us, with our lies +and our cruelty?' + +'Yes, I consider myself superior.' + +O'Brien did not speak. Two other voices were speaking. After a moment +Winston recognized one of them as his own. It was a sound-track of the +conversation he had had with O'Brien, on the night when he had enrolled +himself in the Brotherhood. He heard himself promising to lie, to steal, +to forge, to murder, to encourage drug-taking and prostitution, to +disseminate venereal diseases, to throw vitriol in a child's face. O'Brien +made a small impatient gesture, as though to say that the demonstration +was hardly worth making. Then he turned a switch and the voices stopped. + +'Get up from that bed,' he said. + +The bonds had loosened themselves. Winston lowered himself to the floor +and stood up unsteadily. + +'You are the last man,' said O'Brien. 'You are the guardian of the human +spirit. You shall see yourself as you are. Take off your clothes.' + +Winston undid the bit of string that held his overalls together. The zip +fastener had long since been wrenched out of them. He could not remember +whether at any time since his arrest he had taken off all his clothes at +one time. Beneath the overalls his body was looped with filthy yellowish +rags, just recognizable as the remnants of underclothes. As he slid +them to the ground he saw that there was a three-sided mirror at the far +end of the room. He approached it, then stopped short. An involuntary cry +had broken out of him. + +'Go on,' said O'Brien. 'Stand between the wings of the mirror. You shall +see the side view as well.' + +He had stopped because he was frightened. A bowed, grey-coloured, +skeleton-like thing was coming towards him. Its actual appearance was +frightening, and not merely the fact that he knew it to be himself. He +moved closer to the glass. The creature's face seemed to be protruded, +because of its bent carriage. A forlorn, jailbird's face with a nobby +forehead running back into a bald scalp, a crooked nose, and +battered-looking cheekbones above which his eyes were fierce and watchful. +The cheeks were seamed, the mouth had a drawn-in look. Certainly it was +his own face, but it seemed to him that it had changed more than he had +changed inside. The emotions it registered would be different from the +ones he felt. He had gone partially bald. For the first moment he had +thought that he had gone grey as well, but it was only the scalp that was +grey. Except for his hands and a circle of his face, his body was grey all +over with ancient, ingrained dirt. Here and there under the dirt there +were the red scars of wounds, and near the ankle the varicose ulcer was an +inflamed mass with flakes of skin peeling off it. But the truly frightening +thing was the emaciation of his body. The barrel of the ribs was as narrow +as that of a skeleton: the legs had shrunk so that the knees were thicker +than the thighs. He saw now what O'Brien had meant about seeing the side +view. The curvature of the spine was astonishing. The thin shoulders were +hunched forward so as to make a cavity of the chest, the scraggy neck +seemed to be bending double under the weight of the skull. At a guess he +would have said that it was the body of a man of sixty, suffering from +some malignant disease. + +'You have thought sometimes,' said O'Brien, 'that my face--the face of a +member of the Inner Party--looks old and worn. What do you think of your +own face?' + +He seized Winston's shoulder and spun him round so that he was facing him. + +'Look at the condition you are in!' he said. 'Look at this filthy grime +all over your body. Look at the dirt between your toes. Look at that +disgusting running sore on your leg. Do you know that you stink like a +goat? Probably you have ceased to notice it. Look at your emaciation. Do +you see? I can make my thumb and forefinger meet round your bicep. I could +snap your neck like a carrot. Do you know that you have lost twenty-five +kilograms since you have been in our hands? Even your hair is coming out +in handfuls. Look!' He plucked at Winston's head and brought away a tuft +of hair. 'Open your mouth. Nine, ten, eleven teeth left. How many had you +when you came to us? And the few you have left are dropping out of your +head. Look here!' + +He seized one of Winston's remaining front teeth between his powerful +thumb and forefinger. A twinge of pain shot through Winston's jaw. O'Brien +had wrenched the loose tooth out by the roots. He tossed it across the +cell. + +'You are rotting away,' he said; 'you are falling to pieces. What are you? +A bag of filth. Now turn around and look into that mirror again. Do you +see that thing facing you? That is the last man. If you are human, that is +humanity. Now put your clothes on again.' + +Winston began to dress himself with slow stiff movements. Until now he had +not seemed to notice how thin and weak he was. Only one thought stirred in +his mind: that he must have been in this place longer than he had imagined. +Then suddenly as he fixed the miserable rags round himself a feeling of +pity for his ruined body overcame him. Before he knew what he was doing +he had collapsed on to a small stool that stood beside the bed and burst +into tears. He was aware of his ugliness, his gracelessness, a bundle of +bones in filthy underclothes sitting weeping in the harsh white light: but +he could not stop himself. O'Brien laid a hand on his shoulder, almost +kindly. + +'It will not last for ever,' he said. 'You can escape from it whenever you +choose. Everything depends on yourself.' + +'You did it!' sobbed Winston. 'You reduced me to this state.' + +'No, Winston, you reduced yourself to it. This is what you accepted when +you set yourself up against the Party. It was all contained in that first +act. Nothing has happened that you did not foresee.' + +He paused, and then went on: + +'We have beaten you, Winston. We have broken you up. You have seen what +your body is like. Your mind is in the same state. I do not think there +can be much pride left in you. You have been kicked and flogged and +insulted, you have screamed with pain, you have rolled on the floor in +your own blood and vomit. You have whimpered for mercy, you have betrayed +everybody and everything. Can you think of a single degradation that has +not happened to you?' + +Winston had stopped weeping, though the tears were still oozing out of his +eyes. He looked up at O'Brien. + +'I have not betrayed Julia,' he said. + +O'Brien looked down at him thoughtfully. 'No,' he said; 'no; that is +perfectly true. You have not betrayed Julia.' + +The peculiar reverence for O'Brien, which nothing seemed able to destroy, +flooded Winston's heart again. How intelligent, he thought, how +intelligent! Never did O'Brien fail to understand what was said to him. +Anyone else on earth would have answered promptly that he HAD betrayed +Julia. For what was there that they had not screwed out of him under the +torture? He had told them everything he knew about her, her habits, her +character, her past life; he had confessed in the most trivial detail +everything that had happened at their meetings, all that he had said to +her and she to him, their black-market meals, their adulteries, their +vague plottings against the Party--everything. And yet, in the sense in +which he intended the word, he had not betrayed her. He had not stopped +loving her; his feelings towards her had remained the same. O'Brien had +seen what he meant without the need for explanation. + +'Tell me,' he said, 'how soon will they shoot me?' + +'It might be a long time,' said O'Brien. 'You are a difficult case. But +don't give up hope. Everyone is cured sooner or later. In the end we shall +shoot you.' + + + + +Chapter 4 + + + +He was much better. He was growing fatter and stronger every day, if it +was proper to speak of days. + +The white light and the humming sound were the same as ever, but the cell +was a little more comfortable than the others he had been in. There was a +pillow and a mattress on the plank bed, and a stool to sit on. They had +given him a bath, and they allowed him to wash himself fairly frequently +in a tin basin. They even gave him warm water to wash with. They had given +him new underclothes and a clean suit of overalls. They had dressed his +varicose ulcer with soothing ointment. They had pulled out the remnants +of his teeth and given him a new set of dentures. + +Weeks or months must have passed. It would have been possible now to keep +count of the passage of time, if he had felt any interest in doing so, +since he was being fed at what appeared to be regular intervals. He was +getting, he judged, three meals in the twenty-four hours; sometimes he +wondered dimly whether he was getting them by night or by day. The food +was surprisingly good, with meat at every third meal. Once there was even +a packet of cigarettes. He had no matches, but the never-speaking guard +who brought his food would give him a light. The first time he tried to +smoke it made him sick, but he persevered, and spun the packet out for +a long time, smoking half a cigarette after each meal. + +They had given him a white slate with a stump of pencil tied to the +corner. At first he made no use of it. Even when he was awake he was +completely torpid. Often he would lie from one meal to the next almost +without stirring, sometimes asleep, sometimes waking into vague reveries +in which it was too much trouble to open his eyes. He had long grown +used to sleeping with a strong light on his face. It seemed to make no +difference, except that one's dreams were more coherent. He dreamed a +great deal all through this time, and they were always happy dreams. He +was in the Golden Country, or he was sitting among enormous glorious, +sunlit ruins, with his mother, with Julia, with O'Brien--not doing +anything, merely sitting in the sun, talking of peaceful things. Such +thoughts as he had when he was awake were mostly about his dreams. He +seemed to have lost the power of intellectual effort, now that the +stimulus of pain had been removed. He was not bored, he had no desire +for conversation or distraction. Merely to be alone, not to be beaten +or questioned, to have enough to eat, and to be clean all over, was +completely satisfying. + +By degrees he came to spend less time in sleep, but he still felt no +impulse to get off the bed. All he cared for was to lie quiet and feel the +strength gathering in his body. He would finger himself here and there, +trying to make sure that it was not an illusion that his muscles were +growing rounder and his skin tauter. Finally it was established beyond a +doubt that he was growing fatter; his thighs were now definitely thicker +than his knees. After that, reluctantly at first, he began exercising +himself regularly. In a little while he could walk three kilometres, +measured by pacing the cell, and his bowed shoulders were growing +straighter. He attempted more elaborate exercises, and was astonished and +humiliated to find what things he could not do. He could not move out of a +walk, he could not hold his stool out at arm's length, he could not stand +on one leg without falling over. He squatted down on his heels, and found +that with agonizing pains in thigh and calf he could just lift himself to +a standing position. He lay flat on his belly and tried to lift his weight +by his hands. It was hopeless, he could not raise himself a centimetre. +But after a few more days--a few more mealtimes--even that feat was +accomplished. A time came when he could do it six times running. He began +to grow actually proud of his body, and to cherish an intermittent belief +that his face also was growing back to normal. Only when he chanced to put +his hand on his bald scalp did he remember the seamed, ruined face that +had looked back at him out of the mirror. + +His mind grew more active. He sat down on the plank bed, his back against +the wall and the slate on his knees, and set to work deliberately at the +task of re-educating himself. + +He had capitulated, that was agreed. In reality, as he saw now, he had +been ready to capitulate long before he had taken the decision. From the +moment when he was inside the Ministry of Love--and yes, even during those +minutes when he and Julia had stood helpless while the iron voice from the +telescreen told them what to do--he had grasped the frivolity, the +shallowness of his attempt to set himself up against the power of the +Party. He knew now that for seven years the Thought Police had watched him +like a beetle under a magnifying glass. There was no physical act, no word +spoken aloud, that they had not noticed, no train of thought that they had +not been able to infer. Even the speck of whitish dust on the cover of his +diary they had carefully replaced. They had played sound-tracks to him, +shown him photographs. Some of them were photographs of Julia and himself. +Yes, even... He could not fight against the Party any longer. Besides, +the Party was in the right. It must be so; how could the immortal, +collective brain be mistaken? By what external standard could you check +its judgements? Sanity was statistical. It was merely a question of +learning to think as they thought. Only----! + +The pencil felt thick and awkward in his fingers. He began to write down +the thoughts that came into his head. He wrote first in large clumsy +capitals: + + +FREEDOM IS SLAVERY + + +Then almost without a pause he wrote beneath it: + + +TWO AND TWO MAKE FIVE + + +But then there came a sort of check. His mind, as though shying away from +something, seemed unable to concentrate. He knew that he knew what came +next, but for the moment he could not recall it. When he did recall it, +it was only by consciously reasoning out what it must be: it did not come +of its own accord. He wrote: + + +GOD IS POWER + + +He accepted everything. The past was alterable. The past never had been +altered. Oceania was at war with Eastasia. Oceania had always been at war +with Eastasia. Jones, Aaronson, and Rutherford were guilty of the crimes +they were charged with. He had never seen the photograph that disproved +their guilt. It had never existed, he had invented it. He remembered +remembering contrary things, but those were false memories, products of +self-deception. How easy it all was! Only surrender, and everything else +followed. It was like swimming against a current that swept you backwards +however hard you struggled, and then suddenly deciding to turn round and +go with the current instead of opposing it. Nothing had changed except +your own attitude: the predestined thing happened in any case. He hardly +knew why he had ever rebelled. Everything was easy, except----! + +Anything could be true. The so-called laws of Nature were nonsense. The +law of gravity was nonsense. 'If I wished,' O'Brien had said, 'I could +float off this floor like a soap bubble.' Winston worked it out. 'If he +THINKS he floats off the floor, and if I simultaneously THINK I see him +do it, then the thing happens.' Suddenly, like a lump of submerged wreckage +breaking the surface of water, the thought burst into his mind: 'It doesn't +really happen. We imagine it. It is hallucination.' He pushed the thought +under instantly. The fallacy was obvious. It presupposed that somewhere +or other, outside oneself, there was a 'real' world where 'real' things +happened. But how could there be such a world? What knowledge have we of +anything, save through our own minds? All happenings are in the mind. +Whatever happens in all minds, truly happens. + +He had no difficulty in disposing of the fallacy, and he was in no danger +of succumbing to it. He realized, nevertheless, that it ought never to +have occurred to him. The mind should develop a blind spot whenever a +dangerous thought presented itself. The process should be automatic, +instinctive. CRIMESTOP, they called it in Newspeak. + +He set to work to exercise himself in crimestop. He presented himself with +propositions--'the Party says the earth is flat', 'the party says that +ice is heavier than water'--and trained himself in not seeing or not +understanding the arguments that contradicted them. It was not easy. +It needed great powers of reasoning and improvisation. The arithmetical +problems raised, for instance, by such a statement as 'two and two make +five' were beyond his intellectual grasp. It needed also a sort of +athleticism of mind, an ability at one moment to make the most delicate +use of logic and at the next to be unconscious of the crudest logical +errors. Stupidity was as necessary as intelligence, and as difficult to +attain. + +All the while, with one part of his mind, he wondered how soon they would +shoot him. 'Everything depends on yourself,' O'Brien had said; but he knew +that there was no conscious act by which he could bring it nearer. It +might be ten minutes hence, or ten years. They might keep him for years in +solitary confinement, they might send him to a labour-camp, they might +release him for a while, as they sometimes did. It was perfectly possible +that before he was shot the whole drama of his arrest and interrogation +would be enacted all over again. The one certain thing was that death +never came at an expected moment. The tradition--the unspoken tradition: +somehow you knew it, though you never heard it said--was that they shot +you from behind; always in the back of the head, without warning, as you +walked down a corridor from cell to cell. + +One day--but 'one day' was not the right expression; just as probably it +was in the middle of the night: once--he fell into a strange, blissful +reverie. He was walking down the corridor, waiting for the bullet. He knew +that it was coming in another moment. Everything was settled, smoothed +out, reconciled. There were no more doubts, no more arguments, no more +pain, no more fear. His body was healthy and strong. He walked easily, +with a joy of movement and with a feeling of walking in sunlight. He was +not any longer in the narrow white corridors in the Ministry of Love, he +was in the enormous sunlit passage, a kilometre wide, down which he had +seemed to walk in the delirium induced by drugs. He was in the Golden +Country, following the foot-track across the old rabbit-cropped pasture. +He could feel the short springy turf under his feet and the gentle sunshine +on his face. At the edge of the field were the elm trees, faintly stirring, +and somewhere beyond that was the stream where the dace lay in the green +pools under the willows. + +Suddenly he started up with a shock of horror. The sweat broke out on his +backbone. He had heard himself cry aloud: + +'Julia! Julia! Julia, my love! Julia!' + +For a moment he had had an overwhelming hallucination of her presence. She +had seemed to be not merely with him, but inside him. It was as though she +had got into the texture of his skin. In that moment he had loved her far +more than he had ever done when they were together and free. Also he knew +that somewhere or other she was still alive and needed his help. + +He lay back on the bed and tried to compose himself. What had he done? How +many years had he added to his servitude by that moment of weakness? + +In another moment he would hear the tramp of boots outside. They could not +let such an outburst go unpunished. They would know now, if they had not +known before, that he was breaking the agreement he had made with them. +He obeyed the Party, but he still hated the Party. In the old days he had +hidden a heretical mind beneath an appearance of conformity. Now he had +retreated a step further: in the mind he had surrendered, but he had hoped +to keep the inner heart inviolate. He knew that he was in the wrong, but +he preferred to be in the wrong. They would understand that--O'Brien would +understand it. It was all confessed in that single foolish cry. + +He would have to start all over again. It might take years. He ran a hand +over his face, trying to familiarize himself with the new shape. There +were deep furrows in the cheeks, the cheekbones felt sharp, the nose +flattened. Besides, since last seeing himself in the glass he had been +given a complete new set of teeth. It was not easy to preserve +inscrutability when you did not know what your face looked like. In any +case, mere control of the features was not enough. For the first time he +perceived that if you want to keep a secret you must also hide it from +yourself. You must know all the while that it is there, but until it is +needed you must never let it emerge into your consciousness in any shape +that could be given a name. From now onwards he must not only think right; +he must feel right, dream right. And all the while he must keep his hatred +locked up inside him like a ball of matter which was part of himself and +yet unconnected with the rest of him, a kind of cyst. + +One day they would decide to shoot him. You could not tell when it would +happen, but a few seconds beforehand it should be possible to guess. It +was always from behind, walking down a corridor. Ten seconds would be +enough. In that time the world inside him could turn over. And then +suddenly, without a word uttered, without a check in his step, without the +changing of a line in his face--suddenly the camouflage would be down and +bang! would go the batteries of his hatred. Hatred would fill him like an +enormous roaring flame. And almost in the same instant bang! would go the +bullet, too late, or too early. They would have blown his brain to pieces +before they could reclaim it. The heretical thought would be unpunished, +unrepented, out of their reach for ever. They would have blown a hole in +their own perfection. To die hating them, that was freedom. + +He shut his eyes. It was more difficult than accepting an intellectual +discipline. It was a question of degrading himself, mutilating himself. He +had got to plunge into the filthiest of filth. What was the most horrible, +sickening thing of all? He thought of Big Brother. The enormous face +(because of constantly seeing it on posters he always thought of it as +being a metre wide), with its heavy black moustache and the eyes that +followed you to and fro, seemed to float into his mind of its own accord. +What were his true feelings towards Big Brother? + +There was a heavy tramp of boots in the passage. The steel door swung open +with a clang. O'Brien walked into the cell. Behind him were the waxen-faced +officer and the black-uniformed guards. + +'Get up,' said O'Brien. 'Come here.' + +Winston stood opposite him. O'Brien took Winston's shoulders between his +strong hands and looked at him closely. + +'You have had thoughts of deceiving me,' he said. 'That was stupid. +Stand up straighter. Look me in the face.' + +He paused, and went on in a gentler tone: + +'You are improving. Intellectually there is very little wrong with you. +It is only emotionally that you have failed to make progress. Tell me, +Winston--and remember, no lies: you know that I am always able to detect +a lie--tell me, what are your true feelings towards Big Brother?' + +'I hate him.' + +'You hate him. Good. Then the time has come for you to take the last step. +You must love Big Brother. It is not enough to obey him: you must love +him.' + +He released Winston with a little push towards the guards. + +'Room 101,' he said. + + + + +Chapter 5 + + + +At each stage of his imprisonment he had known, or seemed to know, +whereabouts he was in the windowless building. Possibly there were slight +differences in the air pressure. The cells where the guards had beaten him +were below ground level. The room where he had been interrogated by +O'Brien was high up near the roof. This place was many metres underground, +as deep down as it was possible to go. + +It was bigger than most of the cells he had been in. But he hardly noticed +his surroundings. All he noticed was that there were two small tables +straight in front of him, each covered with green baize. One was only a +metre or two from him, the other was further away, near the door. He was +strapped upright in a chair, so tightly that he could move nothing, not +even his head. A sort of pad gripped his head from behind, forcing him to +look straight in front of him. + +For a moment he was alone, then the door opened and O'Brien came in. + +'You asked me once,' said O'Brien, 'what was in Room 101. I told you that +you knew the answer already. Everyone knows it. The thing that is in +Room 101 is the worst thing in the world.' + +The door opened again. A guard came in, carrying something made of wire, +a box or basket of some kind. He set it down on the further table. Because +of the position in which O'Brien was standing. Winston could not see what +the thing was. + +'The worst thing in the world,' said O'Brien, 'varies from individual to +individual. It may be burial alive, or death by fire, or by drowning, or +by impalement, or fifty other deaths. There are cases where it is some +quite trivial thing, not even fatal.' + +He had moved a little to one side, so that Winston had a better view of +the thing on the table. It was an oblong wire cage with a handle on top +for carrying it by. Fixed to the front of it was something that looked +like a fencing mask, with the concave side outwards. Although it was three +or four metres away from him, he could see that the cage was divided +lengthways into two compartments, and that there was some kind of creature +in each. They were rats. + +'In your case,' said O'Brien, 'the worst thing in the world happens to be +rats.' + +A sort of premonitory tremor, a fear of he was not certain what, had +passed through Winston as soon as he caught his first glimpse of the cage. +But at this moment the meaning of the mask-like attachment in front of it +suddenly sank into him. His bowels seemed to turn to water. + +'You can't do that!' he cried out in a high cracked voice. 'You couldn't, +you couldn't! It's impossible.' + +'Do you remember,' said O'Brien, 'the moment of panic that used to occur +in your dreams? There was a wall of blackness in front of you, and a +roaring sound in your ears. There was something terrible on the other side +of the wall. You knew that you knew what it was, but you dared not drag it +into the open. It was the rats that were on the other side of the wall.' + +'O'Brien!' said Winston, making an effort to control his voice. 'You know +this is not necessary. What is it that you want me to do?' + +O'Brien made no direct answer. When he spoke it was in the schoolmasterish +manner that he sometimes affected. He looked thoughtfully into the +distance, as though he were addressing an audience somewhere behind +Winston's back. + +'By itself,' he said, 'pain is not always enough. There are occasions when +a human being will stand out against pain, even to the point of death. +But for everyone there is something unendurable--something that cannot be +contemplated. Courage and cowardice are not involved. If you are falling +from a height it is not cowardly to clutch at a rope. If you have come up +from deep water it is not cowardly to fill your lungs with air. It is +merely an instinct which cannot be destroyed. It is the same with the +rats. For you, they are unendurable. They are a form of pressure that you +cannot withstand, even if you wished to. You will do what is required of +you.' + +'But what is it, what is it? How can I do it if I don't know what it is?' + +O'Brien picked up the cage and brought it across to the nearer table. +He set it down carefully on the baize cloth. Winston could hear the blood +singing in his ears. He had the feeling of sitting in utter loneliness. +He was in the middle of a great empty plain, a flat desert drenched with +sunlight, across which all sounds came to him out of immense distances. +Yet the cage with the rats was not two metres away from him. They were +enormous rats. They were at the age when a rat's muzzle grows blunt and +fierce and his fur brown instead of grey. + +'The rat,' said O'Brien, still addressing his invisible audience, +'although a rodent, is carnivorous. You are aware of that. You will have +heard of the things that happen in the poor quarters of this town. In some +streets a woman dare not leave her baby alone in the house, even for five +minutes. The rats are certain to attack it. Within quite a small time they +will strip it to the bones. They also attack sick or dying people. They +show astonishing intelligence in knowing when a human being is helpless.' + +There was an outburst of squeals from the cage. It seemed to reach Winston +from far away. The rats were fighting; they were trying to get at each +other through the partition. He heard also a deep groan of despair. +That, too, seemed to come from outside himself. + +O'Brien picked up the cage, and, as he did so, pressed something in it. +There was a sharp click. Winston made a frantic effort to tear himself +loose from the chair. It was hopeless; every part of him, even his head, +was held immovably. O'Brien moved the cage nearer. It was less than a +metre from Winston's face. + +'I have pressed the first lever,' said O'Brien. 'You understand the +construction of this cage. The mask will fit over your head, leaving no +exit. When I press this other lever, the door of the cage will slide up. +These starving brutes will shoot out of it like bullets. Have you ever +seen a rat leap through the air? They will leap on to your face and bore +straight into it. Sometimes they attack the eyes first. Sometimes they +burrow through the cheeks and devour the tongue.' + +The cage was nearer; it was closing in. Winston heard a succession of +shrill cries which appeared to be occurring in the air above his head. But +he fought furiously against his panic. To think, to think, even with a +split second left--to think was the only hope. Suddenly the foul musty +odour of the brutes struck his nostrils. There was a violent convulsion of +nausea inside him, and he almost lost consciousness. Everything had gone +black. For an instant he was insane, a screaming animal. Yet he came out +of the blackness clutching an idea. There was one and only one way to save +himself. He must interpose another human being, the BODY of another human +being, between himself and the rats. + +The circle of the mask was large enough now to shut out the vision of +anything else. The wire door was a couple of hand-spans from his face. The +rats knew what was coming now. One of them was leaping up and down, the +other, an old scaly grandfather of the sewers, stood up, with his pink +hands against the bars, and fiercely sniffed the air. Winston could see +the whiskers and the yellow teeth. Again the black panic took hold of him. +He was blind, helpless, mindless. + +'It was a common punishment in Imperial China,' said O'Brien as +didactically as ever. + +The mask was closing on his face. The wire brushed his cheek. And then--no, +it was not relief, only hope, a tiny fragment of hope. Too late, perhaps +too late. But he had suddenly understood that in the whole world there was +just ONE person to whom he could transfer his punishment--ONE body that he +could thrust between himself and the rats. And he was shouting frantically, +over and over. + +'Do it to Julia! Do it to Julia! Not me! Julia! I don't care what you do +to her. Tear her face off, strip her to the bones. Not me! Julia! Not me!' + +He was falling backwards, into enormous depths, away from the rats. He was +still strapped in the chair, but he had fallen through the floor, through +the walls of the building, through the earth, through the oceans, through +the atmosphere, into outer space, into the gulfs between the stars--always +away, away, away from the rats. He was light years distant, but O'Brien +was still standing at his side. There was still the cold touch of wire +against his cheek. But through the darkness that enveloped him he heard +another metallic click, and knew that the cage door had clicked shut and +not open. + + + + +Chapter 6 + + + +The Chestnut Tree was almost empty. A ray of sunlight slanting through a +window fell on dusty table-tops. It was the lonely hour of fifteen. A +tinny music trickled from the telescreens. + +Winston sat in his usual corner, gazing into an empty glass. Now and again +he glanced up at a vast face which eyed him from the opposite wall. +BIG BROTHER IS WATCHING YOU, the caption said. Unbidden, a waiter came and +filled his glass up with Victory Gin, shaking into it a few drops from +another bottle with a quill through the cork. It was saccharine flavoured +with cloves, the speciality of the cafe. + +Winston was listening to the telescreen. At present only music was coming +out of it, but there was a possibility that at any moment there might be +a special bulletin from the Ministry of Peace. The news from the African +front was disquieting in the extreme. On and off he had been worrying +about it all day. A Eurasian army (Oceania was at war with Eurasia: +Oceania had always been at war with Eurasia) was moving southward at +terrifying speed. The mid-day bulletin had not mentioned any definite +area, but it was probable that already the mouth of the Congo was a +battlefield. Brazzaville and Leopoldville were in danger. One did not have +to look at the map to see what it meant. It was not merely a question of +losing Central Africa: for the first time in the whole war, the territory +of Oceania itself was menaced. + +A violent emotion, not fear exactly but a sort of undifferentiated +excitement, flared up in him, then faded again. He stopped thinking about +the war. In these days he could never fix his mind on any one subject for +more than a few moments at a time. He picked up his glass and drained it +at a gulp. As always, the gin made him shudder and even retch slightly. +The stuff was horrible. The cloves and saccharine, themselves disgusting +enough in their sickly way, could not disguise the flat oily smell; and +what was worst of all was that the smell of gin, which dwelt with him +night and day, was inextricably mixed up in his mind with the smell of +those---- + +He never named them, even in his thoughts, and so far as it was possible +he never visualized them. They were something that he was half-aware of, +hovering close to his face, a smell that clung to his nostrils. As the gin +rose in him he belched through purple lips. He had grown fatter since they +released him, and had regained his old colour--indeed, more than regained +it. His features had thickened, the skin on nose and cheekbones was +coarsely red, even the bald scalp was too deep a pink. A waiter, again +unbidden, brought the chessboard and the current issue of 'The Times', +with the page turned down at the chess problem. Then, seeing that Winston's +glass was empty, he brought the gin bottle and filled it. There was no +need to give orders. They knew his habits. The chessboard was always +waiting for him, his corner table was always reserved; even when the place +was full he had it to himself, since nobody cared to be seen sitting too +close to him. He never even bothered to count his drinks. At irregular +intervals they presented him with a dirty slip of paper which they said +was the bill, but he had the impression that they always undercharged him. +It would have made no difference if it had been the other way about. He +had always plenty of money nowadays. He even had a job, a sinecure, more +highly-paid than his old job had been. + +The music from the telescreen stopped and a voice took over. Winston raised +his head to listen. No bulletins from the front, however. It was merely a +brief announcement from the Ministry of Plenty. In the preceding quarter, +it appeared, the Tenth Three-Year Plan's quota for bootlaces had been +overfulfilled by 98 per cent. + +He examined the chess problem and set out the pieces. It was a tricky +ending, involving a couple of knights. 'White to play and mate in two +moves.' Winston looked up at the portrait of Big Brother. White always +mates, he thought with a sort of cloudy mysticism. Always, without +exception, it is so arranged. In no chess problem since the beginning of +the world has black ever won. Did it not symbolize the eternal, unvarying +triumph of Good over Evil? The huge face gazed back at him, full of calm +power. White always mates. + +The voice from the telescreen paused and added in a different and much +graver tone: 'You are warned to stand by for an important announcement at +fifteen-thirty. Fifteen-thirty! This is news of the highest importance. +Take care not to miss it. Fifteen-thirty!' The tinkling music struck up +again. + +Winston's heart stirred. That was the bulletin from the front; instinct +told him that it was bad news that was coming. All day, with little spurts +of excitement, the thought of a smashing defeat in Africa had been in and +out of his mind. He seemed actually to see the Eurasian army swarming +across the never-broken frontier and pouring down into the tip of Africa +like a column of ants. Why had it not been possible to outflank them in +some way? The outline of the West African coast stood out vividly in his +mind. He picked up the white knight and moved it across the board. THERE +was the proper spot. Even while he saw the black horde racing southward he +saw another force, mysteriously assembled, suddenly planted in their rear, +cutting their communications by land and sea. He felt that by willing it he +was bringing that other force into existence. But it was necessary to act +quickly. If they could get control of the whole of Africa, if they had +airfields and submarine bases at the Cape, it would cut Oceania in two. It +might mean anything: defeat, breakdown, the redivision of the world, the +destruction of the Party! He drew a deep breath. An extraordinary medley +of feeling--but it was not a medley, exactly; rather it was successive +layers of feeling, in which one could not say which layer was +undermost--struggled inside him. + +The spasm passed. He put the white knight back in its place, but for the +moment he could not settle down to serious study of the chess problem. +His thoughts wandered again. Almost unconsciously he traced with his +finger in the dust on the table: + +2+2=5 + +'They can't get inside you,' she had said. But they could get inside you. +'What happens to you here is FOR EVER,' O'Brien had said. That was a true +word. There were things, your own acts, from which you could never recover. +Something was killed in your breast: burnt out, cauterized out. + +He had seen her; he had even spoken to her. There was no danger in it. He +knew as though instinctively that they now took almost no interest in his +doings. He could have arranged to meet her a second time if either of them +had wanted to. Actually it was by chance that they had met. It was in the +Park, on a vile, biting day in March, when the earth was like iron and +all the grass seemed dead and there was not a bud anywhere except a few +crocuses which had pushed themselves up to be dismembered by the wind. He +was hurrying along with frozen hands and watering eyes when he saw her not +ten metres away from him. It struck him at once that she had changed in +some ill-defined way. They almost passed one another without a sign, then +he turned and followed her, not very eagerly. He knew that there was no +danger, nobody would take any interest in him. She did not speak. She +walked obliquely away across the grass as though trying to get rid of him, +then seemed to resign herself to having him at her side. Presently they +were in among a clump of ragged leafless shrubs, useless either for +concealment or as protection from the wind. They halted. It was vilely +cold. The wind whistled through the twigs and fretted the occasional, +dirty-looking crocuses. He put his arm round her waist. + +There was no telescreen, but there must be hidden microphones: besides, +they could be seen. It did not matter, nothing mattered. They could have +lain down on the ground and done THAT if they had wanted to. His flesh +froze with horror at the thought of it. She made no response whatever to +the clasp of his arm; she did not even try to disengage herself. He knew +now what had changed in her. Her face was sallower, and there was a long +scar, partly hidden by the hair, across her forehead and temple; but that +was not the change. It was that her waist had grown thicker, and, in a +surprising way, had stiffened. He remembered how once, after the explosion +of a rocket bomb, he had helped to drag a corpse out of some ruins, and +had been astonished not only by the incredible weight of the thing, but by +its rigidity and awkwardness to handle, which made it seem more like stone +than flesh. Her body felt like that. It occurred to him that the texture +of her skin would be quite different from what it had once been. + +He did not attempt to kiss her, nor did they speak. As they walked back +across the grass, she looked directly at him for the first time. It +was only a momentary glance, full of contempt and dislike. He wondered +whether it was a dislike that came purely out of the past or whether it +was inspired also by his bloated face and the water that the wind kept +squeezing from his eyes. They sat down on two iron chairs, side by side +but not too close together. He saw that she was about to speak. She moved +her clumsy shoe a few centimetres and deliberately crushed a twig. Her +feet seemed to have grown broader, he noticed. + +'I betrayed you,' she said baldly. + +'I betrayed you,' he said. + +She gave him another quick look of dislike. + +'Sometimes,' she said, 'they threaten you with something something you +can't stand up to, can't even think about. And then you say, "Don't do it +to me, do it to somebody else, do it to so-and-so." And perhaps you might +pretend, afterwards, that it was only a trick and that you just said it to +make them stop and didn't really mean it. But that isn't true. At the time +when it happens you do mean it. You think there's no other way of saving +yourself, and you're quite ready to save yourself that way. You WANT it to +happen to the other person. You don't give a damn what they suffer. All +you care about is yourself.' + +'All you care about is yourself,' he echoed. + +'And after that, you don't feel the same towards the other person any +longer.' + +'No,' he said, 'you don't feel the same.' + +There did not seem to be anything more to say. The wind plastered their +thin overalls against their bodies. Almost at once it became embarrassing +to sit there in silence: besides, it was too cold to keep still. She said +something about catching her Tube and stood up to go. + +'We must meet again,' he said. + +'Yes,' she said, 'we must meet again.' + +He followed irresolutely for a little distance, half a pace behind her. +They did not speak again. She did not actually try to shake him off, but +walked at just such a speed as to prevent his keeping abreast of her. +He had made up his mind that he would accompany her as far as the Tube +station, but suddenly this process of trailing along in the cold seemed +pointless and unbearable. He was overwhelmed by a desire not so much to +get away from Julia as to get back to the Chestnut Tree Cafe, which had +never seemed so attractive as at this moment. He had a nostalgic vision +of his corner table, with the newspaper and the chessboard and the +ever-flowing gin. Above all, it would be warm in there. The next moment, +not altogether by accident, he allowed himself to become separated from +her by a small knot of people. He made a half-hearted attempt to catch up, +then slowed down, turned, and made off in the opposite direction. When he +had gone fifty metres he looked back. The street was not crowded, but +already he could not distinguish her. Any one of a dozen hurrying figures +might have been hers. Perhaps her thickened, stiffened body was no longer +recognizable from behind. + +'At the time when it happens,' she had said, 'you do mean it.' He had +meant it. He had not merely said it, he had wished it. He had wished that +she and not he should be delivered over to the---- + +Something changed in the music that trickled from the telescreen. A +cracked and jeering note, a yellow note, came into it. And then--perhaps +it was not happening, perhaps it was only a memory taking on the semblance +of sound--a voice was singing: + + + 'Under the spreading chestnut tree + I sold you and you sold me----' + + +The tears welled up in his eyes. A passing waiter noticed that his glass +was empty and came back with the gin bottle. + +He took up his glass and sniffed at it. The stuff grew not less but more +horrible with every mouthful he drank. But it had become the element he +swam in. It was his life, his death, and his resurrection. It was gin that +sank him into stupor every night, and gin that revived him every morning. +When he woke, seldom before eleven hundred, with gummed-up eyelids and +fiery mouth and a back that seemed to be broken, it would have been +impossible even to rise from the horizontal if it had not been for the +bottle and teacup placed beside the bed overnight. Through the midday +hours he sat with glazed face, the bottle handy, listening to the +telescreen. From fifteen to closing-time he was a fixture in the Chestnut +Tree. No one cared what he did any longer, no whistle woke him, no +telescreen admonished him. Occasionally, perhaps twice a week, he went +to a dusty, forgotten-looking office in the Ministry of Truth and did +a little work, or what was called work. He had been appointed to a +sub-committee of a sub-committee which had sprouted from one of the +innumerable committees dealing with minor difficulties that arose in the +compilation of the Eleventh Edition of the Newspeak Dictionary. They were +engaged in producing something called an Interim Report, but what it was +that they were reporting on he had never definitely found out. It was +something to do with the question of whether commas should be placed +inside brackets, or outside. There were four others on the committee, all +of them persons similar to himself. There were days when they assembled +and then promptly dispersed again, frankly admitting to one another that +there was not really anything to be done. But there were other days when +they settled down to their work almost eagerly, making a tremendous show +of entering up their minutes and drafting long memoranda which were never +finished--when the argument as to what they were supposedly arguing about +grew extraordinarily involved and abstruse, with subtle haggling over +definitions, enormous digressions, quarrels--threats, even, to appeal to +higher authority. And then suddenly the life would go out of them and +they would sit round the table looking at one another with extinct eyes, +like ghosts fading at cock-crow. + +The telescreen was silent for a moment. Winston raised his head again. The +bulletin! But no, they were merely changing the music. He had the map of +Africa behind his eyelids. The movement of the armies was a diagram: a +black arrow tearing vertically southward, and a white arrow horizontally +eastward, across the tail of the first. As though for reassurance he +looked up at the imperturbable face in the portrait. Was it conceivable +that the second arrow did not even exist? + +His interest flagged again. He drank another mouthful of gin, picked up +the white knight and made a tentative move. Check. But it was evidently +not the right move, because---- + +Uncalled, a memory floated into his mind. He saw a candle-lit room with a +vast white-counterpaned bed, and himself, a boy of nine or ten, sitting on +the floor, shaking a dice-box, and laughing excitedly. His mother was +sitting opposite him and also laughing. + +It must have been about a month before she disappeared. It was a moment of +reconciliation, when the nagging hunger in his belly was forgotten and his +earlier affection for her had temporarily revived. He remembered the day +well, a pelting, drenching day when the water streamed down the window-pane +and the light indoors was too dull to read by. The boredom of the two +children in the dark, cramped bedroom became unbearable. Winston whined +and grizzled, made futile demands for food, fretted about the room pulling +everything out of place and kicking the wainscoting until the neighbours +banged on the wall, while the younger child wailed intermittently. In the +end his mother said, 'Now be good, and I'll buy you a toy. A lovely +toy--you'll love it'; and then she had gone out in the rain, to a little +general shop which was still sporadically open nearby, and came back with +a cardboard box containing an outfit of Snakes and Ladders. He could still +remember the smell of the damp cardboard. It was a miserable outfit. The +board was cracked and the tiny wooden dice were so ill-cut that they +would hardly lie on their sides. Winston looked at the thing sulkily and +without interest. But then his mother lit a piece of candle and they sat +down on the floor to play. Soon he was wildly excited and shouting with +laughter as the tiddly-winks climbed hopefully up the ladders and then +came slithering down the snakes again, almost to the starting-point. They +played eight games, winning four each. His tiny sister, too young to +understand what the game was about, had sat propped up against a bolster, +laughing because the others were laughing. For a whole afternoon they had +all been happy together, as in his earlier childhood. + +He pushed the picture out of his mind. It was a false memory. He was +troubled by false memories occasionally. They did not matter so long as +one knew them for what they were. Some things had happened, others had not +happened. He turned back to the chessboard and picked up the white knight +again. Almost in the same instant it dropped on to the board with a +clatter. He had started as though a pin had run into him. + +A shrill trumpet-call had pierced the air. It was the bulletin! Victory! +It always meant victory when a trumpet-call preceded the news. A sort of +electric drill ran through the cafe. Even the waiters had started and +pricked up their ears. + +The trumpet-call had let loose an enormous volume of noise. Already an +excited voice was gabbling from the telescreen, but even as it started +it was almost drowned by a roar of cheering from outside. The news had +run round the streets like magic. He could hear just enough of what was +issuing from the telescreen to realize that it had all happened, as he had +foreseen; a vast seaborne armada had secretly assembled a sudden blow in +the enemy's rear, the white arrow tearing across the tail of the black. +Fragments of triumphant phrases pushed themselves through the din: 'Vast +strategic manoeuvre--perfect co-ordination--utter rout--half a million +prisoners--complete demoralization--control of the whole of Africa--bring +the war within measurable distance of its end--victory--greatest victory +in human history--victory, victory, victory!' + +Under the table Winston's feet made convulsive movements. He had not +stirred from his seat, but in his mind he was running, swiftly running, +he was with the crowds outside, cheering himself deaf. He looked up again +at the portrait of Big Brother. The colossus that bestrode the world! +The rock against which the hordes of Asia dashed themselves in vain! He +thought how ten minutes ago--yes, only ten minutes--there had still been +equivocation in his heart as he wondered whether the news from the front +would be of victory or defeat. Ah, it was more than a Eurasian army that +had perished! Much had changed in him since that first day in the Ministry +of Love, but the final, indispensable, healing change had never happened, +until this moment. + +The voice from the telescreen was still pouring forth its tale of prisoners +and booty and slaughter, but the shouting outside had died down a little. +The waiters were turning back to their work. One of them approached with +the gin bottle. Winston, sitting in a blissful dream, paid no attention +as his glass was filled up. He was not running or cheering any longer. He +was back in the Ministry of Love, with everything forgiven, his soul white +as snow. He was in the public dock, confessing everything, implicating +everybody. He was walking down the white-tiled corridor, with the feeling +of walking in sunlight, and an armed guard at his back. The long-hoped-for +bullet was entering his brain. + +He gazed up at the enormous face. Forty years it had taken him to learn +what kind of smile was hidden beneath the dark moustache. O cruel, needless +misunderstanding! O stubborn, self-willed exile from the loving breast! +Two gin-scented tears trickled down the sides of his nose. But it was all +right, everything was all right, the struggle was finished. He had won +the victory over himself. He loved Big Brother. + + + +THE END + + + +APPENDIX. + +The Principles of Newspeak + + + +Newspeak was the official language of Oceania and had been devised to meet +the ideological needs of Ingsoc, or English Socialism. In the year 1984 +there was not as yet anyone who used Newspeak as his sole means of +communication, either in speech or writing. The leading articles in +'The Times' were written in it, but this was a TOUR DE FORCE which could +only be carried out by a specialist. It was expected that Newspeak would +have finally superseded Oldspeak (or Standard English, as we should +call it) by about the year 2050. Meanwhile it gained ground steadily, all +Party members tending to use Newspeak words and grammatical constructions +more and more in their everyday speech. The version in use in 1984, and +embodied in the Ninth and Tenth Editions of the Newspeak Dictionary, was +a provisional one, and contained many superfluous words and archaic +formations which were due to be suppressed later. It is with the final, +perfected version, as embodied in the Eleventh Edition of the Dictionary, +that we are concerned here. + +The purpose of Newspeak was not only to provide a medium of expression +for the world-view and mental habits proper to the devotees of Ingsoc, +but to make all other modes of thought impossible. It was intended that +when Newspeak had been adopted once and for all and Oldspeak forgotten, +a heretical thought--that is, a thought diverging from the principles of +Ingsoc--should be literally unthinkable, at least so far as thought is +dependent on words. Its vocabulary was so constructed as to give exact and +often very subtle expression to every meaning that a Party member could +properly wish to express, while excluding all other meanings and also the +possibility of arriving at them by indirect methods. This was done partly +by the invention of new words, but chiefly by eliminating undesirable +words and by stripping such words as remained of unorthodox meanings, and +so far as possible of all secondary meanings whatever. To give a single +example. The word FREE still existed in Newspeak, but it could only be +used in such statements as 'This dog is free from lice' or 'This field is +free from weeds'. It could not be used in its old sense of 'politically +free' or 'intellectually free' since political and intellectual freedom no +longer existed even as concepts, and were therefore of necessity nameless. +Quite apart from the suppression of definitely heretical words, reduction +of vocabulary was regarded as an end in itself, and no word that could be +dispensed with was allowed to survive. Newspeak was designed not to extend +but to DIMINISH the range of thought, and this purpose was indirectly +assisted by cutting the choice of words down to a minimum. + +Newspeak was founded on the English language as we now know it, though +many Newspeak sentences, even when not containing newly-created words, +would be barely intelligible to an English-speaker of our own day. Newspeak +words were divided into three distinct classes, known as the A vocabulary, +the B vocabulary (also called compound words), and the C vocabulary. +It will be simpler to discuss each class separately, but the grammatical +peculiarities of the language can be dealt with in the section devoted to +the A vocabulary, since the same rules held good for all three categories. + + +THE A VOCABULARY. The A vocabulary consisted of the words needed for the +business of everyday life--for such things as eating, drinking, working, +putting on one's clothes, going up and down stairs, riding in vehicles, +gardening, cooking, and the like. It was composed almost entirely of words +that we already possess words like HIT, RUN, DOG, TREE, SUGAR, HOUSE, +FIELD--but in comparison with the present-day English vocabulary their +number was extremely small, while their meanings were far more rigidly +defined. All ambiguities and shades of meaning had been purged out of +them. So far as it could be achieved, a Newspeak word of this class was +simply a staccato sound expressing ONE clearly understood concept. It +would have been quite impossible to use the A vocabulary for literary +purposes or for political or philosophical discussion. It was intended +only to express simple, purposive thoughts, usually involving concrete +objects or physical actions. + +The grammar of Newspeak had two outstanding peculiarities. The first of +these was an almost complete interchangeability between different parts of +speech. Any word in the language (in principle this applied even to very +abstract words such as IF or WHEN) could be used either as verb, noun, +adjective, or adverb. Between the verb and the noun form, when they were +of the same root, there was never any variation, this rule of itself +involving the destruction of many archaic forms. The word THOUGHT, for +example, did not exist in Newspeak. Its place was taken by THINK, which +did duty for both noun and verb. No etymological principle was followed +here: in some cases it was the original noun that was chosen for retention, +in other cases the verb. Even where a noun and verb of kindred meaning +were not etymologically connected, one or other of them was frequently +suppressed. There was, for example, no such word as CUT, its meaning being +sufficiently covered by the noun-verb KNIFE. Adjectives were formed by +adding the suffix -FUL to the noun-verb, and adverbs by adding -WISE. Thus +for example, SPEEDFUL meant 'rapid' and SPEEDWISE meant 'quickly'. Certain +of our present-day adjectives, such as GOOD, STRONG, BIG, BLACK, SOFT, +were retained, but their total number was very small. There was little +need for them, since almost any adjectival meaning could be arrived at by +adding -FUL to a noun-verb. None of the now-existing adverbs was retained, +except for a very few already ending in -WISE: the -WISE termination was +invariable. The word WELL, for example, was replaced by GOODWISE. + +In addition, any word--this again applied in principle to every word in +the language--could be negatived by adding the affix UN-, or could be +strengthened by the affix PLUS-, or, for still greater emphasis, +DOUBLEPLUS-. Thus, for example, UNCOLD meant 'warm', while PLUSCOLD and +DOUBLEPLUSCOLD meant, respectively, 'very cold' and 'superlatively cold'. +It was also possible, as in present-day English, to modify the meaning of +almost any word by prepositional affixes such as ANTE-, POST-, UP-, DOWN-, +etc. By such methods it was found possible to bring about an enormous +diminution of vocabulary. Given, for instance, the word GOOD, there was no +need for such a word as BAD, since the required meaning was equally +well--indeed, better--expressed by UNGOOD. All that was necessary, in any +case where two words formed a natural pair of opposites, was to decide +which of them to suppress. DARK, for example, could be replaced by UNLIGHT, +or LIGHT by UNDARK, according to preference. + +The second distinguishing mark of Newspeak grammar was its regularity. +Subject to a few exceptions which are mentioned below all inflexions +followed the same rules. Thus, in all verbs the preterite and the past +participle were the same and ended in -ED. The preterite of STEAL was +STEALED, the preterite of THINK was THINKED, and so on throughout the +language, all such forms as SWAM, GAVE, BROUGHT, SPOKE, TAKEN, etc., being +abolished. All plurals were made by adding -S or -ES as the case might be. +The plurals OF MAN, OX, LIFE, were MANS, OXES, LIFES. Comparison of +adjectives was invariably made by adding -ER, -EST (GOOD, GOODER, GOODEST), +irregular forms and the MORE, MOST formation being suppressed. + +The only classes of words that were still allowed to inflect irregularly +were the pronouns, the relatives, the demonstrative adjectives, and the +auxiliary verbs. All of these followed their ancient usage, except that +WHOM had been scrapped as unnecessary, and the SHALL, SHOULD tenses had +been dropped, all their uses being covered by WILL and WOULD. There were +also certain irregularities in word-formation arising out of the need for +rapid and easy speech. A word which was difficult to utter, or was liable +to be incorrectly heard, was held to be ipso facto a bad word; occasionally +therefore, for the sake of euphony, extra letters were inserted into a word +or an archaic formation was retained. But this need made itself felt +chiefly in connexion with the B vocabulary. WHY so great an importance was +attached to ease of pronunciation will be made clear later in this essay. + + +THE B VOCABULARY. The B vocabulary consisted of words which had been +deliberately constructed for political purposes: words, that is to say, +which not only had in every case a political implication, but were intended +to impose a desirable mental attitude upon the person using them. Without +a full understanding of the principles of Ingsoc it was difficult to use +these words correctly. In some cases they could be translated into +Oldspeak, or even into words taken from the A vocabulary, but this usually +demanded a long paraphrase and always involved the loss of certain +overtones. The B words were a sort of verbal shorthand, often packing +whole ranges of ideas into a few syllables, and at the same time more +accurate and forcible than ordinary language. + +The B words were in all cases compound words. [Compound words such as +SPEAKWRITE, were of course to be found in the A vocabulary, but these were +merely convenient abbreviations and had no special ideological colour.] +They consisted of two or more words, or portions of words, welded together +in an easily pronounceable form. The resulting amalgam was always a +noun-verb, and inflected according to the ordinary rules. To take a single +example: the word GOODTHINK, meaning, very roughly, 'orthodoxy', or, if +one chose to regard it as a verb, 'to think in an orthodox manner'. This +inflected as follows: noun-verb, GOODTHINK; past tense and past participle, +GOODTHINKED; present participle, GOOD-THINKING; adjective, GOODTHINKFUL; +adverb, GOODTHINKWISE; verbal noun, GOODTHINKER. + +The B words were not constructed on any etymological plan. The words of +which they were made up could be any parts of speech, and could be placed +in any order and mutilated in any way which made them easy to pronounce +while indicating their derivation. In the word CRIMETHINK (thoughtcrime), +for instance, the THINK came second, whereas in THINKPOL (Thought Police) +it came first, and in the latter word POLICE had lost its second syllable. +Because of the great difficulty in securing euphony, irregular formations +were commoner in the B vocabulary than in the A vocabulary. For example, +the adjective forms of MINITRUE, MINIPAX, and MINILUV were, respectively, +MINITRUTHFUL, MINIPEACEFUL, and MINILOVELY, simply because -TRUEFUL, +-PAXFUL, and -LOVEFUL were slightly awkward to pronounce. In principle, +however, all B words could inflect, and all inflected in exactly the +same way. + +Some of the B words had highly subtilized meanings, barely intelligible to +anyone who had not mastered the language as a whole. Consider, for example, +such a typical sentence from a 'Times' leading article as OLDTHINKERS +UNBELLYFEEL INGSOC. The shortest rendering that one could make of this +in Oldspeak would be: 'Those whose ideas were formed before the Revolution +cannot have a full emotional understanding of the principles of English +Socialism.' But this is not an adequate translation. To begin with, in +order to grasp the full meaning of the Newspeak sentence quoted above, +one would have to have a clear idea of what is meant by INGSOC. And in +addition, only a person thoroughly grounded in Ingsoc could appreciate +the full force of the word BELLYFEEL, which implied a blind, enthusiastic +acceptance difficult to imagine today; or of the word OLDTHINK, which was +inextricably mixed up with the idea of wickedness and decadence. But the +special function of certain Newspeak words, of which OLDTHINK was one, +was not so much to express meanings as to destroy them. These words, +necessarily few in number, had had their meanings extended until they +contained within themselves whole batteries of words which, as they were +sufficiently covered by a single comprehensive term, could now be scrapped +and forgotten. The greatest difficulty facing the compilers of the Newspeak +Dictionary was not to invent new words, but, having invented them, to make +sure what they meant: to make sure, that is to say, what ranges of words +they cancelled by their existence. + +As we have already seen in the case of the word FREE, words which had +once borne a heretical meaning were sometimes retained for the sake of +convenience, but only with the undesirable meanings purged out of them. +Countless other words such as HONOUR, JUSTICE, MORALITY, INTERNATIONALISM, +DEMOCRACY, SCIENCE, and RELIGION had simply ceased to exist. A few blanket +words covered them, and, in covering them, abolished them. All words +grouping themselves round the concepts of liberty and equality, for +instance, were contained in the single word CRIMETHINK, while all words +grouping themselves round the concepts of objectivity and rationalism +were contained in the single word OLDTHINK. Greater precision would have +been dangerous. What was required in a Party member was an outlook similar +to that of the ancient Hebrew who knew, without knowing much else, that +all nations other than his own worshipped 'false gods'. He did not need to +know that these gods were called Baal, Osiris, Moloch, Ashtaroth, and the +like: probably the less he knew about them the better for his orthodoxy. +He knew Jehovah and the commandments of Jehovah: he knew, therefore, that +all gods with other names or other attributes were false gods. In somewhat +the same way, the party member knew what constituted right conduct, and in +exceedingly vague, generalized terms he knew what kinds of departure from +it were possible. His sexual life, for example, was entirely regulated by +the two Newspeak words SEXCRIME (sexual immorality) and GOODSEX (chastity). +SEXCRIME covered all sexual misdeeds whatever. It covered fornication, +adultery, homosexuality, and other perversions, and, in addition, normal +intercourse practised for its own sake. There was no need to enumerate +them separately, since they were all equally culpable, and, in principle, +all punishable by death. In the C vocabulary, which consisted of scientific +and technical words, it might be necessary to give specialized names to +certain sexual aberrations, but the ordinary citizen had no need of them. +He knew what was meant by GOODSEX--that is to say, normal intercourse +between man and wife, for the sole purpose of begetting children, and +without physical pleasure on the part of the woman: all else was SEXCRIME. +In Newspeak it was seldom possible to follow a heretical thought further +than the perception that it WAS heretical: beyond that point the necessary +words were nonexistent. + +No word in the B vocabulary was ideologically neutral. A great many were +euphemisms. Such words, for instance, as JOYCAMP (forced-labour camp) or +MINIPAX (Ministry of Peace, i.e. Ministry of War) meant almost the exact +opposite of what they appeared to mean. Some words, on the other hand, +displayed a frank and contemptuous understanding of the real nature of +Oceanic society. An example was PROLEFEED, meaning the rubbishy +entertainment and spurious news which the Party handed out to the masses. +Other words, again, were ambivalent, having the connotation 'good' when +applied to the Party and 'bad' when applied to its enemies. But in +addition there were great numbers of words which at first sight appeared +to be mere abbreviations and which derived their ideological colour not +from their meaning, but from their structure. + +So far as it could be contrived, everything that had or might have +political significance of any kind was fitted into the B vocabulary. The +name of every organization, or body of people, or doctrine, or country, or +institution, or public building, was invariably cut down into the familiar +shape; that is, a single easily pronounced word with the smallest number +of syllables that would preserve the original derivation. In the Ministry +of Truth, for example, the Records Department, in which Winston Smith +worked, was called RECDEP, the Fiction Department was called FICDEP, the +Teleprogrammes Department was called TELEDEP, and so on. This was not +done solely with the object of saving time. Even in the early decades of +the twentieth century, telescoped words and phrases had been one of the +characteristic features of political language; and it had been noticed +that the tendency to use abbreviations of this kind was most marked in +totalitarian countries and totalitarian organizations. Examples were such +words as NAZI, GESTAPO, COMINTERN, INPRECORR, AGITPROP. In the beginning +the practice had been adopted as it were instinctively, but in Newspeak +it was used with a conscious purpose. It was perceived that in thus +abbreviating a name one narrowed and subtly altered its meaning, by +cutting out most of the associations that would otherwise cling to it. +The words COMMUNIST INTERNATIONAL, for instance, call up a composite +picture of universal human brotherhood, red flags, barricades, Karl Marx, +and the Paris Commune. The word COMINTERN, on the other hand, suggests +merely a tightly-knit organization and a well-defined body of doctrine. +It refers to something almost as easily recognized, and as limited in +purpose, as a chair or a table. COMINTERN is a word that can be uttered +almost without taking thought, whereas COMMUNIST INTERNATIONAL is a phrase +over which one is obliged to linger at least momentarily. In the same way, +the associations called up by a word like MINITRUE are fewer and more +controllable than those called up by MINISTRY OF TRUTH. This accounted not +only for the habit of abbreviating whenever possible, but also for the +almost exaggerated care that was taken to make every word easily +pronounceable. + +In Newspeak, euphony outweighed every consideration other than exactitude +of meaning. Regularity of grammar was always sacrificed to it when it +seemed necessary. And rightly so, since what was required, above all for +political purposes, was short clipped words of unmistakable meaning which +could be uttered rapidly and which roused the minimum of echoes in the +speaker's mind. The words of the B vocabulary even gained in force from +the fact that nearly all of them were very much alike. Almost invariably +these words--GOODTHINK, MINIPAX, PROLEFEED, SEXCRIME, JOYCAMP, INGSOC, +BELLYFEEL, THINKPOL, and countless others--were words of two or three +syllables, with the stress distributed equally between the first syllable +and the last. The use of them encouraged a gabbling style of speech, at +once staccato and monotonous. And this was exactly what was aimed at. The +intention was to make speech, and especially speech on any subject not +ideologically neutral, as nearly as possible independent of consciousness. +For the purposes of everyday life it was no doubt necessary, or sometimes +necessary, to reflect before speaking, but a Party member called upon to +make a political or ethical judgement should be able to spray forth the +correct opinions as automatically as a machine gun spraying forth bullets. +His training fitted him to do this, the language gave him an almost +foolproof instrument, and the texture of the words, with their harsh sound +and a certain wilful ugliness which was in accord with the spirit of +Ingsoc, assisted the process still further. + +So did the fact of having very few words to choose from. Relative to our +own, the Newspeak vocabulary was tiny, and new ways of reducing it were +constantly being devised. Newspeak, indeed, differed from most all other +languages in that its vocabulary grew smaller instead of larger every +year. Each reduction was a gain, since the smaller the area of choice, +the smaller the temptation to take thought. Ultimately it was hoped to +make articulate speech issue from the larynx without involving the higher +brain centres at all. This aim was frankly admitted in the Newspeak word +DUCKSPEAK, meaning 'to quack like a duck'. Like various other words in +the B vocabulary, DUCKSPEAK was ambivalent in meaning. Provided that the +opinions which were quacked out were orthodox ones, it implied nothing but +praise, and when 'The Times' referred to one of the orators of the Party +as a DOUBLEPLUSGOOD DUCKSPEAKER it was paying a warm and valued compliment. + + +THE C VOCABULARY. The C vocabulary was supplementary to the others and +consisted entirely of scientific and technical terms. These resembled the +scientific terms in use today, and were constructed from the same roots, +but the usual care was taken to define them rigidly and strip them of +undesirable meanings. They followed the same grammatical rules as the +words in the other two vocabularies. Very few of the C words had any +currency either in everyday speech or in political speech. Any scientific +worker or technician could find all the words he needed in the list devoted +to his own speciality, but he seldom had more than a smattering of the +words occurring in the other lists. Only a very few words were common to +all lists, and there was no vocabulary expressing the function of Science +as a habit of mind, or a method of thought, irrespective of its particular +branches. There was, indeed, no word for 'Science', any meaning that it +could possibly bear being already sufficiently covered by the word INGSOC. + +From the foregoing account it will be seen that in Newspeak the expression +of unorthodox opinions, above a very low level, was well-nigh impossible. +It was of course possible to utter heresies of a very crude kind, a +species of blasphemy. It would have been possible, for example, to say +BIG BROTHER IS UNGOOD. But this statement, which to an orthodox ear merely +conveyed a self-evident absurdity, could not have been sustained by +reasoned argument, because the necessary words were not available. Ideas +inimical to Ingsoc could only be entertained in a vague wordless form, +and could only be named in very broad terms which lumped together and +condemned whole groups of heresies without defining them in doing so. +One could, in fact, only use Newspeak for unorthodox purposes by +illegitimately translating some of the words back into Oldspeak. For +example, ALL MANS ARE EQUAL was a possible Newspeak sentence, but only +in the same sense in which ALL MEN ARE REDHAIRED is a possible Oldspeak +sentence. It did not contain a grammatical error, but it expressed +a palpable untruth--i.e. that all men are of equal size, weight, or +strength. The concept of political equality no longer existed, and this +secondary meaning had accordingly been purged out of the word EQUAL. +In 1984, when Oldspeak was still the normal means of communication, +the danger theoretically existed that in using Newspeak words one might +remember their original meanings. In practice it was not difficult for +any person well grounded in DOUBLETHINK to avoid doing this, but within +a couple of generations even the possibility of such a lapse would have +vanished. A person growing up with Newspeak as his sole language would no +more know that EQUAL had once had the secondary meaning of 'politically +equal', or that FREE had once meant 'intellectually free', than for +instance, a person who had never heard of chess would be aware of the +secondary meanings attaching to QUEEN and ROOK. There would be many +crimes and errors which it would be beyond his power to commit, simply +because they were nameless and therefore unimaginable. And it was to be +foreseen that with the passage of time the distinguishing characteristics +of Newspeak would become more and more pronounced--its words growing +fewer and fewer, their meanings more and more rigid, and the chance of +putting them to improper uses always diminishing. + +When Oldspeak had been once and for all superseded, the last link with +the past would have been severed. History had already been rewritten, +but fragments of the literature of the past survived here and there, +imperfectly censored, and so long as one retained one's knowledge of +Oldspeak it was possible to read them. In the future such fragments, even +if they chanced to survive, would be unintelligible and untranslatable. +It was impossible to translate any passage of Oldspeak into Newspeak unless +it either referred to some technical process or some very simple everyday +action, or was already orthodox (GOODTHINKFUL would be the Newspeak +expression) in tendency. In practice this meant that no book written before +approximately 1960 could be translated as a whole. Pre-revolutionary +literature could only be subjected to ideological translation--that is, +alteration in sense as well as language. Take for example the well-known +passage from the Declaration of Independence: + + +WE HOLD THESE TRUTHS TO BE SELF-EVIDENT, THAT ALL MEN ARE CREATED EQUAL, +THAT THEY ARE ENDOWED BY THEIR CREATOR WITH CERTAIN INALIENABLE RIGHTS, +THAT AMONG THESE ARE LIFE, LIBERTY, AND THE PURSUIT OF HAPPINESS. +THAT TO SECURE THESE RIGHTS, GOVERNMENTS ARE INSTITUTED AMONG MEN, +DERIVING THEIR POWERS FROM THE CONSENT OF THE GOVERNED. THAT WHENEVER +ANY FORM OF GOVERNMENT BECOMES DESTRUCTIVE OF THOSE ENDS, IT IS THE RIGHT +OF THE PEOPLE TO ALTER OR ABOLISH IT, AND TO INSTITUTE NEW GOVERNMENT... + + +It would have been quite impossible to render this into Newspeak while +keeping to the sense of the original. The nearest one could come to doing +so would be to swallow the whole passage up in the single word CRIMETHINK. +A full translation could only be an ideological translation, whereby +Jefferson's words would be changed into a panegyric on absolute government. + +A good deal of the literature of the past was, indeed, already being +transformed in this way. Considerations of prestige made it desirable to +preserve the memory of certain historical figures, while at the same time +bringing their achievements into line with the philosophy of Ingsoc. +Various writers, such as Shakespeare, Milton, Swift, Byron, Dickens, and +some others were therefore in process of translation: when the task had +been completed, their original writings, with all else that survived of +the literature of the past, would be destroyed. These translations were +a slow and difficult business, and it was not expected that they would +be finished before the first or second decade of the twenty-first +century. There were also large quantities of merely utilitarian +literature--indispensable technical manuals, and the like--that had to +be treated in the same way. It was chiefly in order to allow time for +the preliminary work of translation that the final adoption of Newspeak +had been fixed for so late a date as 2050. + + + +THE END + + + + + diff --git a/AnimalFarm.txt b/AnimalFarm.txt new file mode 100644 index 0000000..f616927 --- /dev/null +++ b/AnimalFarm.txt @@ -0,0 +1,2843 @@ + Animal Farm +Author: George Orwell (pseudonym of Eric Blair) (1903-1950) + + + + +Chapter I + + + + Mr. Jones, of the Manor Farm, had locked the hen-houses for the night, but +was too drunk to remember to shut the pop-holes. With the ring of light +from his lantern dancing from side to side, he lurched across the yard, +kicked off his boots at the back door, drew himself a last glass of beer +from the barrel in the scullery, and made his way up to bed, where +Mrs. Jones was already snoring. + +As soon as the light in the bedroom went out there was a stirring and a +fluttering all through the farm buildings. Word had gone round during the +day that old Major, the prize Middle White boar, had had a strange dream +on the previous night and wished to communicate it to the other animals. +It had been agreed that they should all meet in the big barn as soon as +Mr. Jones was safely out of the way. Old Major (so he was always called, +though the name under which he had been exhibited was Willingdon Beauty) +was so highly regarded on the farm that everyone was quite ready to lose +an hour's sleep in order to hear what he had to say. + +At one end of the big barn, on a sort of raised platform, Major was +already ensconced on his bed of straw, under a lantern which hung from a +beam. He was twelve years old and had lately grown rather stout, but he +was still a majestic-looking pig, with a wise and benevolent appearance in +spite of the fact that his tushes had never been cut. Before long the +other animals began to arrive and make themselves comfortable after their +different fashions. First came the three dogs, Bluebell, Jessie, and +Pincher, and then the pigs, who settled down in the straw immediately in +front of the platform. The hens perched themselves on the window-sills, +the pigeons fluttered up to the rafters, the sheep and cows lay down +behind the pigs and began to chew the cud. The two cart-horses, Boxer and +Clover, came in together, walking very slowly and setting down their vast +hairy hoofs with great care lest there should be some small animal +concealed in the straw. Clover was a stout motherly mare approaching +middle life, who had never quite got her figure back after her fourth foal. +Boxer was an enormous beast, nearly eighteen hands high, and as strong as +any two ordinary horses put together. A white stripe down his nose gave +him a somewhat stupid appearance, and in fact he was not of first-rate +intelligence, but he was universally respected for his steadiness of +character and tremendous powers of work. After the horses came Muriel, +the white goat, and Benjamin, the donkey. Benjamin was the oldest animal +on the farm, and the worst tempered. He seldom talked, and when he did, it +was usually to make some cynical remark--for instance, he would say that +God had given him a tail to keep the flies off, but that he would sooner +have had no tail and no flies. Alone among the animals on the farm he +never laughed. If asked why, he would say that he saw nothing to laugh at. +Nevertheless, without openly admitting it, he was devoted to Boxer; the +two of them usually spent their Sundays together in the small paddock +beyond the orchard, grazing side by side and never speaking. + +The two horses had just lain down when a brood of ducklings, which had +lost their mother, filed into the barn, cheeping feebly and wandering from +side to side to find some place where they would not be trodden on. Clover +made a sort of wall round them with her great foreleg, and the ducklings +nestled down inside it and promptly fell asleep. At the last moment +Mollie, the foolish, pretty white mare who drew Mr. Jones's trap, came +mincing daintily in, chewing at a lump of sugar. She took a place near the +front and began flirting her white mane, hoping to draw attention to the +red ribbons it was plaited with. Last of all came the cat, who looked +round, as usual, for the warmest place, and finally squeezed herself in +between Boxer and Clover; there she purred contentedly throughout Major's +speech without listening to a word of what he was saying. + +All the animals were now present except Moses, the tame raven, who slept +on a perch behind the back door. When Major saw that they had all made +themselves comfortable and were waiting attentively, he cleared his throat +and began: + +"Comrades, you have heard already about the strange dream that I had last +night. But I will come to the dream later. I have something else to say +first. I do not think, comrades, that I shall be with you for many months +longer, and before I die, I feel it my duty to pass on to you such wisdom +as I have acquired. I have had a long life, I have had much time for +thought as I lay alone in my stall, and I think I may say that I +understand the nature of life on this earth as well as any animal now +living. It is about this that I wish to speak to you. + +"Now, comrades, what is the nature of this life of ours? Let us face it: +our lives are miserable, laborious, and short. We are born, we are given +just so much food as will keep the breath in our bodies, and those of us +who are capable of it are forced to work to the last atom of our strength; +and the very instant that our usefulness has come to an end we are +slaughtered with hideous cruelty. No animal in England knows the meaning +of happiness or leisure after he is a year old. No animal in England is +free. The life of an animal is misery and slavery: that is the plain truth. + +"But is this simply part of the order of nature? Is it because this land +of ours is so poor that it cannot afford a decent life to those who dwell +upon it? No, comrades, a thousand times no! The soil of England is +fertile, its climate is good, it is capable of affording food in abundance +to an enormously greater number of animals than now inhabit it. This +single farm of ours would support a dozen horses, twenty cows, hundreds of +sheep--and all of them living in a comfort and a dignity that are now +almost beyond our imagining. Why then do we continue in this miserable +condition? Because nearly the whole of the produce of our labour is stolen +from us by human beings. There, comrades, is the answer to all our +problems. It is summed up in a single word--Man. Man is the only real +enemy we have. Remove Man from the scene, and the root cause of hunger and +overwork is abolished for ever. + +"Man is the only creature that consumes without producing. He does not +give milk, he does not lay eggs, he is too weak to pull the plough, he +cannot run fast enough to catch rabbits. Yet he is lord of all the +animals. He sets them to work, he gives back to them the bare minimum that +will prevent them from starving, and the rest he keeps for himself. Our +labour tills the soil, our dung fertilises it, and yet there is not one of +us that owns more than his bare skin. You cows that I see before me, how +many thousands of gallons of milk have you given during this last year? +And what has happened to that milk which should have been breeding up +sturdy calves? Every drop of it has gone down the throats of our enemies. +And you hens, how many eggs have you laid in this last year, and how many +of those eggs ever hatched into chickens? The rest have all gone to market +to bring in money for Jones and his men. And you, Clover, where are those +four foals you bore, who should have been the support and pleasure of your +old age? Each was sold at a year old--you will never see one of them +again. In return for your four confinements and all your labour in the +fields, what have you ever had except your bare rations and a stall? + +"And even the miserable lives we lead are not allowed to reach their +natural span. For myself I do not grumble, for I am one of the lucky ones. +I am twelve years old and have had over four hundred children. Such is the +natural life of a pig. But no animal escapes the cruel knife in the end. +You young porkers who are sitting in front of me, every one of you will +scream your lives out at the block within a year. To that horror we all +must come--cows, pigs, hens, sheep, everyone. Even the horses and the dogs +have no better fate. You, Boxer, the very day that those great muscles of +yours lose their power, Jones will sell you to the knacker, who will cut +your throat and boil you down for the foxhounds. As for the dogs, when +they grow old and toothless, Jones ties a brick round their necks and +drowns them in the nearest pond. + +"Is it not crystal clear, then, comrades, that all the evils of this life +of ours spring from the tyranny of human beings? Only get rid of Man, and +the produce of our labour would be our own. Almost overnight we could +become rich and free. What then must we do? Why, work night and day, body +and soul, for the overthrow of the human race! That is my message to you, +comrades: Rebellion! I do not know when that Rebellion will come, it might +be in a week or in a hundred years, but I know, as surely as I see this +straw beneath my feet, that sooner or later justice will be done. Fix your +eyes on that, comrades, throughout the short remainder of your lives! And +above all, pass on this message of mine to those who come after you, so +that future generations shall carry on the struggle until it is victorious. + +"And remember, comrades, your resolution must never falter. No argument +must lead you astray. Never listen when they tell you that Man and the +animals have a common interest, that the prosperity of the one is the +prosperity of the others. It is all lies. Man serves the interests of no +creature except himself. And among us animals let there be perfect unity, +perfect comradeship in the struggle. All men are enemies. All animals are +comrades." + +At this moment there was a tremendous uproar. While Major was speaking +four large rats had crept out of their holes and were sitting on their +hindquarters, listening to him. The dogs had suddenly caught sight of +them, and it was only by a swift dash for their holes that the rats saved +their lives. Major raised his trotter for silence. + +"Comrades," he said, "here is a point that must be settled. The wild +creatures, such as rats and rabbits--are they our friends or our enemies? +Let us put it to the vote. I propose this question to the meeting: Are +rats comrades?" + +The vote was taken at once, and it was agreed by an overwhelming majority +that rats were comrades. There were only four dissentients, the three dogs +and the cat, who was afterwards discovered to have voted on both sides. +Major continued: + +"I have little more to say. I merely repeat, remember always your duty of +enmity towards Man and all his ways. Whatever goes upon two legs is an +enemy. Whatever goes upon four legs, or has wings, is a friend. And +remember also that in fighting against Man, we must not come to resemble +him. Even when you have conquered him, do not adopt his vices. No animal +must ever live in a house, or sleep in a bed, or wear clothes, or drink +alcohol, or smoke tobacco, or touch money, or engage in trade. All the +habits of Man are evil. And, above all, no animal must ever tyrannise over +his own kind. Weak or strong, clever or simple, we are all brothers. No +animal must ever kill any other animal. All animals are equal. + +"And now, comrades, I will tell you about my dream of last night. I cannot +describe that dream to you. It was a dream of the earth as it will be when +Man has vanished. But it reminded me of something that I had long +forgotten. Many years ago, when I was a little pig, my mother and the +other sows used to sing an old song of which they knew only the tune and +the first three words. I had known that tune in my infancy, but it had +long since passed out of my mind. Last night, however, it came back to me +in my dream. And what is more, the words of the song also came back-words, +I am certain, which were sung by the animals of long ago and have been +lost to memory for generations. I will sing you that song now, comrades. +I am old and my voice is hoarse, but when I have taught you the tune, you +can sing it better for yourselves. It is called 'Beasts of England'." + +Old Major cleared his throat and began to sing. As he had said, his voice +was hoarse, but he sang well enough, and it was a stirring tune, something +between 'Clementine' and 'La Cucaracha'. The words ran: + +Beasts of England, beasts of Ireland, +Beasts of every land and clime, +Hearken to my joyful tidings +Of the golden future time. + +Soon or late the day is coming, +Tyrant Man shall be o'erthrown, +And the fruitful fields of England +Shall be trod by beasts alone. + +Rings shall vanish from our noses, +And the harness from our back, +Bit and spur shall rust forever, +Cruel whips no more shall crack. + +Riches more than mind can picture, +Wheat and barley, oats and hay, +Clover, beans, and mangel-wurzels +Shall be ours upon that day. + +Bright will shine the fields of England, +Purer shall its waters be, +Sweeter yet shall blow its breezes +On the day that sets us free. + +For that day we all must labour, +Though we die before it break; +Cows and horses, geese and turkeys, +All must toil for freedom's sake. + +Beasts of England, beasts of Ireland, +Beasts of every land and clime, +Hearken well and spread my tidings +Of the golden future time. + + +The singing of this song threw the animals into the wildest excitement. +Almost before Major had reached the end, they had begun singing it for +themselves. Even the stupidest of them had already picked up the tune and +a few of the words, and as for the clever ones, such as the pigs and dogs, +they had the entire song by heart within a few minutes. And then, after a +few preliminary tries, the whole farm burst out into 'Beasts of England' in +tremendous unison. The cows lowed it, the dogs whined it, the sheep +bleated it, the horses whinnied it, the ducks quacked it. They were so +delighted with the song that they sang it right through five times in +succession, and might have continued singing it all night if they had not +been interrupted. + +Unfortunately, the uproar awoke Mr. Jones, who sprang out of bed, making +sure that there was a fox in the yard. He seized the gun which always +stood in a corner of his bedroom, and let fly a charge of number 6 shot +into the darkness. The pellets buried themselves in the wall of the barn +and the meeting broke up hurriedly. Everyone fled to his own +sleeping-place. The birds jumped on to their perches, the animals settled +down in the straw, and the whole farm was asleep in a moment. + + + + +Chapter II + + + +Three nights later old Major died peacefully in his sleep. His body was +buried at the foot of the orchard. + +This was early in March. During the next three months there was much +secret activity. Major's speech had given to the more intelligent animals +on the farm a completely new outlook on life. They did not know when the +Rebellion predicted by Major would take place, they had no reason for +thinking that it would be within their own lifetime, but they saw clearly +that it was their duty to prepare for it. The work of teaching and +organising the others fell naturally upon the pigs, who were generally +recognised as being the cleverest of the animals. Pre-eminent among the +pigs were two young boars named Snowball and Napoleon, whom Mr. Jones was +breeding up for sale. Napoleon was a large, rather fierce-looking +Berkshire boar, the only Berkshire on the farm, not much of a talker, but +with a reputation for getting his own way. Snowball was a more vivacious +pig than Napoleon, quicker in speech and more inventive, but was not +considered to have the same depth of character. All the other male pigs on +the farm were porkers. The best known among them was a small fat pig named +Squealer, with very round cheeks, twinkling eyes, nimble movements, and a +shrill voice. He was a brilliant talker, and when he was arguing some +difficult point he had a way of skipping from side to side and whisking +his tail which was somehow very persuasive. The others said of Squealer +that he could turn black into white. + +These three had elaborated old Major's teachings into a complete system of +thought, to which they gave the name of Animalism. Several nights a week, +after Mr. Jones was asleep, they held secret meetings in the barn and +expounded the principles of Animalism to the others. At the beginning they +met with much stupidity and apathy. Some of the animals talked of the duty +of loyalty to Mr. Jones, whom they referred to as "Master," or made +elementary remarks such as "Mr. Jones feeds us. If he were gone, we should +starve to death." Others asked such questions as "Why should we care what +happens after we are dead?" or "If this Rebellion is to happen anyway, +what difference does it make whether we work for it or not?", and the pigs +had great difficulty in making them see that this was contrary to the +spirit of Animalism. The stupidest questions of all were asked by Mollie, +the white mare. The very first question she asked Snowball was: "Will +there still be sugar after the Rebellion?" + +"No," said Snowball firmly. "We have no means of making sugar on this +farm. Besides, you do not need sugar. You will have all the oats and hay +you want." + +"And shall I still be allowed to wear ribbons in my mane?" asked Mollie. + +"Comrade," said Snowball, "those ribbons that you are so devoted to are +the badge of slavery. Can you not understand that liberty is worth more +than ribbons?" + +Mollie agreed, but she did not sound very convinced. + +The pigs had an even harder struggle to counteract the lies put about by +Moses, the tame raven. Moses, who was Mr. Jones's especial pet, was a spy +and a tale-bearer, but he was also a clever talker. He claimed to know of +the existence of a mysterious country called Sugarcandy Mountain, to which +all animals went when they died. It was situated somewhere up in the sky, +a little distance beyond the clouds, Moses said. In Sugarcandy Mountain it +was Sunday seven days a week, clover was in season all the year round, and +lump sugar and linseed cake grew on the hedges. The animals hated Moses +because he told tales and did no work, but some of them believed in +Sugarcandy Mountain, and the pigs had to argue very hard to persuade them +that there was no such place. + +Their most faithful disciples were the two cart-horses, Boxer and Clover. +These two had great difficulty in thinking anything out for themselves, +but having once accepted the pigs as their teachers, they absorbed +everything that they were told, and passed it on to the other animals by +simple arguments. They were unfailing in their attendance at the secret +meetings in the barn, and led the singing of 'Beasts of England', with +which the meetings always ended. + +Now, as it turned out, the Rebellion was achieved much earlier and more +easily than anyone had expected. In past years Mr. Jones, although a hard +master, had been a capable farmer, but of late he had fallen on evil days. +He had become much disheartened after losing money in a lawsuit, and had +taken to drinking more than was good for him. For whole days at a time he +would lounge in his Windsor chair in the kitchen, reading the newspapers, +drinking, and occasionally feeding Moses on crusts of bread soaked in +beer. His men were idle and dishonest, the fields were full of weeds, the +buildings wanted roofing, the hedges were neglected, and the animals were +underfed. + +June came and the hay was almost ready for cutting. On Midsummer's Eve, +which was a Saturday, Mr. Jones went into Willingdon and got so drunk at +the Red Lion that he did not come back till midday on Sunday. The men had +milked the cows in the early morning and then had gone out rabbiting, +without bothering to feed the animals. When Mr. Jones got back he +immediately went to sleep on the drawing-room sofa with the News of the +World over his face, so that when evening came, the animals were still +unfed. At last they could stand it no longer. One of the cows broke in the +door of the store-shed with her horn and all the animals began to help +themselves from the bins. It was just then that Mr. Jones woke up. The +next moment he and his four men were in the store-shed with whips in their +hands, lashing out in all directions. This was more than the hungry +animals could bear. With one accord, though nothing of the kind had been +planned beforehand, they flung themselves upon their tormentors. Jones and +his men suddenly found themselves being butted and kicked from all sides. +The situation was quite out of their control. They had never seen animals +behave like this before, and this sudden uprising of creatures whom they +were used to thrashing and maltreating just as they chose, frightened them +almost out of their wits. After only a moment or two they gave up trying +to defend themselves and took to their heels. A minute later all five of +them were in full flight down the cart-track that led to the main road, +with the animals pursuing them in triumph. + +Mrs. Jones looked out of the bedroom window, saw what was happening, +hurriedly flung a few possessions into a carpet bag, and slipped out of +the farm by another way. Moses sprang off his perch and flapped after her, +croaking loudly. Meanwhile the animals had chased Jones and his men out on +to the road and slammed the five-barred gate behind them. And so, almost +before they knew what was happening, the Rebellion had been successfully +carried through: Jones was expelled, and the Manor Farm was theirs. + +For the first few minutes the animals could hardly believe in their good +fortune. Their first act was to gallop in a body right round the +boundaries of the farm, as though to make quite sure that no human being +was hiding anywhere upon it; then they raced back to the farm buildings to +wipe out the last traces of Jones's hated reign. The harness-room at the +end of the stables was broken open; the bits, the nose-rings, the +dog-chains, the cruel knives with which Mr. Jones had been used to +castrate the pigs and lambs, were all flung down the well. The reins, the +halters, the blinkers, the degrading nosebags, were thrown on to the +rubbish fire which was burning in the yard. So were the whips. All the +animals capered with joy when they saw the whips going up in flames. +Snowball also threw on to the fire the ribbons with which the horses' +manes and tails had usually been decorated on market days. + +"Ribbons," he said, "should be considered as clothes, which are the mark +of a human being. All animals should go naked." + +When Boxer heard this he fetched the small straw hat which he wore in +summer to keep the flies out of his ears, and flung it on to the fire with +the rest. + +In a very little while the animals had destroyed everything that reminded +them of Mr. Jones. Napoleon then led them back to the store-shed and +served out a double ration of corn to everybody, with two biscuits for +each dog. Then they sang 'Beasts of England' from end to end seven times +running, and after that they settled down for the night and slept as they +had never slept before. + +But they woke at dawn as usual, and suddenly remembering the glorious +thing that had happened, they all raced out into the pasture together. A +little way down the pasture there was a knoll that commanded a view of +most of the farm. The animals rushed to the top of it and gazed round them +in the clear morning light. Yes, it was theirs--everything that they could +see was theirs! In the ecstasy of that thought they gambolled round and +round, they hurled themselves into the air in great leaps of excitement. +They rolled in the dew, they cropped mouthfuls of the sweet summer grass, +they kicked up clods of the black earth and snuffed its rich scent. Then +they made a tour of inspection of the whole farm and surveyed with +speechless admiration the ploughland, the hayfield, the orchard, the pool, +the spinney. It was as though they had never seen these things before, and +even now they could hardly believe that it was all their own. + +Then they filed back to the farm buildings and halted in silence outside +the door of the farmhouse. That was theirs too, but they were frightened +to go inside. After a moment, however, Snowball and Napoleon butted the +door open with their shoulders and the animals entered in single file, +walking with the utmost care for fear of disturbing anything. They tiptoed +from room to room, afraid to speak above a whisper and gazing with a kind +of awe at the unbelievable luxury, at the beds with their feather +mattresses, the looking-glasses, the horsehair sofa, the Brussels carpet, +the lithograph of Queen Victoria over the drawing-room mantelpiece. They +were just coming down the stairs when Mollie was discovered to be missing. +Going back, the others found that she had remained behind in the best +bedroom. She had taken a piece of blue ribbon from Mrs. Jones's +dressing-table, and was holding it against her shoulder and admiring +herself in the glass in a very foolish manner. The others reproached her +sharply, and they went outside. Some hams hanging in the kitchen were +taken out for burial, and the barrel of beer in the scullery was stove in +with a kick from Boxer's hoof, otherwise nothing in the house was touched. +A unanimous resolution was passed on the spot that the farmhouse should be +preserved as a museum. All were agreed that no animal must ever live there. + +The animals had their breakfast, and then Snowball and Napoleon called +them together again. + +"Comrades," said Snowball, "it is half-past six and we have a long day +before us. Today we begin the hay harvest. But there is another matter +that must be attended to first." + +The pigs now revealed that during the past three months they had taught +themselves to read and write from an old spelling book which had belonged +to Mr. Jones's children and which had been thrown on the rubbish heap. +Napoleon sent for pots of black and white paint and led the way down to +the five-barred gate that gave on to the main road. Then Snowball (for it +was Snowball who was best at writing) took a brush between the two +knuckles of his trotter, painted out MANOR FARM from the top bar of the +gate and in its place painted ANIMAL FARM. This was to be the name of the +farm from now onwards. After this they went back to the farm buildings, +where Snowball and Napoleon sent for a ladder which they caused to be set +against the end wall of the big barn. They explained that by their studies +of the past three months the pigs had succeeded in reducing the principles +of Animalism to Seven Commandments. These Seven Commandments would now be +inscribed on the wall; they would form an unalterable law by which all the +animals on Animal Farm must live for ever after. With some difficulty +(for it is not easy for a pig to balance himself on a ladder) Snowball +climbed up and set to work, with Squealer a few rungs below him holding +the paint-pot. The Commandments were written on the tarred wall in great +white letters that could be read thirty yards away. They ran thus: + + +THE SEVEN COMMANDMENTS + +1. Whatever goes upon two legs is an enemy. +2. Whatever goes upon four legs, or has wings, is a friend. +3. No animal shall wear clothes. +4. No animal shall sleep in a bed. +5. No animal shall drink alcohol. +6. No animal shall kill any other animal. +7. All animals are equal. + + +It was very neatly written, and except that "friend" was written "freind" +and one of the "S's" was the wrong way round, the spelling was correct all +the way through. Snowball read it aloud for the benefit of the others. All +the animals nodded in complete agreement, and the cleverer ones at once +began to learn the Commandments by heart. + +"Now, comrades," cried Snowball, throwing down the paint-brush, "to the +hayfield! Let us make it a point of honour to get in the harvest more +quickly than Jones and his men could do." + +But at this moment the three cows, who had seemed uneasy for some time +past, set up a loud lowing. They had not been milked for twenty-four +hours, and their udders were almost bursting. After a little thought, the +pigs sent for buckets and milked the cows fairly successfully, their +trotters being well adapted to this task. Soon there were five buckets of +frothing creamy milk at which many of the animals looked with considerable +interest. + +"What is going to happen to all that milk?" said someone. + +"Jones used sometimes to mix some of it in our mash," said one of the hens. + +"Never mind the milk, comrades!" cried Napoleon, placing himself in front +of the buckets. "That will be attended to. The harvest is more important. +Comrade Snowball will lead the way. I shall follow in a few minutes. +Forward, comrades! The hay is waiting." + +So the animals trooped down to the hayfield to begin the harvest, and when +they came back in the evening it was noticed that the milk had disappeared. + + + + +Chapter III + + + +How they toiled and sweated to get the hay in! But their efforts were +rewarded, for the harvest was an even bigger success than they had hoped. + +Sometimes the work was hard; the implements had been designed for human +beings and not for animals, and it was a great drawback that no animal was +able to use any tool that involved standing on his hind legs. But the pigs +were so clever that they could think of a way round every difficulty. As +for the horses, they knew every inch of the field, and in fact understood +the business of mowing and raking far better than Jones and his men had +ever done. The pigs did not actually work, but directed and supervised the +others. With their superior knowledge it was natural that they should +assume the leadership. Boxer and Clover would harness themselves to the +cutter or the horse-rake (no bits or reins were needed in these days, of +course) and tramp steadily round and round the field with a pig walking +behind and calling out "Gee up, comrade!" or "Whoa back, comrade!" as the +case might be. And every animal down to the humblest worked at turning the +hay and gathering it. Even the ducks and hens toiled to and fro all day in +the sun, carrying tiny wisps of hay in their beaks. In the end they +finished the harvest in two days' less time than it had usually taken +Jones and his men. Moreover, it was the biggest harvest that the farm had +ever seen. There was no wastage whatever; the hens and ducks with their +sharp eyes had gathered up the very last stalk. And not an animal on the +farm had stolen so much as a mouthful. + +All through that summer the work of the farm went like clockwork. The +animals were happy as they had never conceived it possible to be. Every +mouthful of food was an acute positive pleasure, now that it was truly +their own food, produced by themselves and for themselves, not doled out +to them by a grudging master. With the worthless parasitical human beings +gone, there was more for everyone to eat. There was more leisure too, +inexperienced though the animals were. They met with many difficulties--for +instance, later in the year, when they harvested the corn, they had to +tread it out in the ancient style and blow away the chaff with their +breath, since the farm possessed no threshing machine--but the pigs with +their cleverness and Boxer with his tremendous muscles always pulled them +through. Boxer was the admiration of everybody. He had been a hard worker +even in Jones's time, but now he seemed more like three horses than one; +there were days when the entire work of the farm seemed to rest on his +mighty shoulders. From morning to night he was pushing and pulling, always +at the spot where the work was hardest. He had made an arrangement with +one of the cockerels to call him in the mornings half an hour earlier than +anyone else, and would put in some volunteer labour at whatever seemed to +be most needed, before the regular day's work began. His answer to every +problem, every setback, was "I will work harder!"--which he had adopted as +his personal motto. + +But everyone worked according to his capacity. The hens and ducks, for +instance, saved five bushels of corn at the harvest by gathering up the +stray grains. Nobody stole, nobody grumbled over his rations, the +quarrelling and biting and jealousy which had been normal features of life +in the old days had almost disappeared. Nobody shirked--or almost nobody. +Mollie, it was true, was not good at getting up in the mornings, and had a +way of leaving work early on the ground that there was a stone in her +hoof. And the behaviour of the cat was somewhat peculiar. It was soon +noticed that when there was work to be done the cat could never be found. +She would vanish for hours on end, and then reappear at meal-times, or in +the evening after work was over, as though nothing had happened. But she +always made such excellent excuses, and purred so affectionately, that it +was impossible not to believe in her good intentions. Old Benjamin, the +donkey, seemed quite unchanged since the Rebellion. He did his work in the +same slow obstinate way as he had done it in Jones's time, never shirking +and never volunteering for extra work either. About the Rebellion and its +results he would express no opinion. When asked whether he was not happier +now that Jones was gone, he would say only "Donkeys live a long time. None +of you has ever seen a dead donkey," and the others had to be content with +this cryptic answer. + +On Sundays there was no work. Breakfast was an hour later than usual, and +after breakfast there was a ceremony which was observed every week without +fail. First came the hoisting of the flag. Snowball had found in the +harness-room an old green tablecloth of Mrs. Jones's and had painted on it +a hoof and a horn in white. This was run up the flagstaff in the farmhouse +garden every Sunday morning. The flag was green, Snowball explained, to +represent the green fields of England, while the hoof and horn signified +the future Republic of the Animals which would arise when the human race +had been finally overthrown. After the hoisting of the flag all the +animals trooped into the big barn for a general assembly which was known +as the Meeting. Here the work of the coming week was planned out and +resolutions were put forward and debated. It was always the pigs who put +forward the resolutions. The other animals understood how to vote, but +could never think of any resolutions of their own. Snowball and Napoleon +were by far the most active in the debates. But it was noticed that these +two were never in agreement: whatever suggestion either of them made, the +other could be counted on to oppose it. Even when it was resolved--a thing +no one could object to in itself--to set aside the small paddock behind +the orchard as a home of rest for animals who were past work, there was a +stormy debate over the correct retiring age for each class of animal. The +Meeting always ended with the singing of 'Beasts of England', and the +afternoon was given up to recreation. + +The pigs had set aside the harness-room as a headquarters for themselves. +Here, in the evenings, they studied blacksmithing, carpentering, and other +necessary arts from books which they had brought out of the farmhouse. +Snowball also busied himself with organising the other animals into what +he called Animal Committees. He was indefatigable at this. He formed the +Egg Production Committee for the hens, the Clean Tails League for the +cows, the Wild Comrades' Re-education Committee (the object of this was to +tame the rats and rabbits), the Whiter Wool Movement for the sheep, and +various others, besides instituting classes in reading and writing. On the +whole, these projects were a failure. The attempt to tame the wild +creatures, for instance, broke down almost immediately. They continued to +behave very much as before, and when treated with generosity, simply took +advantage of it. The cat joined the Re-education Committee and was very +active in it for some days. She was seen one day sitting on a roof and +talking to some sparrows who were just out of her reach. She was telling +them that all animals were now comrades and that any sparrow who chose +could come and perch on her paw; but the sparrows kept their distance. + +The reading and writing classes, however, were a great success. By the +autumn almost every animal on the farm was literate in some degree. + +As for the pigs, they could already read and write perfectly. The dogs +learned to read fairly well, but were not interested in reading anything +except the Seven Commandments. Muriel, the goat, could read somewhat +better than the dogs, and sometimes used to read to the others in the +evenings from scraps of newspaper which she found on the rubbish heap. +Benjamin could read as well as any pig, but never exercised his faculty. +So far as he knew, he said, there was nothing worth reading. Clover learnt +the whole alphabet, but could not put words together. Boxer could not get +beyond the letter D. He would trace out A, B, C, D, in the dust with his +great hoof, and then would stand staring at the letters with his ears +back, sometimes shaking his forelock, trying with all his might to +remember what came next and never succeeding. On several occasions, +indeed, he did learn E, F, G, H, but by the time he knew them, it was +always discovered that he had forgotten A, B, C, and D. Finally he decided +to be content with the first four letters, and used to write them out once +or twice every day to refresh his memory. Mollie refused to learn any but +the six letters which spelt her own name. She would form these very neatly +out of pieces of twig, and would then decorate them with a flower or two +and walk round them admiring them. + +None of the other animals on the farm could get further than the letter A. +It was also found that the stupider animals, such as the sheep, hens, and +ducks, were unable to learn the Seven Commandments by heart. After much +thought Snowball declared that the Seven Commandments could in effect be +reduced to a single maxim, namely: "Four legs good, two legs bad." This, +he said, contained the essential principle of Animalism. Whoever had +thoroughly grasped it would be safe from human influences. The birds at +first objected, since it seemed to them that they also had two legs, but +Snowball proved to them that this was not so. + +"A bird's wing, comrades," he said, "is an organ of propulsion and not of +manipulation. It should therefore be regarded as a leg. The distinguishing +mark of man is the HAND, the instrument with which he does all his +mischief." + +The birds did not understand Snowball's long words, but they accepted his +explanation, and all the humbler animals set to work to learn the new +maxim by heart. FOUR LEGS GOOD, TWO LEGS BAD, was inscribed on the end +wall of the barn, above the Seven Commandments and in bigger letters. When +they had once got it by heart, the sheep developed a great liking for this +maxim, and often as they lay in the field they would all start bleating +"Four legs good, two legs bad! Four legs good, two legs bad!" and keep it +up for hours on end, never growing tired of it. + +Napoleon took no interest in Snowball's committees. He said that the +education of the young was more important than anything that could be done +for those who were already grown up. It happened that Jessie and Bluebell +had both whelped soon after the hay harvest, giving birth between them to +nine sturdy puppies. As soon as they were weaned, Napoleon took them away +from their mothers, saying that he would make himself responsible for +their education. He took them up into a loft which could only be reached +by a ladder from the harness-room, and there kept them in such seclusion +that the rest of the farm soon forgot their existence. + +The mystery of where the milk went to was soon cleared up. It was mixed +every day into the pigs' mash. The early apples were now ripening, and the +grass of the orchard was littered with windfalls. The animals had assumed +as a matter of course that these would be shared out equally; one day, +however, the order went forth that all the windfalls were to be collected +and brought to the harness-room for the use of the pigs. At this some of +the other animals murmured, but it was no use. All the pigs were in full +agreement on this point, even Snowball and Napoleon. Squealer was sent to +make the necessary explanations to the others. + +"Comrades!" he cried. "You do not imagine, I hope, that we pigs are doing +this in a spirit of selfishness and privilege? Many of us actually dislike +milk and apples. I dislike them myself. Our sole object in taking these +things is to preserve our health. Milk and apples (this has been proved by +Science, comrades) contain substances absolutely necessary to the +well-being of a pig. We pigs are brainworkers. The whole management and +organisation of this farm depend on us. Day and night we are watching over +your welfare. It is for YOUR sake that we drink that milk and eat those +apples. Do you know what would happen if we pigs failed in our duty? Jones +would come back! Yes, Jones would come back! Surely, comrades," cried +Squealer almost pleadingly, skipping from side to side and whisking his +tail, "surely there is no one among you who wants to see Jones come back?" + +Now if there was one thing that the animals were completely certain of, it +was that they did not want Jones back. When it was put to them in this +light, they had no more to say. The importance of keeping the pigs in good +health was all too obvious. So it was agreed without further argument that +the milk and the windfall apples (and also the main crop of apples when +they ripened) should be reserved for the pigs alone. + + + + +Chapter IV + + + +By the late summer the news of what had happened on Animal Farm had spread +across half the county. Every day Snowball and Napoleon sent out flights +of pigeons whose instructions were to mingle with the animals on +neighbouring farms, tell them the story of the Rebellion, and teach them +the tune of 'Beasts of England'. + +Most of this time Mr. Jones had spent sitting in the taproom of the Red +Lion at Willingdon, complaining to anyone who would listen of the +monstrous injustice he had suffered in being turned out of his property by +a pack of good-for-nothing animals. The other farmers sympathised in +principle, but they did not at first give him much help. At heart, each of +them was secretly wondering whether he could not somehow turn Jones's +misfortune to his own advantage. It was lucky that the owners of the two +farms which adjoined Animal Farm were on permanently bad terms. One of +them, which was named Foxwood, was a large, neglected, old-fashioned farm, +much overgrown by woodland, with all its pastures worn out and its hedges +in a disgraceful condition. Its owner, Mr. Pilkington, was an easy-going +gentleman farmer who spent most of his time in fishing or hunting +according to the season. The other farm, which was called Pinchfield, was +smaller and better kept. Its owner was a Mr. Frederick, a tough, shrewd +man, perpetually involved in lawsuits and with a name for driving hard +bargains. These two disliked each other so much that it was difficult for +them to come to any agreement, even in defence of their own interests. + +Nevertheless, they were both thoroughly frightened by the rebellion on +Animal Farm, and very anxious to prevent their own animals from learning +too much about it. At first they pretended to laugh to scorn the idea of +animals managing a farm for themselves. The whole thing would be over in a +fortnight, they said. They put it about that the animals on the Manor Farm +(they insisted on calling it the Manor Farm; they would not tolerate the +name "Animal Farm") were perpetually fighting among themselves and were +also rapidly starving to death. When time passed and the animals had +evidently not starved to death, Frederick and Pilkington changed their +tune and began to talk of the terrible wickedness that now flourished on +Animal Farm. It was given out that the animals there practised cannibalism, +tortured one another with red-hot horseshoes, and had their females in +common. This was what came of rebelling against the laws of Nature, +Frederick and Pilkington said. + +However, these stories were never fully believed. Rumours of a wonderful +farm, where the human beings had been turned out and the animals managed +their own affairs, continued to circulate in vague and distorted forms, +and throughout that year a wave of rebelliousness ran through the +countryside. Bulls which had always been tractable suddenly turned savage, +sheep broke down hedges and devoured the clover, cows kicked the pail +over, hunters refused their fences and shot their riders on to the other +side. Above all, the tune and even the words of 'Beasts of England' were +known everywhere. It had spread with astonishing speed. The human beings +could not contain their rage when they heard this song, though they +pretended to think it merely ridiculous. They could not understand, they +said, how even animals could bring themselves to sing such contemptible +rubbish. Any animal caught singing it was given a flogging on the spot. +And yet the song was irrepressible. The blackbirds whistled it in the +hedges, the pigeons cooed it in the elms, it got into the din of the +smithies and the tune of the church bells. And when the human beings +listened to it, they secretly trembled, hearing in it a prophecy of their +future doom. + +Early in October, when the corn was cut and stacked and some of it was +already threshed, a flight of pigeons came whirling through the air and +alighted in the yard of Animal Farm in the wildest excitement. Jones and +all his men, with half a dozen others from Foxwood and Pinchfield, had +entered the five-barred gate and were coming up the cart-track that led to +the farm. They were all carrying sticks, except Jones, who was marching +ahead with a gun in his hands. Obviously they were going to attempt the +recapture of the farm. + +This had long been expected, and all preparations had been made. Snowball, +who had studied an old book of Julius Caesar's campaigns which he had +found in the farmhouse, was in charge of the defensive operations. He gave +his orders quickly, and in a couple of minutes every animal was at his +post. + +As the human beings approached the farm buildings, Snowball launched his +first attack. All the pigeons, to the number of thirty-five, flew to and +fro over the men's heads and muted upon them from mid-air; and while the +men were dealing with this, the geese, who had been hiding behind the +hedge, rushed out and pecked viciously at the calves of their legs. +However, this was only a light skirmishing manoeuvre, intended to create a +little disorder, and the men easily drove the geese off with their sticks. +Snowball now launched his second line of attack. Muriel, Benjamin, and all +the sheep, with Snowball at the head of them, rushed forward and prodded +and butted the men from every side, while Benjamin turned around and +lashed at them with his small hoofs. But once again the men, with their +sticks and their hobnailed boots, were too strong for them; and suddenly, +at a squeal from Snowball, which was the signal for retreat, all the +animals turned and fled through the gateway into the yard. + +The men gave a shout of triumph. They saw, as they imagined, their enemies +in flight, and they rushed after them in disorder. This was just what +Snowball had intended. As soon as they were well inside the yard, the +three horses, the three cows, and the rest of the pigs, who had been lying +in ambush in the cowshed, suddenly emerged in their rear, cutting them +off. Snowball now gave the signal for the charge. He himself dashed +straight for Jones. Jones saw him coming, raised his gun and fired. The +pellets scored bloody streaks along Snowball's back, and a sheep dropped +dead. Without halting for an instant, Snowball flung his fifteen stone +against Jones's legs. Jones was hurled into a pile of dung and his gun +flew out of his hands. But the most terrifying spectacle of all was Boxer, +rearing up on his hind legs and striking out with his great iron-shod +hoofs like a stallion. His very first blow took a stable-lad from Foxwood +on the skull and stretched him lifeless in the mud. At the sight, several +men dropped their sticks and tried to run. Panic overtook them, and the +next moment all the animals together were chasing them round and round the +yard. They were gored, kicked, bitten, trampled on. There was not an +animal on the farm that did not take vengeance on them after his own +fashion. Even the cat suddenly leapt off a roof onto a cowman's shoulders +and sank her claws in his neck, at which he yelled horribly. At a moment +when the opening was clear, the men were glad enough to rush out of the +yard and make a bolt for the main road. And so within five minutes of +their invasion they were in ignominious retreat by the same way as they +had come, with a flock of geese hissing after them and pecking at their +calves all the way. + +All the men were gone except one. Back in the yard Boxer was pawing with +his hoof at the stable-lad who lay face down in the mud, trying to turn +him over. The boy did not stir. + +"He is dead," said Boxer sorrowfully. "I had no intention of doing that. +I forgot that I was wearing iron shoes. Who will believe that I did not do +this on purpose?" + +"No sentimentality, comrade!" cried Snowball from whose wounds the blood +was still dripping. "War is war. The only good human being is a dead one." + +"I have no wish to take life, not even human life," repeated Boxer, and +his eyes were full of tears. + +"Where is Mollie?" exclaimed somebody. + +Mollie in fact was missing. For a moment there was great alarm; it was +feared that the men might have harmed her in some way, or even carried her +off with them. In the end, however, she was found hiding in her stall with +her head buried among the hay in the manger. She had taken to flight as +soon as the gun went off. And when the others came back from looking for +her, it was to find that the stable-lad, who in fact was only stunned, had +already recovered and made off. + +The animals had now reassembled in the wildest excitement, each recounting +his own exploits in the battle at the top of his voice. An impromptu +celebration of the victory was held immediately. The flag was run up and +'Beasts of England' was sung a number of times, then the sheep who had been +killed was given a solemn funeral, a hawthorn bush being planted on her +grave. At the graveside Snowball made a little speech, emphasising the +need for all animals to be ready to die for Animal Farm if need be. + +The animals decided unanimously to create a military decoration, "Animal +Hero, First Class," which was conferred there and then on Snowball and +Boxer. It consisted of a brass medal (they were really some old +horse-brasses which had been found in the harness-room), to be worn on +Sundays and holidays. There was also "Animal Hero, Second Class," which +was conferred posthumously on the dead sheep. + +There was much discussion as to what the battle should be called. In the +end, it was named the Battle of the Cowshed, since that was where the +ambush had been sprung. Mr. Jones's gun had been found lying in the mud, +and it was known that there was a supply of cartridges in the farmhouse. +It was decided to set the gun up at the foot of the Flagstaff, like a +piece of artillery, and to fire it twice a year--once on October the +twelfth, the anniversary of the Battle of the Cowshed, and once on +Midsummer Day, the anniversary of the Rebellion. + + + + +Chapter V + + + +As winter drew on, Mollie became more and more troublesome. She was late +for work every morning and excused herself by saying that she had +overslept, and she complained of mysterious pains, although her appetite +was excellent. On every kind of pretext she would run away from work and +go to the drinking pool, where she would stand foolishly gazing at her own +reflection in the water. But there were also rumours of something more +serious. One day, as Mollie strolled blithely into the yard, flirting her +long tail and chewing at a stalk of hay, Clover took her aside. + +"Mollie," she said, "I have something very serious to say to you. This +morning I saw you looking over the hedge that divides Animal Farm from +Foxwood. One of Mr. Pilkington's men was standing on the other side of the +hedge. And--I was a long way away, but I am almost certain I saw this--he +was talking to you and you were allowing him to stroke your nose. What +does that mean, Mollie?" + +"He didn't! I wasn't! It isn't true!" cried Mollie, beginning to prance +about and paw the ground. + +"Mollie! Look me in the face. Do you give me your word of honour that that +man was not stroking your nose?" + +"It isn't true!" repeated Mollie, but she could not look Clover in the +face, and the next moment she took to her heels and galloped away into the +field. + +A thought struck Clover. Without saying anything to the others, she went +to Mollie's stall and turned over the straw with her hoof. Hidden under +the straw was a little pile of lump sugar and several bunches of ribbon of +different colours. + +Three days later Mollie disappeared. For some weeks nothing was known of +her whereabouts, then the pigeons reported that they had seen her on the +other side of Willingdon. She was between the shafts of a smart dogcart +painted red and black, which was standing outside a public-house. A fat +red-faced man in check breeches and gaiters, who looked like a publican, +was stroking her nose and feeding her with sugar. Her coat was newly +clipped and she wore a scarlet ribbon round her forelock. She appeared to +be enjoying herself, so the pigeons said. None of the animals ever +mentioned Mollie again. + +In January there came bitterly hard weather. The earth was like iron, and +nothing could be done in the fields. Many meetings were held in the big +barn, and the pigs occupied themselves with planning out the work of the +coming season. It had come to be accepted that the pigs, who were +manifestly cleverer than the other animals, should decide all questions of +farm policy, though their decisions had to be ratified by a majority vote. +This arrangement would have worked well enough if it had not been for the +disputes between Snowball and Napoleon. These two disagreed at every point +where disagreement was possible. If one of them suggested sowing a bigger +acreage with barley, the other was certain to demand a bigger acreage of +oats, and if one of them said that such and such a field was just right +for cabbages, the other would declare that it was useless for anything +except roots. Each had his own following, and there were some violent +debates. At the Meetings Snowball often won over the majority by his +brilliant speeches, but Napoleon was better at canvassing support for +himself in between times. He was especially successful with the sheep. Of +late the sheep had taken to bleating "Four legs good, two legs bad" both +in and out of season, and they often interrupted the Meeting with this. It +was noticed that they were especially liable to break into "Four legs +good, two legs bad" at crucial moments in Snowball's speeches. Snowball +had made a close study of some back numbers of the 'Farmer and +Stockbreeder' which he had found in the farmhouse, and was full of plans +for innovations and improvements. He talked learnedly about field drains, +silage, and basic slag, and had worked out a complicated scheme for all +the animals to drop their dung directly in the fields, at a different spot +every day, to save the labour of cartage. Napoleon produced no schemes of +his own, but said quietly that Snowball's would come to nothing, and +seemed to be biding his time. But of all their controversies, none was so +bitter as the one that took place over the windmill. + +In the long pasture, not far from the farm buildings, there was a small +knoll which was the highest point on the farm. After surveying the ground, +Snowball declared that this was just the place for a windmill, which could +be made to operate a dynamo and supply the farm with electrical power. +This would light the stalls and warm them in winter, and would also run a +circular saw, a chaff-cutter, a mangel-slicer, and an electric milking +machine. The animals had never heard of anything of this kind before +(for the farm was an old-fashioned one and had only the most primitive +machinery), and they listened in astonishment while Snowball conjured up +pictures of fantastic machines which would do their work for them while +they grazed at their ease in the fields or improved their minds with +reading and conversation. + +Within a few weeks Snowball's plans for the windmill were fully worked +out. The mechanical details came mostly from three books which had +belonged to Mr. Jones--'One Thousand Useful Things to Do About the House', +'Every Man His Own Bricklayer', and 'Electricity for Beginners'. Snowball +used as his study a shed which had once been used for incubators and had a +smooth wooden floor, suitable for drawing on. He was closeted there for +hours at a time. With his books held open by a stone, and with a piece of +chalk gripped between the knuckles of his trotter, he would move rapidly +to and fro, drawing in line after line and uttering little whimpers of +excitement. Gradually the plans grew into a complicated mass of cranks and +cog-wheels, covering more than half the floor, which the other animals +found completely unintelligible but very impressive. All of them came to +look at Snowball's drawings at least once a day. Even the hens and ducks +came, and were at pains not to tread on the chalk marks. Only Napoleon +held aloof. He had declared himself against the windmill from the start. +One day, however, he arrived unexpectedly to examine the plans. He walked +heavily round the shed, looked closely at every detail of the plans and +snuffed at them once or twice, then stood for a little while contemplating +them out of the corner of his eye; then suddenly he lifted his leg, +urinated over the plans, and walked out without uttering a word. + +The whole farm was deeply divided on the subject of the windmill. Snowball +did not deny that to build it would be a difficult business. Stone would +have to be carried and built up into walls, then the sails would have to +be made and after that there would be need for dynamos and cables. (How +these were to be procured, Snowball did not say.) But he maintained that +it could all be done in a year. And thereafter, he declared, so much +labour would be saved that the animals would only need to work three days +a week. Napoleon, on the other hand, argued that the great need of the +moment was to increase food production, and that if they wasted time on +the windmill they would all starve to death. The animals formed themselves +into two factions under the slogan, "Vote for Snowball and the three-day +week" and "Vote for Napoleon and the full manger." Benjamin was the only +animal who did not side with either faction. He refused to believe either +that food would become more plentiful or that the windmill would save +work. Windmill or no windmill, he said, life would go on as it had always +gone on--that is, badly. + +Apart from the disputes over the windmill, there was the question of the +defence of the farm. It was fully realised that though the human beings +had been defeated in the Battle of the Cowshed they might make another and +more determined attempt to recapture the farm and reinstate Mr. Jones. +They had all the more reason for doing so because the news of their defeat +had spread across the countryside and made the animals on the neighbouring +farms more restive than ever. As usual, Snowball and Napoleon were in +disagreement. According to Napoleon, what the animals must do was to +procure firearms and train themselves in the use of them. According to +Snowball, they must send out more and more pigeons and stir up rebellion +among the animals on the other farms. The one argued that if they could +not defend themselves they were bound to be conquered, the other argued +that if rebellions happened everywhere they would have no need to defend +themselves. The animals listened first to Napoleon, then to Snowball, and +could not make up their minds which was right; indeed, they always found +themselves in agreement with the one who was speaking at the moment. + +At last the day came when Snowball's plans were completed. At the Meeting +on the following Sunday the question of whether or not to begin work on +the windmill was to be put to the vote. When the animals had assembled in +the big barn, Snowball stood up and, though occasionally interrupted by +bleating from the sheep, set forth his reasons for advocating the building +of the windmill. Then Napoleon stood up to reply. He said very quietly +that the windmill was nonsense and that he advised nobody to vote for it, +and promptly sat down again; he had spoken for barely thirty seconds, and +seemed almost indifferent as to the effect he produced. At this Snowball +sprang to his feet, and shouting down the sheep, who had begun bleating +again, broke into a passionate appeal in favour of the windmill. Until now +the animals had been about equally divided in their sympathies, but in a +moment Snowball's eloquence had carried them away. In glowing sentences he +painted a picture of Animal Farm as it might be when sordid labour was +lifted from the animals' backs. His imagination had now run far beyond +chaff-cutters and turnip-slicers. Electricity, he said, could operate +threshing machines, ploughs, harrows, rollers, and reapers and binders, +besides supplying every stall with its own electric light, hot and cold +water, and an electric heater. By the time he had finished speaking, there +was no doubt as to which way the vote would go. But just at this moment +Napoleon stood up and, casting a peculiar sidelong look at Snowball, +uttered a high-pitched whimper of a kind no one had ever heard him utter +before. + +At this there was a terrible baying sound outside, and nine enormous dogs +wearing brass-studded collars came bounding into the barn. They dashed +straight for Snowball, who only sprang from his place just in time to +escape their snapping jaws. In a moment he was out of the door and they +were after him. Too amazed and frightened to speak, all the animals +crowded through the door to watch the chase. Snowball was racing across +the long pasture that led to the road. He was running as only a pig can +run, but the dogs were close on his heels. Suddenly he slipped and it +seemed certain that they had him. Then he was up again, running faster +than ever, then the dogs were gaining on him again. One of them all but +closed his jaws on Snowball's tail, but Snowball whisked it free just in +time. Then he put on an extra spurt and, with a few inches to spare, +slipped through a hole in the hedge and was seen no more. + +Silent and terrified, the animals crept back into the barn. In a moment +the dogs came bounding back. At first no one had been able to imagine +where these creatures came from, but the problem was soon solved: they +were the puppies whom Napoleon had taken away from their mothers and +reared privately. Though not yet full-grown, they were huge dogs, and as +fierce-looking as wolves. They kept close to Napoleon. It was noticed that +they wagged their tails to him in the same way as the other dogs had been +used to do to Mr. Jones. + +Napoleon, with the dogs following him, now mounted on to the raised +portion of the floor where Major had previously stood to deliver his +speech. He announced that from now on the Sunday-morning Meetings would +come to an end. They were unnecessary, he said, and wasted time. In future +all questions relating to the working of the farm would be settled by a +special committee of pigs, presided over by himself. These would meet in +private and afterwards communicate their decisions to the others. The +animals would still assemble on Sunday mornings to salute the flag, sing +'Beasts of England', and receive their orders for the week; but there would +be no more debates. + +In spite of the shock that Snowball's expulsion had given them, the +animals were dismayed by this announcement. Several of them would have +protested if they could have found the right arguments. Even Boxer was +vaguely troubled. He set his ears back, shook his forelock several times, +and tried hard to marshal his thoughts; but in the end he could not think +of anything to say. Some of the pigs themselves, however, were more +articulate. Four young porkers in the front row uttered shrill squeals of +disapproval, and all four of them sprang to their feet and began speaking +at once. But suddenly the dogs sitting round Napoleon let out deep, +menacing growls, and the pigs fell silent and sat down again. Then the +sheep broke out into a tremendous bleating of "Four legs good, two legs +bad!" which went on for nearly a quarter of an hour and put an end to any +chance of discussion. + +Afterwards Squealer was sent round the farm to explain the new arrangement +to the others. + +"Comrades," he said, "I trust that every animal here appreciates the +sacrifice that Comrade Napoleon has made in taking this extra labour upon +himself. Do not imagine, comrades, that leadership is a pleasure! On the +contrary, it is a deep and heavy responsibility. No one believes more +firmly than Comrade Napoleon that all animals are equal. He would be only +too happy to let you make your decisions for yourselves. But sometimes you +might make the wrong decisions, comrades, and then where should we be? +Suppose you had decided to follow Snowball, with his moonshine of +windmills--Snowball, who, as we now know, was no better than a criminal?" + +"He fought bravely at the Battle of the Cowshed," said somebody. + +"Bravery is not enough," said Squealer. "Loyalty and obedience are more +important. And as to the Battle of the Cowshed, I believe the time will +come when we shall find that Snowball's part in it was much exaggerated. +Discipline, comrades, iron discipline! That is the watchword for today. +One false step, and our enemies would be upon us. Surely, comrades, you do +not want Jones back?" + +Once again this argument was unanswerable. Certainly the animals did not +want Jones back; if the holding of debates on Sunday mornings was liable +to bring him back, then the debates must stop. Boxer, who had now had time +to think things over, voiced the general feeling by saying: "If Comrade +Napoleon says it, it must be right." And from then on he adopted the +maxim, "Napoleon is always right," in addition to his private motto of "I +will work harder." + +By this time the weather had broken and the spring ploughing had begun. +The shed where Snowball had drawn his plans of the windmill had been shut +up and it was assumed that the plans had been rubbed off the floor. Every +Sunday morning at ten o'clock the animals assembled in the big barn to +receive their orders for the week. The skull of old Major, now clean of +flesh, had been disinterred from the orchard and set up on a stump at the +foot of the flagstaff, beside the gun. After the hoisting of the flag, the +animals were required to file past the skull in a reverent manner before +entering the barn. Nowadays they did not sit all together as they had done +in the past. Napoleon, with Squealer and another pig named Minimus, who +had a remarkable gift for composing songs and poems, sat on the front of +the raised platform, with the nine young dogs forming a semicircle round +them, and the other pigs sitting behind. The rest of the animals sat +facing them in the main body of the barn. Napoleon read out the orders for +the week in a gruff soldierly style, and after a single singing of 'Beasts +of England', all the animals dispersed. + +On the third Sunday after Snowball's expulsion, the animals were somewhat +surprised to hear Napoleon announce that the windmill was to be built +after all. He did not give any reason for having changed his mind, but +merely warned the animals that this extra task would mean very hard work, +it might even be necessary to reduce their rations. The plans, however, +had all been prepared, down to the last detail. A special committee of +pigs had been at work upon them for the past three weeks. The building of +the windmill, with various other improvements, was expected to take two +years. + +That evening Squealer explained privately to the other animals that +Napoleon had never in reality been opposed to the windmill. On the +contrary, it was he who had advocated it in the beginning, and the plan +which Snowball had drawn on the floor of the incubator shed had actually +been stolen from among Napoleon's papers. The windmill was, in fact, +Napoleon's own creation. Why, then, asked somebody, had he spoken so +strongly against it? Here Squealer looked very sly. That, he said, was +Comrade Napoleon's cunning. He had SEEMED to oppose the windmill, simply +as a manoeuvre to get rid of Snowball, who was a dangerous character and a +bad influence. Now that Snowball was out of the way, the plan could go +forward without his interference. This, said Squealer, was something +called tactics. He repeated a number of times, "Tactics, comrades, +tactics!" skipping round and whisking his tail with a merry laugh. The +animals were not certain what the word meant, but Squealer spoke so +persuasively, and the three dogs who happened to be with him growled so +threateningly, that they accepted his explanation without further +questions. + + + + +Chapter VI + + + +All that year the animals worked like slaves. But they were happy in their +work; they grudged no effort or sacrifice, well aware that everything that +they did was for the benefit of themselves and those of their kind who +would come after them, and not for a pack of idle, thieving human beings. + +Throughout the spring and summer they worked a sixty-hour week, and in +August Napoleon announced that there would be work on Sunday afternoons +as well. This work was strictly voluntary, but any animal who absented +himself from it would have his rations reduced by half. Even so, it was +found necessary to leave certain tasks undone. The harvest was a little +less successful than in the previous year, and two fields which should +have been sown with roots in the early summer were not sown because the +ploughing had not been completed early enough. It was possible to foresee +that the coming winter would be a hard one. + +The windmill presented unexpected difficulties. There was a good quarry of +limestone on the farm, and plenty of sand and cement had been found in one +of the outhouses, so that all the materials for building were at hand. But +the problem the animals could not at first solve was how to break up the +stone into pieces of suitable size. There seemed no way of doing this +except with picks and crowbars, which no animal could use, because no +animal could stand on his hind legs. Only after weeks of vain effort did +the right idea occur to somebody-namely, to utilise the force of gravity. +Huge boulders, far too big to be used as they were, were lying all over +the bed of the quarry. The animals lashed ropes round these, and then all +together, cows, horses, sheep, any animal that could lay hold of the +rope--even the pigs sometimes joined in at critical moments--they dragged +them with desperate slowness up the slope to the top of the quarry, where +they were toppled over the edge, to shatter to pieces below. Transporting +the stone when it was once broken was comparatively simple. The horses +carried it off in cart-loads, the sheep dragged single blocks, even Muriel +and Benjamin yoked themselves into an old governess-cart and did their +share. By late summer a sufficient store of stone had accumulated, and +then the building began, under the superintendence of the pigs. + +But it was a slow, laborious process. Frequently it took a whole day of +exhausting effort to drag a single boulder to the top of the quarry, and +sometimes when it was pushed over the edge it failed to break. Nothing +could have been achieved without Boxer, whose strength seemed equal to +that of all the rest of the animals put together. When the boulder began +to slip and the animals cried out in despair at finding themselves dragged +down the hill, it was always Boxer who strained himself against the rope +and brought the boulder to a stop. To see him toiling up the slope inch by +inch, his breath coming fast, the tips of his hoofs clawing at the ground, +and his great sides matted with sweat, filled everyone with admiration. +Clover warned him sometimes to be careful not to overstrain himself, but +Boxer would never listen to her. His two slogans, "I will work harder" +and "Napoleon is always right," seemed to him a sufficient answer to all +problems. He had made arrangements with the cockerel to call him +three-quarters of an hour earlier in the mornings instead of half an hour. +And in his spare moments, of which there were not many nowadays, he would +go alone to the quarry, collect a load of broken stone, and drag it down +to the site of the windmill unassisted. + +The animals were not badly off throughout that summer, in spite of the +hardness of their work. If they had no more food than they had had in +Jones's day, at least they did not have less. The advantage of only having +to feed themselves, and not having to support five extravagant human +beings as well, was so great that it would have taken a lot of failures to +outweigh it. And in many ways the animal method of doing things was more +efficient and saved labour. Such jobs as weeding, for instance, could be +done with a thoroughness impossible to human beings. And again, since no +animal now stole, it was unnecessary to fence off pasture from arable +land, which saved a lot of labour on the upkeep of hedges and gates. +Nevertheless, as the summer wore on, various unforeseen shortages began to +make them selves felt. There was need of paraffin oil, nails, string, dog +biscuits, and iron for the horses' shoes, none of which could be produced +on the farm. Later there would also be need for seeds and artificial +manures, besides various tools and, finally, the machinery for the +windmill. How these were to be procured, no one was able to imagine. + +One Sunday morning, when the animals assembled to receive their orders, +Napoleon announced that he had decided upon a new policy. From now onwards +Animal Farm would engage in trade with the neighbouring farms: not, of +course, for any commercial purpose, but simply in order to obtain certain +materials which were urgently necessary. The needs of the windmill must +override everything else, he said. He was therefore making arrangements to +sell a stack of hay and part of the current year's wheat crop, and later +on, if more money were needed, it would have to be made up by the sale of +eggs, for which there was always a market in Willingdon. The hens, said +Napoleon, should welcome this sacrifice as their own special contribution +towards the building of the windmill. + +Once again the animals were conscious of a vague uneasiness. Never to have +any dealings with human beings, never to engage in trade, never to make +use of money--had not these been among the earliest resolutions passed at +that first triumphant Meeting after Jones was expelled? All the animals +remembered passing such resolutions: or at least they thought that they +remembered it. The four young pigs who had protested when Napoleon +abolished the Meetings raised their voices timidly, but they were promptly +silenced by a tremendous growling from the dogs. Then, as usual, the sheep +broke into "Four legs good, two legs bad!" and the momentary awkwardness +was smoothed over. Finally Napoleon raised his trotter for silence and +announced that he had already made all the arrangements. There would be no +need for any of the animals to come in contact with human beings, which +would clearly be most undesirable. He intended to take the whole burden +upon his own shoulders. A Mr. Whymper, a solicitor living in Willingdon, +had agreed to act as intermediary between Animal Farm and the outside +world, and would visit the farm every Monday morning to receive his +instructions. Napoleon ended his speech with his usual cry of "Long live +Animal Farm!" and after the singing of 'Beasts of England' the animals +were dismissed. + +Afterwards Squealer made a round of the farm and set the animals' minds at +rest. He assured them that the resolution against engaging in trade and +using money had never been passed, or even suggested. It was pure +imagination, probably traceable in the beginning to lies circulated by +Snowball. A few animals still felt faintly doubtful, but Squealer asked +them shrewdly, "Are you certain that this is not something that you have +dreamed, comrades? Have you any record of such a resolution? Is it written +down anywhere?" And since it was certainly true that nothing of the kind +existed in writing, the animals were satisfied that they had been mistaken. + +Every Monday Mr. Whymper visited the farm as had been arranged. He was a +sly-looking little man with side whiskers, a solicitor in a very small way +of business, but sharp enough to have realised earlier than anyone else +that Animal Farm would need a broker and that the commissions would be +worth having. The animals watched his coming and going with a kind of +dread, and avoided him as much as possible. Nevertheless, the sight of +Napoleon, on all fours, delivering orders to Whymper, who stood on two +legs, roused their pride and partly reconciled them to the new +arrangement. Their relations with the human race were now not quite the +same as they had been before. The human beings did not hate Animal Farm +any less now that it was prospering; indeed, they hated it more than ever. +Every human being held it as an article of faith that the farm would go +bankrupt sooner or later, and, above all, that the windmill would be a +failure. They would meet in the public-houses and prove to one another by +means of diagrams that the windmill was bound to fall down, or that if it +did stand up, then that it would never work. And yet, against their will, +they had developed a certain respect for the efficiency with which the +animals were managing their own affairs. One symptom of this was that they +had begun to call Animal Farm by its proper name and ceased to pretend +that it was called the Manor Farm. They had also dropped their championship +of Jones, who had given up hope of getting his farm back and gone to live +in another part of the county. Except through Whymper, there was as yet no +contact between Animal Farm and the outside world, but there were constant +rumours that Napoleon was about to enter into a definite business agreement +either with Mr. Pilkington of Foxwood or with Mr. Frederick of +Pinchfield--but never, it was noticed, with both simultaneously. + +It was about this time that the pigs suddenly moved into the farmhouse and +took up their residence there. Again the animals seemed to remember that a +resolution against this had been passed in the early days, and again +Squealer was able to convince them that this was not the case. It was +absolutely necessary, he said, that the pigs, who were the brains of the +farm, should have a quiet place to work in. It was also more suited to the +dignity of the Leader (for of late he had taken to speaking of Napoleon +under the title of "Leader") to live in a house than in a mere sty. +Nevertheless, some of the animals were disturbed when they heard that the +pigs not only took their meals in the kitchen and used the drawing-room +as a recreation room, but also slept in the beds. Boxer passed it off as +usual with "Napoleon is always right!", but Clover, who thought she +remembered a definite ruling against beds, went to the end of the barn and +tried to puzzle out the Seven Commandments which were inscribed there. +Finding herself unable to read more than individual letters, she fetched +Muriel. + +"Muriel," she said, "read me the Fourth Commandment. Does it not say +something about never sleeping in a bed?" + +With some difficulty Muriel spelt it out. + +"It says, 'No animal shall sleep in a bed with sheets,"' she announced +finally. + +Curiously enough, Clover had not remembered that the Fourth Commandment +mentioned sheets; but as it was there on the wall, it must have done so. +And Squealer, who happened to be passing at this moment, attended by two +or three dogs, was able to put the whole matter in its proper perspective. + +"You have heard then, comrades," he said, "that we pigs now sleep in the +beds of the farmhouse? And why not? You did not suppose, surely, that +there was ever a ruling against beds? A bed merely means a place to sleep +in. A pile of straw in a stall is a bed, properly regarded. The rule was +against sheets, which are a human invention. We have removed the sheets +from the farmhouse beds, and sleep between blankets. And very comfortable +beds they are too! But not more comfortable than we need, I can tell you, +comrades, with all the brainwork we have to do nowadays. You would not rob +us of our repose, would you, comrades? You would not have us too tired to +carry out our duties? Surely none of you wishes to see Jones back?" + +The animals reassured him on this point immediately, and no more was said +about the pigs sleeping in the farmhouse beds. And when, some days +afterwards, it was announced that from now on the pigs would get up an +hour later in the mornings than the other animals, no complaint was made +about that either. + +By the autumn the animals were tired but happy. They had had a hard year, +and after the sale of part of the hay and corn, the stores of food for the +winter were none too plentiful, but the windmill compensated for +everything. It was almost half built now. After the harvest there was a +stretch of clear dry weather, and the animals toiled harder than ever, +thinking it well worth while to plod to and fro all day with blocks of +stone if by doing so they could raise the walls another foot. Boxer would +even come out at nights and work for an hour or two on his own by the +light of the harvest moon. In their spare moments the animals would walk +round and round the half-finished mill, admiring the strength and +perpendicularity of its walls and marvelling that they should ever have +been able to build anything so imposing. Only old Benjamin refused to grow +enthusiastic about the windmill, though, as usual, he would utter nothing +beyond the cryptic remark that donkeys live a long time. + +November came, with raging south-west winds. Building had to stop because +it was now too wet to mix the cement. Finally there came a night when the +gale was so violent that the farm buildings rocked on their foundations +and several tiles were blown off the roof of the barn. The hens woke up +squawking with terror because they had all dreamed simultaneously of +hearing a gun go off in the distance. In the morning the animals came out +of their stalls to find that the flagstaff had been blown down and an elm +tree at the foot of the orchard had been plucked up like a radish. They +had just noticed this when a cry of despair broke from every animal's +throat. A terrible sight had met their eyes. The windmill was in ruins. + +With one accord they dashed down to the spot. Napoleon, who seldom moved +out of a walk, raced ahead of them all. Yes, there it lay, the fruit of +all their struggles, levelled to its foundations, the stones they had +broken and carried so laboriously scattered all around. Unable at first to +speak, they stood gazing mournfully at the litter of fallen stone. Napoleon +paced to and fro in silence, occasionally snuffing at the ground. His tail +had grown rigid and twitched sharply from side to side, a sign in him of +intense mental activity. Suddenly he halted as though his mind were +made up. + +"Comrades," he said quietly, "do you know who is responsible for this? Do +you know the enemy who has come in the night and overthrown our windmill? +SNOWBALL!" he suddenly roared in a voice of thunder. "Snowball has done +this thing! In sheer malignity, thinking to set back our plans and avenge +himself for his ignominious expulsion, this traitor has crept here under +cover of night and destroyed our work of nearly a year. Comrades, here +and now I pronounce the death sentence upon Snowball. 'Animal Hero, Second +Class,' and half a bushel of apples to any animal who brings him to +justice. A full bushel to anyone who captures him alive!" + +The animals were shocked beyond measure to learn that even Snowball could +be guilty of such an action. There was a cry of indignation, and everyone +began thinking out ways of catching Snowball if he should ever come back. +Almost immediately the footprints of a pig were discovered in the grass at +a little distance from the knoll. They could only be traced for a few +yards, but appeared to lead to a hole in the hedge. Napoleon snuffed +deeply at them and pronounced them to be Snowball's. He gave it as his +opinion that Snowball had probably come from the direction of Foxwood Farm. + +"No more delays, comrades!" cried Napoleon when the footprints had been +examined. "There is work to be done. This very morning we begin rebuilding +the windmill, and we will build all through the winter, rain or shine. We +will teach this miserable traitor that he cannot undo our work so easily. +Remember, comrades, there must be no alteration in our plans: they shall +be carried out to the day. Forward, comrades! Long live the windmill! Long +live Animal Farm!" + + + + +Chapter VII + + + +It was a bitter winter. The stormy weather was followed by sleet and snow, +and then by a hard frost which did not break till well into February. The +animals carried on as best they could with the rebuilding of the windmill, +well knowing that the outside world was watching them and that the envious +human beings would rejoice and triumph if the mill were not finished +on time. + +Out of spite, the human beings pretended not to believe that it was +Snowball who had destroyed the windmill: they said that it had fallen down +because the walls were too thin. The animals knew that this was not the +case. Still, it had been decided to build the walls three feet thick this +time instead of eighteen inches as before, which meant collecting much +larger quantities of stone. For a long time the quarry was full of +snowdrifts and nothing could be done. Some progress was made in the dry +frosty weather that followed, but it was cruel work, and the animals could +not feel so hopeful about it as they had felt before. They were always +cold, and usually hungry as well. Only Boxer and Clover never lost heart. +Squealer made excellent speeches on the joy of service and the dignity of +labour, but the other animals found more inspiration in Boxer's strength +and his never-failing cry of "I will work harder!" + +In January food fell short. The corn ration was drastically reduced, and +it was announced that an extra potato ration would be issued to make up +for it. Then it was discovered that the greater part of the potato crop +had been frosted in the clamps, which had not been covered thickly enough. +The potatoes had become soft and discoloured, and only a few were edible. +For days at a time the animals had nothing to eat but chaff and mangels. +Starvation seemed to stare them in the face. + +It was vitally necessary to conceal this fact from the outside world. +Emboldened by the collapse of the windmill, the human beings were +inventing fresh lies about Animal Farm. Once again it was being put about +that all the animals were dying of famine and disease, and that they were +continually fighting among themselves and had resorted to cannibalism and +infanticide. Napoleon was well aware of the bad results that might follow +if the real facts of the food situation were known, and he decided to make +use of Mr. Whymper to spread a contrary impression. Hitherto the animals +had had little or no contact with Whymper on his weekly visits: now, +however, a few selected animals, mostly sheep, were instructed to remark +casually in his hearing that rations had been increased. In addition, +Napoleon ordered the almost empty bins in the store-shed to be filled +nearly to the brim with sand, which was then covered up with what remained +of the grain and meal. On some suitable pretext Whymper was led through +the store-shed and allowed to catch a glimpse of the bins. He was +deceived, and continued to report to the outside world that there was no +food shortage on Animal Farm. + +Nevertheless, towards the end of January it became obvious that it would +be necessary to procure some more grain from somewhere. In these days +Napoleon rarely appeared in public, but spent all his time in the +farmhouse, which was guarded at each door by fierce-looking dogs. When he +did emerge, it was in a ceremonial manner, with an escort of six dogs who +closely surrounded him and growled if anyone came too near. Frequently he +did not even appear on Sunday mornings, but issued his orders through one +of the other pigs, usually Squealer. + +One Sunday morning Squealer announced that the hens, who had just come in +to lay again, must surrender their eggs. Napoleon had accepted, through +Whymper, a contract for four hundred eggs a week. The price of these would +pay for enough grain and meal to keep the farm going till summer came on +and conditions were easier. + +When the hens heard this, they raised a terrible outcry. They had been +warned earlier that this sacrifice might be necessary, but had not +believed that it would really happen. They were just getting their +clutches ready for the spring sitting, and they protested that to take the +eggs away now was murder. For the first time since the expulsion of Jones, +there was something resembling a rebellion. Led by three young Black +Minorca pullets, the hens made a determined effort to thwart Napoleon's +wishes. Their method was to fly up to the rafters and there lay their +eggs, which smashed to pieces on the floor. Napoleon acted swiftly and +ruthlessly. He ordered the hens' rations to be stopped, and decreed that +any animal giving so much as a grain of corn to a hen should be punished +by death. The dogs saw to it that these orders were carried out. For five +days the hens held out, then they capitulated and went back to their +nesting boxes. Nine hens had died in the meantime. Their bodies were +buried in the orchard, and it was given out that they had died of +coccidiosis. Whymper heard nothing of this affair, and the eggs were duly +delivered, a grocer's van driving up to the farm once a week to take them +away. + +All this while no more had been seen of Snowball. He was rumoured to be +hiding on one of the neighbouring farms, either Foxwood or Pinchfield. +Napoleon was by this time on slightly better terms with the other farmers +than before. It happened that there was in the yard a pile of timber which +had been stacked there ten years earlier when a beech spinney was cleared. +It was well seasoned, and Whymper had advised Napoleon to sell it; both +Mr. Pilkington and Mr. Frederick were anxious to buy it. Napoleon was +hesitating between the two, unable to make up his mind. It was noticed +that whenever he seemed on the point of coming to an agreement with +Frederick, Snowball was declared to be in hiding at Foxwood, while, when +he inclined toward Pilkington, Snowball was said to be at Pinchfield. + +Suddenly, early in the spring, an alarming thing was discovered. Snowball +was secretly frequenting the farm by night! The animals were so disturbed +that they could hardly sleep in their stalls. Every night, it was said, he +came creeping in under cover of darkness and performed all kinds of +mischief. He stole the corn, he upset the milk-pails, he broke the eggs, +he trampled the seedbeds, he gnawed the bark off the fruit trees. Whenever +anything went wrong it became usual to attribute it to Snowball. If a +window was broken or a drain was blocked up, someone was certain to say +that Snowball had come in the night and done it, and when the key of the +store-shed was lost, the whole farm was convinced that Snowball had thrown +it down the well. Curiously enough, they went on believing this even after +the mislaid key was found under a sack of meal. The cows declared +unanimously that Snowball crept into their stalls and milked them in their +sleep. The rats, which had been troublesome that winter, were also said to +be in league with Snowball. + +Napoleon decreed that there should be a full investigation into Snowball's +activities. With his dogs in attendance he set out and made a careful tour +of inspection of the farm buildings, the other animals following at a +respectful distance. At every few steps Napoleon stopped and snuffed the +ground for traces of Snowball's footsteps, which, he said, he could detect +by the smell. He snuffed in every corner, in the barn, in the cow-shed, +in the henhouses, in the vegetable garden, and found traces of Snowball +almost everywhere. He would put his snout to the ground, give several deep +sniffs, ad exclaim in a terrible voice, "Snowball! He has been here! I can +smell him distinctly!" and at the word "Snowball" all the dogs let out +blood-curdling growls and showed their side teeth. + +The animals were thoroughly frightened. It seemed to them as though +Snowball were some kind of invisible influence, pervading the air about +them and menacing them with all kinds of dangers. In the evening Squealer +called them together, and with an alarmed expression on his face told +them that he had some serious news to report. + +"Comrades!" cried Squealer, making little nervous skips, "a most terrible +thing has been discovered. Snowball has sold himself to Frederick of +Pinchfield Farm, who is even now plotting to attack us and take our farm +away from us! Snowball is to act as his guide when the attack begins. But +there is worse than that. We had thought that Snowball's rebellion was +caused simply by his vanity and ambition. But we were wrong, comrades. Do +you know what the real reason was? Snowball was in league with Jones from +the very start! He was Jones's secret agent all the time. It has all been +proved by documents which he left behind him and which we have only just +discovered. To my mind this explains a great deal, comrades. Did we not +see for ourselves how he attempted--fortunately without success--to get us +defeated and destroyed at the Battle of the Cowshed?" + +The animals were stupefied. This was a wickedness far outdoing Snowball's +destruction of the windmill. But it was some minutes before they could +fully take it in. They all remembered, or thought they remembered, how +they had seen Snowball charging ahead of them at the Battle of the +Cowshed, how he had rallied and encouraged them at every turn, and how he +had not paused for an instant even when the pellets from Jones's gun had +wounded his back. At first it was a little difficult to see how this +fitted in with his being on Jones's side. Even Boxer, who seldom asked +questions, was puzzled. He lay down, tucked his fore hoofs beneath him, +shut his eyes, and with a hard effort managed to formulate his thoughts. + +"I do not believe that," he said. "Snowball fought bravely at the Battle +of the Cowshed. I saw him myself. Did we not give him 'Animal Hero, first +Class,' immediately afterwards?" + +"That was our mistake, comrade. For we know now--it is all written down in +the secret documents that we have found--that in reality he was trying to +lure us to our doom." + +"But he was wounded," said Boxer. "We all saw him running with blood." + +"That was part of the arrangement!" cried Squealer. "Jones's shot only +grazed him. I could show you this in his own writing, if you were able to +read it. The plot was for Snowball, at the critical moment, to give the +signal for flight and leave the field to the enemy. And he very nearly +succeeded--I will even say, comrades, he WOULD have succeeded if it had +not been for our heroic Leader, Comrade Napoleon. Do you not remember how, +just at the moment when Jones and his men had got inside the yard, +Snowball suddenly turned and fled, and many animals followed him? And do +you not remember, too, that it was just at that moment, when panic was +spreading and all seemed lost, that Comrade Napoleon sprang forward with a +cry of 'Death to Humanity!' and sank his teeth in Jones's leg? Surely you +remember THAT, comrades?" exclaimed Squealer, frisking from side to side. + +Now when Squealer described the scene so graphically, it seemed to the +animals that they did remember it. At any rate, they remembered that at +the critical moment of the battle Snowball had turned to flee. But Boxer +was still a little uneasy. + +"I do not believe that Snowball was a traitor at the beginning," he said +finally. "What he has done since is different. But I believe that at the +Battle of the Cowshed he was a good comrade." + +"Our Leader, Comrade Napoleon," announced Squealer, speaking very slowly +and firmly, "has stated categorically--categorically, comrade--that +Snowball was Jones's agent from the very beginning--yes, and from long +before the Rebellion was ever thought of." + +"Ah, that is different!" said Boxer. "If Comrade Napoleon says it, it must +be right." + +"That is the true spirit, comrade!" cried Squealer, but it was noticed he +cast a very ugly look at Boxer with his little twinkling eyes. He turned +to go, then paused and added impressively: "I warn every animal on this +farm to keep his eyes very wide open. For we have reason to think that +some of Snowball's secret agents are lurking among us at this moment!" + +Four days later, in the late afternoon, Napoleon ordered all the animals +to assemble in the yard. When they were all gathered together, Napoleon +emerged from the farmhouse, wearing both his medals (for he had recently +awarded himself "Animal Hero, First Class", and "Animal Hero, Second +Class"), with his nine huge dogs frisking round him and uttering growls +that sent shivers down all the animals' spines. They all cowered silently +in their places, seeming to know in advance that some terrible thing was +about to happen. + +Napoleon stood sternly surveying his audience; then he uttered a +high-pitched whimper. Immediately the dogs bounded forward, seized four of +the pigs by the ear and dragged them, squealing with pain and terror, to +Napoleon's feet. The pigs' ears were bleeding, the dogs had tasted blood, +and for a few moments they appeared to go quite mad. To the amazement of +everybody, three of them flung themselves upon Boxer. Boxer saw them +coming and put out his great hoof, caught a dog in mid-air, and pinned +him to the ground. The dog shrieked for mercy and the other two fled with +their tails between their legs. Boxer looked at Napoleon to know whether +he should crush the dog to death or let it go. Napoleon appeared to change +countenance, and sharply ordered Boxer to let the dog go, whereat Boxer +lifted his hoof, and the dog slunk away, bruised and howling. + +Presently the tumult died down. The four pigs waited, trembling, with +guilt written on every line of their countenances. Napoleon now called +upon them to confess their crimes. They were the same four pigs as had +protested when Napoleon abolished the Sunday Meetings. Without any further +prompting they confessed that they had been secretly in touch with +Snowball ever since his expulsion, that they had collaborated with him in +destroying the windmill, and that they had entered into an agreement with +him to hand over Animal Farm to Mr. Frederick. They added that Snowball +had privately admitted to them that he had been Jones's secret agent for +years past. When they had finished their confession, the dogs promptly +tore their throats out, and in a terrible voice Napoleon demanded whether +any other animal had anything to confess. + +The three hens who had been the ringleaders in the attempted rebellion +over the eggs now came forward and stated that Snowball had appeared to +them in a dream and incited them to disobey Napoleon's orders. They, too, +were slaughtered. Then a goose came forward and confessed to having +secreted six ears of corn during the last year's harvest and eaten them in +the night. Then a sheep confessed to having urinated in the drinking +pool--urged to do this, so she said, by Snowball--and two other sheep +confessed to having murdered an old ram, an especially devoted follower of +Napoleon, by chasing him round and round a bonfire when he was suffering +from a cough. They were all slain on the spot. And so the tale of +confessions and executions went on, until there was a pile of corpses +lying before Napoleon's feet and the air was heavy with the smell of +blood, which had been unknown there since the expulsion of Jones. + +When it was all over, the remaining animals, except for the pigs and dogs, +crept away in a body. They were shaken and miserable. They did not know +which was more shocking--the treachery of the animals who had leagued +themselves with Snowball, or the cruel retribution they had just +witnessed. In the old days there had often been scenes of bloodshed +equally terrible, but it seemed to all of them that it was far worse now +that it was happening among themselves. Since Jones had left the farm, +until today, no animal had killed another animal. Not even a rat had been +killed. They had made their way on to the little knoll where the +half-finished windmill stood, and with one accord they all lay down as +though huddling together for warmth--Clover, Muriel, Benjamin, the cows, +the sheep, and a whole flock of geese and hens--everyone, indeed, except +the cat, who had suddenly disappeared just before Napoleon ordered the +animals to assemble. For some time nobody spoke. Only Boxer remained on +his feet. He fidgeted to and fro, swishing his long black tail against his +sides and occasionally uttering a little whinny of surprise. Finally he +said: + +"I do not understand it. I would not have believed that such things could +happen on our farm. It must be due to some fault in ourselves. The +solution, as I see it, is to work harder. From now onwards I shall get up +a full hour earlier in the mornings." + +And he moved off at his lumbering trot and made for the quarry. Having got +there, he collected two successive loads of stone and dragged them down to +the windmill before retiring for the night. + +The animals huddled about Clover, not speaking. The knoll where they were +lying gave them a wide prospect across the countryside. Most of Animal +Farm was within their view--the long pasture stretching down to the main +road, the hayfield, the spinney, the drinking pool, the ploughed fields +where the young wheat was thick and green, and the red roofs of the farm +buildings with the smoke curling from the chimneys. It was a clear spring +evening. The grass and the bursting hedges were gilded by the level rays +of the sun. Never had the farm--and with a kind of surprise they +remembered that it was their own farm, every inch of it their own +property--appeared to the animals so desirable a place. As Clover looked +down the hillside her eyes filled with tears. If she could have spoken her +thoughts, it would have been to say that this was not what they had aimed +at when they had set themselves years ago to work for the overthrow of the +human race. These scenes of terror and slaughter were not what they had +looked forward to on that night when old Major first stirred them to +rebellion. If she herself had had any picture of the future, it had been +of a society of animals set free from hunger and the whip, all equal, each +working according to his capacity, the strong protecting the weak, as she +had protected the lost brood of ducklings with her foreleg on the night of +Major's speech. Instead--she did not know why--they had come to a time +when no one dared speak his mind, when fierce, growling dogs roamed +everywhere, and when you had to watch your comrades torn to pieces after +confessing to shocking crimes. There was no thought of rebellion or +disobedience in her mind. She knew that, even as things were, they were +far better off than they had been in the days of Jones, and that before +all else it was needful to prevent the return of the human beings. +Whatever happened she would remain faithful, work hard, carry out the +orders that were given to her, and accept the leadership of Napoleon. But +still, it was not for this that she and all the other animals had hoped +and toiled. It was not for this that they had built the windmill and faced +the bullets of Jones's gun. Such were her thoughts, though she lacked the +words to express them. + +At last, feeling this to be in some way a substitute for the words she was +unable to find, she began to sing 'Beasts of England'. The other animals +sitting round her took it up, and they sang it three times over--very +tunefully, but slowly and mournfully, in a way they had never sung it +before. + +They had just finished singing it for the third time when Squealer, +attended by two dogs, approached them with the air of having something +important to say. He announced that, by a special decree of Comrade +Napoleon, 'Beasts of England' had been abolished. From now onwards it was +forbidden to sing it. + +The animals were taken aback. + +"Why?" cried Muriel. + +"It's no longer needed, comrade," said Squealer stiffly. "'Beasts of +England' was the song of the Rebellion. But the Rebellion is now +completed. The execution of the traitors this afternoon was the final act. +The enemy both external and internal has been defeated. In 'Beasts of +England' we expressed our longing for a better society in days to come. +But that society has now been established. Clearly this song has no longer +any purpose." + +Frightened though they were, some of the animals might possibly have +protested, but at this moment the sheep set up their usual bleating of +"Four legs good, two legs bad," which went on for several minutes and put +an end to the discussion. + +So 'Beasts of England' was heard no more. In its place Minimus, the poet, +had composed another song which began: + + +Animal Farm, Animal Farm, +Never through me shalt thou come to harm! + + +and this was sung every Sunday morning after the hoisting of the flag. +But somehow neither the words nor the tune ever seemed to the animals to +come up to 'Beasts of England'. + + + + +Chapter VIII + + + +A few days later, when the terror caused by the executions had died down, +some of the animals remembered--or thought they remembered--that the Sixth +Commandment decreed "No animal shall kill any other animal." And though no +one cared to mention it in the hearing of the pigs or the dogs, it was +felt that the killings which had taken place did not square with this. +Clover asked Benjamin to read her the Sixth Commandment, and when +Benjamin, as usual, said that he refused to meddle in such matters, she +fetched Muriel. Muriel read the Commandment for her. It ran: "No animal +shall kill any other animal WITHOUT CAUSE." Somehow or other, the last two +words had slipped out of the animals' memory. But they saw now that the +Commandment had not been violated; for clearly there was good reason for +killing the traitors who had leagued themselves with Snowball. + +Throughout the year the animals worked even harder than they had worked in +the previous year. To rebuild the windmill, with walls twice as thick as +before, and to finish it by the appointed date, together with the regular +work of the farm, was a tremendous labour. There were times when it seemed +to the animals that they worked longer hours and fed no better than they +had done in Jones's day. On Sunday mornings Squealer, holding down a long +strip of paper with his trotter, would read out to them lists of figures +proving that the production of every class of foodstuff had increased by +two hundred per cent, three hundred per cent, or five hundred per cent, +as the case might be. The animals saw no reason to disbelieve him, +especially as they could no longer remember very clearly what conditions +had been like before the Rebellion. All the same, there were days when +they felt that they would sooner have had less figures and more food. + +All orders were now issued through Squealer or one of the other pigs. +Napoleon himself was not seen in public as often as once in a fortnight. +When he did appear, he was attended not only by his retinue of dogs but by +a black cockerel who marched in front of him and acted as a kind of +trumpeter, letting out a loud "cock-a-doodle-doo" before Napoleon spoke. +Even in the farmhouse, it was said, Napoleon inhabited separate apartments +from the others. He took his meals alone, with two dogs to wait upon him, +and always ate from the Crown Derby dinner service which had been in the +glass cupboard in the drawing-room. It was also announced that the gun +would be fired every year on Napoleon's birthday, as well as on the other +two anniversaries. + +Napoleon was now never spoken of simply as "Napoleon." He was always +referred to in formal style as "our Leader, Comrade Napoleon," and this +pigs liked to invent for him such titles as Father of All Animals, Terror +of Mankind, Protector of the Sheep-fold, Ducklings' Friend, and the like. +In his speeches, Squealer would talk with the tears rolling down his +cheeks of Napoleon's wisdom the goodness of his heart, and the deep love +he bore to all animals everywhere, even and especially the unhappy animals +who still lived in ignorance and slavery on other farms. It had become +usual to give Napoleon the credit for every successful achievement and +every stroke of good fortune. You would often hear one hen remark to +another, "Under the guidance of our Leader, Comrade Napoleon, I have laid +five eggs in six days"; or two cows, enjoying a drink at the pool, would +exclaim, "Thanks to the leadership of Comrade Napoleon, how excellent this +water tastes!" The general feeling on the farm was well expressed in a +poem entitled Comrade Napoleon, which was composed by Minimus and which +ran as follows: + + +Friend of fatherless! +Fountain of happiness! +Lord of the swill-bucket! Oh, how my soul is on +Fire when I gaze at thy +Calm and commanding eye, +Like the sun in the sky, +Comrade Napoleon! + +Thou are the giver of +All that thy creatures love, +Full belly twice a day, clean straw to roll upon; +Every beast great or small +Sleeps at peace in his stall, +Thou watchest over all, +Comrade Napoleon! + +Had I a sucking-pig, +Ere he had grown as big +Even as a pint bottle or as a rolling-pin, +He should have learned to be +Faithful and true to thee, +Yes, his first squeak should be +"Comrade Napoleon!" + + +Napoleon approved of this poem and caused it to be inscribed on the wall +of the big barn, at the opposite end from the Seven Commandments. It was +surmounted by a portrait of Napoleon, in profile, executed by Squealer in +white paint. + +Meanwhile, through the agency of Whymper, Napoleon was engaged in +complicated negotiations with Frederick and Pilkington. The pile of timber +was still unsold. Of the two, Frederick was the more anxious to get hold +of it, but he would not offer a reasonable price. At the same time there +were renewed rumours that Frederick and his men were plotting to attack +Animal Farm and to destroy the windmill, the building of which had aroused +furious jealousy in him. Snowball was known to be still skulking on +Pinchfield Farm. In the middle of the summer the animals were alarmed to +hear that three hens had come forward and confessed that, inspired by +Snowball, they had entered into a plot to murder Napoleon. They were +executed immediately, and fresh precautions for Napoleon's safety were +taken. Four dogs guarded his bed at night, one at each corner, and a young +pig named Pinkeye was given the task of tasting all his food before he ate +it, lest it should be poisoned. + +At about the same time it was given out that Napoleon had arranged to sell +the pile of timber to Mr. Pilkington; he was also going to enter into a +regular agreement for the exchange of certain products between Animal Farm +and Foxwood. The relations between Napoleon and Pilkington, though they +were only conducted through Whymper, were now almost friendly. The animals +distrusted Pilkington, as a human being, but greatly preferred him to +Frederick, whom they both feared and hated. As the summer wore on, and the +windmill neared completion, the rumours of an impending treacherous attack +grew stronger and stronger. Frederick, it was said, intended to bring +against them twenty men all armed with guns, and he had already bribed the +magistrates and police, so that if he could once get hold of the +title-deeds of Animal Farm they would ask no questions. Moreover, terrible +stories were leaking out from Pinchfield about the cruelties that +Frederick practised upon his animals. He had flogged an old horse to +death, he starved his cows, he had killed a dog by throwing it into the +furnace, he amused himself in the evenings by making cocks fight with +splinters of razor-blade tied to their spurs. The animals' blood boiled +with rage when they heard of these things being done to their comrades, +and sometimes they clamoured to be allowed to go out in a body and attack +Pinchfield Farm, drive out the humans, and set the animals free. But +Squealer counselled them to avoid rash actions and trust in Comrade +Napoleon's strategy. + +Nevertheless, feeling against Frederick continued to run high. One Sunday +morning Napoleon appeared in the barn and explained that he had never at +any time contemplated selling the pile of timber to Frederick; he +considered it beneath his dignity, he said, to have dealings with +scoundrels of that description. The pigeons who were still sent out to +spread tidings of the Rebellion were forbidden to set foot anywhere on +Foxwood, and were also ordered to drop their former slogan of "Death to +Humanity" in favour of "Death to Frederick." In the late summer yet +another of Snowball's machinations was laid bare. The wheat crop was full +of weeds, and it was discovered that on one of his nocturnal visits +Snowball had mixed weed seeds with the seed corn. A gander who had been +privy to the plot had confessed his guilt to Squealer and immediately +committed suicide by swallowing deadly nightshade berries. The animals +now also learned that Snowball had never--as many of them had believed +hitherto--received the order of "Animal Hero, First Class." This was +merely a legend which had been spread some time after the Battle of the +Cowshed by Snowball himself. So far from being decorated, he had been +censured for showing cowardice in the battle. Once again some of the +animals heard this with a certain bewilderment, but Squealer was soon able +to convince them that their memories had been at fault. + +In the autumn, by a tremendous, exhausting effort--for the harvest had to +be gathered at almost the same time--the windmill was finished. The +machinery had still to be installed, and Whymper was negotiating the +purchase of it, but the structure was completed. In the teeth of every +difficulty, in spite of inexperience, of primitive implements, of bad luck +and of Snowball's treachery, the work had been finished punctually to the +very day! Tired out but proud, the animals walked round and round their +masterpiece, which appeared even more beautiful in their eyes than when it +had been built the first time. Moreover, the walls were twice as thick as +before. Nothing short of explosives would lay them low this time! And when +they thought of how they had laboured, what discouragements they had +overcome, and the enormous difference that would be made in their lives +when the sails were turning and the dynamos running--when they thought of +all this, their tiredness forsook them and they gambolled round and round +the windmill, uttering cries of triumph. Napoleon himself, attended by his +dogs and his cockerel, came down to inspect the completed work; he +personally congratulated the animals on their achievement, and announced +that the mill would be named Napoleon Mill. + +Two days later the animals were called together for a special meeting in +the barn. They were struck dumb with surprise when Napoleon announced that +he had sold the pile of timber to Frederick. Tomorrow Frederick's wagons +would arrive and begin carting it away. Throughout the whole period of his +seeming friendship with Pilkington, Napoleon had really been in secret +agreement with Frederick. + +All relations with Foxwood had been broken off; insulting messages had +been sent to Pilkington. The pigeons had been told to avoid Pinchfield +Farm and to alter their slogan from "Death to Frederick" to "Death to +Pilkington." At the same time Napoleon assured the animals that the +stories of an impending attack on Animal Farm were completely untrue, and +that the tales about Frederick's cruelty to his own animals had been +greatly exaggerated. All these rumours had probably originated with +Snowball and his agents. It now appeared that Snowball was not, after all, +hiding on Pinchfield Farm, and in fact had never been there in his life: +he was living--in considerable luxury, so it was said--at Foxwood, and had +in reality been a pensioner of Pilkington for years past. + +The pigs were in ecstasies over Napoleon's cunning. By seeming to be +friendly with Pilkington he had forced Frederick to raise his price by +twelve pounds. But the superior quality of Napoleon's mind, said Squealer, +was shown in the fact that he trusted nobody, not even Frederick. +Frederick had wanted to pay for the timber with something called a cheque, +which, it seemed, was a piece of paper with a promise to pay written upon +it. But Napoleon was too clever for him. He had demanded payment in real +five-pound notes, which were to be handed over before the timber was +removed. Already Frederick had paid up; and the sum he had paid was just +enough to buy the machinery for the windmill. + +Meanwhile the timber was being carted away at high speed. When it was all +gone, another special meeting was held in the barn for the animals to +inspect Frederick's bank-notes. Smiling beatifically, and wearing both his +decorations, Napoleon reposed on a bed of straw on the platform, with the +money at his side, neatly piled on a china dish from the farmhouse +kitchen. The animals filed slowly past, and each gazed his fill. And Boxer +put out his nose to sniff at the bank-notes, and the flimsy white things +stirred and rustled in his breath. + +Three days later there was a terrible hullabaloo. Whymper, his face deadly +pale, came racing up the path on his bicycle, flung it down in the yard +and rushed straight into the farmhouse. The next moment a choking roar of +rage sounded from Napoleon's apartments. The news of what had happened +sped round the farm like wildfire. The banknotes were forgeries! Frederick +had got the timber for nothing! + +Napoleon called the animals together immediately and in a terrible voice +pronounced the death sentence upon Frederick. When captured, he said, +Frederick should be boiled alive. At the same time he warned them that +after this treacherous deed the worst was to be expected. Frederick and +his men might make their long-expected attack at any moment. Sentinels +were placed at all the approaches to the farm. In addition, four pigeons +were sent to Foxwood with a conciliatory message, which it was hoped might +re-establish good relations with Pilkington. + +The very next morning the attack came. The animals were at breakfast when +the look-outs came racing in with the news that Frederick and his +followers had already come through the five-barred gate. Boldly enough the +animals sallied forth to meet them, but this time they did not have the +easy victory that they had had in the Battle of the Cowshed. There were +fifteen men, with half a dozen guns between them, and they opened fire as +soon as they got within fifty yards. The animals could not face the +terrible explosions and the stinging pellets, and in spite of the efforts +of Napoleon and Boxer to rally them, they were soon driven back. A number +of them were already wounded. They took refuge in the farm buildings and +peeped cautiously out from chinks and knot-holes. The whole of the big +pasture, including the windmill, was in the hands of the enemy. For the +moment even Napoleon seemed at a loss. He paced up and down without a +word, his tail rigid and twitching. Wistful glances were sent in the +direction of Foxwood. If Pilkington and his men would help them, the day +might yet be won. But at this moment the four pigeons, who had been sent +out on the day before, returned, one of them bearing a scrap of paper from +Pilkington. On it was pencilled the words: "Serves you right." + +Meanwhile Frederick and his men had halted about the windmill. The animals +watched them, and a murmur of dismay went round. Two of the men had +produced a crowbar and a sledge hammer. They were going to knock the +windmill down. + +"Impossible!" cried Napoleon. "We have built the walls far too thick for +that. They could not knock it down in a week. Courage, comrades!" + +But Benjamin was watching the movements of the men intently. The two with +the hammer and the crowbar were drilling a hole near the base of the +windmill. Slowly, and with an air almost of amusement, Benjamin nodded his +long muzzle. + +"I thought so," he said. "Do you not see what they are doing? In another +moment they are going to pack blasting powder into that hole." + +Terrified, the animals waited. It was impossible now to venture out of the +shelter of the buildings. After a few minutes the men were seen to be +running in all directions. Then there was a deafening roar. The pigeons +swirled into the air, and all the animals, except Napoleon, flung +themselves flat on their bellies and hid their faces. When they got up +again, a huge cloud of black smoke was hanging where the windmill had +been. Slowly the breeze drifted it away. The windmill had ceased to exist! + +At this sight the animals' courage returned to them. The fear and despair +they had felt a moment earlier were drowned in their rage against this +vile, contemptible act. A mighty cry for vengeance went up, and without +waiting for further orders they charged forth in a body and made straight +for the enemy. This time they did not heed the cruel pellets that swept +over them like hail. It was a savage, bitter battle. The men fired again +and again, and, when the animals got to close quarters, lashed out with +their sticks and their heavy boots. A cow, three sheep, and two geese were +killed, and nearly everyone was wounded. Even Napoleon, who was directing +operations from the rear, had the tip of his tail chipped by a pellet. But +the men did not go unscathed either. Three of them had their heads broken +by blows from Boxer's hoofs; another was gored in the belly by a cow's +horn; another had his trousers nearly torn off by Jessie and Bluebell. And +when the nine dogs of Napoleon's own bodyguard, whom he had instructed to +make a detour under cover of the hedge, suddenly appeared on the men's +flank, baying ferociously, panic overtook them. They saw that they were in +danger of being surrounded. Frederick shouted to his men to get out while +the going was good, and the next moment the cowardly enemy was running for +dear life. The animals chased them right down to the bottom of the field, +and got in some last kicks at them as they forced their way through the +thorn hedge. + +They had won, but they were weary and bleeding. Slowly they began to limp +back towards the farm. The sight of their dead comrades stretched upon the +grass moved some of them to tears. And for a little while they halted in +sorrowful silence at the place where the windmill had once stood. Yes, it +was gone; almost the last trace of their labour was gone! Even the +foundations were partially destroyed. And in rebuilding it they could not +this time, as before, make use of the fallen stones. This time the stones +had vanished too. The force of the explosion had flung them to distances +of hundreds of yards. It was as though the windmill had never been. + +As they approached the farm Squealer, who had unaccountably been absent +during the fighting, came skipping towards them, whisking his tail and +beaming with satisfaction. And the animals heard, from the direction of +the farm buildings, the solemn booming of a gun. + +"What is that gun firing for?" said Boxer. + +"To celebrate our victory!" cried Squealer. + +"What victory?" said Boxer. His knees were bleeding, he had lost a shoe +and split his hoof, and a dozen pellets had lodged themselves in his hind +leg. + +"What victory, comrade? Have we not driven the enemy off our soil--the +sacred soil of Animal Farm?" + +"But they have destroyed the windmill. And we had worked on it for two +years!" + +"What matter? We will build another windmill. We will build six windmills +if we feel like it. You do not appreciate, comrade, the mighty thing that +we have done. The enemy was in occupation of this very ground that we +stand upon. And now--thanks to the leadership of Comrade Napoleon--we have +won every inch of it back again!" + +"Then we have won back what we had before," said Boxer. + +"That is our victory," said Squealer. + +They limped into the yard. The pellets under the skin of Boxer's leg +smarted painfully. He saw ahead of him the heavy labour of rebuilding the +windmill from the foundations, and already in imagination he braced +himself for the task. But for the first time it occurred to him that he +was eleven years old and that perhaps his great muscles were not quite +what they had once been. + +But when the animals saw the green flag flying, and heard the gun firing +again--seven times it was fired in all--and heard the speech that Napoleon +made, congratulating them on their conduct, it did seem to them after all +that they had won a great victory. The animals slain in the battle were +given a solemn funeral. Boxer and Clover pulled the wagon which served as +a hearse, and Napoleon himself walked at the head of the procession. Two +whole days were given over to celebrations. There were songs, speeches, +and more firing of the gun, and a special gift of an apple was bestowed on +every animal, with two ounces of corn for each bird and three biscuits for +each dog. It was announced that the battle would be called the Battle of +the Windmill, and that Napoleon had created a new decoration, the Order +of the Green Banner, which he had conferred upon himself. In the general +rejoicings the unfortunate affair of the banknotes was forgotten. + +It was a few days later than this that the pigs came upon a case of whisky +in the cellars of the farmhouse. It had been overlooked at the time when +the house was first occupied. That night there came from the farmhouse the +sound of loud singing, in which, to everyone's surprise, the strains of +'Beasts of England' were mixed up. At about half past nine Napoleon, +wearing an old bowler hat of Mr. Jones's, was distinctly seen to emerge +from the back door, gallop rapidly round the yard, and disappear indoors +again. But in the morning a deep silence hung over the farmhouse. Not a +pig appeared to be stirring. It was nearly nine o'clock when Squealer made +his appearance, walking slowly and dejectedly, his eyes dull, his tail +hanging limply behind him, and with every appearance of being seriously +ill. He called the animals together and told them that he had a terrible +piece of news to impart. Comrade Napoleon was dying! + +A cry of lamentation went up. Straw was laid down outside the doors of the +farmhouse, and the animals walked on tiptoe. With tears in their eyes they +asked one another what they should do if their Leader were taken away from +them. A rumour went round that Snowball had after all contrived to +introduce poison into Napoleon's food. At eleven o'clock Squealer came +out to make another announcement. As his last act upon earth, Comrade +Napoleon had pronounced a solemn decree: the drinking of alcohol was to be +punished by death. + +By the evening, however, Napoleon appeared to be somewhat better, and the +following morning Squealer was able to tell them that he was well on the +way to recovery. By the evening of that day Napoleon was back at work, and +on the next day it was learned that he had instructed Whymper to purchase +in Willingdon some booklets on brewing and distilling. A week later +Napoleon gave orders that the small paddock beyond the orchard, which it +had previously been intended to set aside as a grazing-ground for animals +who were past work, was to be ploughed up. It was given out that the +pasture was exhausted and needed re-seeding; but it soon became known that +Napoleon intended to sow it with barley. + +About this time there occurred a strange incident which hardly anyone was +able to understand. One night at about twelve o'clock there was a loud +crash in the yard, and the animals rushed out of their stalls. It was a +moonlit night. At the foot of the end wall of the big barn, where the +Seven Commandments were written, there lay a ladder broken in two pieces. +Squealer, temporarily stunned, was sprawling beside it, and near at hand +there lay a lantern, a paint-brush, and an overturned pot of white paint. +The dogs immediately made a ring round Squealer, and escorted him back to +the farmhouse as soon as he was able to walk. None of the animals could +form any idea as to what this meant, except old Benjamin, who nodded his +muzzle with a knowing air, and seemed to understand, but would say nothing. + +But a few days later Muriel, reading over the Seven Commandments to +herself, noticed that there was yet another of them which the animals had +remembered wrong. They had thought the Fifth Commandment was "No animal +shall drink alcohol," but there were two words that they had forgotten. +Actually the Commandment read: "No animal shall drink alcohol TO EXCESS." + + + + +Chapter IX + + + +Boxer's split hoof was a long time in healing. They had started the +rebuilding of the windmill the day after the victory celebrations were +ended. Boxer refused to take even a day off work, and made it a point of +honour not to let it be seen that he was in pain. In the evenings he would +admit privately to Clover that the hoof troubled him a great deal. Clover +treated the hoof with poultices of herbs which she prepared by chewing +them, and both she and Benjamin urged Boxer to work less hard. "A horse's +lungs do not last for ever," she said to him. But Boxer would not listen. +He had, he said, only one real ambition left--to see the windmill well +under way before he reached the age for retirement. + +At the beginning, when the laws of Animal Farm were first formulated, +the retiring age had been fixed for horses and pigs at twelve, for cows at +fourteen, for dogs at nine, for sheep at seven, and for hens and geese at +five. Liberal old-age pensions had been agreed upon. As yet no animal had +actually retired on pension, but of late the subject had been discussed +more and more. Now that the small field beyond the orchard had been set +aside for barley, it was rumoured that a corner of the large pasture was +to be fenced off and turned into a grazing-ground for superannuated +animals. For a horse, it was said, the pension would be five pounds of +corn a day and, in winter, fifteen pounds of hay, with a carrot or +possibly an apple on public holidays. Boxer's twelfth birthday was due in +the late summer of the following year. + +Meanwhile life was hard. The winter was as cold as the last one had been, +and food was even shorter. Once again all rations were reduced, except +those of the pigs and the dogs. A too rigid equality in rations, Squealer +explained, would have been contrary to the principles of Animalism. In any +case he had no difficulty in proving to the other animals that they were +NOT in reality short of food, whatever the appearances might be. For the +time being, certainly, it had been found necessary to make a readjustment +of rations (Squealer always spoke of it as a "readjustment," never as a +"reduction"), but in comparison with the days of Jones, the improvement +was enormous. Reading out the figures in a shrill, rapid voice, he proved +to them in detail that they had more oats, more hay, more turnips than +they had had in Jones's day, that they worked shorter hours, that their +drinking water was of better quality, that they lived longer, that a +larger proportion of their young ones survived infancy, and that they had +more straw in their stalls and suffered less from fleas. The animals +believed every word of it. Truth to tell, Jones and all he stood for had +almost faded out of their memories. They knew that life nowadays was harsh +and bare, that they were often hungry and often cold, and that they were +usually working when they were not asleep. But doubtless it had been worse +in the old days. They were glad to believe so. Besides, in those days they +had been slaves and now they were free, and that made all the difference, +as Squealer did not fail to point out. + +There were many more mouths to feed now. In the autumn the four sows had +all littered about simultaneously, producing thirty-one young pigs between +them. The young pigs were piebald, and as Napoleon was the only boar on +the farm, it was possible to guess at their parentage. It was announced +that later, when bricks and timber had been purchased, a schoolroom would +be built in the farmhouse garden. For the time being, the young pigs were +given their instruction by Napoleon himself in the farmhouse kitchen. They +took their exercise in the garden, and were discouraged from playing with +the other young animals. About this time, too, it was laid down as a rule +that when a pig and any other animal met on the path, the other animal +must stand aside: and also that all pigs, of whatever degree, were to have +the privilege of wearing green ribbons on their tails on Sundays. + +The farm had had a fairly successful year, but was still short of money. +There were the bricks, sand, and lime for the schoolroom to be purchased, +and it would also be necessary to begin saving up again for the machinery +for the windmill. Then there were lamp oil and candles for the house, +sugar for Napoleon's own table (he forbade this to the other pigs, on the +ground that it made them fat), and all the usual replacements such as +tools, nails, string, coal, wire, scrap-iron, and dog biscuits. A stump of +hay and part of the potato crop were sold off, and the contract for eggs +was increased to six hundred a week, so that that year the hens barely +hatched enough chicks to keep their numbers at the same level. Rations, +reduced in December, were reduced again in February, and lanterns in the +stalls were forbidden to save oil. But the pigs seemed comfortable enough, +and in fact were putting on weight if anything. One afternoon in late +February a warm, rich, appetising scent, such as the animals had never +smelt before, wafted itself across the yard from the little brew-house, +which had been disused in Jones's time, and which stood beyond the +kitchen. Someone said it was the smell of cooking barley. The animals +sniffed the air hungrily and wondered whether a warm mash was being +prepared for their supper. But no warm mash appeared, and on the following +Sunday it was announced that from now onwards all barley would be reserved +for the pigs. The field beyond the orchard had already been sown with +barley. And the news soon leaked out that every pig was now receiving a +ration of a pint of beer daily, with half a gallon for Napoleon himself, +which was always served to him in the Crown Derby soup tureen. + +But if there were hardships to be borne, they were partly offset by the +fact that life nowadays had a greater dignity than it had had before. +There were more songs, more speeches, more processions. Napoleon had +commanded that once a week there should be held something called a +Spontaneous Demonstration, the object of which was to celebrate the +struggles and triumphs of Animal Farm. At the appointed time the animals +would leave their work and march round the precincts of the farm in +military formation, with the pigs leading, then the horses, then the cows, +then the sheep, and then the poultry. The dogs flanked the procession and +at the head of all marched Napoleon's black cockerel. Boxer and Clover +always carried between them a green banner marked with the hoof and the +horn and the caption, "Long live Comrade Napoleon!" Afterwards there were +recitations of poems composed in Napoleon's honour, and a speech by +Squealer giving particulars of the latest increases in the production of +foodstuffs, and on occasion a shot was fired from the gun. The sheep were +the greatest devotees of the Spontaneous Demonstration, and if anyone +complained (as a few animals sometimes did, when no pigs or dogs were near) +that they wasted time and meant a lot of standing about in the cold, the +sheep were sure to silence him with a tremendous bleating of "Four legs +good, two legs bad!" But by and large the animals enjoyed these +celebrations. They found it comforting to be reminded that, after all, +they were truly their own masters and that the work they did was for their +own benefit. So that, what with the songs, the processions, Squealer's +lists of figures, the thunder of the gun, the crowing of the cockerel, +and the fluttering of the flag, they were able to forget that their +bellies were empty, at least part of the time. + +In April, Animal Farm was proclaimed a Republic, and it became necessary +to elect a President. There was only one candidate, Napoleon, who was +elected unanimously. On the same day it was given out that fresh documents +had been discovered which revealed further details about Snowball's +complicity with Jones. It now appeared that Snowball had not, as the +animals had previously imagined, merely attempted to lose the Battle of +the Cowshed by means of a stratagem, but had been openly fighting on +Jones's side. In fact, it was he who had actually been the leader of the +human forces, and had charged into battle with the words "Long live +Humanity!" on his lips. The wounds on Snowball's back, which a few of the +animals still remembered to have seen, had been inflicted by Napoleon's +teeth. + +In the middle of the summer Moses the raven suddenly reappeared on the +farm, after an absence of several years. He was quite unchanged, still did +no work, and talked in the same strain as ever about Sugarcandy Mountain. +He would perch on a stump, flap his black wings, and talk by the hour to +anyone who would listen. "Up there, comrades," he would say solemnly, +pointing to the sky with his large beak--"up there, just on the other side +of that dark cloud that you can see--there it lies, Sugarcandy Mountain, +that happy country where we poor animals shall rest for ever from our +labours!" He even claimed to have been there on one of his higher flights, +and to have seen the everlasting fields of clover and the linseed cake and +lump sugar growing on the hedges. Many of the animals believed him. Their +lives now, they reasoned, were hungry and laborious; was it not right and +just that a better world should exist somewhere else? A thing that was +difficult to determine was the attitude of the pigs towards Moses. They +all declared contemptuously that his stories about Sugarcandy Mountain +were lies, and yet they allowed him to remain on the farm, not working, +with an allowance of a gill of beer a day. + +After his hoof had healed up, Boxer worked harder than ever. Indeed, all +the animals worked like slaves that year. Apart from the regular work of +the farm, and the rebuilding of the windmill, there was the schoolhouse +for the young pigs, which was started in March. Sometimes the long hours +on insufficient food were hard to bear, but Boxer never faltered. In +nothing that he said or did was there any sign that his strength was not +what it had been. It was only his appearance that was a little altered; +his hide was less shiny than it had used to be, and his great haunches +seemed to have shrunken. The others said, "Boxer will pick up when the +spring grass comes on"; but the spring came and Boxer grew no fatter. +Sometimes on the slope leading to the top of the quarry, when he braced +his muscles against the weight of some vast boulder, it seemed that +nothing kept him on his feet except the will to continue. At such times +his lips were seen to form the words, "I will work harder"; he had no +voice left. Once again Clover and Benjamin warned him to take care of his +health, but Boxer paid no attention. His twelfth birthday was approaching. +He did not care what happened so long as a good store of stone was +accumulated before he went on pension. + +Late one evening in the summer, a sudden rumour ran round the farm that +something had happened to Boxer. He had gone out alone to drag a load of +stone down to the windmill. And sure enough, the rumour was true. A few +minutes later two pigeons came racing in with the news; "Boxer has fallen! +He is lying on his side and can't get up!" + +About half the animals on the farm rushed out to the knoll where the +windmill stood. There lay Boxer, between the shafts of the cart, his neck +stretched out, unable even to raise his head. His eyes were glazed, his +sides matted with sweat. A thin stream of blood had trickled out of his +mouth. Clover dropped to her knees at his side. + +"Boxer!" she cried, "how are you?" + +"It is my lung," said Boxer in a weak voice. "It does not matter. I think +you will be able to finish the windmill without me. There is a pretty good +store of stone accumulated. I had only another month to go in any case. +To tell you the truth, I had been looking forward to my retirement. And +perhaps, as Benjamin is growing old too, they will let him retire at the +same time and be a companion to me." + +"We must get help at once," said Clover. "Run, somebody, and tell Squealer +what has happened." + +All the other animals immediately raced back to the farmhouse to give +Squealer the news. Only Clover remained, and Benjamin who lay down at +Boxer's side, and, without speaking, kept the flies off him with his long +tail. After about a quarter of an hour Squealer appeared, full of sympathy +and concern. He said that Comrade Napoleon had learned with the very +deepest distress of this misfortune to one of the most loyal workers on +the farm, and was already making arrangements to send Boxer to be treated +in the hospital at Willingdon. The animals felt a little uneasy at this. +Except for Mollie and Snowball, no other animal had ever left the farm, +and they did not like to think of their sick comrade in the hands of human +beings. However, Squealer easily convinced them that the veterinary +surgeon in Willingdon could treat Boxer's case more satisfactorily than +could be done on the farm. And about half an hour later, when Boxer had +somewhat recovered, he was with difficulty got on to his feet, and managed +to limp back to his stall, where Clover and Benjamin had prepared a good +bed of straw for him. + +For the next two days Boxer remained in his stall. The pigs had sent out a +large bottle of pink medicine which they had found in the medicine chest +in the bathroom, and Clover administered it to Boxer twice a day after +meals. In the evenings she lay in his stall and talked to him, while +Benjamin kept the flies off him. Boxer professed not to be sorry for what +had happened. If he made a good recovery, he might expect to live another +three years, and he looked forward to the peaceful days that he would +spend in the corner of the big pasture. It would be the first time that he +had had leisure to study and improve his mind. He intended, he said, to +devote the rest of his life to learning the remaining twenty-two letters +of the alphabet. + +However, Benjamin and Clover could only be with Boxer after working hours, +and it was in the middle of the day when the van came to take him away. +The animals were all at work weeding turnips under the supervision of a +pig, when they were astonished to see Benjamin come galloping from the +direction of the farm buildings, braying at the top of his voice. It was +the first time that they had ever seen Benjamin excited--indeed, it was +the first time that anyone had ever seen him gallop. "Quick, quick!" he +shouted. "Come at once! They're taking Boxer away!" Without waiting for +orders from the pig, the animals broke off work and raced back to the farm +buildings. Sure enough, there in the yard was a large closed van, drawn by +two horses, with lettering on its side and a sly-looking man in a +low-crowned bowler hat sitting on the driver's seat. And Boxer's stall was +empty. + +The animals crowded round the van. "Good-bye, Boxer!" they chorused, +"good-bye!" + +"Fools! Fools!" shouted Benjamin, prancing round them and stamping the +earth with his small hoofs. "Fools! Do you not see what is written on the +side of that van?" + +That gave the animals pause, and there was a hush. Muriel began to spell +out the words. But Benjamin pushed her aside and in the midst of a deadly +silence he read: + +"'Alfred Simmonds, Horse Slaughterer and Glue Boiler, Willingdon. Dealer +in Hides and Bone-Meal. Kennels Supplied.' Do you not understand what that +means? They are taking Boxer to the knacker's!" + +A cry of horror burst from all the animals. At this moment the man on the +box whipped up his horses and the van moved out of the yard at a smart +trot. All the animals followed, crying out at the tops of their voices. +Clover forced her way to the front. The van began to gather speed. Clover +tried to stir her stout limbs to a gallop, and achieved a canter. "Boxer!" +she cried. "Boxer! Boxer! Boxer!" And just at this moment, as though he +had heard the uproar outside, Boxer's face, with the white stripe down his +nose, appeared at the small window at the back of the van. + +"Boxer!" cried Clover in a terrible voice. "Boxer! Get out! Get out +quickly! They're taking you to your death!" + +All the animals took up the cry of "Get out, Boxer, get out!" But the van +was already gathering speed and drawing away from them. It was uncertain +whether Boxer had understood what Clover had said. But a moment later his +face disappeared from the window and there was the sound of a tremendous +drumming of hoofs inside the van. He was trying to kick his way out. The +time had been when a few kicks from Boxer's hoofs would have smashed the +van to matchwood. But alas! his strength had left him; and in a few +moments the sound of drumming hoofs grew fainter and died away. In +desperation the animals began appealing to the two horses which drew the +van to stop. "Comrades, comrades!" they shouted. "Don't take your own +brother to his death!" But the stupid brutes, too ignorant to realise +what was happening, merely set back their ears and quickened their pace. +Boxer's face did not reappear at the window. Too late, someone thought of +racing ahead and shutting the five-barred gate; but in another moment the +van was through it and rapidly disappearing down the road. Boxer was never +seen again. + +Three days later it was announced that he had died in the hospital at +Willingdon, in spite of receiving every attention a horse could have. +Squealer came to announce the news to the others. He had, he said, been +present during Boxer's last hours. + +"It was the most affecting sight I have ever seen!" said Squealer, lifting +his trotter and wiping away a tear. "I was at his bedside at the very +last. And at the end, almost too weak to speak, he whispered in my ear +that his sole sorrow was to have passed on before the windmill was +finished. 'Forward, comrades!' he whispered. 'Forward in the name of the +Rebellion. Long live Animal Farm! Long live Comrade Napoleon! Napoleon is +always right.' Those were his very last words, comrades." + +Here Squealer's demeanour suddenly changed. He fell silent for a moment, +and his little eyes darted suspicious glances from side to side before he +proceeded. + +It had come to his knowledge, he said, that a foolish and wicked rumour +had been circulated at the time of Boxer's removal. Some of the animals +had noticed that the van which took Boxer away was marked "Horse +Slaughterer," and had actually jumped to the conclusion that Boxer was +being sent to the knacker's. It was almost unbelievable, said Squealer, +that any animal could be so stupid. Surely, he cried indignantly, whisking +his tail and skipping from side to side, surely they knew their beloved +Leader, Comrade Napoleon, better than that? But the explanation was really +very simple. The van had previously been the property of the knacker, and +had been bought by the veterinary surgeon, who had not yet painted the old +name out. That was how the mistake had arisen. + +The animals were enormously relieved to hear this. And when Squealer went +on to give further graphic details of Boxer's death-bed, the admirable +care he had received, and the expensive medicines for which Napoleon had +paid without a thought as to the cost, their last doubts disappeared and +the sorrow that they felt for their comrade's death was tempered by the +thought that at least he had died happy. + +Napoleon himself appeared at the meeting on the following Sunday morning +and pronounced a short oration in Boxer's honour. It had not been +possible, he said, to bring back their lamented comrade's remains for +interment on the farm, but he had ordered a large wreath to be made from +the laurels in the farmhouse garden and sent down to be placed on Boxer's +grave. And in a few days' time the pigs intended to hold a memorial +banquet in Boxer's honour. Napoleon ended his speech with a reminder of +Boxer's two favourite maxims, "I will work harder" and "Comrade Napoleon +is always right"--maxims, he said, which every animal would do well to +adopt as his own. + +On the day appointed for the banquet, a grocer's van drove up from +Willingdon and delivered a large wooden crate at the farmhouse. That night +there was the sound of uproarious singing, which was followed by what +sounded like a violent quarrel and ended at about eleven o'clock with a +tremendous crash of glass. No one stirred in the farmhouse before noon on +the following day, and the word went round that from somewhere or other +the pigs had acquired the money to buy themselves another case of whisky. + + + + +Chapter X + + + +Years passed. The seasons came and went, the short animal lives fled by. +A time came when there was no one who remembered the old days before the +Rebellion, except Clover, Benjamin, Moses the raven, and a number of the +pigs. + +Muriel was dead; Bluebell, Jessie, and Pincher were dead. Jones too was +dead--he had died in an inebriates' home in another part of the country. +Snowball was forgotten. Boxer was forgotten, except by the few who had +known him. Clover was an old stout mare now, stiff in the joints and with +a tendency to rheumy eyes. She was two years past the retiring age, but in +fact no animal had ever actually retired. The talk of setting aside a +corner of the pasture for superannuated animals had long since been +dropped. Napoleon was now a mature boar of twenty-four stone. Squealer was +so fat that he could with difficulty see out of his eyes. Only old +Benjamin was much the same as ever, except for being a little greyer about +the muzzle, and, since Boxer's death, more morose and taciturn than ever. + +There were many more creatures on the farm now, though the increase was +not so great as had been expected in earlier years. Many animals had been +born to whom the Rebellion was only a dim tradition, passed on by word of +mouth, and others had been bought who had never heard mention of such a +thing before their arrival. The farm possessed three horses now besides +Clover. They were fine upstanding beasts, willing workers and good +comrades, but very stupid. None of them proved able to learn the alphabet +beyond the letter B. They accepted everything that they were told about +the Rebellion and the principles of Animalism, especially from Clover, for +whom they had an almost filial respect; but it was doubtful whether they +understood very much of it. + +The farm was more prosperous now, and better organised: it had even been +enlarged by two fields which had been bought from Mr. Pilkington. The +windmill had been successfully completed at last, and the farm possessed a +threshing machine and a hay elevator of its own, and various new buildings +had been added to it. Whymper had bought himself a dogcart. The windmill, +however, had not after all been used for generating electrical power. It +was used for milling corn, and brought in a handsome money profit. The +animals were hard at work building yet another windmill; when that one was +finished, so it was said, the dynamos would be installed. But the luxuries +of which Snowball had once taught the animals to dream, the stalls with +electric light and hot and cold water, and the three-day week, were no +longer talked about. Napoleon had denounced such ideas as contrary to the +spirit of Animalism. The truest happiness, he said, lay in working hard +and living frugally. + +Somehow it seemed as though the farm had grown richer without making the +animals themselves any richer-except, of course, for the pigs and the +dogs. Perhaps this was partly because there were so many pigs and so many +dogs. It was not that these creatures did not work, after their fashion. +There was, as Squealer was never tired of explaining, endless work in the +supervision and organisation of the farm. Much of this work was of a kind +that the other animals were too ignorant to understand. For example, +Squealer told them that the pigs had to expend enormous labours every day +upon mysterious things called "files," "reports," "minutes," and +"memoranda". These were large sheets of paper which had to be closely +covered with writing, and as soon as they were so covered, they were burnt +in the furnace. This was of the highest importance for the welfare of the +farm, Squealer said. But still, neither pigs nor dogs produced any food by +their own labour; and there were very many of them, and their appetites +were always good. + +As for the others, their life, so far as they knew, was as it had always +been. They were generally hungry, they slept on straw, they drank from the +pool, they laboured in the fields; in winter they were troubled by the +cold, and in summer by the flies. Sometimes the older ones among them +racked their dim memories and tried to determine whether in the early +days of the Rebellion, when Jones's expulsion was still recent, things had +been better or worse than now. They could not remember. There was nothing +with which they could compare their present lives: they had nothing to go +upon except Squealer's lists of figures, which invariably demonstrated +that everything was getting better and better. The animals found the +problem insoluble; in any case, they had little time for speculating on +such things now. Only old Benjamin professed to remember every detail of +his long life and to know that things never had been, nor ever could be +much better or much worse--hunger, hardship, and disappointment being, so +he said, the unalterable law of life. + +And yet the animals never gave up hope. More, they never lost, even for an +instant, their sense of honour and privilege in being members of Animal +Farm. They were still the only farm in the whole county--in all +England!--owned and operated by animals. Not one of them, not even the +youngest, not even the newcomers who had been brought from farms ten or +twenty miles away, ever ceased to marvel at that. And when they heard the +gun booming and saw the green flag fluttering at the masthead, their +hearts swelled with imperishable pride, and the talk turned always towards +the old heroic days, the expulsion of Jones, the writing of the Seven +Commandments, the great battles in which the human invaders had been +defeated. None of the old dreams had been abandoned. The Republic of the +Animals which Major had foretold, when the green fields of England should +be untrodden by human feet, was still believed in. Some day it was coming: +it might not be soon, it might not be with in the lifetime of any animal +now living, but still it was coming. Even the tune of 'Beasts of England' +was perhaps hummed secretly here and there: at any rate, it was a fact +that every animal on the farm knew it, though no one would have dared to +sing it aloud. It might be that their lives were hard and that not all of +their hopes had been fulfilled; but they were conscious that they were not +as other animals. If they went hungry, it was not from feeding tyrannical +human beings; if they worked hard, at least they worked for themselves. +No creature among them went upon two legs. No creature called any other +creature "Master." All animals were equal. + +One day in early summer Squealer ordered the sheep to follow him, and led +them out to a piece of waste ground at the other end of the farm, which +had become overgrown with birch saplings. The sheep spent the whole day +there browsing at the leaves under Squealer's supervision. In the evening +he returned to the farmhouse himself, but, as it was warm weather, told +the sheep to stay where they were. It ended by their remaining there for a +whole week, during which time the other animals saw nothing of them. +Squealer was with them for the greater part of every day. He was, he said, +teaching them to sing a new song, for which privacy was needed. + +It was just after the sheep had returned, on a pleasant evening when the +animals had finished work and were making their way back to the farm +buildings, that the terrified neighing of a horse sounded from the yard. +Startled, the animals stopped in their tracks. It was Clover's voice. She +neighed again, and all the animals broke into a gallop and rushed into the +yard. Then they saw what Clover had seen. + +It was a pig walking on his hind legs. + +Yes, it was Squealer. A little awkwardly, as though not quite used to +supporting his considerable bulk in that position, but with perfect +balance, he was strolling across the yard. And a moment later, out from +the door of the farmhouse came a long file of pigs, all walking on their +hind legs. Some did it better than others, one or two were even a trifle +unsteady and looked as though they would have liked the support of a +stick, but every one of them made his way right round the yard +successfully. And finally there was a tremendous baying of dogs and a +shrill crowing from the black cockerel, and out came Napoleon himself, +majestically upright, casting haughty glances from side to side, and with +his dogs gambolling round him. + +He carried a whip in his trotter. + +There was a deadly silence. Amazed, terrified, huddling together, the +animals watched the long line of pigs march slowly round the yard. It was +as though the world had turned upside-down. Then there came a moment when +the first shock had worn off and when, in spite of everything-in spite of +their terror of the dogs, and of the habit, developed through long years, +of never complaining, never criticising, no matter what happened--they +might have uttered some word of protest. But just at that moment, as +though at a signal, all the sheep burst out into a tremendous bleating of-- + +"Four legs good, two legs BETTER! Four legs good, two legs BETTER! Four +legs good, two legs BETTER!" + +It went on for five minutes without stopping. And by the time the sheep +had quieted down, the chance to utter any protest had passed, for the pigs +had marched back into the farmhouse. + +Benjamin felt a nose nuzzling at his shoulder. He looked round. It was +Clover. Her old eyes looked dimmer than ever. Without saying anything, she +tugged gently at his mane and led him round to the end of the big barn, +where the Seven Commandments were written. For a minute or two they stood +gazing at the tatted wall with its white lettering. + +"My sight is failing," she said finally. "Even when I was young I could +not have read what was written there. But it appears to me that that wall +looks different. Are the Seven Commandments the same as they used to be, +Benjamin?" + +For once Benjamin consented to break his rule, and he read out to her what +was written on the wall. There was nothing there now except a single +Commandment. It ran: + +ALL ANIMALS ARE EQUAL +BUT SOME ANIMALS ARE MORE EQUAL THAN OTHERS + +After that it did not seem strange when next day the pigs who were +supervising the work of the farm all carried whips in their trotters. It +did not seem strange to learn that the pigs had bought themselves a +wireless set, were arranging to install a telephone, and had taken out +subscriptions to 'John Bull', 'Tit-Bits', and the 'Daily Mirror'. It did +not seem strange when Napoleon was seen strolling in the farmhouse garden +with a pipe in his mouth--no, not even when the pigs took Mr. Jones's +clothes out of the wardrobes and put them on, Napoleon himself appearing +in a black coat, ratcatcher breeches, and leather leggings, while his +favourite sow appeared in the watered silk dress which Mrs. Jones had been +used to wearing on Sundays. + +A week later, in the afternoon, a number of dog-carts drove up to the farm. +A deputation of neighbouring farmers had been invited to make a tour of +inspection. They were shown all over the farm, and expressed great +admiration for everything they saw, especially the windmill. The animals +were weeding the turnip field. They worked diligently hardly raising their +faces from the ground, and not knowing whether to be more frightened of +the pigs or of the human visitors. + +That evening loud laughter and bursts of singing came from the farmhouse. +And suddenly, at the sound of the mingled voices, the animals were +stricken with curiosity. What could be happening in there, now that for +the first time animals and human beings were meeting on terms of equality? +With one accord they began to creep as quietly as possible into the +farmhouse garden. + +At the gate they paused, half frightened to go on but Clover led the way +in. They tiptoed up to the house, and such animals as were tall enough +peered in at the dining-room window. There, round the long table, sat half +a dozen farmers and half a dozen of the more eminent pigs, Napoleon +himself occupying the seat of honour at the head of the table. The pigs +appeared completely at ease in their chairs. The company had been enjoying +a game of cards but had broken off for the moment, evidently in order to +drink a toast. A large jug was circulating, and the mugs were being +refilled with beer. No one noticed the wondering faces of the animals that +gazed in at the window. + +Mr. Pilkington, of Foxwood, had stood up, his mug in his hand. In a +moment, he said, he would ask the present company to drink a toast. But +before doing so, there were a few words that he felt it incumbent upon him +to say. + +It was a source of great satisfaction to him, he said--and, he was sure, +to all others present--to feel that a long period of mistrust and +misunderstanding had now come to an end. There had been a time--not that +he, or any of the present company, had shared such sentiments--but there +had been a time when the respected proprietors of Animal Farm had been +regarded, he would not say with hostility, but perhaps with a certain +measure of misgiving, by their human neighbours. Unfortunate incidents had +occurred, mistaken ideas had been current. It had been felt that the +existence of a farm owned and operated by pigs was somehow abnormal and +was liable to have an unsettling effect in the neighbourhood. Too many +farmers had assumed, without due enquiry, that on such a farm a spirit of +licence and indiscipline would prevail. They had been nervous about the +effects upon their own animals, or even upon their human employees. But +all such doubts were now dispelled. Today he and his friends had visited +Animal Farm and inspected every inch of it with their own eyes, and what +did they find? Not only the most up-to-date methods, but a discipline and +an orderliness which should be an example to all farmers everywhere. He +believed that he was right in saying that the lower animals on Animal Farm +did more work and received less food than any animals in the county. +Indeed, he and his fellow-visitors today had observed many features which +they intended to introduce on their own farms immediately. + +He would end his remarks, he said, by emphasising once again the friendly +feelings that subsisted, and ought to subsist, between Animal Farm and its +neighbours. Between pigs and human beings there was not, and there need +not be, any clash of interests whatever. Their struggles and their +difficulties were one. Was not the labour problem the same everywhere? +Here it became apparent that Mr. Pilkington was about to spring some +carefully prepared witticism on the company, but for a moment he was too +overcome by amusement to be able to utter it. After much choking, during +which his various chins turned purple, he managed to get it out: "If you +have your lower animals to contend with," he said, "we have our lower +classes!" This BON MOT set the table in a roar; and Mr. Pilkington once +again congratulated the pigs on the low rations, the long working hours, +and the general absence of pampering which he had observed on Animal Farm. + +And now, he said finally, he would ask the company to rise to their feet +and make certain that their glasses were full. "Gentlemen," concluded +Mr. Pilkington, "gentlemen, I give you a toast: To the prosperity of +Animal Farm!" + +There was enthusiastic cheering and stamping of feet. Napoleon was so +gratified that he left his place and came round the table to clink his +mug against Mr. Pilkington's before emptying it. When the cheering had +died down, Napoleon, who had remained on his feet, intimated that he too +had a few words to say. + +Like all of Napoleon's speeches, it was short and to the point. He too, +he said, was happy that the period of misunderstanding was at an end. For +a long time there had been rumours--circulated, he had reason to think, +by some malignant enemy--that there was something subversive and even +revolutionary in the outlook of himself and his colleagues. They had been +credited with attempting to stir up rebellion among the animals on +neighbouring farms. Nothing could be further from the truth! Their sole +wish, now and in the past, was to live at peace and in normal business +relations with their neighbours. This farm which he had the honour to +control, he added, was a co-operative enterprise. The title-deeds, which +were in his own possession, were owned by the pigs jointly. + +He did not believe, he said, that any of the old suspicions still +lingered, but certain changes had been made recently in the routine of the +farm which should have the effect of promoting confidence still further. +Hitherto the animals on the farm had had a rather foolish custom of +addressing one another as "Comrade." This was to be suppressed. There had +also been a very strange custom, whose origin was unknown, of marching +every Sunday morning past a boar's skull which was nailed to a post in the +garden. This, too, would be suppressed, and the skull had already been +buried. His visitors might have observed, too, the green flag which flew +from the masthead. If so, they would perhaps have noted that the white +hoof and horn with which it had previously been marked had now been +removed. It would be a plain green flag from now onwards. + +He had only one criticism, he said, to make of Mr. Pilkington's excellent +and neighbourly speech. Mr. Pilkington had referred throughout to +"Animal Farm." He could not of course know--for he, Napoleon, was only +now for the first time announcing it--that the name "Animal Farm" +had been abolished. Henceforward the farm was to be known as "The Manor +Farm"--which, he believed, was its correct and original name. + +"Gentlemen," concluded Napoleon, "I will give you the same toast as +before, but in a different form. Fill your glasses to the brim. Gentlemen, +here is my toast: To the prosperity of The Manor Farm!" + +There was the same hearty cheering as before, and the mugs were emptied to +the dregs. But as the animals outside gazed at the scene, it seemed to +them that some strange thing was happening. What was it that had altered +in the faces of the pigs? Clover's old dim eyes flitted from one face to +another. Some of them had five chins, some had four, some had three. But +what was it that seemed to be melting and changing? Then, the applause +having come to an end, the company took up their cards and continued the +game that had been interrupted, and the animals crept silently away. + +But they had not gone twenty yards when they stopped short. An uproar of +voices was coming from the farmhouse. They rushed back and looked through +the window again. Yes, a violent quarrel was in progress. There were +shoutings, bangings on the table, sharp suspicious glances, furious +denials. The source of the trouble appeared to be that Napoleon and +Mr. Pilkington had each played an ace of spades simultaneously. + +Twelve voices were shouting in anger, and they were all alike. No question, +now, what had happened to the faces of the pigs. The creatures outside +looked from pig to man, and from man to pig, and from pig to man again; +but already it was impossible to say which was which. \ No newline at end of file diff --git a/Assignment1.ipynb b/Assignment1.ipynb deleted file mode 100644 index 59f83a7..0000000 --- a/Assignment1.ipynb +++ /dev/null @@ -1,250 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Written text as operational data\n", - "\n", - "Written text is one type of data\n", - "\n", - "### Why people write?\n", - "\n", - " - To communicate: their thoughts, feelings, urgency, needs, information\n", - "\n", - "### Why people communicate?\n", - "\n", - "1. To express emotions\n", - "1. To share information\n", - "1. To enable or elicit an action\n", - "1. ...\n", - "\n", - "### We will use written text for the purpose other than \n", - "1. To experience emotion\n", - "1. To learn something the author intended us to learn\n", - "1. To do what the author intended us to do\n", - "\n", - "### Instead, we will use written text to recognize who wrote it\n", - " - By calculating and comparing word frequencies in written documents" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Example 1. Dictionaries in python (associative arrays)\n", - "\n", - "Plot the frequency distribution of words on a web page." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import requests, re\n", - "# re is a module for regular expressions: to detect various combinations of characters\n", - "import operator\n", - "\n", - "# Start from a simple document\n", - "r = requests .get('http://eecs.utk.edu')\n", - "\n", - "# What comes back includes headers and other HTTP stuff, get just the body of the response\n", - "t = r.text\n", - "\n", - "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n", - "wds = re.split('\\s+',t)\n", - "\n", - "# now populate a dictionary (wf)\n", - "wf = {}\n", - "for w in wds:\n", - " if w in wf: wf [w] = wf [w] + 1\n", - " else: wf[w] = 1\n", - "\n", - "# dictionaries can not be sorted, so lets get a sorted *list* \n", - "wfs = sorted (wf .iteritems(), key = operator .itemgetter (1), reverse=True) \n", - "\n", - "# lets just have no more than 15 words \n", - "ml = min(len(wfs),15)\n", - "for i in range(1,ml,1):\n", - " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) " - ], - "language": "python", - "metadata": {}, - "outputs": [ - ], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Example 2\n", - "\n", - "Lots of markup in the output, lets remove it --- \n", - "\n", - "use BeautifulSoup and nltk modules and practice some regular expressions." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import requests, re, nltk\n", - "from BeautifulSoup import BeautifulStoneSoup\n", - "from nltk import clean_html\n", - "from collections import Counter\n", - "import operator\n", - "\n", - "# we may not care about the usage of stop words\n", - "nltk .download ('stopwords')\n", - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", - "\n", - "# We most likely would like to remove html markup\n", - "def cleanHtml (html):\n", - " return BeautifulStoneSoup(clean_html(html),\n", - " convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", - "\n", - "# We also want to remove special characters, quotes, etc. from each word\n", - "def cleanWord (w):\n", - " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", - " # but we need to escape ' with \\'\n", - " # any character between the brackets [] is to be removed \n", - " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", - " \n", - "# define a function to get text/clean/calculate frequency\n", - "def get_wf (URL):\n", - " # first get the web page\n", - " r = requests .get(URL)\n", - " \n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (r .text) .lower()\n", - " \n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split('\\s+',t)\n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None)\n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " \n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - "\n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 1:ml ] [::-1], tw)\n", - " \n", - "# Now populate two lists \n", - "(wf_ee, tw_ee) = get_wf('http://eecs.utk.edu')\n", - "(wf_bu, tw_bu) = get_wf('http://bus.utk.edu')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - ], - "prompt_number": 11 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Plot the results: are there striking differences in language?\n", - "import numpy as np\n", - "import pylab\n", - "import matplotlib.pyplot as plt\n", - "\n", - "%matplotlib inline\n", - "def plotTwoLists (wf_ee, wf_bu, title):\n", - " f = plt.figure (figsize=(10, 6))\n", - " # this is painfully tedious....\n", - " f .suptitle (title, fontsize=20)\n", - " ax = f.add_subplot(111)\n", - " ax .spines ['top'] .set_color ('none')\n", - " ax .spines ['bottom'] .set_color ('none')\n", - " ax .spines ['left'] .set_color ('none')\n", - " ax .spines ['right'] .set_color ('none')\n", - " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", - "\n", - " # Create two subplots, this is the first one\n", - " ax1 = f .add_subplot (121)\n", - " plt .subplots_adjust (wspace=.5)\n", - "\n", - " pos = np .arange (len(wf_ee)+1) \n", - " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", - " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", - " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", - "\n", - " ax2 = f .add_subplot (122)\n", - " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", - " pos = np .arange (len(wf_bu)+1) \n", - " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", - " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", - "\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - ], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Assignment 1\n", - "\n", - "1. Compare word frequencies between two works of a single author.\n", - "1. Compare word frequencies between works of two authors.\n", - "1. Are there some words preferred by one author but used less frequently by another author?\n", - "\n", - "Extra credit\n", - "\n", - "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n", - "\n", - "Project Gutenberg is a good source of for fiction and non-fiction.\n", - "\n", - "E.g below are two most popular books from Project Gutenberg:\n", - "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n", - "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/Constitution.txt b/Constitution.txt new file mode 100644 index 0000000..988259e --- /dev/null +++ b/Constitution.txt @@ -0,0 +1,593 @@ +THE CONSTITUTION OF THE UNITED STATES OF AMERICA, 1787 + + + +We the people of the United States, in Order to form a more perfect Union, +establish Justice, insure domestic Tranquility, provide for the common defence, +promote the general Welfare, and secure the Blessings of Liberty to ourselves +and our Posterity, do ordain and establish this Constitution for the +United States of America. + + +Article 1 + +Section 1. All legislative Powers herein granted shall be vested in a +Congress of the United States, which shall consist of a Senate and +House of Representatives. + +Section 2. The House of Representatives shall be composed of Members +chosen every second Year by the People of the several States, +and the electors in each State shall have the qualifications requisite +for electors of the most numerous branch of the State legislature. + +No Person shall be a Representative who shall not have attained to the +Age of twenty five Years, and been seven Years a citizen of the United States, +and who shall not, when elected, be an Inhabitant of that State in which +he shall be chosen. + +Representatives and direct Taxes shall be apportioned among +the several States which may be included within this Union, +according to their respective Numbers, which shall be determined +by adding to the whole number of free Persons, including those +bound to Service for a Term of Years, and excluding Indians not taxed, +three fifths of all other Persons. The actual Enumeration shall be made +within three Years after the first Meeting of the Congress of the +United States, and within every subsequent Term of ten Years, +in such Manner as they shall by law Direct. The number of +Representatives shall not exceed one for every thirty Thousand, +but each State shall have at least one Representative; +and until such enumeration shall be made, the State of New Hampshire +shall be entitled to chuse three, Massachusetts eight, Rhode Island +and Providence Plantations one, Connecticut five, New York six, +New Jersey four, Pennsylvania eight, Delaware one, Maryland six, +Virginia ten, North Carolina five, South Carolina five, and Georgia three. + +When vacancies happen in the Representation from any State, the Executive +Authority thereof shall issue Writs of Election to fill such Vacancies. + +The House of Representatives shall chuse their Speaker and other Officers; +and shall have the sole Power of Impeachment. + +Section 3. The Senate of the United States shall be composed of +two Senators from each State, chosen by the legislature thereof, +for six Years; and each Senator shall have one Vote. + +Immediately after they shall be assembled in Consequence of the first Election, +they shall be divided as equally as may be into three Classes. The Seats of +the Senators of the first Class shall be vacated at the expiration of the +second Year, of the second Class at the expiration of the fourth Year, +and of the third Class at the expiration of the sixth Year, so that one third +may be chosen every second Year; and if vacancies happen by Resignation, +or otherwise, during the recess of the Legislature of any State, +the Executive thereof may make temporary Appointments until the +next meeting of the Legislature, which shall then fill such Vacancies. + +No person shall be a Senator who shall not have attained to the Age of +thirty Years, and been nine Years a Citizen of the United States, +and who shall not, when elected, be an Inhabitant of that State +for which he shall be chosen. + +The Vice-President of the United States shall be President of the Senate, +but shall have no Vote, unless they be equally divided. + +The Senate shall choose their other Officers, and also a President +pro tempore, in the Absence of the Vice-President, or when he shall +exercise the Office of President of the United States. + +The Senate shall have the sole Power to try all Impeachments. +When sitting for that Purpose, they shall be on Oath or Affirmation. +When the President of the United States is tried, the Chief Justice +shall preside: And no Person shall be convicted without the Concurrence +of two thirds of the Members present. + +Judgment in cases of Impeachment shall not extend further than to removal +from Office, and disqualification to hold and enjoy any Office of honor, +Trust or Profit under the United States: but the Party convicted shall +nevertheless be liable and subject to Indictment, Trial, Judgment and +Punishment, according to Law. + +Section 4. The Times, Places and Manner of holding Elections for Senators and +Representatives, shall be prescribed in each State by the Legislature thereof; +but the Congress may at any time by Law make or alter such Regulations, +except as to the Places of chusing Senators. + +The Congress shall assemble at least once in every Year, +and such Meeting shall be on the first Monday in December, +unless they shall by law appoint a different Day. + + +Section 5. Each House shall be the Judge of the Elections, +Returns and Qualifications of its own Members, and a +Majority of each shall constitute a Quorum to do Business; +but a smaller Number may adjourn from day to day, +and may be authorized to compel the Attendance of absent Members, +in such Manner, and under such Penalties as each House may provide. + +Each house may determine the Rules of its Proceedings, +punish its Members for disorderly Behavior, and, with the +Concurrence of two-thirds, expel a Member. + +Each house shall keep a Journal of its Proceedings, +and from time to time publish the same, excepting such Parts as may +in their Judgment require Secrecy; and the Yeas and Nays of the +Members of either House on any question shall, at the Desire of +one fifth of those Present, be entered on the Journal. + +Neither House, during the Session of Congress, shall, without the +Consent of the other, adjourn for more than three days, nor to +any other Place than that in which the two Houses shall be sitting. + +Section 6. The Senators and Representatives shall receive a Compensation +for their Services, to be ascertained by Law, and paid out of the Treasury +of the United States. They shall in all Cases, except Treason, Felony and +Breach of the Peace, be privileged from Arrest during their Attendance +at the Session of their respective Houses, and in going to and returning +from the same; and for any Speech or Debate in either House, +they shall not be questioned in any other Place. + +No Senator or Representative shall, during the Time for which he was elected, +be appointed to any civil Office under the authority of the United States, +which shall have been created, or the Emoluments whereof shall have been +increased during such time; and no Person holding any Office under the +United States, shall be a Member of either House during his Continuance +in Office. + +Section 7. All Bills for raising Revenue shall originate in the +House of Representatives; but the Senate may propose or concur with +Amendments as on other Bills. + +Every Bill which shall have passed the House of Representatives and +the Senate, shall, before it become a Law, be presented to the +President of the United States; If he approve he shall sign it, +but if not he shall return it, with his Objections to that House +in which it shall have originated, who shall enter the Objections +at large on their Journal, and proceed to reconsider it. +If after such Reconsideration two thirds of that house +shall agree to pass the Bill, it shall be sent, +together with the Objections, to the other House, by which +it shall likewise be reconsidered, and if approved by two thirds +of that House, it shall become a law. But in all such Cases +the Votes of both Houses shall be determined by Yeas and Nays, +and the Names of the Persons voting for and against the Bill shall be +entered on the Journal of each House respectively. If any Bill +shall not be returned by the President within ten Days (Sundays excepted) +after it shall have been presented to him, the Same shall be a Law, +in like Manner as if he had signed it, unless the Congress by their +Adjournment prevent its Return, in which case it shall not be a Law. + +Every Order, Resolution, or Vote to which the Concurrence of the Senate +and House of Representatives may be necessary (except on a question +of Adjournment) shall be presented to the President of the United States; +and before the Same shall take Effect, shall be approved by him, +or being disapproved by him, shall be repassed by two thirds of +the Senate and House of Representatives, according to the Rules +and Limitations prescribed in the Case of a Bill. + +Section 8. The Congress shall have Power to lay and collect Taxes, Duties, +Imposts and Excises, to pay the Debts and provide for the common Defence +and general Welfare of the United States; but all Duties, Imposts and Excises +shall be uniform throughout the United States; + +To borrow Money on the credit of the United States; + +To regulate Commerce with foreign Nations, and among the several States, +and with the Indian Tribes; + +To establish an uniform Rule of Naturalization, and uniform Laws +on the subject of Bankruptcies throughout the United States; + +To coin Money, regulate the Value thereof, and of foreign Coin, +and fix the Standard of Weights and Measures; + +To provide for the Punishment of counterfeiting the Securities +and current Coin of the United States; + +To establish Post Offices and Post Roads; + +To promote the Progress of Science and useful Arts, by securing +for limited Times to Authors and Inventors the exclusive Right +to their respective Writings and Discoveries; + +To constitute Tribunals inferior to the supreme Court; + +To define and punish Piracies and Felonies committed on the high Seas, +and Offenses against the Law of Nations; + +To declare War, grant Letters of Marque and Reprisal, +and make Rules concerning Captures on Land and Water; + +To raise and support Armies, but no Appropriation of Money to that Use +shall be for a longer term than two Years; + +To provide and maintain a Navy; + +To make Rules for the Government and Regulation of the land and naval Forces; + +To provide for calling forth the Militia to execute the Laws of the Union, +suppress Insurrections and repel Invasions; + +To provide for organizing, arming, and disciplining, the Militia, and for +governing such Part of them as may be employed in the Service of the +United States, reserving to the States respectively, the Appointment +of the Officers, and the Authority of training the militia according +to the discipline prescribed by Congress; + +To exercise exclusive Legislation in all Cases whatsoever, +over such District (not exceeding ten Miles square) as may, +by Cession of particular States, and the Acceptance of Congress, +become the Seat of the Government of the United States, and to +exercise like Authority over all Places purchased by the Consent +of the Legislature of the State in which the Same shall be, +for the Erection of Forts, Magazines, Arsenals, Dockyards, +and other needful Buildings;--And + +To make all Laws which shall be necessary and proper for carrying +into Execution the foregoing Powers, and all other Powers vested +by this Constitution in the Government of the United States, +or in any Department or Officer thereof. + +Section 9. The Migration or Importation of such Persons as any +of the States now existing shall think proper to admit, shall not +be prohibited by the Congress prior to the Year one thousand eight +hundred and eight, but a Tax or Duty may be imposed on such Importation, +not exceeding ten dollars for each Person. + +The Privilege of the Writ of Habeas Corpus shall not be suspended, unless +when in Cases of Rebellion or Invasion the public Safety may require it. + +No Bill of Attainder or ex post facto Law shall be passed. + +No Capitation, or other direct, Tax shall be laid, unless in Proportion +to the Census or Enumeration herein before directed to be taken. + +No Tax or Duty shall be laid on Articles exported from any State. + +No Preference shall be given by any Regulation of Commerce or Revenue +to the Ports of one State over those of another: nor shall Vessels bound to, +or from, one State, be obliged to enter, clear, or pay Duties in another. + +No Money shall be drawn from the Treasury, but in Consequence +of Appropriations made by Law; and a regular Statement and Account +of the Receipts and Expenditures of all public Money shall be +published from time to time. + +No Title of Nobility shall be granted by the United States; +and no Person holding any Office of Profit or Trust under them, shall, +without the Consent of the Congress, accept of any present, Emolument, +Office, or Title, of any kind whatever, from any King, Prince, +or foreign State. + +Section 10. No State shall enter into any Treaty, Alliance, or +Confederation; grant Letters of Marque and Reprisal; coin Money; +emit Bills of Credit; make any Thing but gold and silver Coin a Tender +in Payment of Debts; pass any Bill of Attainder, ex post facto Law, +or Law impairing the Obligation of Contracts, or grant any Title of Nobility. + +No State shall, without the Consent of the Congress, lay any Imposts or Duties +on Imports or Exports, except what may be absolutely necessary for executing +it's inspection Laws: and the net Produce of all Duties and Imposts, +laid by any State on Imports or Exports, shall be for the Use of the Treasury +of the United States; and all such Laws shall be subject to the Revision +and Controul of the Congress. + + +No State shall, without the Consent of Congress, lay any Duty of +Tonnage, keep Troops, or Ships of War in time of Peace, enter into any +Agreement or Compact with another State, or with a foreign Power, or +engage in War, unless actually invaded, or in such imminent Danger +as will not admit of delay. + +ARTICLE 2 + +Section 1. The executive Power shall be vested in a President +of the United States of America. He shall hold his Office during +the Term of four Years, and, together with the Vice President +chosen for the same Term, be elected, as follows: + +Each State shall appoint, in such Manner as the Legislature thereof may direct, +a Number of Electors, equal to the whole Number of Senators and Representatives +to which the State may be entitled in the Congress: but no Senator or +Representative, or Person holding an Office of Trust or Profit under +the United States, shall be appointed an Elector. + +The Electors shall meet in their respective States, and vote by Ballot +for two Persons, of whom one at least shall not be an Inhabitant of +the same State with themselves. And they shall make a List of +all the Persons voted for, and of the Number of Votes for each; +which List they shall sign and certify, and transmit sealed to +the Seat of the Government of the United States, directed to the +President of the Senate. The President of the Senate shall, +in the Presence of the Senate and House of Representatives, +open all the Certificates, and the Votes shall then be counted. +The Person having the greatest Number of Votes shall be the President, +if such Number be a Majority of the whole Number of Electors appointed; +and if there be more than one who have such Majority, and have an equal +Number of votes, then the House of Representatives shall immediately +chuse by Ballot one of them for President; and if no Person have +a Majority, then from the five highest on the List the said House +shall in like Manner chuse the President. But in chusing the President, +the Votes shall be taken by States, the Representation from each State +having one Vote; a Quorum for this Purpose shall consist of a Member +or Members from two thirds of the States, and a Majority of all the +States shall be necessary to a Choice. In every Case, after the Choice +of the President, the Person having the greatest Number of Votes of +the Electors shall be the Vice President. But if there should remain +two or more who have equal Votes, the Senate shall chuse from them +by Ballot the Vice President. + +The Congress may determine the Time of chusing the Electors, +and the Day on which they shall give their Votes; which Day +shall be the same throughout the United States. + +No Person except a natural born Citizen, or a Citizen of the United States, +at the time of the Adoption of this Constitution, shall be eligible to +the Office of President; neither shall any Person be eligible to that +Office who shall not have attained to the Age of thirty five Years, +and been fourteen Years a Resident within the United States. + +In Case of the Removal of the President from Office, or of his Death, +Resignation, or Inability to discharge the Powers and Duties of the +said Office, the Same shall devolve on the Vice President, and the +Congress may by Law provide for the Case of Removal, Death, Resignation +or Inability, both of the President and Vice President, declaring what +Officer shall then act as President, and such Officer shall act accordingly, +until the Disability be removed, or a President shall be elected. + +The President shall, at stated Times, receive for his Services, +a Compensation, which shall neither be encreased nor diminished during +the Period for which he shall have been elected, and he shall not receive +within that Period any other Emolument from the United States, or any of them. + +Before he enter on the Execution of his Office, he shall take the +following Oath or Affirmation:--"I do solemnly swear (or affirm) that +I will faithfully execute the Office of President of the United States, +and will to the best of my Ability, preserve, protect and defend the +Constitution of the United States." + +Section 2. The President shall be Commander in Chief of the Army +and Navy of the United States, and of the Militia of the several States, +when called into the actual Service of the United States; +he may require the Opinion, in writing, of the principal Officer +in each of the executive Departments, upon any Subject relating to +the Duties of their respective Offices, and he shall have Power +to grant Reprieves and Pardons for Offenses against the United States, +except in Cases of impeachment. + +He shall have Power, by and with the Advice and Consent of the +Senate, to make Treaties, provided two thirds of the Senators +present concur; and he shall nominate, and by and with the Advice +and Consent of the Senate, shall appoint Ambassadors, other public +Ministers and Consuls, Judges of the supreme Court, and all other +Officers of the United States, whose Appointments are not herein +otherwise provided for, and which shall be established by Law: +but the Congress may by Law vest the Appointment of such inferior Officers, +as they think proper, in the President alone, in the Courts of Law, +or in the Heads of Departments. + +The President shall have Power to fill up all Vacancies that may happen +during the Recess of the Senate, by granting Commissions which shall +expire at the End of their next session. + +Section 3. He shall from time to time give to the Congress +Information of the State of the Union, and recommend to their +Consideration such Measures as he shall judge necessary and expedient; +he may, on extraordinary Occasions, convene both Houses, or either +of them, and in Case of Disagreement between them, with Respect to +the Time of Adjournment, he may adjourn them to such Time as he shall +think proper; he shall receive Ambassadors and other public Ministers; +he shall take Care that the Laws be faithfully executed, and shall +Commission all the Officers of the United States. + +Section 4. The President, Vice President and all civil Officers of the +United States, shall be removed from Office on Impeachment for, +and Conviction of, Treason, Bribery, or other high Crimes and Misdemeanors. + +ARTICLE THREE + +Section 1. The judicial Power of the United States, shall be vested +in one supreme Court, and in such inferior Courts as the Congress may +from time to time ordain and establish. The Judges, both of the supreme +and inferior Courts, shall hold their Offices during good behavior, +and shall, at stated Times, receive for their Services, a Compensation, +which shall not be diminished during their Continuance in Office. + +Section 2. The judicial Power shall extend to all Cases, in Law and Equity, +arising under this Constitution, the Laws of the United States, and Treaties +made, or which shall be made, under their Authority;--to all Cases affecting +Ambassadors, other public Ministers and Consuls;--to all Cases of admiralty +and maritime Jurisdiction;--to Controversies to which the United States +shall be a Party;--to Controversies between two or more States;--between a +State and Citizens of another State;--between Citizens of different States; +--between Citizens of the same State claiming Lands under Grants of +different States, and between a State, or the Citizens thereof, +and foreign States, Citizens or Subjects. + +In all cases affecting Ambassadors, other public Ministers and Consuls, +and those in which a State shall be Party, the supreme Court shall have +original Jurisdiction. In all the other Cases before mentioned, the +supreme Court shall have appellate Jurisdiction, both as to Law and Fact, +with such Exceptions, and under such Regulations as the Congress shall make. + +The Trial of all Crimes, except in Cases of Impeachment, shall be by Jury; +and such Trial shall be held in the State where the said Crimes shall +have been committed; but when not committed within any State, the Trial +shall be at such Place or Places as the Congress may by Law have directed. + +Section 3. Treason against the United States, shall consist only in +levying War against them, or in adhering to their Enemies, giving them +Aid and Comfort. No Person shall be convicted of Treason unless on +the Testimony of two Witnesses to the same overt Act, or on Confession +in open Court. + +The Congress shall have power to declare the punishment of Treason, +but no Attainder of Treason shall work Corruption of Blood, +or Forfeiture except during the Life of the Person attainted. + + +ARTICLE FOUR + +Section 1. Full Faith and Credit shall be given in each State to the +public Acts, Records, and judicial Proceedings of every other State. +And the Congress may by general Laws prescribe the Manner in which such Acts, +Records, and Proceedings shall be proved, and the Effect thereof. + + +Section 2. The Citizens of each State shall be entitled to all +Privileges and Immunities of Citizens in the several States. + +A Person charged in any State with Treason, Felony, or other Crime, +who shall flee from Justice, and be found in another State, +shall on Demand of the executive Authority of the State from +which he fled, be delivered up, to be removed to the State having +Jurisdiction of the Crime. + +No person held to Service or Labor in one State, under the Laws thereof, +escaping into another, shall, in Consequence of any Law or Regulation therein, +be discharged from such Service or Labor, But shall be delivered up on Claim +of the Party to whom such Service or Labor may be due. + + +Section 3. New States may be admitted by the Congress into this Union; +but no new States shall be formed or erected within the Jurisdiction +of any other State; nor any State be formed by the Junction of two +or more States, or Parts of States, without the Consent of the +Legislatures of the States concerned as well as of the Congress. + +The Congress shall have Power to dispose of and make all needful Rules +and Regulations respecting the Territory or other Property belonging +to the United States; and nothing in this Constitution shall be so +construed as to Prejudice any Claims of the United States, +or of any particular State. + +Section 4. The United States shall guarantee to every State in this Union +a Republican Form of Government, and shall protect each of them against +Invasion; and on Application of the Legislature, or of the Executive +(when the Legislature cannot be convened) against domestic Violence. + + +ARTICLE FIVE + +The Congress, whenever two thirds of both Houses shall deem it necessary, +shall propose Amendments to this Constitution, or, on the Application of +the Legislatures of two thirds of the several States, shall call a Convention +for proposing Amendments, which, in either Case, shall be valid to all Intents +and Purposes, as Part of this Constitution, when ratified by the Legislatures +of three fourths of the several States, or by Conventions in three fourths +thereof, as the one or the other Mode of Ratification may be proposed by +the Congress; Provided that no Amendment which may be made prior to the +Year one thousand eight hundred and eight shall in any Manner affect +the first and fourth Clauses in the ninth Section of the first Article; +and that no State, without its Consent, shall be deprived of it's +equal Suffrage in the Senate. + +ARTICLE SIX + +All Debts contracted and Engagements entered into, before the Adoption +of this Constitution, shall be as valid against the United States +under this Constitution, as under the Confederation. + +This Constitution, and the Laws of the United States which shall be made +in Pursuance thereof; and all Treaties made, or which shall be made, +under the Authority of the United States, shall be the supreme +Law of the Land; and the Judges in every State shall be bound thereby, +any Thing in the Constitution or Laws of any State to the Contrary +notwithstanding. + +The Senators and Representatives before mentioned, and the Members of the +several State Legislatures, and all executive and judicial Officers, +both of the United States and of the several States, shall be bound +by Oath or Affirmation, to support this Constitution; but no religious +Test shall ever be required as a Qualification to any Office or public Trust +under the United States + +ARTICLE SEVEN + +The Ratification of the Conventions of nine States, shall be sufficient for the +Establishment of this Constitution between the States so ratifying the Same. + +Done in Convention by the Unanimous Consent of the States present +the Seventeenth Day of September in the Year of our Lord one +thousand seven hundred and eighty seven and of the Independence of the +United States of America the Twelfth In Witness whereof We have +hereunto subscribed our Names, + +Go. WASHINGTON-- +Presid. and deputy from Virginia + +New Hampshire + +John Langdon +Nicholas Gilman + +Massachusetts + +Nathaniel Gorham +Rufus King + +Connecticut + +Wm. Saml. Johnson +Roger Sherman + +New York + +Alexander Hamilton + +New Jersey + +Wil: Livingston +David Brearley +Wm. Paterson +Jona: Dayton + +Pennsylvania + +B Franklin +Thomas Mifflin +Robt Morris +Geo. Clymer +Thos FitzSimons +Jared Ingersoll +James Wilson +Gouv Morris + +Delaware + +Geo: Read +Gunning Bedford jun +John Dickinson +Richard Bassett +Jaco: Broom + +Maryland + +James Mchenry +Dan of St Thos. Jenifer +Danl Carroll + +Virginia + +John Blair-- +James Madison Jr. + +North Carolina + +Wm. Blount +Rich'd Dobbs Spaight +Hu Williamson + +South Carolina + +J. Rutledge +Charles Cotesworth Pinckney +Charles Pinckney +Pierce Butler + +Georgia + +William Few +Abr Baldwin + + +Attest: +William Jackson, Secretary \ No newline at end of file diff --git a/FedPapers.txt b/FedPapers.txt new file mode 100644 index 0000000..b015837 --- /dev/null +++ b/FedPapers.txt @@ -0,0 +1,23956 @@ +FEDERALIST No. 1. General Introduction + +For the Independent Journal. Saturday, October 27, 1787 + +HAMILTON +To the People of the State of New York: +AFTER an unequivocal experience of the inefficacy of the subsisting federal government, you are + +called upon to deliberate on a new Constitution for the United States of America. The subject speaks + +its own importance; comprehending in its consequences nothing less than the existence of the UNION, + +the safety and welfare of the parts of which it is composed, the fate of an empire in many respects + +the most interesting in the world. It has been frequently remarked that it seems to have been + +reserved to the people of this country, by their conduct and example, to decide the important + +question, whether societies of men are really capable or not of establishing good government from + +reflection and choice, or whether they are forever destined to depend for their political + +constitutions on accident and force. If there be any truth in the remark, the crisis at which we are + +arrived may with propriety be regarded as the era in which that decision is to be made; and a wrong + +election of the part we shall act may, in this view, deserve to be considered as the general + +misfortune of mankind. +This idea will add the inducements of philanthropy to those of patriotism, to heighten the + +solicitude which all considerate and good men must feel for the event. Happy will it be if our + +choice should be directed by a judicious estimate of our true interests, unperplexed and unbiased by + +considerations not connected with the public good. But this is a thing more ardently to be wished + +than seriously to be expected. The plan offered to our deliberations affects too many particular + +interests, innovates upon too many local institutions, not to involve in its discussion a variety of + +objects foreign to its merits, and of views, passions and prejudices little favorable to the + +discovery of truth. +Among the most formidable of the obstacles which the new Constitution will have to encounter may + +readily be distinguished the obvious interest of a certain class of men in every State to resist all + +changes which may hazard a diminution of the power, emolument, and consequence of the offices they + +hold under the State establishments; and the perverted ambition of another class of men, who will + +either hope to aggrandize themselves by the confusions of their country, or will flatter themselves + +with fairer prospects of elevation from the subdivision of the empire into several partial + +confederacies than from its union under one government. +It is not, however, my design to dwell upon observations of this nature. I am well aware that it + +would be disingenuous to resolve indiscriminately the opposition of any set of men (merely because + +their situations might subject them to suspicion) into interested or ambitious views. Candor will + +oblige us to admit that even such men may be actuated by upright intentions; and it cannot be + +doubted that much of the opposition which has made its appearance, or may hereafter make its + +appearance, will spring from sources, blameless at least, if not respectable—the honest errors of + +minds led astray by preconceived jealousies and fears. So numerous indeed and so powerful are the + +causes which serve to give a false bias to the judgment, that we, upon many occasions, see wise and + +good men on the wrong as well as on the right side of questions of the first magnitude to society. + +This circumstance, if duly attended to, would furnish a lesson of moderation to those who are ever + +so much persuaded of their being in the right in any controversy. And a further reason for caution, + +in this respect, might be drawn from the reflection that we are not always sure that those who + +advocate the truth are influenced by purer principles than their antagonists. Ambition, avarice, + +personal animosity, party opposition, and many other motives not more laudable than these, are apt + +to operate as well upon those who support as those who oppose the right side of a question. Were + +there not even these inducements to moderation, nothing could be more ill-judged than that + +intolerant spirit which has, at all times, characterized political parties. For in politics, as in + +religion, it is equally absurd to aim at making proselytes by fire and sword. Heresies in either can + +rarely be cured by persecution. +And yet, however just these sentiments will be allowed to be, we have already sufficient indications + +that it will happen in this as in all former cases of great national discussion. A torrent of angry + +and malignant passions will be let loose. To judge from the conduct of the opposite parties, we + +shall be led to conclude that they will mutually hope to evince the justness of their opinions, and + +to increase the number of their converts by the loudness of their declamations and the bitterness of + +their invectives. An enlightened zeal for the energy and efficiency of government will be + +stigmatized as the offspring of a temper fond of despotic power and hostile to the principles of + +liberty. An over-scrupulous jealousy of danger to the rights of the people, which is more commonly + +the fault of the head than of the heart, will be represented as mere pretense and artifice, the + +stale bait for popularity at the expense of the public good. It will be forgotten, on the one hand, + +that jealousy is the usual concomitant of love, and that the noble enthusiasm of liberty is apt to + +be infected with a spirit of narrow and illiberal distrust. On the other hand, it will be equally + +forgotten that the vigor of government is essential to the security of liberty; that, in the + +contemplation of a sound and well-informed judgment, their interest can never be separated; and that + +a dangerous ambition more often lurks behind the specious mask of zeal for the rights of the people + +than under the forbidden appearance of zeal for the firmness and efficiency of government. History + +will teach us that the former has been found a much more certain road to the introduction of + +despotism than the latter, and that of those men who have overturned the liberties of republics, the + +greatest number have begun their career by paying an obsequious court to the people; commencing + +demagogues, and ending tyrants. +In the course of the preceding observations, I have had an eye, my fellow-citizens, to putting you + +upon your guard against all attempts, from whatever quarter, to influence your decision in a matter + +of the utmost moment to your welfare, by any impressions other than those which may result from the + +evidence of truth. You will, no doubt, at the same time, have collected from the general scope of + +them, that they proceed from a source not unfriendly to the new Constitution. Yes, my countrymen, I + +own to you that, after having given it an attentive consideration, I am clearly of opinion it is + +your interest to adopt it. I am convinced that this is the safest course for your liberty, your + +dignity, and your happiness. I affect not reserves which I do not feel. I will not amuse you with an + +appearance of deliberation when I have decided. I frankly acknowledge to you my convictions, and I + +will freely lay before you the reasons on which they are founded. The consciousness of good + +intentions disdains ambiguity. I shall not, however, multiply professions on this head. My motives + +must remain in the depository of my own breast. My arguments will be open to all, and may be judged + +of by all. They shall at least be offered in a spirit which will not disgrace the cause of truth. +I propose, in a series of papers, to discuss the following interesting particulars: +THE UTILITY OF THE UNION TO YOUR POLITICAL PROSPERITY THE INSUFFICIENCY OF THE PRESENT CONFEDERATION + +TO PRESERVE THAT UNION THE NECESSITY OF A GOVERNMENT AT LEAST EQUALLY ENERGETIC WITH THE ONE + +PROPOSED, TO THE ATTAINMENT OF THIS OBJECT THE CONFORMITY OF THE PROPOSED CONSTITUTION TO THE TRUE + +PRINCIPLES OF REPUBLICAN GOVERNMENT ITS ANALOGY TO YOUR OWN STATE CONSTITUTION and lastly, THE + +ADDITIONAL SECURITY WHICH ITS ADOPTION WILL AFFORD TO THE PRESERVATION OF THAT SPECIES OF + +GOVERNMENT, TO LIBERTY, AND TO PROPERTY. +In the progress of this discussion I shall endeavor to give a satisfactory answer to all the + +objections which shall have made their appearance, that may seem to have any claim to your + +attention. +It may perhaps be thought superfluous to offer arguments to prove the utility of the UNION, a point, + +no doubt, deeply engraved on the hearts of the great body of the people in every State, and one, + +which it may be imagined, has no adversaries. But the fact is, that we already hear it whispered in + +the private circles of those who oppose the new Constitution, that the thirteen States are of too + +great extent for any general system, and that we must of necessity resort to separate confederacies + +of distinct portions of the whole.(1) This doctrine will, in all probability, be gradually + +propagated, till it has votaries enough to countenance an open avowal of it. For nothing can be more + +evident, to those who are able to take an enlarged view of the subject, than the alternative of an + +adoption of the new Constitution or a dismemberment of the Union. It will therefore be of use to + +begin by examining the advantages of that Union, the certain evils, and the probable dangers, to + +which every State will be exposed from its dissolution. This shall accordingly constitute the + +subject of my next address. +PUBLIUS +1. The same idea, tracing the arguments to their consequences, is held out in several of the late + +publications against the new Constitution. + + + + +FEDERALIST No. 2. Concerning Dangers from Foreign Force and Influence + +For the Independent Journal. Wednesday, October 31, 1787 + +JAY +To the People of the State of New York: +WHEN the people of America reflect that they are now called upon to decide a question, which, in its + +consequences, must prove one of the most important that ever engaged their attention, the propriety + +of their taking a very comprehensive, as well as a very serious, view of it, will be evident. +Nothing is more certain than the indispensable necessity of government, and it is equally + +undeniable, that whenever and however it is instituted, the people must cede to it some of their + +natural rights in order to vest it with requisite powers. It is well worthy of consideration + +therefore, whether it would conduce more to the interest of the people of America that they should, + +to all general purposes, be one nation, under one federal government, or that they should divide + +themselves into separate confederacies, and give to the head of each the same kind of powers which + +they are advised to place in one national government. +It has until lately been a received and uncontradicted opinion that the prosperity of the people of + +America depended on their continuing firmly united, and the wishes, prayers, and efforts of our best + +and wisest citizens have been constantly directed to that object. But politicians now appear, who + +insist that this opinion is erroneous, and that instead of looking for safety and happiness in + +union, we ought to seek it in a division of the States into distinct confederacies or sovereignties. + +However extraordinary this new doctrine may appear, it nevertheless has its advocates; and certain + +characters who were much opposed to it formerly, are at present of the number. Whatever may be the + +arguments or inducements which have wrought this change in the sentiments and declarations of these + +gentlemen, it certainly would not be wise in the people at large to adopt these new political tenets + +without being fully convinced that they are founded in truth and sound policy. +It has often given me pleasure to observe that independent America was not composed of detached and + +distant territories, but that one connected, fertile, wide-spreading country was the portion of our + +western sons of liberty. Providence has in a particular manner blessed it with a variety of soils + +and productions, and watered it with innumerable streams, for the delight and accommodation of its + +inhabitants. A succession of navigable waters forms a kind of chain round its borders, as if to bind + +it together; while the most noble rivers in the world, running at convenient distances, present them + +with highways for the easy communication of friendly aids, and the mutual transportation and + +exchange of their various commodities. +With equal pleasure I have as often taken notice that Providence has been pleased to give this one + +connected country to one united people—a people descended from the same ancestors, speaking the same + +language, professing the same religion, attached to the same principles of government, very similar + +in their manners and customs, and who, by their joint counsels, arms, and efforts, fighting side by + +side throughout a long and bloody war, have nobly established general liberty and independence. +This country and this people seem to have been made for each other, and it appears as if it was the + +design of Providence, that an inheritance so proper and convenient for a band of brethren, united to + +each other by the strongest ties, should never be split into a number of unsocial, jealous, and + +alien sovereignties. +Similar sentiments have hitherto prevailed among all orders and denominations of men among us. To + +all general purposes we have uniformly been one people each individual citizen everywhere enjoying + +the same national rights, privileges, and protection. As a nation we have made peace and war; as a + +nation we have vanquished our common enemies; as a nation we have formed alliances, and made + +treaties, and entered into various compacts and conventions with foreign states. +A strong sense of the value and blessings of union induced the people, at a very early period, to + +institute a federal government to preserve and perpetuate it. They formed it almost as soon as they + +had a political existence; nay, at a time when their habitations were in flames, when many of their + +citizens were bleeding, and when the progress of hostility and desolation left little room for those + +calm and mature inquiries and reflections which must ever precede the formation of a wise and well- + +balanced government for a free people. It is not to be wondered at, that a government instituted in + +times so inauspicious, should on experiment be found greatly deficient and inadequate to the purpose + +it was intended to answer. +This intelligent people perceived and regretted these defects. Still continuing no less attached to + +union than enamored of liberty, they observed the danger which immediately threatened the former and + +more remotely the latter; and being persuaded that ample security for both could only be found in a + +national government more wisely framed, they as with one voice, convened the late convention at + +Philadelphia, to take that important subject under consideration. +This convention composed of men who possessed the confidence of the people, and many of whom had + +become highly distinguished by their patriotism, virtue and wisdom, in times which tried the minds + +and hearts of men, undertook the arduous task. In the mild season of peace, with minds unoccupied by + +other subjects, they passed many months in cool, uninterrupted, and daily consultation; and finally, + +without having been awed by power, or influenced by any passions except love for their country, they + +presented and recommended to the people the plan produced by their joint and very unanimous + +councils. +Admit, for so is the fact, that this plan is only RECOMMENDED, not imposed, yet let it be remembered + +that it is neither recommended to BLIND approbation, nor to BLIND reprobation; but to that sedate + +and candid consideration which the magnitude and importance of the subject demand, and which it + +certainly ought to receive. But this (as was remarked in the foregoing number of this paper) is more + +to be wished than expected, that it may be so considered and examined. Experience on a former + +occasion teaches us not to be too sanguine in such hopes. It is not yet forgotten that well-grounded + +apprehensions of imminent danger induced the people of America to form the memorable Congress of + +1774. That body recommended certain measures to their constituents, and the event proved their + +wisdom; yet it is fresh in our memories how soon the press began to teem with pamphlets and weekly + +papers against those very measures. Not only many of the officers of government, who obeyed the + +dictates of personal interest, but others, from a mistaken estimate of consequences, or the undue + +influence of former attachments, or whose ambition aimed at objects which did not correspond with + +the public good, were indefatigable in their efforts to persuade the people to reject the advice of + +that patriotic Congress. Many, indeed, were deceived and deluded, but the great majority of the + +people reasoned and decided judiciously; and happy they are in reflecting that they did so. +They considered that the Congress was composed of many wise and experienced men. That, being + +convened from different parts of the country, they brought with them and communicated to each other + +a variety of useful information. That, in the course of the time they passed together in inquiring + +into and discussing the true interests of their country, they must have acquired very accurate + +knowledge on that head. That they were individually interested in the public liberty and prosperity, + +and therefore that it was not less their inclination than their duty to recommend only such measures + +as, after the most mature deliberation, they really thought prudent and advisable. +These and similar considerations then induced the people to rely greatly on the judgment and + +integrity of the Congress; and they took their advice, notwithstanding the various arts and + +endeavors used to deter them from it. But if the people at large had reason to confide in the men of + +that Congress, few of whom had been fully tried or generally known, still greater reason have they + +now to respect the judgment and advice of the convention, for it is well known that some of the most + +distinguished members of that Congress, who have been since tried and justly approved for patriotism + +and abilities, and who have grown old in acquiring political information, were also members of this + +convention, and carried into it their accumulated knowledge and experience. +It is worthy of remark that not only the first, but every succeeding Congress, as well as the late + +convention, have invariably joined with the people in thinking that the prosperity of America + +depended on its Union. To preserve and perpetuate it was the great object of the people in forming + +that convention, and it is also the great object of the plan which the convention has advised them + +to adopt. With what propriety, therefore, or for what good purposes, are attempts at this particular + +period made by some men to depreciate the importance of the Union? Or why is it suggested that three + +or four confederacies would be better than one? I am persuaded in my own mind that the people have + +always thought right on this subject, and that their universal and uniform attachment to the cause + +of the Union rests on great and weighty reasons, which I shall endeavor to develop and explain in + +some ensuing papers. They who promote the idea of substituting a number of distinct confederacies in + +the room of the plan of the convention, seem clearly to foresee that the rejection of it would put + +the continuance of the Union in the utmost jeopardy. That certainly would be the case, and I + +sincerely wish that it may be as clearly foreseen by every good citizen, that whenever the + +dissolution of the Union arrives, America will have reason to exclaim, in the words of the poet: + +"FAREWELL! A LONG FAREWELL TO ALL MY GREATNESS." +PUBLIUS + + + + +FEDERALIST No. 3. The Same Subject Continued (Concerning Dangers From Foreign Force and Influence) + +For the Independent Journal. Saturday, November 3, 1787 + +JAY +To the People of the State of New York: +IT IS not a new observation that the people of any country (if, like the Americans, intelligent and + +wellinformed) seldom adopt and steadily persevere for many years in an erroneous opinion respecting + +their interests. That consideration naturally tends to create great respect for the high opinion + +which the people of America have so long and uniformly entertained of the importance of their + +continuing firmly united under one federal government, vested with sufficient powers for all general + +and national purposes. +The more attentively I consider and investigate the reasons which appear to have given birth to this + +opinion, the more I become convinced that they are cogent and conclusive. +Among the many objects to which a wise and free people find it necessary to direct their attention, + +that of providing for their SAFETY seems to be the first. The SAFETY of the people doubtless has + +relation to a great variety of circumstances and considerations, and consequently affords great + +latitude to those who wish to define it precisely and comprehensively. +At present I mean only to consider it as it respects security for the preservation of peace and + +tranquillity, as well as against dangers from FOREIGN ARMS AND INFLUENCE, as from dangers of the + +LIKE KIND arising from domestic causes. As the former of these comes first in order, it is proper it + +should be the first discussed. Let us therefore proceed to examine whether the people are not right + +in their opinion that a cordial Union, under an efficient national government, affords them the best + +security that can be devised against HOSTILITIES from abroad. +The number of wars which have happened or will happen in the world will always be found to be in + +proportion to the number and weight of the causes, whether REAL or PRETENDED, which PROVOKE or + +INVITE them. If this remark be just, it becomes useful to inquire whether so many JUST causes of war + +are likely to be given by UNITED AMERICA as by DISUNITED America; for if it should turn out that + +United America will probably give the fewest, then it will follow that in this respect the Union + +tends most to preserve the people in a state of peace with other nations. +The JUST causes of war, for the most part, arise either from violation of treaties or from direct + +violence. America has already formed treaties with no less than six foreign nations, and all of + +them, except Prussia, are maritime, and therefore able to annoy and injure us. She has also + +extensive commerce with Portugal, Spain, and Britain, and, with respect to the two latter, has, in + +addition, the circumstance of neighborhood to attend to. +It is of high importance to the peace of America that she observe the laws of nations towards all + +these powers, and to me it appears evident that this will be more perfectly and punctually done by + +one national government than it could be either by thirteen separate States or by three or four + +distinct confederacies. +Because when once an efficient national government is established, the best men in the country will + +not only consent to serve, but also will generally be appointed to manage it; for, although town or + +country, or other contracted influence, may place men in State assemblies, or senates, or courts of + +justice, or executive departments, yet more general and extensive reputation for talents and other + +qualifications will be necessary to recommend men to offices under the national government,— + +especially as it will have the widest field for choice, and never experience that want of proper + +persons which is not uncommon in some of the States. Hence, it will result that the administration, + +the political counsels, and the judicial decisions of the national government will be more wise, + +systematical, and judicious than those of individual States, and consequently more satisfactory with + +respect to other nations, as well as more SAFE with respect to us. +Because, under the national government, treaties and articles of treaties, as well as the laws of + +nations, will always be expounded in one sense and executed in the same manner,—whereas, + +adjudications on the same points and questions, in thirteen States, or in three or four + +confederacies, will not always accord or be consistent; and that, as well from the variety of + +independent courts and judges appointed by different and independent governments, as from the + +different local laws and interests which may affect and influence them. The wisdom of the + +convention, in committing such questions to the jurisdiction and judgment of courts appointed by and + +responsible only to one national government, cannot be too much commended. +Because the prospect of present loss or advantage may often tempt the governing party in one or two + +States to swerve from good faith and justice; but those temptations, not reaching the other States, + +and consequently having little or no influence on the national government, the temptation will be + +fruitless, and good faith and justice be preserved. The case of the treaty of peace with Britain + +adds great weight to this reasoning. +Because, even if the governing party in a State should be disposed to resist such temptations, yet + +as such temptations may, and commonly do, result from circumstances peculiar to the State, and may + +affect a great number of the inhabitants, the governing party may not always be able, if willing, to + +prevent the injustice meditated, or to punish the aggressors. But the national government, not being + +affected by those local circumstances, will neither be induced to commit the wrong themselves, nor + +want power or inclination to prevent or punish its commission by others. +So far, therefore, as either designed or accidental violations of treaties and the laws of nations + +afford JUST causes of war, they are less to be apprehended under one general government than under + +several lesser ones, and in that respect the former most favors the SAFETY of the people. +As to those just causes of war which proceed from direct and unlawful violence, it appears equally + +clear to me that one good national government affords vastly more security against dangers of that + +sort than can be derived from any other quarter. +Because such violences are more frequently caused by the passions and interests of a part than of + +the whole; of one or two States than of the Union. Not a single Indian war has yet been occasioned + +by aggressions of the present federal government, feeble as it is; but there are several instances + +of Indian hostilities having been provoked by the improper conduct of individual States, who, either + +unable or unwilling to restrain or punish offenses, have given occasion to the slaughter of many + +innocent inhabitants. +The neighborhood of Spanish and British territories, bordering on some States and not on others, + +naturally confines the causes of quarrel more immediately to the borderers. The bordering States, if + +any, will be those who, under the impulse of sudden irritation, and a quick sense of apparent + +interest or injury, will be most likely, by direct violence, to excite war with these nations; and + +nothing can so effectually obviate that danger as a national government, whose wisdom and prudence + +will not be diminished by the passions which actuate the parties immediately interested. +But not only fewer just causes of war will be given by the national government, but it will also be + +more in their power to accommodate and settle them amicably. They will be more temperate and cool, + +and in that respect, as well as in others, will be more in capacity to act advisedly than the + +offending State. The pride of states, as well as of men, naturally disposes them to justify all + +their actions, and opposes their acknowledging, correcting, or repairing their errors and offenses. + +The national government, in such cases, will not be affected by this pride, but will proceed with + +moderation and candor to consider and decide on the means most proper to extricate them from the + +difficulties which threaten them. +Besides, it is well known that acknowledgments, explanations, and compensations are often accepted + +as satisfactory from a strong united nation, which would be rejected as unsatisfactory if offered by + +a State or confederacy of little consideration or power. +In the year 1685, the state of Genoa having offended Louis XIV., endeavored to appease him. He + +demanded that they should send their Doge, or chief magistrate, accompanied by four of their + +senators, to FRANCE, to ask his pardon and receive his terms. They were obliged to submit to it for + +the sake of peace. Would he on any occasion either have demanded or have received the like + +humiliation from Spain, or Britain, or any other POWERFUL nation? +PUBLIUS + + + + +FEDERALIST No. 4. The Same Subject Continued (Concerning Dangers From Foreign Force and Influence) + +For the Independent Journal. Wednesday, November 7, 1787 + +JAY +To the People of the State of New York: +MY LAST paper assigned several reasons why the safety of the people would be best secured by union + +against the danger it may be exposed to by JUST causes of war given to other nations; and those + +reasons show that such causes would not only be more rarely given, but would also be more easily + +accommodated, by a national government than either by the State governments or the proposed little + +confederacies. +But the safety of the people of America against dangers from FOREIGN force depends not only on their + +forbearing to give JUST causes of war to other nations, but also on their placing and continuing + +themselves in such a situation as not to INVITE hostility or insult; for it need not be observed + +that there are PRETENDED as well as just causes of war. +It is too true, however disgraceful it may be to human nature, that nations in general will make war + +whenever they have a prospect of getting anything by it; nay, absolute monarchs will often make war + +when their nations are to get nothing by it, but for the purposes and objects merely personal, such + +as thirst for military glory, revenge for personal affronts, ambition, or private compacts to + +aggrandize or support their particular families or partisans. These and a variety of other motives, + +which affect only the mind of the sovereign, often lead him to engage in wars not sanctified by + +justice or the voice and interests of his people. But, independent of these inducements to war, + +which are more prevalent in absolute monarchies, but which well deserve our attention, there are + +others which affect nations as often as kings; and some of them will on examination be found to grow + +out of our relative situation and circumstances. +With France and with Britain we are rivals in the fisheries, and can supply their markets cheaper + +than they can themselves, notwithstanding any efforts to prevent it by bounties on their own or + +duties on foreign fish. +With them and with most other European nations we are rivals in navigation and the carrying trade; + +and we shall deceive ourselves if we suppose that any of them will rejoice to see it flourish; for, + +as our carrying trade cannot increase without in some degree diminishing theirs, it is more their + +interest, and will be more their policy, to restrain than to promote it. +In the trade to China and India, we interfere with more than one nation, inasmuch as it enables us + +to partake in advantages which they had in a manner monopolized, and as we thereby supply ourselves + +with commodities which we used to purchase from them. +The extension of our own commerce in our own vessels cannot give pleasure to any nations who possess + +territories on or near this continent, because the cheapness and excellence of our productions, + +added to the circumstance of vicinity, and the enterprise and address of our merchants and + +navigators, will give us a greater share in the advantages which those territories afford, than + +consists with the wishes or policy of their respective sovereigns. +Spain thinks it convenient to shut the Mississippi against us on the one side, and Britain excludes + +us from the Saint Lawrence on the other; nor will either of them permit the other waters which are + +between them and us to become the means of mutual intercourse and traffic. +From these and such like considerations, which might, if consistent with prudence, be more amplified + +and detailed, it is easy to see that jealousies and uneasinesses may gradually slide into the minds + +and cabinets of other nations, and that we are not to expect that they should regard our advancement + +in union, in power and consequence by land and by sea, with an eye of indifference and composure. +The people of America are aware that inducements to war may arise out of these circumstances, as + +well as from others not so obvious at present, and that whenever such inducements may find fit time + +and opportunity for operation, pretenses to color and justify them will not be wanting. Wisely, + +therefore, do they consider union and a good national government as necessary to put and keep them + +in SUCH A SITUATION as, instead of INVITING war, will tend to repress and discourage it. That + +situation consists in the best possible state of defense, and necessarily depends on the government, + +the arms, and the resources of the country. +As the safety of the whole is the interest of the whole, and cannot be provided for without + +government, either one or more or many, let us inquire whether one good government is not, relative + +to the object in question, more competent than any other given number whatever. +One government can collect and avail itself of the talents and experience of the ablest men, in + +whatever part of the Union they may be found. It can move on uniform principles of policy. It can + +harmonize, assimilate, and protect the several parts and members, and extend the benefit of its + +foresight and precautions to each. In the formation of treaties, it will regard the interest of the + +whole, and the particular interests of the parts as connected with that of the whole. It can apply + +the resources and power of the whole to the defense of any particular part, and that more easily and + +expeditiously than State governments or separate confederacies can possibly do, for want of concert + +and unity of system. It can place the militia under one plan of discipline, and, by putting their + +officers in a proper line of subordination to the Chief Magistrate, will, as it were, consolidate + +them into one corps, and thereby render them more efficient than if divided into thirteen or into + +three or four distinct independent companies. +What would the militia of Britain be if the English militia obeyed the government of England, if the + +Scotch militia obeyed the government of Scotland, and if the Welsh militia obeyed the government of + +Wales? Suppose an invasion; would those three governments (if they agreed at all) be able, with all + +their respective forces, to operate against the enemy so effectually as the single government of + +Great Britain would? +We have heard much of the fleets of Britain, and the time may come, if we are wise, when the fleets + +of America may engage attention. But if one national government, had not so regulated the navigation + +of Britain as to make it a nursery for seamen—if one national government had not called forth all + +the national means and materials for forming fleets, their prowess and their thunder would never + +have been celebrated. Let England have its navigation and fleet—let Scotland have its navigation and + +fleet—let Wales have its navigation and fleet—let Ireland have its navigation and fleet—let those + +four of the constituent parts of the British empire be be under four independent governments, and it + +is easy to perceive how soon they would each dwindle into comparative insignificance. +Apply these facts to our own case. Leave America divided into thirteen or, if you please, into three + +or four independent governments—what armies could they raise and pay—what fleets could they ever + +hope to have? If one was attacked, would the others fly to its succor, and spend their blood and + +money in its defense? Would there be no danger of their being flattered into neutrality by its + +specious promises, or seduced by a too great fondness for peace to decline hazarding their + +tranquillity and present safety for the sake of neighbors, of whom perhaps they have been jealous, + +and whose importance they are content to see diminished? Although such conduct would not be wise, it + +would, nevertheless, be natural. The history of the states of Greece, and of other countries, + +abounds with such instances, and it is not improbable that what has so often happened would, under + +similar circumstances, happen again. +But admit that they might be willing to help the invaded State or confederacy. How, and when, and in + +what proportion shall aids of men and money be afforded? Who shall command the allied armies, and + +from which of them shall he receive his orders? Who shall settle the terms of peace, and in case of + +disputes what umpire shall decide between them and compel acquiescence? Various difficulties and + +inconveniences would be inseparable from such a situation; whereas one government, watching over the + +general and common interests, and combining and directing the powers and resources of the whole, + +would be free from all these embarrassments, and conduce far more to the safety of the people. +But whatever may be our situation, whether firmly united under one national government, or split + +into a number of confederacies, certain it is, that foreign nations will know and view it exactly as + +it is; and they will act toward us accordingly. If they see that our national government is + +efficient and well administered, our trade prudently regulated, our militia properly organized and + +disciplined, our resources and finances discreetly managed, our credit re-established, our people + +free, contented, and united, they will be much more disposed to cultivate our friendship than + +provoke our resentment. If, on the other hand, they find us either destitute of an effectual + +government (each State doing right or wrong, as to its rulers may seem convenient), or split into + +three or four independent and probably discordant republics or confederacies, one inclining to + +Britain, another to France, and a third to Spain, and perhaps played off against each other by the + +three, what a poor, pitiful figure will America make in their eyes! How liable would she become not + +only to their contempt but to their outrage, and how soon would dear-bought experience proclaim that + +when a people or family so divide, it never fails to be against themselves. +PUBLIUS + + + + +FEDERALIST No. 5. The Same Subject Continued (Concerning Dangers From Foreign Force and Influence) + +For the Independent Journal. Saturday, November 10, 1787 + +JAY +To the People of the State of New York: +QUEEN ANNE, in her letter of the 1st July, 1706, to the Scotch Parliament, makes some observations + +on the importance of the UNION then forming between England and Scotland, which merit our attention. + +I shall present the public with one or two extracts from it: "An entire and perfect union will be + +the solid foundation of lasting peace: It will secure your religion, liberty, and property; remove + +the animosities amongst yourselves, and the jealousies and differences betwixt our two kingdoms. It + +must increase your strength, riches, and trade; and by this union the whole island, being joined in + +affection and free from all apprehensions of different interest, will be ENABLED TO RESIST ALL ITS + +ENEMIES." "We most earnestly recommend to you calmness and unanimity in this great and weighty + +affair, that the union may be brought to a happy conclusion, being the only EFFECTUAL way to secure + +our present and future happiness, and disappoint the designs of our and your enemies, who will + +doubtless, on this occasion, USE THEIR UTMOST ENDEAVORS TO PREVENT OR DELAY THIS UNION." +It was remarked in the preceding paper, that weakness and divisions at home would invite dangers + +from abroad; and that nothing would tend more to secure us from them than union, strength, and good + +government within ourselves. This subject is copious and cannot easily be exhausted. +The history of Great Britain is the one with which we are in general the best acquainted, and it + +gives us many useful lessons. We may profit by their experience without paying the price which it + +cost them. Although it seems obvious to common sense that the people of such an island should be but + +one nation, yet we find that they were for ages divided into three, and that those three were almost + +constantly embroiled in quarrels and wars with one another. Notwithstanding their true interest with + +respect to the continental nations was really the same, yet by the arts and policy and practices of + +those nations, their mutual jealousies were perpetually kept inflamed, and for a long series of + +years they were far more inconvenient and troublesome than they were useful and assisting to each + +other. +Should the people of America divide themselves into three or four nations, would not the same thing + +happen? Would not similar jealousies arise, and be in like manner cherished? Instead of their being + +"joined in affection" and free from all apprehension of different "interests," envy and jealousy + +would soon extinguish confidence and affection, and the partial interests of each confederacy, + +instead of the general interests of all America, would be the only objects of their policy and + +pursuits. Hence, like most other BORDERING nations, they would always be either involved in disputes + +and war, or live in the constant apprehension of them. +The most sanguine advocates for three or four confederacies cannot reasonably suppose that they + +would long remain exactly on an equal footing in point of strength, even if it was possible to form + +them so at first; but, admitting that to be practicable, yet what human contrivance can secure the + +continuance of such equality? Independent of those local circumstances which tend to beget and + +increase power in one part and to impede its progress in another, we must advert to the effects of + +that superior policy and good management which would probably distinguish the government of one + +above the rest, and by which their relative equality in strength and consideration would be + +destroyed. For it cannot be presumed that the same degree of sound policy, prudence, and foresight + +would uniformly be observed by each of these confederacies for a long succession of years. +Whenever, and from whatever causes, it might happen, and happen it would, that any one of these + +nations or confederacies should rise on the scale of political importance much above the degree of + +her neighbors, that moment would those neighbors behold her with envy and with fear. Both those + +passions would lead them to countenance, if not to promote, whatever might promise to diminish her + +importance; and would also restrain them from measures calculated to advance or even to secure her + +prosperity. Much time would not be necessary to enable her to discern these unfriendly dispositions. + +She would soon begin, not only to lose confidence in her neighbors, but also to feel a disposition + +equally unfavorable to them. Distrust naturally creates distrust, and by nothing is good-will and + +kind conduct more speedily changed than by invidious jealousies and uncandid imputations, whether + +expressed or implied. +The North is generally the region of strength, and many local circumstances render it probable that + +the most Northern of the proposed confederacies would, at a period not very distant, be + +unquestionably more formidable than any of the others. No sooner would this become evident than the + +NORTHERN HIVE would excite the same ideas and sensations in the more southern parts of America which + +it formerly did in the southern parts of Europe. Nor does it appear to be a rash conjecture that its + +young swarms might often be tempted to gather honey in the more blooming fields and milder air of + +their luxurious and more delicate neighbors. +They who well consider the history of similar divisions and confederacies will find abundant reason + +to apprehend that those in contemplation would in no other sense be neighbors than as they would be + +borderers; that they would neither love nor trust one another, but on the contrary would be a prey + +to discord, jealousy, and mutual injuries; in short, that they would place us exactly in the + +situations in which some nations doubtless wish to see us, viz., FORMIDABLE ONLY TO EACH OTHER. +From these considerations it appears that those gentlemen are greatly mistaken who suppose that + +alliances offensive and defensive might be formed between these confederacies, and would produce + +that combination and union of wills of arms and of resources, which would be necessary to put and + +keep them in a formidable state of defense against foreign enemies. +When did the independent states, into which Britain and Spain were formerly divided, combine in such + +alliance, or unite their forces against a foreign enemy? The proposed confederacies will be DISTINCT + +NATIONS. Each of them would have its commerce with foreigners to regulate by distinct treaties; and + +as their productions and commodities are different and proper for different markets, so would those + +treaties be essentially different. Different commercial concerns must create different interests, + +and of course different degrees of political attachment to and connection with different foreign + +nations. Hence it might and probably would happen that the foreign nation with whom the SOUTHERN + +confederacy might be at war would be the one with whom the NORTHERN confederacy would be the most + +desirous of preserving peace and friendship. An alliance so contrary to their immediate interest + +would not therefore be easy to form, nor, if formed, would it be observed and fulfilled with perfect + +good faith. +Nay, it is far more probable that in America, as in Europe, neighboring nations, acting under the + +impulse of opposite interests and unfriendly passions, would frequently be found taking different + +sides. Considering our distance from Europe, it would be more natural for these confederacies to + +apprehend danger from one another than from distant nations, and therefore that each of them should + +be more desirous to guard against the others by the aid of foreign alliances, than to guard against + +foreign dangers by alliances between themselves. And here let us not forget how much more easy it is + +to receive foreign fleets into our ports, and foreign armies into our country, than it is to + +persuade or compel them to depart. How many conquests did the Romans and others make in the + +characters of allies, and what innovations did they under the same character introduce into the + +governments of those whom they pretended to protect. +Let candid men judge, then, whether the division of America into any given number of independent + +sovereignties would tend to secure us against the hostilities and improper interference of foreign + +nations. +PUBLIUS + + + + +FEDERALIST No. 6. Concerning Dangers from Dissensions Between the States + +For the Independent Journal. Wednesday, November 14, 1787 + +HAMILTON +To the People of the State of New York: +THE three last numbers of this paper have been dedicated to an enumeration of the dangers to which + +we should be exposed, in a state of disunion, from the arms and arts of foreign nations. I shall now + +proceed to delineate dangers of a different and, perhaps, still more alarming kind—those which will + +in all probability flow from dissensions between the States themselves, and from domestic factions + +and convulsions. These have been already in some instances slightly anticipated; but they deserve a + +more particular and more full investigation. +A man must be far gone in Utopian speculations who can seriously doubt that, if these States should + +either be wholly disunited, or only united in partial confederacies, the subdivisions into which + +they might be thrown would have frequent and violent contests with each other. To presume a want of + +motives for such contests as an argument against their existence, would be to forget that men are + +ambitious, vindictive, and rapacious. To look for a continuation of harmony between a number of + +independent, unconnected sovereignties in the same neighborhood, would be to disregard the uniform + +course of human events, and to set at defiance the accumulated experience of ages. +The causes of hostility among nations are innumerable. There are some which have a general and + +almost constant operation upon the collective bodies of society. Of this description are the love of + +power or the desire of pre-eminence and dominion—the jealousy of power, or the desire of equality + +and safety. There are others which have a more circumscribed though an equally operative influence + +within their spheres. Such are the rivalships and competitions of commerce between commercial + +nations. And there are others, not less numerous than either of the former, which take their origin + +entirely in private passions; in the attachments, enmities, interests, hopes, and fears of leading + +individuals in the communities of which they are members. Men of this class, whether the favorites + +of a king or of a people, have in too many instances abused the confidence they possessed; and + +assuming the pretext of some public motive, have not scrupled to sacrifice the national tranquillity + +to personal advantage or personal gratification. +The celebrated Pericles, in compliance with the resentment of a prostitute,(1) at the expense of + +much of the blood and treasure of his countrymen, attacked, vanquished, and destroyed the city of + +the SAMMIANS. The same man, stimulated by private pique against the MEGARENSIANS,(2) another nation + +of Greece, or to avoid a prosecution with which he was threatened as an accomplice of a supposed + +theft of the statuary Phidias,(3) or to get rid of the accusations prepared to be brought against + +him for dissipating the funds of the state in the purchase of popularity,(4) or from a combination + +of all these causes, was the primitive author of that famous and fatal war, distinguished in the + +Grecian annals by the name of the PELOPONNESIAN war; which, after various vicissitudes, + +intermissions, and renewals, terminated in the ruin of the Athenian commonwealth. +The ambitious cardinal, who was prime minister to Henry VIII., permitting his vanity to aspire to + +the triple crown,(5) entertained hopes of succeeding in the acquisition of that splendid prize by + +the influence of the Emperor Charles V. To secure the favor and interest of this enterprising and + +powerful monarch, he precipitated England into a war with France, contrary to the plainest dictates + +of policy, and at the hazard of the safety and independence, as well of the kingdom over which he + +presided by his counsels, as of Europe in general. For if there ever was a sovereign who bid fair to + +realize the project of universal monarchy, it was the Emperor Charles V., of whose intrigues Wolsey + +was at once the instrument and the dupe. +The influence which the bigotry of one female,(6) the petulance of another,(7) and the cabals of a + +third,(8) had in the contemporary policy, ferments, and pacifications, of a considerable part of + +Europe, are topics that have been too often descanted upon not to be generally known. +To multiply examples of the agency of personal considerations in the production of great national + +events, either foreign or domestic, according to their direction, would be an unnecessary waste of + +time. Those who have but a superficial acquaintance with the sources from which they are to be + +drawn, will themselves recollect a variety of instances; and those who have a tolerable knowledge of + +human nature will not stand in need of such lights to form their opinion either of the reality or + +extent of that agency. Perhaps, however, a reference, tending to illustrate the general principle, + +may with propriety be made to a case which has lately happened among ourselves. If Shays had not + +been a DESPERATE DEBTOR, it is much to be doubted whether Massachusetts would have been plunged into + +a civil war. +But notwithstanding the concurring testimony of experience, in this particular, there are still to + +be found visionary or designing men, who stand ready to advocate the paradox of perpetual peace + +between the States, though dismembered and alienated from each other. The genius of republics (say + +they) is pacific; the spirit of commerce has a tendency to soften the manners of men, and to + +extinguish those inflammable humors which have so often kindled into wars. Commercial republics, + +like ours, will never be disposed to waste themselves in ruinous contentions with each other. They + +will be governed by mutual interest, and will cultivate a spirit of mutual amity and concord. +Is it not (we may ask these projectors in politics) the true interest of all nations to cultivate + +the same benevolent and philosophic spirit? If this be their true interest, have they in fact + +pursued it? Has it not, on the contrary, invariably been found that momentary passions, and + +immediate interest, have a more active and imperious control over human conduct than general or + +remote considerations of policy, utility or justice? Have republics in practice been less addicted + +to war than monarchies? Are not the former administered by MEN as well as the latter? Are there not + +aversions, predilections, rivalships, and desires of unjust acquisitions, that affect nations as + +well as kings? Are not popular assemblies frequently subject to the impulses of rage, resentment, + +jealousy, avarice, and of other irregular and violent propensities? Is it not well known that their + +determinations are often governed by a few individuals in whom they place confidence, and are, of + +course, liable to be tinctured by the passions and views of those individuals? Has commerce hitherto + +done anything more than change the objects of war? Is not the love of wealth as domineering and + +enterprising a passion as that of power or glory? Have there not been as many wars founded upon + +commercial motives since that has become the prevailing system of nations, as were before occasioned + +by the cupidity of territory or dominion? Has not the spirit of commerce, in many instances, + +administered new incentives to the appetite, both for the one and for the other? Let experience, the + +least fallible guide of human opinions, be appealed to for an answer to these inquiries. +Sparta, Athens, Rome, and Carthage were all republics; two of them, Athens and Carthage, of the + +commercial kind. Yet were they as often engaged in wars, offensive and defensive, as the neighboring + +monarchies of the same times. Sparta was little better than a wellregulated camp; and Rome was never + +sated of carnage and conquest. +Carthage, though a commercial republic, was the aggressor in the very war that ended in her + +destruction. Hannibal had carried her arms into the heart of Italy and to the gates of Rome, before + +Scipio, in turn, gave him an overthrow in the territories of Carthage, and made a conquest of the + +commonwealth. +Venice, in later times, figured more than once in wars of ambition, till, becoming an object to the + +other Italian states, Pope Julius II. found means to accomplish that formidable league,(9) which + +gave a deadly blow to the power and pride of this haughty republic. +The provinces of Holland, till they were overwhelmed in debts and taxes, took a leading and + +conspicuous part in the wars of Europe. They had furious contests with England for the dominion of + +the sea, and were among the most persevering and most implacable of the opponents of Louis XIV. +In the government of Britain the representatives of the people compose one branch of the national + +legislature. Commerce has been for ages the predominant pursuit of that country. Few nations, + +nevertheless, have been more frequently engaged in war; and the wars in which that kingdom has been + +engaged have, in numerous instances, proceeded from the people. +There have been, if I may so express it, almost as many popular as royal wars. The cries of the + +nation and the importunities of their representatives have, upon various occasions, dragged their + +monarchs into war, or continued them in it, contrary to their inclinations, and sometimes contrary + +to the real interests of the State. In that memorable struggle for superiority between the rival + +houses of AUSTRIA and BOURBON, which so long kept Europe in a flame, it is well known that the + +antipathies of the English against the French, seconding the ambition, or rather the avarice, of a + +favorite leader,(10) protracted the war beyond the limits marked out by sound policy, and for a + +considerable time in opposition to the views of the court. +The wars of these two last-mentioned nations have in a great measure grown out of commercial + +considerations,—the desire of supplanting and the fear of being supplanted, either in particular + +branches of traffic or in the general advantages of trade and navigation, and sometimes even the + +more culpable desire of sharing in the commerce of other nations without their consent. +The last war but between Britain and Spain sprang from the attempts of the British merchants to + +prosecute an illicit trade with the Spanish main. These unjustifiable practices on their part + +produced severity on the part of the Spaniards toward the subjects of Great Britain which were not + +more justifiable, because they exceeded the bounds of a just retaliation and were chargeable with + +inhumanity and cruelty. Many of the English who were taken on the Spanish coast were sent to dig in + +the mines of Potosi; and by the usual progress of a spirit of resentment, the innocent were, after a + +while, confounded with the guilty in indiscriminate punishment. The complaints of the merchants + +kindled a violent flame throughout the nation, which soon after broke out in the House of Commons, + +and was communicated from that body to the ministry. Letters of reprisal were granted, and a war + +ensued, which in its consequences overthrew all the alliances that but twenty years before had been + +formed with sanguine expectations of the most beneficial fruits. +From this summary of what has taken place in other countries, whose situations have borne the + +nearest resemblance to our own, what reason can we have to confide in those reveries which would + +seduce us into an expectation of peace and cordiality between the members of the present + +confederacy, in a state of separation? Have we not already seen enough of the fallacy and + +extravagance of those idle theories which have amused us with promises of an exemption from the + +imperfections, weaknesses and evils incident to society in every shape? Is it not time to awake from + +the deceitful dream of a golden age, and to adopt as a practical maxim for the direction of our + +political conduct that we, as well as the other inhabitants of the globe, are yet remote from the + +happy empire of perfect wisdom and perfect virtue? +Let the point of extreme depression to which our national dignity and credit have sunk, let the + +inconveniences felt everywhere from a lax and ill administration of government, let the revolt of a + +part of the State of North Carolina, the late menacing disturbances in Pennsylvania, and the actual + +insurrections and rebellions in Massachusetts, declare—! +So far is the general sense of mankind from corresponding with the tenets of those who endeavor to + +lull asleep our apprehensions of discord and hostility between the States, in the event of disunion, + +that it has from long observation of the progress of society become a sort of axiom in politics, + +that vicinity or nearness of situation, constitutes nations natural enemies. An intelligent writer + +expresses himself on this subject to this effect: "NEIGHBORING NATIONS (says he) are naturally + +enemies of each other unless their common weakness forces them to league in a CONFEDERATE REPUBLIC, + +and their constitution prevents the differences that neighborhood occasions, extinguishing that + +secret jealousy which disposes all states to aggrandize themselves at the expense of their + +neighbors."(11) This passage, at the same time, points out the EVIL and suggests the REMEDY. +PUBLIUS +1. Aspasia, vide "Plutarch's Life of Pericles." +2. Ibid. +3. Ibid. +4. Ibid. Phidias was supposed to have stolen some public gold, with the connivance of Pericles, for + +the embellishment of the statue of Minerva. +5. Worn by the popes. +6. Madame de Maintenon. +7. Duchess of Marlborough. +8. Madame de Pompadour. +9. The League of Cambray, comprehending the Emperor, the King of France, the King of Aragon, and + +most of the Italian princes and states. +10. The Duke of Marlborough. +11. Vide "Principes des Negociations" par l'Abbé de Mably. + + + + +FEDERALIST No. 7. The Same Subject Continued (Concerning Dangers from Dissensions Between the + +States) + +For the Independent Journal. Thursday, November 15, 1787 + +HAMILTON +To the People of the State of New York: +IT IS sometimes asked, with an air of seeming triumph, what inducements could the States have, if + +disunited, to make war upon each other? It would be a full answer to this question to say—precisely + +the same inducements which have, at different times, deluged in blood all the nations in the world. + +But, unfortunately for us, the question admits of a more particular answer. There are causes of + +differences within our immediate contemplation, of the tendency of which, even under the restraints + +of a federal constitution, we have had sufficient experience to enable us to form a judgment of what + +might be expected if those restraints were removed. +Territorial disputes have at all times been found one of the most fertile sources of hostility among + +nations. Perhaps the greatest proportion of wars that have desolated the earth have sprung from this + +origin. This cause would exist among us in full force. We have a vast tract of unsettled territory + +within the boundaries of the United States. There still are discordant and undecided claims between + +several of them, and the dissolution of the Union would lay a foundation for similar claims between + +them all. It is well known that they have heretofore had serious and animated discussion concerning + +the rights to the lands which were ungranted at the time of the Revolution, and which usually went + +under the name of crown lands. The States within the limits of whose colonial governments they were + +comprised have claimed them as their property, the others have contended that the rights of the + +crown in this article devolved upon the Union; especially as to all that part of the Western + +territory which, either by actual possession, or through the submission of the Indian proprietors, + +was subjected to the jurisdiction of the king of Great Britain, till it was relinquished in the + +treaty of peace. This, it has been said, was at all events an acquisition to the Confederacy by + +compact with a foreign power. It has been the prudent policy of Congress to appease this + +controversy, by prevailing upon the States to make cessions to the United States for the benefit of + +the whole. This has been so far accomplished as, under a continuation of the Union, to afford a + +decided prospect of an amicable termination of the dispute. A dismemberment of the Confederacy, + +however, would revive this dispute, and would create others on the same subject. At present, a large + +part of the vacant Western territory is, by cession at least, if not by any anterior right, the + +common property of the Union. If that were at an end, the States which made the cession, on a + +principle of federal compromise, would be apt when the motive of the grant had ceased, to reclaim + +the lands as a reversion. The other States would no doubt insist on a proportion, by right of + +representation. Their argument would be, that a grant, once made, could not be revoked; and that the + +justice of participating in territory acquired or secured by the joint efforts of the Confederacy, + +remained undiminished. If, contrary to probability, it should be admitted by all the States, that + +each had a right to a share of this common stock, there would still be a difficulty to be + +surmounted, as to a proper rule of apportionment. Different principles would be set up by different + +States for this purpose; and as they would affect the opposite interests of the parties, they might + +not easily be susceptible of a pacific adjustment. +In the wide field of Western territory, therefore, we perceive an ample theatre for hostile + +pretensions, without any umpire or common judge to interpose between the contending parties. To + +reason from the past to the future, we shall have good ground to apprehend, that the sword would + +sometimes be appealed to as the arbiter of their differences. The circumstances of the dispute + +between Connecticut and Pennsylvania, respecting the land at Wyoming, admonish us not to be sanguine + +in expecting an easy accommodation of such differences. The articles of confederation obliged the + +parties to submit the matter to the decision of a federal court. The submission was made, and the + +court decided in favor of Pennsylvania. But Connecticut gave strong indications of dissatisfaction + +with that determination; nor did she appear to be entirely resigned to it, till, by negotiation and + +management, something like an equivalent was found for the loss she supposed herself to have + +sustained. Nothing here said is intended to convey the slightest censure on the conduct of that + +State. She no doubt sincerely believed herself to have been injured by the decision; and States, + +like individuals, acquiesce with great reluctance in determinations to their disadvantage. +Those who had an opportunity of seeing the inside of the transactions which attended the progress of + +the controversy between this State and the district of Vermont, can vouch the opposition we + +experienced, as well from States not interested as from those which were interested in the claim; + +and can attest the danger to which the peace of the Confederacy might have been exposed, had this + +State attempted to assert its rights by force. Two motives preponderated in that opposition: one, a + +jealousy entertained of our future power; and the other, the interest of certain individuals of + +influence in the neighboring States, who had obtained grants of lands under the actual government of + +that district. Even the States which brought forward claims, in contradiction to ours, seemed more + +solicitous to dismember this State, than to establish their own pretensions. These were New + +Hampshire, Massachusetts, and Connecticut. New Jersey and Rhode Island, upon all occasions, + +discovered a warm zeal for the independence of Vermont; and Maryland, till alarmed by the appearance + +of a connection between Canada and that State, entered deeply into the same views. These being small + +States, saw with an unfriendly eye the perspective of our growing greatness. In a review of these + +transactions we may trace some of the causes which would be likely to embroil the States with each + +other, if it should be their unpropitious destiny to become disunited. +The competitions of commerce would be another fruitful source of contention. The States less + +favorably circumstanced would be desirous of escaping from the disadvantages of local situation, and + +of sharing in the advantages of their more fortunate neighbors. Each State, or separate confederacy, + +would pursue a system of commercial policy peculiar to itself. This would occasion distinctions, + +preferences, and exclusions, which would beget discontent. The habits of intercourse, on the basis + +of equal privileges, to which we have been accustomed since the earliest settlement of the country, + +would give a keener edge to those causes of discontent than they would naturally have independent of + +this circumstance. WE SHOULD BE READY TO DENOMINATE INJURIES THOSE THINGS WHICH WERE IN REALITY THE + +JUSTIFIABLE ACTS OF INDEPENDENT SOVEREIGNTIES CONSULTING A DISTINCT INTEREST. The spirit of + +enterprise, which characterizes the commercial part of America, has left no occasion of displaying + +itself unimproved. It is not at all probable that this unbridled spirit would pay much respect to + +those regulations of trade by which particular States might endeavor to secure exclusive benefits to + +their own citizens. The infractions of these regulations, on one side, the efforts to prevent and + +repel them, on the other, would naturally lead to outrages, and these to reprisals and wars. +The opportunities which some States would have of rendering others tributary to them by commercial + +regulations would be impatiently submitted to by the tributary States. The relative situation of New + +York, Connecticut, and New Jersey would afford an example of this kind. New York, from the + +necessities of revenue, must lay duties on her importations. A great part of these duties must be + +paid by the inhabitants of the two other States in the capacity of consumers of what we import. New + +York would neither be willing nor able to forego this advantage. Her citizens would not consent that + +a duty paid by them should be remitted in favor of the citizens of her neighbors; nor would it be + +practicable, if there were not this impediment in the way, to distinguish the customers in our own + +markets. Would Connecticut and New Jersey long submit to be taxed by New York for her exclusive + +benefit? Should we be long permitted to remain in the quiet and undisturbed enjoyment of a + +metropolis, from the possession of which we derived an advantage so odious to our neighbors, and, in + +their opinion, so oppressive? Should we be able to preserve it against the incumbent weight of + +Connecticut on the one side, and the co-operating pressure of New Jersey on the other? These are + +questions that temerity alone will answer in the affirmative. +The public debt of the Union would be a further cause of collision between the separate States or + +confederacies. The apportionment, in the first instance, and the progressive extinguishment + +afterward, would be alike productive of ill-humor and animosity. How would it be possible to agree + +upon a rule of apportionment satisfactory to all? There is scarcely any that can be proposed which + +is entirely free from real objections. These, as usual, would be exaggerated by the adverse interest + +of the parties. There are even dissimilar views among the States as to the general principle of + +discharging the public debt. Some of them, either less impressed with the importance of national + +credit, or because their citizens have little, if any, immediate interest in the question, feel an + +indifference, if not a repugnance, to the payment of the domestic debt at any rate. These would be + +inclined to magnify the difficulties of a distribution. Others of them, a numerous body of whose + +citizens are creditors to the public beyond proportion of the State in the total amount of the + +national debt, would be strenuous for some equitable and effective provision. The procrastinations + +of the former would excite the resentments of the latter. The settlement of a rule would, in the + +meantime, be postponed by real differences of opinion and affected delays. The citizens of the + +States interested would clamour; foreign powers would urge for the satisfaction of their just + +demands, and the peace of the States would be hazarded to the double contingency of external + +invasion and internal contention. +Suppose the difficulties of agreeing upon a rule surmounted, and the apportionment made. Still there + +is great room to suppose that the rule agreed upon would, upon experiment, be found to bear harder + +upon some States than upon others. Those which were sufferers by it would naturally seek for a + +mitigation of the burden. The others would as naturally be disinclined to a revision, which was + +likely to end in an increase of their own incumbrances. Their refusal would be too plausible a + +pretext to the complaining States to withhold their contributions, not to be embraced with avidity; + +and the non-compliance of these States with their engagements would be a ground of bitter discussion + +and altercation. If even the rule adopted should in practice justify the equality of its principle, + +still delinquencies in payments on the part of some of the States would result from a diversity of + +other causes—the real deficiency of resources; the mismanagement of their finances; accidental + +disorders in the management of the government; and, in addition to the rest, the reluctance with + +which men commonly part with money for purposes that have outlived the exigencies which produced + +them, and interfere with the supply of immediate wants. Delinquencies, from whatever causes, would + +be productive of complaints, recriminations, and quarrels. There is, perhaps, nothing more likely to + +disturb the tranquillity of nations than their being bound to mutual contributions for any common + +object that does not yield an equal and coincident benefit. For it is an observation, as true as it + +is trite, that there is nothing men differ so readily about as the payment of money. +Laws in violation of private contracts, as they amount to aggressions on the rights of those States + +whose citizens are injured by them, may be considered as another probable source of hostility. We + +are not authorized to expect that a more liberal or more equitable spirit would preside over the + +legislations of the individual States hereafter, if unrestrained by any additional checks, than we + +have heretofore seen in too many instances disgracing their several codes. We have observed the + +disposition to retaliation excited in Connecticut in consequence of the enormities perpetrated by + +the Legislature of Rhode Island; and we reasonably infer that, in similar cases, under other + +circumstances, a war, not of PARCHMENT, but of the sword, would chastise such atrocious breaches of + +moral obligation and social justice. +The probability of incompatible alliances between the different States or confederacies and + +different foreign nations, and the effects of this situation upon the peace of the whole, have been + +sufficiently unfolded in some preceding papers. From the view they have exhibited of this part of + +the subject, this conclusion is to be drawn, that America, if not connected at all, or only by the + +feeble tie of a simple league, offensive and defensive, would, by the operation of such jarring + +alliances, be gradually entangled in all the pernicious labyrinths of European politics and wars; + +and by the destructive contentions of the parts into which she was divided, would be likely to + +become a prey to the artifices and machinations of powers equally the enemies of them all. Divide et + +impera(1) must be the motto of every nation that either hates or fears us.(2) +PUBLIUS +1. Divide and command. +2. In order that the whole subject of these papers may as soon as possible be laid before the + +public, it is proposed to publish them four times a week—on Tuesday in the New York Packet and on + +Thursday in the Daily Advertiser. + + + + +FEDERALIST No. 8. The Consequences of Hostilities Between the States + +From the New York Packet. Tuesday, November 20, 1787. + +HAMILTON +To the People of the State of New York: +ASSUMING it therefore as an established truth that the several States, in case of disunion, or such + +combinations of them as might happen to be formed out of the wreck of the general Confederacy, would + +be subject to those vicissitudes of peace and war, of friendship and enmity, with each other, which + +have fallen to the lot of all neighboring nations not united under one government, let us enter into + +a concise detail of some of the consequences that would attend such a situation. +War between the States, in the first period of their separate existence, would be accompanied with + +much greater distresses than it commonly is in those countries where regular military establishments + +have long obtained. The disciplined armies always kept on foot on the continent of Europe, though + +they bear a malignant aspect to liberty and economy, have, notwithstanding, been productive of the + +signal advantage of rendering sudden conquests impracticable, and of preventing that rapid + +desolation which used to mark the progress of war prior to their introduction. The art of + +fortification has contributed to the same ends. The nations of Europe are encircled with chains of + +fortified places, which mutually obstruct invasion. Campaigns are wasted in reducing two or three + +frontier garrisons, to gain admittance into an enemy's country. Similar impediments occur at every + +step, to exhaust the strength and delay the progress of an invader. Formerly, an invading army would + +penetrate into the heart of a neighboring country almost as soon as intelligence of its approach + +could be received; but now a comparatively small force of disciplined troops, acting on the + +defensive, with the aid of posts, is able to impede, and finally to frustrate, the enterprises of + +one much more considerable. The history of war, in that quarter of the globe, is no longer a history + +of nations subdued and empires overturned, but of towns taken and retaken; of battles that decide + +nothing; of retreats more beneficial than victories; of much effort and little acquisition. +In this country the scene would be altogether reversed. The jealousy of military establishments + +would postpone them as long as possible. The want of fortifications, leaving the frontiers of one + +state open to another, would facilitate inroads. The populous States would, with little difficulty, + +overrun their less populous neighbors. Conquests would be as easy to be made as difficult to be + +retained. War, therefore, would be desultory and predatory. PLUNDER and devastation ever march in + +the train of irregulars. The calamities of individuals would make the principal figure in the events + +which would characterize our military exploits. +This picture is not too highly wrought; though, I confess, it would not long remain a just one. + +Safety from external danger is the most powerful director of national conduct. Even the ardent love + +of liberty will, after a time, give way to its dictates. The violent destruction of life and + +property incident to war, the continual effort and alarm attendant on a state of continual danger, + +will compel nations the most attached to liberty to resort for repose and security to institutions + +which have a tendency to destroy their civil and political rights. To be more safe, they at length + +become willing to run the risk of being less free. +The institutions chiefly alluded to are STANDING ARMIES and the correspondent appendages of military + +establishments. Standing armies, it is said, are not provided against in the new Constitution; and + +it is therefore inferred that they may exist under it.(1) Their existence, however, from the very + +terms of the proposition, is, at most, problematical and uncertain. But standing armies, it may be + +replied, must inevitably result from a dissolution of the Confederacy. Frequent war and constant + +apprehension, which require a state of as constant preparation, will infallibly produce them. The + +weaker States or confederacies would first have recourse to them, to put themselves upon an equality + +with their more potent neighbors. They would endeavor to supply the inferiority of population and + +resources by a more regular and effective system of defense, by disciplined troops, and by + +fortifications. They would, at the same time, be necessitated to strengthen the executive arm of + +government, in doing which their constitutions would acquire a progressive direction toward + +monarchy. It is of the nature of war to increase the executive at the expense of the legislative + +authority. +The expedients which have been mentioned would soon give the States or confederacies that made use + +of them a superiority over their neighbors. Small states, or states of less natural strength, under + +vigorous governments, and with the assistance of disciplined armies, have often triumphed over large + +states, or states of greater natural strength, which have been destitute of these advantages. + +Neither the pride nor the safety of the more important States or confederacies would permit them + +long to submit to this mortifying and adventitious superiority. They would quickly resort to means + +similar to those by which it had been effected, to reinstate themselves in their lost pre-eminence. + +Thus, we should, in a little time, see established in every part of this country the same engines of + +despotism which have been the scourge of the Old World. This, at least, would be the natural course + +of things; and our reasonings will be the more likely to be just, in proportion as they are + +accommodated to this standard. +These are not vague inferences drawn from supposed or speculative defects in a Constitution, the + +whole power of which is lodged in the hands of a people, or their representatives and delegates, but + +they are solid conclusions, drawn from the natural and necessary progress of human affairs. +It may, perhaps, be asked, by way of objection to this, why did not standing armies spring up out of + +the contentions which so often distracted the ancient republics of Greece? Different answers, + +equally satisfactory, may be given to this question. The industrious habits of the people of the + +present day, absorbed in the pursuits of gain, and devoted to the improvements of agriculture and + +commerce, are incompatible with the condition of a nation of soldiers, which was the true condition + +of the people of those republics. The means of revenue, which have been so greatly multiplied by the + +increase of gold and silver and of the arts of industry, and the science of finance, which is the + +offspring of modern times, concurring with the habits of nations, have produced an entire revolution + +in the system of war, and have rendered disciplined armies, distinct from the body of the citizens, + +the inseparable companions of frequent hostility. +There is a wide difference, also, between military establishments in a country seldom exposed by its + +situation to internal invasions, and in one which is often subject to them, and always apprehensive + +of them. The rulers of the former can have no good pretext, if they are even so inclined, to keep on + +foot armies so numerous as must of necessity be maintained in the latter. These armies being, in the + +first case, rarely, if at all, called into activity for interior defense, the people are in no + +danger of being broken to military subordination. The laws are not accustomed to relaxations, in + +favor of military exigencies; the civil state remains in full vigor, neither corrupted, nor + +confounded with the principles or propensities of the other state. The smallness of the army renders + +the natural strength of the community an overmatch for it; and the citizens, not habituated to look + +up to the military power for protection, or to submit to its oppressions, neither love nor fear the + +soldiery; they view them with a spirit of jealous acquiescence in a necessary evil, and stand ready + +to resist a power which they suppose may be exerted to the prejudice of their rights. +The army under such circumstances may usefully aid the magistrate to suppress a small faction, or an + +occasional mob, or insurrection; but it will be unable to enforce encroachments against the united + +efforts of the great body of the people. +In a country in the predicament last described, the contrary of all this happens. The perpetual + +menacings of danger oblige the government to be always prepared to repel it; its armies must be + +numerous enough for instant defense. The continual necessity for their services enhances the + +importance of the soldier, and proportionably degrades the condition of the citizen. The military + +state becomes elevated above the civil. The inhabitants of territories, often the theatre of war, + +are unavoidably subjected to frequent infringements on their rights, which serve to weaken their + +sense of those rights; and by degrees the people are brought to consider the soldiery not only as + +their protectors, but as their superiors. The transition from this disposition to that of + +considering them masters, is neither remote nor difficult; but it is very difficult to prevail upon + +a people under such impressions, to make a bold or effectual resistance to usurpations supported by + +the military power. +The kingdom of Great Britain falls within the first description. An insular situation, and a + +powerful marine, guarding it in a great measure against the possibility of foreign invasion, + +supersede the necessity of a numerous army within the kingdom. A sufficient force to make head + +against a sudden descent, till the militia could have time to rally and embody, is all that has been + +deemed requisite. No motive of national policy has demanded, nor would public opinion have + +tolerated, a larger number of troops upon its domestic establishment. There has been, for a long + +time past, little room for the operation of the other causes, which have been enumerated as the + +consequences of internal war. This peculiar felicity of situation has, in a great degree, + +contributed to preserve the liberty which that country to this day enjoys, in spite of the prevalent + +venality and corruption. If, on the contrary, Britain had been situated on the continent, and had + +been compelled, as she would have been, by that situation, to make her military establishments at + +home coextensive with those of the other great powers of Europe, she, like them, would in all + +probability be, at this day, a victim to the absolute power of a single man. It is possible, though + +not easy, that the people of that island may be enslaved from other causes; but it cannot be by the + +prowess of an army so inconsiderable as that which has been usually kept up within the kingdom. +If we are wise enough to preserve the Union we may for ages enjoy an advantage similar to that of an + +insulated situation. Europe is at a great distance from us. Her colonies in our vicinity will be + +likely to continue too much disproportioned in strength to be able to give us any dangerous + +annoyance. Extensive military establishments cannot, in this position, be necessary to our security. + +But if we should be disunited, and the integral parts should either remain separated, or, which is + +most probable, should be thrown together into two or three confederacies, we should be, in a short + +course of time, in the predicament of the continental powers of Europe—our liberties would be a prey + +to the means of defending ourselves against the ambition and jealousy of each other. +This is an idea not superficial or futile, but solid and weighty. It deserves the most serious and + +mature consideration of every prudent and honest man of whatever party. If such men will make a firm + +and solemn pause, and meditate dispassionately on the importance of this interesting idea; if they + +will contemplate it in all its attitudes, and trace it to all its consequences, they will not + +hesitate to part with trivial objections to a Constitution, the rejection of which would in all + +probability put a final period to the Union. The airy phantoms that flit before the distempered + +imaginations of some of its adversaries would quickly give place to the more substantial forms of + +dangers, real, certain, and formidable. +PUBLIUS +1. This objection will be fully examined in its proper place, and it will be shown that the only + +natural precaution which could have been taken on this subject has been taken; and a much better one + +than is to be found in any constitution that has been heretofore framed in America, most of which + +contain no guard at all on this subject. + + + + +FEDERALIST No. 9. The Union as a Safeguard Against Domestic Faction and Insurrection + +For the Independent Journal. Wednesday, November 21, 1787 + +HAMILTON +To the People of the State of New York: +A FIRM Union will be of the utmost moment to the peace and liberty of the States, as a barrier + +against domestic faction and insurrection. It is impossible to read the history of the petty + +republics of Greece and Italy without feeling sensations of horror and disgust at the distractions + +with which they were continually agitated, and at the rapid succession of revolutions by which they + +were kept in a state of perpetual vibration between the extremes of tyranny and anarchy. If they + +exhibit occasional calms, these only serve as short-lived contrast to the furious storms that are to + +succeed. If now and then intervals of felicity open to view, we behold them with a mixture of + +regret, arising from the reflection that the pleasing scenes before us are soon to be overwhelmed by + +the tempestuous waves of sedition and party rage. If momentary rays of glory break forth from the + +gloom, while they dazzle us with a transient and fleeting brilliancy, they at the same time admonish + +us to lament that the vices of government should pervert the direction and tarnish the lustre of + +those bright talents and exalted endowments for which the favored soils that produced them have been + +so justly celebrated. +From the disorders that disfigure the annals of those republics the advocates of despotism have + +drawn arguments, not only against the forms of republican government, but against the very + +principles of civil liberty. They have decried all free government as inconsistent with the order of + +society, and have indulged themselves in malicious exultation over its friends and partisans. + +Happily for mankind, stupendous fabrics reared on the basis of liberty, which have flourished for + +ages, have, in a few glorious instances, refuted their gloomy sophisms. And, I trust, America will + +be the broad and solid foundation of other edifices, not less magnificent, which will be equally + +permanent monuments of their errors. +But it is not to be denied that the portraits they have sketched of republican government were too + +just copies of the originals from which they were taken. If it had been found impracticable to have + +devised models of a more perfect structure, the enlightened friends to liberty would have been + +obliged to abandon the cause of that species of government as indefensible. The science of politics, + +however, like most other sciences, has received great improvement. The efficacy of various + +principles is now well understood, which were either not known at all, or imperfectly known to the + +ancients. The regular distribution of power into distinct departments; the introduction of + +legislative balances and checks; the institution of courts composed of judges holding their offices + +during good behavior; the representation of the people in the legislature by deputies of their own + +election: these are wholly new discoveries, or have made their principal progress towards perfection + +in modern times. They are means, and powerful means, by which the excellences of republican + +government may be retained and its imperfections lessened or avoided. To this catalogue of + +circumstances that tend to the amelioration of popular systems of civil government, I shall venture, + +however novel it may appear to some, to add one more, on a principle which has been made the + +foundation of an objection to the new Constitution; I mean the ENLARGEMENT of the ORBIT within which + +such systems are to revolve, either in respect to the dimensions of a single State or to the + +consolidation of several smaller States into one great Confederacy. The latter is that which + +immediately concerns the object under consideration. It will, however, be of use to examine the + +principle in its application to a single State, which shall be attended to in another place. +The utility of a Confederacy, as well to suppress faction and to guard the internal tranquillity of + +States, as to increase their external force and security, is in reality not a new idea. It has been + +practiced upon in different countries and ages, and has received the sanction of the most approved + +writers on the subject of politics. The opponents of the plan proposed have, with great assiduity, + +cited and circulated the observations of Montesquieu on the necessity of a contracted territory for + +a republican government. But they seem not to have been apprised of the sentiments of that great man + +expressed in another part of his work, nor to have adverted to the consequences of the principle to + +which they subscribe with such ready acquiescence. +When Montesquieu recommends a small extent for republics, the standards he had in view were of + +dimensions far short of the limits of almost every one of these States. Neither Virginia, + +Massachusetts, Pennsylvania, New York, North Carolina, nor Georgia can by any means be compared with + +the models from which he reasoned and to which the terms of his description apply. If we therefore + +take his ideas on this point as the criterion of truth, we shall be driven to the alternative either + +of taking refuge at once in the arms of monarchy, or of splitting ourselves into an infinity of + +little, jealous, clashing, tumultuous commonwealths, the wretched nurseries of unceasing discord, + +and the miserable objects of universal pity or contempt. Some of the writers who have come forward + +on the other side of the question seem to have been aware of the dilemma; and have even been bold + +enough to hint at the division of the larger States as a desirable thing. Such an infatuated policy, + +such a desperate expedient, might, by the multiplication of petty offices, answer the views of men + +who possess not qualifications to extend their influence beyond the narrow circles of personal + +intrigue, but it could never promote the greatness or happiness of the people of America. +Referring the examination of the principle itself to another place, as has been already mentioned, + +it will be sufficient to remark here that, in the sense of the author who has been most emphatically + +quoted upon the occasion, it would only dictate a reduction of the SIZE of the more considerable + +MEMBERS of the Union, but would not militate against their being all comprehended in one confederate + +government. And this is the true question, in the discussion of which we are at present interested. +So far are the suggestions of Montesquieu from standing in opposition to a general Union of the + +States, that he explicitly treats of a confederate republic as the expedient for extending the + +sphere of popular government, and reconciling the advantages of monarchy with those of + +republicanism. +"It is very probable," (says he(1)) "that mankind would have been obliged at length to live + +constantly under the government of a single person, had they not contrived a kind of constitution + +that has all the internal advantages of a republican, together with the external force of a + +monarchical government. I mean a CONFEDERATE REPUBLIC." +"This form of government is a convention by which several smaller STATES agree to become members of + +a larger ONE, which they intend to form. It is a kind of assemblage of societies that constitute a + +new one, capable of increasing, by means of new associations, till they arrive to such a degree of + +power as to be able to provide for the security of the united body." +"A republic of this kind, able to withstand an external force, may support itself without any + +internal corruptions. The form of this society prevents all manner of inconveniences." +"If a single member should attempt to usurp the supreme authority, he could not be supposed to have + +an equal authority and credit in all the confederate states. Were he to have too great influence + +over one, this would alarm the rest. Were he to subdue a part, that which would still remain free + +might oppose him with forces independent of those which he had usurped and overpower him before he + +could be settled in his usurpation." +"Should a popular insurrection happen in one of the confederate states the others are able to quell + +it. Should abuses creep into one part, they are reformed by those that remain sound. The state may + +be destroyed on one side, and not on the other; the confederacy may be dissolved, and the + +confederates preserve their sovereignty." +"As this government is composed of small republics, it enjoys the internal happiness of each; and + +with respect to its external situation, it is possessed, by means of the association, of all the + +advantages of large monarchies." +I have thought it proper to quote at length these interesting passages, because they contain a + +luminous abridgment of the principal arguments in favor of the Union, and must effectually remove + +the false impressions which a misapplication of other parts of the work was calculated to make. They + +have, at the same time, an intimate connection with the more immediate design of this paper; which + +is, to illustrate the tendency of the Union to repress domestic faction and insurrection. +A distinction, more subtle than accurate, has been raised between a CONFEDERACY and a CONSOLIDATION + +of the States. The essential characteristic of the first is said to be, the restriction of its + +authority to the members in their collective capacities, without reaching to the individuals of whom + +they are composed. It is contended that the national council ought to have no concern with any + +object of internal administration. An exact equality of suffrage between the members has also been + +insisted upon as a leading feature of a confederate government. These positions are, in the main, + +arbitrary; they are supported neither by principle nor precedent. It has indeed happened, that + +governments of this kind have generally operated in the manner which the distinction taken notice + +of, supposes to be inherent in their nature; but there have been in most of them extensive + +exceptions to the practice, which serve to prove, as far as example will go, that there is no + +absolute rule on the subject. And it will be clearly shown in the course of this investigation that + +as far as the principle contended for has prevailed, it has been the cause of incurable disorder and + +imbecility in the government. +The definition of a CONFEDERATE REPUBLIC seems simply to be "an assemblage of societies," or an + +association of two or more states into one state. The extent, modifications, and objects of the + +federal authority are mere matters of discretion. So long as the separate organization of the + +members be not abolished; so long as it exists, by a constitutional necessity, for local purposes; + +though it should be in perfect subordination to the general authority of the union, it would still + +be, in fact and in theory, an association of states, or a confederacy. The proposed Constitution, so + +far from implying an abolition of the State governments, makes them constituent parts of the + +national sovereignty, by allowing them a direct representation in the Senate, and leaves in their + +possession certain exclusive and very important portions of sovereign power. This fully corresponds, + +in every rational import of the terms, with the idea of a federal government. +In the Lycian confederacy, which consisted of twenty-three CITIES or republics, the largest were + +entitled to THREE votes in the COMMON COUNCIL, those of the middle class to TWO, and the smallest to + +ONE. The COMMON COUNCIL had the appointment of all the judges and magistrates of the respective + +CITIES. This was certainly the most, delicate species of interference in their internal + +administration; for if there be any thing that seems exclusively appropriated to the local + +jurisdictions, it is the appointment of their own officers. Yet Montesquieu, speaking of this + +association, says: "Were I to give a model of an excellent Confederate Republic, it would be that of + +Lycia." Thus we perceive that the distinctions insisted upon were not within the contemplation of + +this enlightened civilian; and we shall be led to conclude, that they are the novel refinements of + +an erroneous theory. +PUBLIUS +1. "Spirit of Laws," vol. i., book ix., chap. i. + + + + +FEDERALIST No. 10. The Same Subject Continued (The Union as a Safeguard Against Domestic Faction and + +Insurrection) + +From the Daily Advertiser. Thursday, November 22, 1787. + +MADISON +To the People of the State of New York: +AMONG the numerous advantages promised by a well constructed Union, none deserves to be more + +accurately developed than its tendency to break and control the violence of faction. The friend of + +popular governments never finds himself so much alarmed for their character and fate, as when he + +contemplates their propensity to this dangerous vice. He will not fail, therefore, to set a due + +value on any plan which, without violating the principles to which he is attached, provides a proper + +cure for it. The instability, injustice, and confusion introduced into the public councils, have, in + +truth, been the mortal diseases under which popular governments have everywhere perished; as they + +continue to be the favorite and fruitful topics from which the adversaries to liberty derive their + +most specious declamations. The valuable improvements made by the American constitutions on the + +popular models, both ancient and modern, cannot certainly be too much admired; but it would be an + +unwarrantable partiality, to contend that they have as effectually obviated the danger on this side, + +as was wished and expected. Complaints are everywhere heard from our most considerate and virtuous + +citizens, equally the friends of public and private faith, and of public and personal liberty, that + +our governments are too unstable, that the public good is disregarded in the conflicts of rival + +parties, and that measures are too often decided, not according to the rules of justice and the + +rights of the minor party, but by the superior force of an interested and overbearing majority. + +However anxiously we may wish that these complaints had no foundation, the evidence, of known facts + +will not permit us to deny that they are in some degree true. It will be found, indeed, on a candid + +review of our situation, that some of the distresses under which we labor have been erroneously + +charged on the operation of our governments; but it will be found, at the same time, that other + +causes will not alone account for many of our heaviest misfortunes; and, particularly, for that + +prevailing and increasing distrust of public engagements, and alarm for private rights, which are + +echoed from one end of the continent to the other. These must be chiefly, if not wholly, effects of + +the unsteadiness and injustice with which a factious spirit has tainted our public administrations. +By a faction, I understand a number of citizens, whether amounting to a majority or a minority of + +the whole, who are united and actuated by some common impulse of passion, or of interest, adversed + +to the rights of other citizens, or to the permanent and aggregate interests of the community. +There are two methods of curing the mischiefs of faction: the one, by removing its causes; the + +other, by controlling its effects. +There are again two methods of removing the causes of faction: the one, by destroying the liberty + +which is essential to its existence; the other, by giving to every citizen the same opinions, the + +same passions, and the same interests. +It could never be more truly said than of the first remedy, that it was worse than the disease. + +Liberty is to faction what air is to fire, an aliment without which it instantly expires. But it + +could not be less folly to abolish liberty, which is essential to political life, because it + +nourishes faction, than it would be to wish the annihilation of air, which is essential to animal + +life, because it imparts to fire its destructive agency. +The second expedient is as impracticable as the first would be unwise. As long as the reason of man + +continues fallible, and he is at liberty to exercise it, different opinions will be formed. As long + +as the connection subsists between his reason and his self-love, his opinions and his passions will + +have a reciprocal influence on each other; and the former will be objects to which the latter will + +attach themselves. The diversity in the faculties of men, from which the rights of property + +originate, is not less an insuperable obstacle to a uniformity of interests. The protection of these + +faculties is the first object of government. From the protection of different and unequal faculties + +of acquiring property, the possession of different degrees and kinds of property immediately + +results; and from the influence of these on the sentiments and views of the respective proprietors, + +ensues a division of the society into different interests and parties. +The latent causes of faction are thus sown in the nature of man; and we see them everywhere brought + +into different degrees of activity, according to the different circumstances of civil society. A + +zeal for different opinions concerning religion, concerning government, and many other points, as + +well of speculation as of practice; an attachment to different leaders ambitiously contending for + +pre-eminence and power; or to persons of other descriptions whose fortunes have been interesting to + +the human passions, have, in turn, divided mankind into parties, inflamed them with mutual + +animosity, and rendered them much more disposed to vex and oppress each other than to co-operate for + +their common good. So strong is this propensity of mankind to fall into mutual animosities, that + +where no substantial occasion presents itself, the most frivolous and fanciful distinctions have + +been sufficient to kindle their unfriendly passions and excite their most violent conflicts. But the + +most common and durable source of factions has been the various and unequal distribution of + +property. Those who hold and those who are without property have ever formed distinct interests in + +society. Those who are creditors, and those who are debtors, fall under a like discrimination. A + +landed interest, a manufacturing interest, a mercantile interest, a moneyed interest, with many + +lesser interests, grow up of necessity in civilized nations, and divide them into different classes, + +actuated by different sentiments and views. The regulation of these various and interfering + +interests forms the principal task of modern legislation, and involves the spirit of party and + +faction in the necessary and ordinary operations of the government. +No man is allowed to be a judge in his own cause, because his interest would certainly bias his + +judgment, and, not improbably, corrupt his integrity. With equal, nay with greater reason, a body of + +men are unfit to be both judges and parties at the same time; yet what are many of the most + +important acts of legislation, but so many judicial determinations, not indeed concerning the rights + +of single persons, but concerning the rights of large bodies of citizens? And what are the different + +classes of legislators but advocates and parties to the causes which they determine? Is a law + +proposed concerning private debts? It is a question to which the creditors are parties on one side + +and the debtors on the other. Justice ought to hold the balance between them. Yet the parties are, + +and must be, themselves the judges; and the most numerous party, or, in other words, the most + +powerful faction must be expected to prevail. Shall domestic manufactures be encouraged, and in what + +degree, by restrictions on foreign manufactures? are questions which would be differently decided by + +the landed and the manufacturing classes, and probably by neither with a sole regard to justice and + +the public good. The apportionment of taxes on the various descriptions of property is an act which + +seems to require the most exact impartiality; yet there is, perhaps, no legislative act in which + +greater opportunity and temptation are given to a predominant party to trample on the rules of + +justice. Every shilling with which they overburden the inferior number, is a shilling saved to their + +own pockets. +It is in vain to say that enlightened statesmen will be able to adjust these clashing interests, and + +render them all subservient to the public good. Enlightened statesmen will not always be at the + +helm. Nor, in many cases, can such an adjustment be made at all without taking into view indirect + +and remote considerations, which will rarely prevail over the immediate interest which one party may + +find in disregarding the rights of another or the good of the whole. +The inference to which we are brought is, that the CAUSES of faction cannot be removed, and that + +relief is only to be sought in the means of controlling its EFFECTS. +If a faction consists of less than a majority, relief is supplied by the republican principle, which + +enables the majority to defeat its sinister views by regular vote. It may clog the administration, + +it may convulse the society; but it will be unable to execute and mask its violence under the forms + +of the Constitution. When a majority is included in a faction, the form of popular government, on + +the other hand, enables it to sacrifice to its ruling passion or interest both the public good and + +the rights of other citizens. To secure the public good and private rights against the danger of + +such a faction, and at the same time to preserve the spirit and the form of popular government, is + +then the great object to which our inquiries are directed. Let me add that it is the great + +desideratum by which this form of government can be rescued from the opprobrium under which it has + +so long labored, and be recommended to the esteem and adoption of mankind. +By what means is this object attainable? Evidently by one of two only. Either the existence of the + +same passion or interest in a majority at the same time must be prevented, or the majority, having + +such coexistent passion or interest, must be rendered, by their number and local situation, unable + +to concert and carry into effect schemes of oppression. If the impulse and the opportunity be + +suffered to coincide, we well know that neither moral nor religious motives can be relied on as an + +adequate control. They are not found to be such on the injustice and violence of individuals, and + +lose their efficacy in proportion to the number combined together, that is, in proportion as their + +efficacy becomes needful. +From this view of the subject it may be concluded that a pure democracy, by which I mean a society + +consisting of a small number of citizens, who assemble and administer the government in person, can + +admit of no cure for the mischiefs of faction. A common passion or interest will, in almost every + +case, be felt by a majority of the whole; a communication and concert result from the form of + +government itself; and there is nothing to check the inducements to sacrifice the weaker party or an + +obnoxious individual. Hence it is that such democracies have ever been spectacles of turbulence and + +contention; have ever been found incompatible with personal security or the rights of property; and + +have in general been as short in their lives as they have been violent in their deaths. Theoretic + +politicians, who have patronized this species of government, have erroneously supposed that by + +reducing mankind to a perfect equality in their political rights, they would, at the same time, be + +perfectly equalized and assimilated in their possessions, their opinions, and their passions. +A republic, by which I mean a government in which the scheme of representation takes place, opens a + +different prospect, and promises the cure for which we are seeking. Let us examine the points in + +which it varies from pure democracy, and we shall comprehend both the nature of the cure and the + +efficacy which it must derive from the Union. +The two great points of difference between a democracy and a republic are: first, the delegation of + +the government, in the latter, to a small number of citizens elected by the rest; secondly, the + +greater number of citizens, and greater sphere of country, over which the latter may be extended. +The effect of the first difference is, on the one hand, to refine and enlarge the public views, by + +passing them through the medium of a chosen body of citizens, whose wisdom may best discern the true + +interest of their country, and whose patriotism and love of justice will be least likely to + +sacrifice it to temporary or partial considerations. Under such a regulation, it may well happen + +that the public voice, pronounced by the representatives of the people, will be more consonant to + +the public good than if pronounced by the people themselves, convened for the purpose. On the other + +hand, the effect may be inverted. Men of factious tempers, of local prejudices, or of sinister + +designs, may, by intrigue, by corruption, or by other means, first obtain the suffrages, and then + +betray the interests, of the people. The question resulting is, whether small or extensive republics + +are more favorable to the election of proper guardians of the public weal; and it is clearly decided + +in favor of the latter by two obvious considerations: +In the first place, it is to be remarked that, however small the republic may be, the + +representatives must be raised to a certain number, in order to guard against the cabals of a few; + +and that, however large it may be, they must be limited to a certain number, in order to guard + +against the confusion of a multitude. Hence, the number of representatives in the two cases not + +being in proportion to that of the two constituents, and being proportionally greater in the small + +republic, it follows that, if the proportion of fit characters be not less in the large than in the + +small republic, the former will present a greater option, and consequently a greater probability of + +a fit choice. +In the next place, as each representative will be chosen by a greater number of citizens in the + +large than in the small republic, it will be more difficult for unworthy candidates to practice with + +success the vicious arts by which elections are too often carried; and the suffrages of the people + +being more free, will be more likely to centre in men who possess the most attractive merit and the + +most diffusive and established characters. +It must be confessed that in this, as in most other cases, there is a mean, on both sides of which + +inconveniences will be found to lie. By enlarging too much the number of electors, you render the + +representatives too little acquainted with all their local circumstances and lesser interests; as by + +reducing it too much, you render him unduly attached to these, and too little fit to comprehend and + +pursue great and national objects. The federal Constitution forms a happy combination in this + +respect; the great and aggregate interests being referred to the national, the local and particular + +to the State legislatures. +The other point of difference is, the greater number of citizens and extent of territory which may + +be brought within the compass of republican than of democratic government; and it is this + +circumstance principally which renders factious combinations less to be dreaded in the former than + +in the latter. The smaller the society, the fewer probably will be the distinct parties and + +interests composing it; the fewer the distinct parties and interests, the more frequently will a + +majority be found of the same party; and the smaller the number of individuals composing a majority, + +and the smaller the compass within which they are placed, the more easily will they concert and + +execute their plans of oppression. Extend the sphere, and you take in a greater variety of parties + +and interests; you make it less probable that a majority of the whole will have a common motive to + +invade the rights of other citizens; or if such a common motive exists, it will be more difficult + +for all who feel it to discover their own strength, and to act in unison with each other. Besides + +other impediments, it may be remarked that, where there is a consciousness of unjust or dishonorable + +purposes, communication is always checked by distrust in proportion to the number whose concurrence + +is necessary. +Hence, it clearly appears, that the same advantage which a republic has over a democracy, in + +controlling the effects of faction, is enjoyed by a large over a small republic,—is enjoyed by the + +Union over the States composing it. Does the advantage consist in the substitution of + +representatives whose enlightened views and virtuous sentiments render them superior to local + +prejudices and schemes of injustice? It will not be denied that the representation of the Union will + +be most likely to possess these requisite endowments. Does it consist in the greater security + +afforded by a greater variety of parties, against the event of any one party being able to outnumber + +and oppress the rest? In an equal degree does the increased variety of parties comprised within the + +Union, increase this security. Does it, in fine, consist in the greater obstacles opposed to the + +concert and accomplishment of the secret wishes of an unjust and interested majority? Here, again, + +the extent of the Union gives it the most palpable advantage. +The influence of factious leaders may kindle a flame within their particular States, but will be + +unable to spread a general conflagration through the other States. A religious sect may degenerate + +into a political faction in a part of the Confederacy; but the variety of sects dispersed over the + +entire face of it must secure the national councils against any danger from that source. A rage for + +paper money, for an abolition of debts, for an equal division of property, or for any other improper + +or wicked project, will be less apt to pervade the whole body of the Union than a particular member + +of it; in the same proportion as such a malady is more likely to taint a particular county or + +district, than an entire State. +In the extent and proper structure of the Union, therefore, we behold a republican remedy for the + +diseases most incident to republican government. And according to the degree of pleasure and pride + +we feel in being republicans, ought to be our zeal in cherishing the spirit and supporting the + +character of Federalists. +PUBLIUS + + + + +FEDERALIST No. 11. The Utility of the Union in Respect to Commercial Relations and a Navy + +For the Independent Journal. Saturday, November 24, 1787 + +HAMILTON +To the People of the State of New York: +THE importance of the Union, in a commercial light, is one of those points about which there is + +least room to entertain a difference of opinion, and which has, in fact, commanded the most general + +assent of men who have any acquaintance with the subject. This applies as well to our intercourse + +with foreign countries as with each other. +There are appearances to authorize a supposition that the adventurous spirit, which distinguishes + +the commercial character of America, has already excited uneasy sensations in several of the + +maritime powers of Europe. They seem to be apprehensive of our too great interference in that + +carrying trade, which is the support of their navigation and the foundation of their naval strength. + +Those of them which have colonies in America look forward to what this country is capable of + +becoming, with painful solicitude. They foresee the dangers that may threaten their American + +dominions from the neighborhood of States, which have all the dispositions, and would possess all + +the means, requisite to the creation of a powerful marine. Impressions of this kind will naturally + +indicate the policy of fostering divisions among us, and of depriving us, as far as possible, of an + +ACTIVE COMMERCE in our own bottoms. This would answer the threefold purpose of preventing our + +interference in their navigation, of monopolizing the profits of our trade, and of clipping the + +wings by which we might soar to a dangerous greatness. Did not prudence forbid the detail, it would + +not be difficult to trace, by facts, the workings of this policy to the cabinets of ministers. +If we continue united, we may counteract a policy so unfriendly to our prosperity in a variety of + +ways. By prohibitory regulations, extending, at the same time, throughout the States, we may oblige + +foreign countries to bid against each other, for the privileges of our markets. This assertion will + +not appear chimerical to those who are able to appreciate the importance of the markets of three + +millions of people—increasing in rapid progression, for the most part exclusively addicted to + +agriculture, and likely from local circumstances to remain so—to any manufacturing nation; and the + +immense difference there would be to the trade and navigation of such a nation, between a direct + +communication in its own ships, and an indirect conveyance of its products and returns, to and from + +America, in the ships of another country. Suppose, for instance, we had a government in America, + +capable of excluding Great Britain (with whom we have at present no treaty of commerce) from all our + +ports; what would be the probable operation of this step upon her politics? Would it not enable us + +to negotiate, with the fairest prospect of success, for commercial privileges of the most valuable + +and extensive kind, in the dominions of that kingdom? When these questions have been asked, upon + +other occasions, they have received a plausible, but not a solid or satisfactory answer. It has been + +said that prohibitions on our part would produce no change in the system of Britain, because she + +could prosecute her trade with us through the medium of the Dutch, who would be her immediate + +customers and paymasters for those articles which were wanted for the supply of our markets. But + +would not her navigation be materially injured by the loss of the important advantage of being her + +own carrier in that trade? Would not the principal part of its profits be intercepted by the Dutch, + +as a compensation for their agency and risk? Would not the mere circumstance of freight occasion a + +considerable deduction? Would not so circuitous an intercourse facilitate the competitions of other + +nations, by enhancing the price of British commodities in our markets, and by transferring to other + +hands the management of this interesting branch of the British commerce? +A mature consideration of the objects suggested by these questions will justify a belief that the + +real disadvantages to Britain from such a state of things, conspiring with the pre-possessions of a + +great part of the nation in favor of the American trade, and with the importunities of the West + +India islands, would produce a relaxation in her present system, and would let us into the enjoyment + +of privileges in the markets of those islands elsewhere, from which our trade would derive the most + +substantial benefits. Such a point gained from the British government, and which could not be + +expected without an equivalent in exemptions and immunities in our markets, would be likely to have + +a correspondent effect on the conduct of other nations, who would not be inclined to see themselves + +altogether supplanted in our trade. +A further resource for influencing the conduct of European nations toward us, in this respect, would + +arise from the establishment of a federal navy. There can be no doubt that the continuance of the + +Union under an efficient government would put it in our power, at a period not very distant, to + +create a navy which, if it could not vie with those of the great maritime powers, would at least be + +of respectable weight if thrown into the scale of either of two contending parties. This would be + +more peculiarly the case in relation to operations in the West Indies. A few ships of the line, sent + +opportunely to the reinforcement of either side, would often be sufficient to decide the fate of a + +campaign, on the event of which interests of the greatest magnitude were suspended. Our position is, + +in this respect, a most commanding one. And if to this consideration we add that of the usefulness + +of supplies from this country, in the prosecution of military operations in the West Indies, it will + +readily be perceived that a situation so favorable would enable us to bargain with great advantage + +for commercial privileges. A price would be set not only upon our friendship, but upon our + +neutrality. By a steady adherence to the Union we may hope, erelong, to become the arbiter of Europe + +in America, and to be able to incline the balance of European competitions in this part of the world + +as our interest may dictate. +But in the reverse of this eligible situation, we shall discover that the rivalships of the parts + +would make them checks upon each other, and would frustrate all the tempting advantages which nature + +has kindly placed within our reach. In a state so insignificant our commerce would be a prey to the + +wanton intermeddlings of all nations at war with each other; who, having nothing to fear from us, + +would with little scruple or remorse, supply their wants by depredations on our property as often as + +it fell in their way. The rights of neutrality will only be respected when they are defended by an + +adequate power. A nation, despicable by its weakness, forfeits even the privilege of being neutral. +Under a vigorous national government, the natural strength and resources of the country, directed to + +a common interest, would baffle all the combinations of European jealousy to restrain our growth. + +This situation would even take away the motive to such combinations, by inducing an impracticability + +of success. An active commerce, an extensive navigation, and a flourishing marine would then be the + +offspring of moral and physical necessity. We might defy the little arts of the little politicians + +to control or vary the irresistible and unchangeable course of nature. +But in a state of disunion, these combinations might exist and might operate with success. It would + +be in the power of the maritime nations, availing themselves of our universal impotence, to + +prescribe the conditions of our political existence; and as they have a common interest in being our + +carriers, and still more in preventing our becoming theirs, they would in all probability combine to + +embarrass our navigation in such a manner as would in effect destroy it, and confine us to a PASSIVE + +COMMERCE. We should then be compelled to content ourselves with the first price of our commodities, + +and to see the profits of our trade snatched from us to enrich our enemies and persecutors. That + +unequaled spirit of enterprise, which signalizes the genius of the American merchants and + +navigators, and which is in itself an inexhaustible mine of national wealth, would be stifled and + +lost, and poverty and disgrace would overspread a country which, with wisdom, might make herself the + +admiration and envy of the world. +There are rights of great moment to the trade of America which are rights of the Union—I allude to + +the fisheries, to the navigation of the Western lakes, and to that of the Mississippi. The + +dissolution of the Confederacy would give room for delicate questions concerning the future + +existence of these rights; which the interest of more powerful partners would hardly fail to solve + +to our disadvantage. The disposition of Spain with regard to the Mississippi needs no comment. + +France and Britain are concerned with us in the fisheries, and view them as of the utmost moment to + +their navigation. They, of course, would hardly remain long indifferent to that decided mastery, of + +which experience has shown us to be possessed in this valuable branch of traffic, and by which we + +are able to undersell those nations in their own markets. What more natural than that they should be + +disposed to exclude from the lists such dangerous competitors? +This branch of trade ought not to be considered as a partial benefit. All the navigating States may, + +in different degrees, advantageously participate in it, and under circumstances of a greater + +extension of mercantile capital, would not be unlikely to do it. As a nursery of seamen, it now is, + +or when time shall have more nearly assimilated the principles of navigation in the several States, + +will become, a universal resource. To the establishment of a navy, it must be indispensable. +To this great national object, a NAVY, union will contribute in various ways. Every institution will + +grow and flourish in proportion to the quantity and extent of the means concentred towards its + +formation and support. A navy of the United States, as it would embrace the resources of all, is an + +object far less remote than a navy of any single State or partial confederacy, which would only + +embrace the resources of a single part. It happens, indeed, that different portions of confederated + +America possess each some peculiar advantage for this essential establishment. The more southern + +States furnish in greater abundance certain kinds of naval stores—tar, pitch, and turpentine. Their + +wood for the construction of ships is also of a more solid and lasting texture. The difference in + +the duration of the ships of which the navy might be composed, if chiefly constructed of Southern + +wood, would be of signal importance, either in the view of naval strength or of national economy. + +Some of the Southern and of the Middle States yield a greater plenty of iron, and of better quality. + +Seamen must chiefly be drawn from the Northern hive. The necessity of naval protection to external + +or maritime commerce does not require a particular elucidation, no more than the conduciveness of + +that species of commerce to the prosperity of a navy. +An unrestrained intercourse between the States themselves will advance the trade of each by an + +interchange of their respective productions, not only for the supply of reciprocal wants at home, + +but for exportation to foreign markets. The veins of commerce in every part will be replenished, and + +will acquire additional motion and vigor from a free circulation of the commodities of every part. + +Commercial enterprise will have much greater scope, from the diversity in the productions of + +different States. When the staple of one fails from a bad harvest or unproductive crop, it can call + +to its aid the staple of another. The variety, not less than the value, of products for exportation + +contributes to the activity of foreign commerce. It can be conducted upon much better terms with a + +large number of materials of a given value than with a small number of materials of the same value; + +arising from the competitions of trade and from the fluctuations of markets. Particular articles may + +be in great demand at certain periods, and unsalable at others; but if there be a variety of + +articles, it can scarcely happen that they should all be at one time in the latter predicament, and + +on this account the operations of the merchant would be less liable to any considerable obstruction + +or stagnation. The speculative trader will at once perceive the force of these observations, and + +will acknowledge that the aggregate balance of the commerce of the United States would bid fair to + +be much more favorable than that of the thirteen States without union or with partial unions. +It may perhaps be replied to this, that whether the States are united or disunited, there would + +still be an intimate intercourse between them which would answer the same ends; this intercourse + +would be fettered, interrupted, and narrowed by a multiplicity of causes, which in the course of + +these papers have been amply detailed. A unity of commercial, as well as political, interests, can + +only result from a unity of government. +There are other points of view in which this subject might be placed, of a striking and animating + +kind. But they would lead us too far into the regions of futurity, and would involve topics not + +proper for a newspaper discussion. I shall briefly observe, that our situation invites and our + +interests prompt us to aim at an ascendant in the system of American affairs. The world may + +politically, as well as geographically, be divided into four parts, each having a distinct set of + +interests. Unhappily for the other three, Europe, by her arms and by her negotiations, by force and + +by fraud, has, in different degrees, extended her dominion over them all. Africa, Asia, and America, + +have successively felt her domination. The superiority she has long maintained has tempted her to + +plume herself as the Mistress of the World, and to consider the rest of mankind as created for her + +benefit. Men admired as profound philosophers have, in direct terms, attributed to her inhabitants a + +physical superiority, and have gravely asserted that all animals, and with them the human species, + +degenerate in America—that even dogs cease to bark after having breathed awhile in our atmosphere. + +(1) Facts have too long supported these arrogant pretensions of the Europeans. It belongs to us to + +vindicate the honor of the human race, and to teach that assuming brother, moderation. Union will + +enable us to do it. Disunion will will add another victim to his triumphs. Let Americans disdain to + +be the instruments of European greatness! Let the thirteen States, bound together in a strict and + +indissoluble Union, concur in erecting one great American system, superior to the control of all + +transatlantic force or influence, and able to dictate the terms of the connection between the old + +and the new world! +PUBLIUS "Recherches philosophiques sur les Americains." + + + + +FEDERALIST No. 12. The Utility of the Union In Respect to Revenue + +From the New York Packet. Tuesday, November 27, 1787. + +HAMILTON +To the People of the State of New York: +THE effects of Union upon the commercial prosperity of the States have been sufficiently delineated. + +Its tendency to promote the interests of revenue will be the subject of our present inquiry. +The prosperity of commerce is now perceived and acknowledged by all enlightened statesmen to be the + +most useful as well as the most productive source of national wealth, and has accordingly become a + +primary object of their political cares. By multiplying the means of gratification, by promoting the + +introduction and circulation of the precious metals, those darling objects of human avarice and + +enterprise, it serves to vivify and invigorate the channels of industry, and to make them flow with + +greater activity and copiousness. The assiduous merchant, the laborious husbandman, the active + +mechanic, and the industrious manufacturer,—all orders of men, look forward with eager expectation + +and growing alacrity to this pleasing reward of their toils. The often-agitated question between + +agriculture and commerce has, from indubitable experience, received a decision which has silenced + +the rivalship that once subsisted between them, and has proved, to the satisfaction of their + +friends, that their interests are intimately blended and interwoven. It has been found in various + +countries that, in proportion as commerce has flourished, land has risen in value. And how could it + +have happened otherwise? Could that which procures a freer vent for the products of the earth, which + +furnishes new incitements to the cultivation of land, which is the most powerful instrument in + +increasing the quantity of money in a state—could that, in fine, which is the faithful handmaid of + +labor and industry, in every shape, fail to augment that article, which is the prolific parent of + +far the greatest part of the objects upon which they are exerted? It is astonishing that so simple a + +truth should ever have had an adversary; and it is one, among a multitude of proofs, how apt a + +spirit of ill-informed jealousy, or of too great abstraction and refinement, is to lead men astray + +from the plainest truths of reason and conviction. +The ability of a country to pay taxes must always be proportioned, in a great degree, to the + +quantity of money in circulation, and to the celerity with which it circulates. Commerce, + +contributing to both these objects, must of necessity render the payment of taxes easier, and + +facilitate the requisite supplies to the treasury. The hereditary dominions of the Emperor of + +Germany contain a great extent of fertile, cultivated, and populous territory, a large proportion of + +which is situated in mild and luxuriant climates. In some parts of this territory are to be found + +the best gold and silver mines in Europe. And yet, from the want of the fostering influence of + +commerce, that monarch can boast but slender revenues. He has several times been compelled to owe + +obligations to the pecuniary succors of other nations for the preservation of his essential + +interests, and is unable, upon the strength of his own resources, to sustain a long or continued + +war. +But it is not in this aspect of the subject alone that Union will be seen to conduce to the purpose + +of revenue. There are other points of view, in which its influence will appear more immediate and + +decisive. It is evident from the state of the country, from the habits of the people, from the + +experience we have had on the point itself, that it is impracticable to raise any very considerable + +sums by direct taxation. Tax laws have in vain been multiplied; new methods to enforce the + +collection have in vain been tried; the public expectation has been uniformly disappointed, and the + +treasuries of the States have remained empty. The popular system of administration inherent in the + +nature of popular government, coinciding with the real scarcity of money incident to a languid and + +mutilated state of trade, has hitherto defeated every experiment for extensive collections, and has + +at length taught the different legislatures the folly of attempting them. +No person acquainted with what happens in other countries will be surprised at this circumstance. In + +so opulent a nation as that of Britain, where direct taxes from superior wealth must be much more + +tolerable, and, from the vigor of the government, much more practicable, than in America, far the + +greatest part of the national revenue is derived from taxes of the indirect kind, from imposts, and + +from excises. Duties on imported articles form a large branch of this latter description. +In America, it is evident that we must a long time depend for the means of revenue chiefly on such + +duties. In most parts of it, excises must be confined within a narrow compass. The genius of the + +people will ill brook the inquisitive and peremptory spirit of excise laws. The pockets of the + +farmers, on the other hand, will reluctantly yield but scanty supplies, in the unwelcome shape of + +impositions on their houses and lands; and personal property is too precarious and invisible a fund + +to be laid hold of in any other way than by the imperceptible agency of taxes on consumption. +If these remarks have any foundation, that state of things which will best enable us to improve and + +extend so valuable a resource must be best adapted to our political welfare. And it cannot admit of + +a serious doubt, that this state of things must rest on the basis of a general Union. As far as this + +would be conducive to the interests of commerce, so far it must tend to the extension of the revenue + +to be drawn from that source. As far as it would contribute to rendering regulations for the + +collection of the duties more simple and efficacious, so far it must serve to answer the purposes of + +making the same rate of duties more productive, and of putting it into the power of the government + +to increase the rate without prejudice to trade. +The relative situation of these States; the number of rivers with which they are intersected, and of + +bays that wash there shores; the facility of communication in every direction; the affinity of + +language and manners; the familiar habits of intercourse;—all these are circumstances that would + +conspire to render an illicit trade between them a matter of little difficulty, and would insure + +frequent evasions of the commercial regulations of each other. The separate States or confederacies + +would be necessitated by mutual jealousy to avoid the temptations to that kind of trade by the + +lowness of their duties. The temper of our governments, for a long time to come, would not permit + +those rigorous precautions by which the European nations guard the avenues into their respective + +countries, as well by land as by water; and which, even there, are found insufficient obstacles to + +the adventurous stratagems of avarice. +In France, there is an army of patrols (as they are called) constantly employed to secure their + +fiscal regulations against the inroads of the dealers in contraband trade. Mr. Neckar computes the + +number of these patrols at upwards of twenty thousand. This shows the immense difficulty in + +preventing that species of traffic, where there is an inland communication, and places in a strong + +light the disadvantages with which the collection of duties in this country would be encumbered, if + +by disunion the States should be placed in a situation, with respect to each other, resembling that + +of France with respect to her neighbors. The arbitrary and vexatious powers with which the patrols + +are necessarily armed, would be intolerable in a free country. +If, on the contrary, there be but one government pervading all the States, there will be, as to the + +principal part of our commerce, but ONE SIDE to guard—the ATLANTIC COAST. Vessels arriving directly + +from foreign countries, laden with valuable cargoes, would rarely choose to hazard themselves to the + +complicated and critical perils which would attend attempts to unlade prior to their coming into + +port. They would have to dread both the dangers of the coast, and of detection, as well after as + +before their arrival at the places of their final destination. An ordinary degree of vigilance would + +be competent to the prevention of any material infractions upon the rights of the revenue. A few + +armed vessels, judiciously stationed at the entrances of our ports, might at a small expense be made + +useful sentinels of the laws. And the government having the same interest to provide against + +violations everywhere, the co-operation of its measures in each State would have a powerful tendency + +to render them effectual. Here also we should preserve by Union, an advantage which nature holds out + +to us, and which would be relinquished by separation. The United States lie at a great distance from + +Europe, and at a considerable distance from all other places with which they would have extensive + +connections of foreign trade. The passage from them to us, in a few hours, or in a single night, as + +between the coasts of France and Britain, and of other neighboring nations, would be impracticable. + +This is a prodigious security against a direct contraband with foreign countries; but a circuitous + +contraband to one State, through the medium of another, would be both easy and safe. The difference + +between a direct importation from abroad, and an indirect importation through the channel of a + +neighboring State, in small parcels, according to time and opportunity, with the additional + +facilities of inland communication, must be palpable to every man of discernment. +It is therefore evident, that one national government would be able, at much less expense, to extend + +the duties on imports, beyond comparison, further than would be practicable to the States + +separately, or to any partial confederacies. Hitherto, I believe, it may safely be asserted, that + +these duties have not upon an average exceeded in any State three per cent. In France they are + +estimated to be about fifteen per cent., and in Britain they exceed this proportion.(1) There seems + +to be nothing to hinder their being increased in this country to at least treble their present + +amount. The single article of ardent spirits, under federal regulation, might be made to furnish a + +considerable revenue. Upon a ratio to the importation into this State, the whole quantity imported + +into the United States may be estimated at four millions of gallons; which, at a shilling per + +gallon, would produce two hundred thousand pounds. That article would well bear this rate of duty; + +and if it should tend to diminish the consumption of it, such an effect would be equally favorable + +to the agriculture, to the economy, to the morals, and to the health of the society. There is, + +perhaps, nothing so much a subject of national extravagance as these spirits. +What will be the consequence, if we are not able to avail ourselves of the resource in question in + +its full extent? A nation cannot long exist without revenues. Destitute of this essential support, + +it must resign its independence, and sink into the degraded condition of a province. This is an + +extremity to which no government will of choice accede. Revenue, therefore, must be had at all + +events. In this country, if the principal part be not drawn from commerce, it must fall with + +oppressive weight upon land. It has been already intimated that excises, in their true + +signification, are too little in unison with the feelings of the people, to admit of great use being + +made of that mode of taxation; nor, indeed, in the States where almost the sole employment is + +agriculture, are the objects proper for excise sufficiently numerous to permit very ample + +collections in that way. Personal estate (as has been before remarked), from the difficulty in + +tracing it, cannot be subjected to large contributions, by any other means than by taxes on + +consumption. In populous cities, it may be enough the subject of conjecture, to occasion the + +oppression of individuals, without much aggregate benefit to the State; but beyond these circles, it + +must, in a great measure, escape the eye and the hand of the tax-gatherer. As the necessities of the + +State, nevertheless, must be satisfied in some mode or other, the defect of other resources must + +throw the principal weight of public burdens on the possessors of land. And as, on the other hand, + +the wants of the government can never obtain an adequate supply, unless all the sources of revenue + +are open to its demands, the finances of the community, under such embarrassments, cannot be put + +into a situation consistent with its respectability or its security. Thus we shall not even have the + +consolations of a full treasury, to atone for the oppression of that valuable class of the citizens + +who are employed in the cultivation of the soil. But public and private distress will keep pace with + +each other in gloomy concert; and unite in deploring the infatuation of those counsels which led to + +disunion. +PUBLIUS +1. If my memory be right they amount to twenty per cent. + + + + +FEDERALIST No. 13. Advantage of the Union in Respect to Economy in Government + +For the Independent Journal. Wednesday, November 28, 1787 + +HAMILTON +To the People of the State of New York: +As CONNECTED with the subject of revenue, we may with propriety consider that of economy. The money + +saved from one object may be usefully applied to another, and there will be so much the less to be + +drawn from the pockets of the people. If the States are united under one government, there will be + +but one national civil list to support; if they are divided into several confederacies, there will + +be as many different national civil lists to be provided for—and each of them, as to the principal + +departments, coextensive with that which would be necessary for a government of the whole. The + +entire separation of the States into thirteen unconnected sovereignties is a project too extravagant + +and too replete with danger to have many advocates. The ideas of men who speculate upon the + +dismemberment of the empire seem generally turned toward three confederacies—one consisting of the + +four Northern, another of the four Middle, and a third of the five Southern States. There is little + +probability that there would be a greater number. According to this distribution, each confederacy + +would comprise an extent of territory larger than that of the kingdom of Great Britain. No well- + +informed man will suppose that the affairs of such a confederacy can be properly regulated by a + +government less comprehensive in its organs or institutions than that which has been proposed by the + +convention. When the dimensions of a State attain to a certain magnitude, it requires the same + +energy of government and the same forms of administration which are requisite in one of much greater + +extent. This idea admits not of precise demonstration, because there is no rule by which we can + +measure the momentum of civil power necessary to the government of any given number of individuals; + +but when we consider that the island of Britain, nearly commensurate with each of the supposed + +confederacies, contains about eight millions of people, and when we reflect upon the degree of + +authority required to direct the passions of so large a society to the public good, we shall see no + +reason to doubt that the like portion of power would be sufficient to perform the same task in a + +society far more numerous. Civil power, properly organized and exerted, is capable of diffusing its + +force to a very great extent; and can, in a manner, reproduce itself in every part of a great empire + +by a judicious arrangement of subordinate institutions. +The supposition that each confederacy into which the States would be likely to be divided would + +require a government not less comprehensive than the one proposed, will be strengthened by another + +supposition, more probable than that which presents us with three confederacies as the alternative + +to a general Union. If we attend carefully to geographical and commercial considerations, in + +conjunction with the habits and prejudices of the different States, we shall be led to conclude that + +in case of disunion they will most naturally league themselves under two governments. The four + +Eastern States, from all the causes that form the links of national sympathy and connection, may + +with certainty be expected to unite. New York, situated as she is, would never be unwise enough to + +oppose a feeble and unsupported flank to the weight of that confederacy. There are other obvious + +reasons that would facilitate her accession to it. New Jersey is too small a State to think of being + +a frontier, in opposition to this still more powerful combination; nor do there appear to be any + +obstacles to her admission into it. Even Pennsylvania would have strong inducements to join the + +Northern league. An active foreign commerce, on the basis of her own navigation, is her true policy, + +and coincides with the opinions and dispositions of her citizens. The more Southern States, from + +various circumstances, may not think themselves much interested in the encouragement of navigation. + +They may prefer a system which would give unlimited scope to all nations to be the carriers as well + +as the purchasers of their commodities. Pennsylvania may not choose to confound her interests in a + +connection so adverse to her policy. As she must at all events be a frontier, she may deem it most + +consistent with her safety to have her exposed side turned towards the weaker power of the Southern, + +rather than towards the stronger power of the Northern, Confederacy. This would give her the fairest + +chance to avoid being the Flanders of America. Whatever may be the determination of Pennsylvania, if + +the Northern Confederacy includes New Jersey, there is no likelihood of more than one confederacy to + +the south of that State. +Nothing can be more evident than that the thirteen States will be able to support a national + +government better than one half, or one third, or any number less than the whole. This reflection + +must have great weight in obviating that objection to the proposed plan, which is founded on the + +principle of expense; an objection, however, which, when we come to take a nearer view of it, will + +appear in every light to stand on mistaken ground. +If, in addition to the consideration of a plurality of civil lists, we take into view the number of + +persons who must necessarily be employed to guard the inland communication between the different + +confederacies against illicit trade, and who in time will infallibly spring up out of the + +necessities of revenue; and if we also take into view the military establishments which it has been + +shown would unavoidably result from the jealousies and conflicts of the several nations into which + +the States would be divided, we shall clearly discover that a separation would be not less injurious + +to the economy, than to the tranquillity, commerce, revenue, and liberty of every part. +PUBLIUS + + + + +FEDERALIST No. 14. Objections to the Proposed Constitution From Extent of Territory Answered + +From the New York Packet. Friday, November 30, 1787. + +MADISON +To the People of the State of New York: +WE HAVE seen the necessity of the Union, as our bulwark against foreign danger, as the conservator + +of peace among ourselves, as the guardian of our commerce and other common interests, as the only + +substitute for those military establishments which have subverted the liberties of the Old World, + +and as the proper antidote for the diseases of faction, which have proved fatal to other popular + +governments, and of which alarming symptoms have been betrayed by our own. All that remains, within + +this branch of our inquiries, is to take notice of an objection that may be drawn from the great + +extent of country which the Union embraces. A few observations on this subject will be the more + +proper, as it is perceived that the adversaries of the new Constitution are availing themselves of + +the prevailing prejudice with regard to the practicable sphere of republican administration, in + +order to supply, by imaginary difficulties, the want of those solid objections which they endeavor + +in vain to find. +The error which limits republican government to a narrow district has been unfolded and refuted in + +preceding papers. I remark here only that it seems to owe its rise and prevalence chiefly to the + +confounding of a republic with a democracy, applying to the former reasonings drawn from the nature + +of the latter. The true distinction between these forms was also adverted to on a former occasion. + +It is, that in a democracy, the people meet and exercise the government in person; in a republic, + +they assemble and administer it by their representatives and agents. A democracy, consequently, will + +be confined to a small spot. A republic may be extended over a large region. +To this accidental source of the error may be added the artifice of some celebrated authors, whose + +writings have had a great share in forming the modern standard of political opinions. Being subjects + +either of an absolute or limited monarchy, they have endeavored to heighten the advantages, or + +palliate the evils of those forms, by placing in comparison the vices and defects of the republican, + +and by citing as specimens of the latter the turbulent democracies of ancient Greece and modern + +Italy. Under the confusion of names, it has been an easy task to transfer to a republic observations + +applicable to a democracy only; and among others, the observation that it can never be established + +but among a small number of people, living within a small compass of territory. +Such a fallacy may have been the less perceived, as most of the popular governments of antiquity + +were of the democratic species; and even in modern Europe, to which we owe the great principle of + +representation, no example is seen of a government wholly popular, and founded, at the same time, + +wholly on that principle. If Europe has the merit of discovering this great mechanical power in + +government, by the simple agency of which the will of the largest political body may be concentred, + +and its force directed to any object which the public good requires, America can claim the merit of + +making the discovery the basis of unmixed and extensive republics. It is only to be lamented that + +any of her citizens should wish to deprive her of the additional merit of displaying its full + +efficacy in the establishment of the comprehensive system now under her consideration. +As the natural limit of a democracy is that distance from the central point which will just permit + +the most remote citizens to assemble as often as their public functions demand, and will include no + +greater number than can join in those functions; so the natural limit of a republic is that distance + +from the centre which will barely allow the representatives to meet as often as may be necessary for + +the administration of public affairs. Can it be said that the limits of the United States exceed + +this distance? It will not be said by those who recollect that the Atlantic coast is the longest + +side of the Union, that during the term of thirteen years, the representatives of the States have + +been almost continually assembled, and that the members from the most distant States are not + +chargeable with greater intermissions of attendance than those from the States in the neighborhood + +of Congress. +That we may form a juster estimate with regard to this interesting subject, let us resort to the + +actual dimensions of the Union. The limits, as fixed by the treaty of peace, are: on the east the + +Atlantic, on the south the latitude of thirty-one degrees, on the west the Mississippi, and on the + +north an irregular line running in some instances beyond the forty-fifth degree, in others falling + +as low as the forty-second. The southern shore of Lake Erie lies below that latitude. Computing the + +distance between the thirty-first and forty-fifth degrees, it amounts to nine hundred and seventy- + +three common miles; computing it from thirty-one to forty-two degrees, to seven hundred and sixty- + +four miles and a half. Taking the mean for the distance, the amount will be eight hundred and + +sixty-eight miles and three-fourths. The mean distance from the Atlantic to the Mississippi does not + +probably exceed seven hundred and fifty miles. On a comparison of this extent with that of several + +countries in Europe, the practicability of rendering our system commensurate to it appears to be + +demonstrable. It is not a great deal larger than Germany, where a diet representing the whole empire + +is continually assembled; or than Poland before the late dismemberment, where another national diet + +was the depositary of the supreme power. Passing by France and Spain, we find that in Great Britain, + +inferior as it may be in size, the representatives of the northern extremity of the island have as + +far to travel to the national council as will be required of those of the most remote parts of the + +Union. +Favorable as this view of the subject may be, some observations remain which will place it in a + +light still more satisfactory. +In the first place it is to be remembered that the general government is not to be charged with the + +whole power of making and administering laws. Its jurisdiction is limited to certain enumerated + +objects, which concern all the members of the republic, but which are not to be attained by the + +separate provisions of any. The subordinate governments, which can extend their care to all those + +other subjects which can be separately provided for, will retain their due authority and activity. + +Were it proposed by the plan of the convention to abolish the governments of the particular States, + +its adversaries would have some ground for their objection; though it would not be difficult to show + +that if they were abolished the general government would be compelled, by the principle of self- + +preservation, to reinstate them in their proper jurisdiction. +A second observation to be made is that the immediate object of the federal Constitution is to + +secure the union of the thirteen primitive States, which we know to be practicable; and to add to + +them such other States as may arise in their own bosoms, or in their neighborhoods, which we cannot + +doubt to be equally practicable. The arrangements that may be necessary for those angles and + +fractions of our territory which lie on our northwestern frontier, must be left to those whom + +further discoveries and experience will render more equal to the task. +Let it be remarked, in the third place, that the intercourse throughout the Union will be + +facilitated by new improvements. Roads will everywhere be shortened, and kept in better order; + +accommodations for travelers will be multiplied and meliorated; an interior navigation on our + +eastern side will be opened throughout, or nearly throughout, the whole extent of the thirteen + +States. The communication between the Western and Atlantic districts, and between different parts of + +each, will be rendered more and more easy by those numerous canals with which the beneficence of + +nature has intersected our country, and which art finds it so little difficult to connect and + +complete. +A fourth and still more important consideration is, that as almost every State will, on one side or + +other, be a frontier, and will thus find, in regard to its safety, an inducement to make some + +sacrifices for the sake of the general protection; so the States which lie at the greatest distance + +from the heart of the Union, and which, of course, may partake least of the ordinary circulation of + +its benefits, will be at the same time immediately contiguous to foreign nations, and will + +consequently stand, on particular occasions, in greatest need of its strength and resources. It may + +be inconvenient for Georgia, or the States forming our western or northeastern borders, to send + +their representatives to the seat of government; but they would find it more so to struggle alone + +against an invading enemy, or even to support alone the whole expense of those precautions which may + +be dictated by the neighborhood of continual danger. If they should derive less benefit, therefore, + +from the Union in some respects than the less distant States, they will derive greater benefit from + +it in other respects, and thus the proper equilibrium will be maintained throughout. +I submit to you, my fellow-citizens, these considerations, in full confidence that the good sense + +which has so often marked your decisions will allow them their due weight and effect; and that you + +will never suffer difficulties, however formidable in appearance, or however fashionable the error + +on which they may be founded, to drive you into the gloomy and perilous scene into which the + +advocates for disunion would conduct you. Hearken not to the unnatural voice which tells you that + +the people of America, knit together as they are by so many cords of affection, can no longer live + +together as members of the same family; can no longer continue the mutual guardians of their mutual + +happiness; can no longer be fellow citizens of one great, respectable, and flourishing empire. + +Hearken not to the voice which petulantly tells you that the form of government recommended for your + +adoption is a novelty in the political world; that it has never yet had a place in the theories of + +the wildest projectors; that it rashly attempts what it is impossible to accomplish. No, my + +countrymen, shut your ears against this unhallowed language. Shut your hearts against the poison + +which it conveys; the kindred blood which flows in the veins of American citizens, the mingled blood + +which they have shed in defense of their sacred rights, consecrate their Union, and excite horror at + +the idea of their becoming aliens, rivals, enemies. And if novelties are to be shunned, believe me, + +the most alarming of all novelties, the most wild of all projects, the most rash of all attempts, is + +that of rendering us in pieces, in order to preserve our liberties and promote our happiness. But + +why is the experiment of an extended republic to be rejected, merely because it may comprise what is + +new? Is it not the glory of the people of America, that, whilst they have paid a decent regard to + +the opinions of former times and other nations, they have not suffered a blind veneration for + +antiquity, for custom, or for names, to overrule the suggestions of their own good sense, the + +knowledge of their own situation, and the lessons of their own experience? To this manly spirit, + +posterity will be indebted for the possession, and the world for the example, of the numerous + +innovations displayed on the American theatre, in favor of private rights and public happiness. Had + +no important step been taken by the leaders of the Revolution for which a precedent could not be + +discovered, no government established of which an exact model did not present itself, the people of + +the United States might, at this moment have been numbered among the melancholy victims of misguided + +councils, must at best have been laboring under the weight of some of those forms which have crushed + +the liberties of the rest of mankind. Happily for America, happily, we trust, for the whole human + +race, they pursued a new and more noble course. They accomplished a revolution which has no parallel + +in the annals of human society. They reared the fabrics of governments which have no model on the + +face of the globe. They formed the design of a great Confederacy, which it is incumbent on their + +successors to improve and perpetuate. If their works betray imperfections, we wonder at the fewness + +of them. If they erred most in the structure of the Union, this was the work most difficult to be + +executed; this is the work which has been new modelled by the act of your convention, and it is that + +act on which you are now to deliberate and to decide. +PUBLIUS + + + + +FEDERALIST No. 15. The Insufficiency of the Present Confederation to Preserve the Union + +For the Independent Journal. Saturday, December 1, 1787 + +HAMILTON +To the People of the State of New York. +IN THE course of the preceding papers, I have endeavored, my fellow citizens, to place before you, + +in a clear and convincing light, the importance of Union to your political safety and happiness. I + +have unfolded to you a complication of dangers to which you would be exposed, should you permit that + +sacred knot which binds the people of America together be severed or dissolved by ambition or by + +avarice, by jealousy or by misrepresentation. In the sequel of the inquiry through which I propose + +to accompany you, the truths intended to be inculcated will receive further confirmation from facts + +and arguments hitherto unnoticed. If the road over which you will still have to pass should in some + +places appear to you tedious or irksome, you will recollect that you are in quest of information on + +a subject the most momentous which can engage the attention of a free people, that the field through + +which you have to travel is in itself spacious, and that the difficulties of the journey have been + +unnecessarily increased by the mazes with which sophistry has beset the way. It will be my aim to + +remove the obstacles from your progress in as compendious a manner as it can be done, without + +sacrificing utility to despatch. +In pursuance of the plan which I have laid down for the discussion of the subject, the point next in + +order to be examined is the "insufficiency of the present Confederation to the preservation of the + +Union." It may perhaps be asked what need there is of reasoning or proof to illustrate a position + +which is not either controverted or doubted, to which the understandings and feelings of all classes + +of men assent, and which in substance is admitted by the opponents as well as by the friends of the + +new Constitution. It must in truth be acknowledged that, however these may differ in other respects, + +they in general appear to harmonize in this sentiment, at least, that there are material + +imperfections in our national system, and that something is necessary to be done to rescue us from + +impending anarchy. The facts that support this opinion are no longer objects of speculation. They + +have forced themselves upon the sensibility of the people at large, and have at length extorted from + +those, whose mistaken policy has had the principal share in precipitating the extremity at which we + +are arrived, a reluctant confession of the reality of those defects in the scheme of our federal + +government, which have been long pointed out and regretted by the intelligent friends of the Union. +We may indeed with propriety be said to have reached almost the last stage of national humiliation. + +There is scarcely anything that can wound the pride or degrade the character of an independent + +nation which we do not experience. Are there engagements to the performance of which we are held by + +every tie respectable among men? These are the subjects of constant and unblushing violation. Do we + +owe debts to foreigners and to our own citizens contracted in a time of imminent peril for the + +preservation of our political existence? These remain without any proper or satisfactory provision + +for their discharge. Have we valuable territories and important posts in the possession of a foreign + +power which, by express stipulations, ought long since to have been surrendered? These are still + +retained, to the prejudice of our interests, not less than of our rights. Are we in a condition to + +resent or to repel the aggression? We have neither troops, nor treasury, nor government.(1) Are we + +even in a condition to remonstrate with dignity? The just imputations on our own faith, in respect + +to the same treaty, ought first to be removed. Are we entitled by nature and compact to a free + +participation in the navigation of the Mississippi? Spain excludes us from it. Is public credit an + +indispensable resource in time of public danger? We seem to have abandoned its cause as desperate + +and irretrievable. Is commerce of importance to national wealth? Ours is at the lowest point of + +declension. Is respectability in the eyes of foreign powers a safeguard against foreign + +encroachments? The imbecility of our government even forbids them to treat with us. Our ambassadors + +abroad are the mere pageants of mimic sovereignty. Is a violent and unnatural decrease in the value + +of land a symptom of national distress? The price of improved land in most parts of the country is + +much lower than can be accounted for by the quantity of waste land at market, and can only be fully + +explained by that want of private and public confidence, which are so alarmingly prevalent among all + +ranks, and which have a direct tendency to depreciate property of every kind. Is private credit the + +friend and patron of industry? That most useful kind which relates to borrowing and lending is + +reduced within the narrowest limits, and this still more from an opinion of insecurity than from the + +scarcity of money. To shorten an enumeration of particulars which can afford neither pleasure nor + +instruction, it may in general be demanded, what indication is there of national disorder, poverty, + +and insignificance that could befall a community so peculiarly blessed with natural advantages as we + +are, which does not form a part of the dark catalogue of our public misfortunes? +This is the melancholy situation to which we have been brought by those very maxims and councils + +which would now deter us from adopting the proposed Constitution; and which, not content with having + +conducted us to the brink of a precipice, seem resolved to plunge us into the abyss that awaits us + +below. Here, my countrymen, impelled by every motive that ought to influence an enlightened people, + +let us make a firm stand for our safety, our tranquillity, our dignity, our reputation. Let us at + +last break the fatal charm which has too long seduced us from the paths of felicity and prosperity. +It is true, as has been before observed that facts, too stubborn to be resisted, have produced a + +species of general assent to the abstract proposition that there exist material defects in our + +national system; but the usefulness of the concession, on the part of the old adversaries of federal + +measures, is destroyed by a strenuous opposition to a remedy, upon the only principles that can give + +it a chance of success. While they admit that the government of the United States is destitute of + +energy, they contend against conferring upon it those powers which are requisite to supply that + +energy. They seem still to aim at things repugnant and irreconcilable; at an augmentation of federal + +authority, without a diminution of State authority; at sovereignty in the Union, and complete + +independence in the members. They still, in fine, seem to cherish with blind devotion the political + +monster of an imperium in imperio. This renders a full display of the principal defects of the + +Confederation necessary, in order to show that the evils we experience do not proceed from minute or + +partial imperfections, but from fundamental errors in the structure of the building, which cannot be + +amended otherwise than by an alteration in the first principles and main pillars of the fabric. +The great and radical vice in the construction of the existing Confederation is in the principle of + +LEGISLATION for STATES or GOVERNMENTS, in their CORPORATE or COLLECTIVE CAPACITIES, and as + +contradistinguished from the INDIVIDUALS of which they consist. Though this principle does not run + +through all the powers delegated to the Union, yet it pervades and governs those on which the + +efficacy of the rest depends. Except as to the rule of appointment, the United States has an + +indefinite discretion to make requisitions for men and money; but they have no authority to raise + +either, by regulations extending to the individual citizens of America. The consequence of this is, + +that though in theory their resolutions concerning those objects are laws, constitutionally binding + +on the members of the Union, yet in practice they are mere recommendations which the States observe + +or disregard at their option. +It is a singular instance of the capriciousness of the human mind, that after all the admonitions we + +have had from experience on this head, there should still be found men who object to the new + +Constitution, for deviating from a principle which has been found the bane of the old, and which is + +in itself evidently incompatible with the idea of GOVERNMENT; a principle, in short, which, if it is + +to be executed at all, must substitute the violent and sanguinary agency of the sword to the mild + +influence of the magistracy. +There is nothing absurd or impracticable in the idea of a league or alliance between independent + +nations for certain defined purposes precisely stated in a treaty regulating all the details of + +time, place, circumstance, and quantity; leaving nothing to future discretion; and depending for its + +execution on the good faith of the parties. Compacts of this kind exist among all civilized nations, + +subject to the usual vicissitudes of peace and war, of observance and non-observance, as the + +interests or passions of the contracting powers dictate. In the early part of the present century + +there was an epidemical rage in Europe for this species of compacts, from which the politicians of + +the times fondly hoped for benefits which were never realized. With a view to establishing the + +equilibrium of power and the peace of that part of the world, all the resources of negotiation were + +exhausted, and triple and quadruple alliances were formed; but they were scarcely formed before they + +were broken, giving an instructive but afflicting lesson to mankind, how little dependence is to be + +placed on treaties which have no other sanction than the obligations of good faith, and which oppose + +general considerations of peace and justice to the impulse of any immediate interest or passion. +If the particular States in this country are disposed to stand in a similar relation to each other, + +and to drop the project of a general DISCRETIONARY SUPERINTENDENCE, the scheme would indeed be + +pernicious, and would entail upon us all the mischiefs which have been enumerated under the first + +head; but it would have the merit of being, at least, consistent and practicable Abandoning all + +views towards a confederate government, this would bring us to a simple alliance offensive and + +defensive; and would place us in a situation to be alternate friends and enemies of each other, as + +our mutual jealousies and rivalships, nourished by the intrigues of foreign nations, should + +prescribe to us. +But if we are unwilling to be placed in this perilous situation; if we still will adhere to the + +design of a national government, or, which is the same thing, of a superintending power, under the + +direction of a common council, we must resolve to incorporate into our plan those ingredients which + +may be considered as forming the characteristic difference between a league and a government; we + +must extend the authority of the Union to the persons of the citizens,—the only proper objects of + +government. +Government implies the power of making laws. It is essential to the idea of a law, that it be + +attended with a sanction; or, in other words, a penalty or punishment for disobedience. If there be + +no penalty annexed to disobedience, the resolutions or commands which pretend to be laws will, in + +fact, amount to nothing more than advice or recommendation. This penalty, whatever it may be, can + +only be inflicted in two ways: by the agency of the courts and ministers of justice, or by military + +force; by the COERCION of the magistracy, or by the COERCION of arms. The first kind can evidently + +apply only to men; the last kind must of necessity, be employed against bodies politic, or + +communities, or States. It is evident that there is no process of a court by which the observance of + +the laws can, in the last resort, be enforced. Sentences may be denounced against them for + +violations of their duty; but these sentences can only be carried into execution by the sword. In an + +association where the general authority is confined to the collective bodies of the communities, + +that compose it, every breach of the laws must involve a state of war; and military execution must + +become the only instrument of civil obedience. Such a state of things can certainly not deserve the + +name of government, nor would any prudent man choose to commit his happiness to it. +There was a time when we were told that breaches, by the States, of the regulations of the federal + +authority were not to be expected; that a sense of common interest would preside over the conduct of + +the respective members, and would beget a full compliance with all the constitutional requisitions + +of the Union. This language, at the present day, would appear as wild as a great part of what we now + +hear from the same quarter will be thought, when we shall have received further lessons from that + +best oracle of wisdom, experience. It at all times betrayed an ignorance of the true springs by + +which human conduct is actuated, and belied the original inducements to the establishment of civil + +power. Why has government been instituted at all? Because the passions of men will not conform to + +the dictates of reason and justice, without constraint. Has it been found that bodies of men act + +with more rectitude or greater disinterestedness than individuals? The contrary of this has been + +inferred by all accurate observers of the conduct of mankind; and the inference is founded upon + +obvious reasons. Regard to reputation has a less active influence, when the infamy of a bad action + +is to be divided among a number than when it is to fall singly upon one. A spirit of faction, which + +is apt to mingle its poison in the deliberations of all bodies of men, will often hurry the persons + +of whom they are composed into improprieties and excesses, for which they would blush in a private + +capacity. +In addition to all this, there is, in the nature of sovereign power, an impatience of control, that + +disposes those who are invested with the exercise of it, to look with an evil eye upon all external + +attempts to restrain or direct its operations. From this spirit it happens, that in every political + +association which is formed upon the principle of uniting in a common interest a number of lesser + +sovereignties, there will be found a kind of eccentric tendency in the subordinate or inferior orbs, + +by the operation of which there will be a perpetual effort in each to fly off from the common + +centre. This tendency is not difficult to be accounted for. It has its origin in the love of power. + +Power controlled or abridged is almost always the rival and enemy of that power by which it is + +controlled or abridged. This simple proposition will teach us how little reason there is to expect, + +that the persons intrusted with the administration of the affairs of the particular members of a + +confederacy will at all times be ready, with perfect good-humor, and an unbiased regard to the + +public weal, to execute the resolutions or decrees of the general authority. The reverse of this + +results from the constitution of human nature. +If, therefore, the measures of the Confederacy cannot be executed without the intervention of the + +particular administrations, there will be little prospect of their being executed at all. The rulers + +of the respective members, whether they have a constitutional right to do it or not, will undertake + +to judge of the propriety of the measures themselves. They will consider the conformity of the thing + +proposed or required to their immediate interests or aims; the momentary conveniences or + +inconveniences that would attend its adoption. All this will be done; and in a spirit of interested + +and suspicious scrutiny, without that knowledge of national circumstances and reasons of state, + +which is essential to a right judgment, and with that strong predilection in favor of local objects, + +which can hardly fail to mislead the decision. The same process must be repeated in every member of + +which the body is constituted; and the execution of the plans, framed by the councils of the whole, + +will always fluctuate on the discretion of the ill-informed and prejudiced opinion of every part. + +Those who have been conversant in the proceedings of popular assemblies; who have seen how difficult + +it often is, where there is no exterior pressure of circumstances, to bring them to harmonious + +resolutions on important points, will readily conceive how impossible it must be to induce a number + +of such assemblies, deliberating at a distance from each other, at different times, and under + +different impressions, long to co-operate in the same views and pursuits. +In our case, the concurrence of thirteen distinct sovereign wills is requisite, under the + +Confederation, to the complete execution of every important measure that proceeds from the Union. It + +has happened as was to have been foreseen. The measures of the Union have not been executed; the + +delinquencies of the States have, step by step, matured themselves to an extreme, which has, at + +length, arrested all the wheels of the national government, and brought them to an awful stand. + +Congress at this time scarcely possess the means of keeping up the forms of administration, till the + +States can have time to agree upon a more substantial substitute for the present shadow of a federal + +government. Things did not come to this desperate extremity at once. The causes which have been + +specified produced at first only unequal and disproportionate degrees of compliance with the + +requisitions of the Union. The greater deficiencies of some States furnished the pretext of example + +and the temptation of interest to the complying, or to the least delinquent States. Why should we do + +more in proportion than those who are embarked with us in the same political voyage? Why should we + +consent to bear more than our proper share of the common burden? These were suggestions which human + +selfishness could not withstand, and which even speculative men, who looked forward to remote + +consequences, could not, without hesitation, combat. Each State, yielding to the persuasive voice of + +immediate interest or convenience, has successively withdrawn its support, till the frail and + +tottering edifice seems ready to fall upon our heads, and to crush us beneath its ruins. +PUBLIUS +1. "I mean for the Union." + + + + +FEDERALIST No. 16. The Same Subject Continued (The Insufficiency of the Present Confederation to + +Preserve the Union) + +From the New York Packet. Tuesday, December 4, 1787. + +HAMILTON +To the People of the State of New York: +THE tendency of the principle of legislation for States, or communities, in their political + +capacities, as it has been exemplified by the experiment we have made of it, is equally attested by + +the events which have befallen all other governments of the confederate kind, of which we have any + +account, in exact proportion to its prevalence in those systems. The confirmations of this fact will + +be worthy of a distinct and particular examination. I shall content myself with barely observing + +here, that of all the confederacies of antiquity, which history has handed down to us, the Lycian + +and Achaean leagues, as far as there remain vestiges of them, appear to have been most free from the + +fetters of that mistaken principle, and were accordingly those which have best deserved, and have + +most liberally received, the applauding suffrages of political writers. +This exceptionable principle may, as truly as emphatically, be styled the parent of anarchy: It has + +been seen that delinquencies in the members of the Union are its natural and necessary offspring; + +and that whenever they happen, the only constitutional remedy is force, and the immediate effect of + +the use of it, civil war. +It remains to inquire how far so odious an engine of government, in its application to us, would + +even be capable of answering its end. If there should not be a large army constantly at the disposal + +of the national government it would either not be able to employ force at all, or, when this could + +be done, it would amount to a war between parts of the Confederacy concerning the infractions of a + +league, in which the strongest combination would be most likely to prevail, whether it consisted of + +those who supported or of those who resisted the general authority. It would rarely happen that the + +delinquency to be redressed would be confined to a single member, and if there were more than one + +who had neglected their duty, similarity of situation would induce them to unite for common defense. + +Independent of this motive of sympathy, if a large and influential State should happen to be the + +aggressing member, it would commonly have weight enough with its neighbors to win over some of them + +as associates to its cause. Specious arguments of danger to the common liberty could easily be + +contrived; plausible excuses for the deficiencies of the party could, without difficulty, be + +invented to alarm the apprehensions, inflame the passions, and conciliate the good-will, even of + +those States which were not chargeable with any violation or omission of duty. This would be the + +more likely to take place, as the delinquencies of the larger members might be expected sometimes to + +proceed from an ambitious premeditation in their rulers, with a view to getting rid of all external + +control upon their designs of personal aggrandizement; the better to effect which it is presumable + +they would tamper beforehand with leading individuals in the adjacent States. If associates could + +not be found at home, recourse would be had to the aid of foreign powers, who would seldom be + +disinclined to encouraging the dissensions of a Confederacy, from the firm union of which they had + +so much to fear. When the sword is once drawn, the passions of men observe no bounds of moderation. + +The suggestions of wounded pride, the instigations of irritated resentment, would be apt to carry + +the States against which the arms of the Union were exerted, to any extremes necessary to avenge the + +affront or to avoid the disgrace of submission. The first war of this kind would probably terminate + +in a dissolution of the Union. +This may be considered as the violent death of the Confederacy. Its more natural death is what we + +now seem to be on the point of experiencing, if the federal system be not speedily renovated in a + +more substantial form. It is not probable, considering the genius of this country, that the + +complying States would often be inclined to support the authority of the Union by engaging in a war + +against the non-complying States. They would always be more ready to pursue the milder course of + +putting themselves upon an equal footing with the delinquent members by an imitation of their + +example. And the guilt of all would thus become the security of all. Our past experience has + +exhibited the operation of this spirit in its full light. There would, in fact, be an insuperable + +difficulty in ascertaining when force could with propriety be employed. In the article of pecuniary + +contribution, which would be the most usual source of delinquency, it would often be impossible to + +decide whether it had proceeded from disinclination or inability. The pretense of the latter would + +always be at hand. And the case must be very flagrant in which its fallacy could be detected with + +sufficient certainty to justify the harsh expedient of compulsion. It is easy to see that this + +problem alone, as often as it should occur, would open a wide field for the exercise of factious + +views, of partiality, and of oppression, in the majority that happened to prevail in the national + +council. +It seems to require no pains to prove that the States ought not to prefer a national Constitution + +which could only be kept in motion by the instrumentality of a large army continually on foot to + +execute the ordinary requisitions or decrees of the government. And yet this is the plain + +alternative involved by those who wish to deny it the power of extending its operations to + +individuals. Such a scheme, if practicable at all, would instantly degenerate into a military + +despotism; but it will be found in every light impracticable. The resources of the Union would not + +be equal to the maintenance of an army considerable enough to confine the larger States within the + +limits of their duty; nor would the means ever be furnished of forming such an army in the first + +instance. Whoever considers the populousness and strength of several of these States singly at the + +present juncture, and looks forward to what they will become, even at the distance of half a + +century, will at once dismiss as idle and visionary any scheme which aims at regulating their + +movements by laws to operate upon them in their collective capacities, and to be executed by a + +coercion applicable to them in the same capacities. A project of this kind is little less romantic + +than the monster-taming spirit which is attributed to the fabulous heroes and demi-gods of + +antiquity. +Even in those confederacies which have been composed of members smaller than many of our counties, + +the principle of legislation for sovereign States, supported by military coercion, has never been + +found effectual. It has rarely been attempted to be employed, but against the weaker members; and in + +most instances attempts to coerce the refractory and disobedient have been the signals of bloody + +wars, in which one half of the confederacy has displayed its banners against the other half. +The result of these observations to an intelligent mind must be clearly this, that if it be possible + +at any rate to construct a federal government capable of regulating the common concerns and + +preserving the general tranquillity, it must be founded, as to the objects committed to its care, + +upon the reverse of the principle contended for by the opponents of the proposed Constitution. It + +must carry its agency to the persons of the citizens. It must stand in need of no intermediate + +legislations; but must itself be empowered to employ the arm of the ordinary magistrate to execute + +its own resolutions. The majesty of the national authority must be manifested through the medium of + +the courts of justice. The government of the Union, like that of each State, must be able to address + +itself immediately to the hopes and fears of individuals; and to attract to its support those + +passions which have the strongest influence upon the human heart. It must, in short, possess all the + +means, and have aright to resort to all the methods, of executing the powers with which it is + +intrusted, that are possessed and exercised by the government of the particular States. +To this reasoning it may perhaps be objected, that if any State should be disaffected to the + +authority of the Union, it could at any time obstruct the execution of its laws, and bring the + +matter to the same issue of force, with the necessity of which the opposite scheme is reproached. +The plausibility of this objection will vanish the moment we advert to the essential difference + +between a mere NON-COMPLIANCE and a DIRECT and ACTIVE RESISTANCE. If the interposition of the State + +legislatures be necessary to give effect to a measure of the Union, they have only NOT TO ACT, or TO + +ACT EVASIVELY, and the measure is defeated. This neglect of duty may be disguised under affected but + +unsubstantial provisions, so as not to appear, and of course not to excite any alarm in the people + +for the safety of the Constitution. The State leaders may even make a merit of their surreptitious + +invasions of it on the ground of some temporary convenience, exemption, or advantage. +But if the execution of the laws of the national government should not require the intervention of + +the State legislatures, if they were to pass into immediate operation upon the citizens themselves, + +the particular governments could not interrupt their progress without an open and violent exertion + +of an unconstitutional power. No omissions nor evasions would answer the end. They would be obliged + +to act, and in such a manner as would leave no doubt that they had encroached on the national + +rights. An experiment of this nature would always be hazardous in the face of a constitution in any + +degree competent to its own defense, and of a people enlightened enough to distinguish between a + +legal exercise and an illegal usurpation of authority. The success of it would require not merely a + +factious majority in the legislature, but the concurrence of the courts of justice and of the body + +of the people. If the judges were not embarked in a conspiracy with the legislature, they would + +pronounce the resolutions of such a majority to be contrary to the supreme law of the land, + +unconstitutional, and void. If the people were not tainted with the spirit of their State + +representatives, they, as the natural guardians of the Constitution, would throw their weight into + +the national scale and give it a decided preponderancy in the contest. Attempts of this kind would + +not often be made with levity or rashness, because they could seldom be made without danger to the + +authors, unless in cases of a tyrannical exercise of the federal authority. +If opposition to the national government should arise from the disorderly conduct of refractory or + +seditious individuals, it could be overcome by the same means which are daily employed against the + +same evil under the State governments. The magistracy, being equally the ministers of the law of the + +land, from whatever source it might emanate, would doubtless be as ready to guard the national as + +the local regulations from the inroads of private licentiousness. As to those partial commotions and + +insurrections, which sometimes disquiet society, from the intrigues of an inconsiderable faction, or + +from sudden or occasional illhumors that do not infect the great body of the community the general + +government could command more extensive resources for the suppression of disturbances of that kind + +than would be in the power of any single member. And as to those mortal feuds which, in certain + +conjunctures, spread a conflagration through a whole nation, or through a very large proportion of + +it, proceeding either from weighty causes of discontent given by the government or from the + +contagion of some violent popular paroxysm, they do not fall within any ordinary rules of + +calculation. When they happen, they commonly amount to revolutions and dismemberments of empire. No + +form of government can always either avoid or control them. It is in vain to hope to guard against + +events too mighty for human foresight or precaution, and it would be idle to object to a government + +because it could not perform impossibilities. +PUBLIUS + + + + +FEDERALIST No. 17. The Same Subject Continued (The Insufficiency of the Present Confederation to + +Preserve the Union) + +For the Independent Journal. Wednesday, December 5, 1787 + +HAMILTON +To the People of the State of New York: +AN OBJECTION, of a nature different from that which has been stated and answered, in my last + +address, may perhaps be likewise urged against the principle of legislation for the individual + +citizens of America. It may be said that it would tend to render the government of the Union too + +powerful, and to enable it to absorb those residuary authorities, which it might be judged proper to + +leave with the States for local purposes. Allowing the utmost latitude to the love of power which + +any reasonable man can require, I confess I am at a loss to discover what temptation the persons + +intrusted with the administration of the general government could ever feel to divest the States of + +the authorities of that description. The regulation of the mere domestic police of a State appears + +to me to hold out slender allurements to ambition. Commerce, finance, negotiation, and war seem to + +comprehend all the objects which have charms for minds governed by that passion; and all the powers + +necessary to those objects ought, in the first instance, to be lodged in the national depository. + +The administration of private justice between the citizens of the same State, the supervision of + +agriculture and of other concerns of a similar nature, all those things, in short, which are proper + +to be provided for by local legislation, can never be desirable cares of a general jurisdiction. It + +is therefore improbable that there should exist a disposition in the federal councils to usurp the + +powers with which they are connected; because the attempt to exercise those powers would be as + +troublesome as it would be nugatory; and the possession of them, for that reason, would contribute + +nothing to the dignity, to the importance, or to the splendor of the national government. +But let it be admitted, for argument's sake, that mere wantonness and lust of domination would be + +sufficient to beget that disposition; still it may be safely affirmed, that the sense of the + +constituent body of the national representatives, or, in other words, the people of the several + +States, would control the indulgence of so extravagant an appetite. It will always be far more easy + +for the State governments to encroach upon the national authorities than for the national government + +to encroach upon the State authorities. The proof of this proposition turns upon the greater degree + +of influence which the State governments if they administer their affairs with uprightness and + +prudence, will generally possess over the people; a circumstance which at the same time teaches us + +that there is an inherent and intrinsic weakness in all federal constitutions; and that too much + +pains cannot be taken in their organization, to give them all the force which is compatible with the + +principles of liberty. +The superiority of influence in favor of the particular governments would result partly from the + +diffusive construction of the national government, but chiefly from the nature of the objects to + +which the attention of the State administrations would be directed. +It is a known fact in human nature, that its affections are commonly weak in proportion to the + +distance or diffusiveness of the object. Upon the same principle that a man is more attached to his + +family than to his neighborhood, to his neighborhood than to the community at large, the people of + +each State would be apt to feel a stronger bias towards their local governments than towards the + +government of the Union; unless the force of that principle should be destroyed by a much better + +administration of the latter. +This strong propensity of the human heart would find powerful auxiliaries in the objects of State + +regulation. +The variety of more minute interests, which will necessarily fall under the superintendence of the + +local administrations, and which will form so many rivulets of influence, running through every part + +of the society, cannot be particularized, without involving a detail too tedious and uninteresting + +to compensate for the instruction it might afford. +There is one transcendant advantage belonging to the province of the State governments, which alone + +suffices to place the matter in a clear and satisfactory light,—I mean the ordinary administration + +of criminal and civil justice. This, of all others, is the most powerful, most universal, and most + +attractive source of popular obedience and attachment. It is that which, being the immediate and + +visible guardian of life and property, having its benefits and its terrors in constant activity + +before the public eye, regulating all those personal interests and familiar concerns to which the + +sensibility of individuals is more immediately awake, contributes, more than any other circumstance, + +to impressing upon the minds of the people, affection, esteem, and reverence towards the government. + +This great cement of society, which will diffuse itself almost wholly through the channels of the + +particular governments, independent of all other causes of influence, would insure them so decided + +an empire over their respective citizens as to render them at all times a complete counterpoise, + +and, not unfrequently, dangerous rivals to the power of the Union. +The operations of the national government, on the other hand, falling less immediately under the + +observation of the mass of the citizens, the benefits derived from it will chiefly be perceived and + +attended to by speculative men. Relating to more general interests, they will be less apt to come + +home to the feelings of the people; and, in proportion, less likely to inspire an habitual sense of + +obligation, and an active sentiment of attachment. +The reasoning on this head has been abundantly exemplified by the experience of all federal + +constitutions with which we are acquainted, and of all others which have borne the least analogy to + +them. +Though the ancient feudal systems were not, strictly speaking, confederacies, yet they partook of + +the nature of that species of association. There was a common head, chieftain, or sovereign, whose + +authority extended over the whole nation; and a number of subordinate vassals, or feudatories, who + +had large portions of land allotted to them, and numerous trains of INFERIOR vassals or retainers, + +who occupied and cultivated that land upon the tenure of fealty or obedience, to the persons of whom + +they held it. Each principal vassal was a kind of sovereign, within his particular demesnes. The + +consequences of this situation were a continual opposition to authority of the sovereign, and + +frequent wars between the great barons or chief feudatories themselves. The power of the head of the + +nation was commonly too weak, either to preserve the public peace, or to protect the people against + +the oppressions of their immediate lords. This period of European affairs is emphatically styled by + +historians, the times of feudal anarchy. +When the sovereign happened to be a man of vigorous and warlike temper and of superior abilities, he + +would acquire a personal weight and influence, which answered, for the time, the purpose of a more + +regular authority. But in general, the power of the barons triumphed over that of the prince; and in + +many instances his dominion was entirely thrown off, and the great fiefs were erected into + +independent principalities or States. In those instances in which the monarch finally prevailed over + +his vassals, his success was chiefly owing to the tyranny of those vassals over their dependents. + +The barons, or nobles, equally the enemies of the sovereign and the oppressors of the common people, + +were dreaded and detested by both; till mutual danger and mutual interest effected a union between + +them fatal to the power of the aristocracy. Had the nobles, by a conduct of clemency and justice, + +preserved the fidelity and devotion of their retainers and followers, the contests between them and + +the prince must almost always have ended in their favor, and in the abridgment or subversion of the + +royal authority. +This is not an assertion founded merely in speculation or conjecture. Among other illustrations of + +its truth which might be cited, Scotland will furnish a cogent example. The spirit of clanship which + +was, at an early day, introduced into that kingdom, uniting the nobles and their dependants by ties + +equivalent to those of kindred, rendered the aristocracy a constant overmatch for the power of the + +monarch, till the incorporation with England subdued its fierce and ungovernable spirit, and reduced + +it within those rules of subordination which a more rational and more energetic system of civil + +polity had previously established in the latter kingdom. +The separate governments in a confederacy may aptly be compared with the feudal baronies; with this + +advantage in their favor, that from the reasons already explained, they will generally possess the + +confidence and good-will of the people, and with so important a support, will be able effectually to + +oppose all encroachments of the national government. It will be well if they are not able to + +counteract its legitimate and necessary authority. The points of similitude consist in the rivalship + +of power, applicable to both, and in the CONCENTRATION of large portions of the strength of the + +community into particular DEPOSITORIES, in one case at the disposal of individuals, in the other + +case at the disposal of political bodies. +A concise review of the events that have attended confederate governments will further illustrate + +this important doctrine; an inattention to which has been the great source of our political + +mistakes, and has given our jealousy a direction to the wrong side. This review shall form the + +subject of some ensuing papers. +PUBLIUS + + + + +FEDERALIST No. 18. The Same Subject Continued (The Insufficiency of the Present Confederation to + +Preserve the Union) + +For the New York Packet. Friday, December 7, 1787 + +MADISON, with HAMILTON +To the People of the State of New York: +AMONG the confederacies of antiquity, the most considerable was that of the Grecian republics, + +associated under the Amphictyonic council. From the best accounts transmitted of this celebrated + +institution, it bore a very instructive analogy to the present Confederation of the American States. +The members retained the character of independent and sovereign states, and had equal votes in the + +federal council. This council had a general authority to propose and resolve whatever it judged + +necessary for the common welfare of Greece; to declare and carry on war; to decide, in the last + +resort, all controversies between the members; to fine the aggressing party; to employ the whole + +force of the confederacy against the disobedient; to admit new members. The Amphictyons were the + +guardians of religion, and of the immense riches belonging to the temple of Delphos, where they had + +the right of jurisdiction in controversies between the inhabitants and those who came to consult the + +oracle. As a further provision for the efficacy of the federal powers, they took an oath mutually to + +defend and protect the united cities, to punish the violators of this oath, and to inflict vengeance + +on sacrilegious despoilers of the temple. +In theory, and upon paper, this apparatus of powers seems amply sufficient for all general purposes. + +In several material instances, they exceed the powers enumerated in the articles of confederation. + +The Amphictyons had in their hands the superstition of the times, one of the principal engines by + +which government was then maintained; they had a declared authority to use coercion against + +refractory cities, and were bound by oath to exert this authority on the necessary occasions. +Very different, nevertheless, was the experiment from the theory. The powers, like those of the + +present Congress, were administered by deputies appointed wholly by the cities in their political + +capacities; and exercised over them in the same capacities. Hence the weakness, the disorders, and + +finally the destruction of the confederacy. The more powerful members, instead of being kept in awe + +and subordination, tyrannized successively over all the rest. Athens, as we learn from Demosthenes, + +was the arbiter of Greece seventy-three years. The Lacedaemonians next governed it twenty-nine + +years; at a subsequent period, after the battle of Leuctra, the Thebans had their turn of + +domination. +It happened but too often, according to Plutarch, that the deputies of the strongest cities awed and + +corrupted those of the weaker; and that judgment went in favor of the most powerful party. +Even in the midst of defensive and dangerous wars with Persia and Macedon, the members never acted + +in concert, and were, more or fewer of them, eternally the dupes or the hirelings of the common + +enemy. The intervals of foreign war were filled up by domestic vicissitudes convulsions, and + +carnage. +After the conclusion of the war with Xerxes, it appears that the Lacedaemonians required that a + +number of the cities should be turned out of the confederacy for the unfaithful part they had acted. + +The Athenians, finding that the Lacedaemonians would lose fewer partisans by such a measure than + +themselves, and would become masters of the public deliberations, vigorously opposed and defeated + +the attempt. This piece of history proves at once the inefficiency of the union, the ambition and + +jealousy of its most powerful members, and the dependent and degraded condition of the rest. The + +smaller members, though entitled by the theory of their system to revolve in equal pride and majesty + +around the common center, had become, in fact, satellites of the orbs of primary magnitude. +Had the Greeks, says the Abbe Milot, been as wise as they were courageous, they would have been + +admonished by experience of the necessity of a closer union, and would have availed themselves of + +the peace which followed their success against the Persian arms, to establish such a reformation. + +Instead of this obvious policy, Athens and Sparta, inflated with the victories and the glory they + +had acquired, became first rivals and then enemies; and did each other infinitely more mischief than + +they had suffered from Xerxes. Their mutual jealousies, fears, hatreds, and injuries ended in the + +celebrated Peloponnesian war; which itself ended in the ruin and slavery of the Athenians who had + +begun it. +As a weak government, when not at war, is ever agitated by internal dissentions, so these never fail + +to bring on fresh calamities from abroad. The Phocians having ploughed up some consecrated ground + +belonging to the temple of Apollo, the Amphictyonic council, according to the superstition of the + +age, imposed a fine on the sacrilegious offenders. The Phocians, being abetted by Athens and Sparta, + +refused to submit to the decree. The Thebans, with others of the cities, undertook to maintain the + +authority of the Amphictyons, and to avenge the violated god. The latter, being the weaker party, + +invited the assistance of Philip of Macedon, who had secretly fostered the contest. Philip gladly + +seized the opportunity of executing the designs he had long planned against the liberties of Greece. + +By his intrigues and bribes he won over to his interests the popular leaders of several cities; by + +their influence and votes, gained admission into the Amphictyonic council; and by his arts and his + +arms, made himself master of the confederacy. +Such were the consequences of the fallacious principle on which this interesting establishment was + +founded. Had Greece, says a judicious observer on her fate, been united by a stricter confederation, + +and persevered in her union, she would never have worn the chains of Macedon; and might have proved + +a barrier to the vast projects of Rome. +The Achaean league, as it is called, was another society of Grecian republics, which supplies us + +with valuable instruction. +The Union here was far more intimate, and its organization much wiser, than in the preceding + +instance. It will accordingly appear, that though not exempt from a similar catastrophe, it by no + +means equally deserved it. +The cities composing this league retained their municipal jurisdiction, appointed their own + +officers, and enjoyed a perfect equality. The senate, in which they were represented, had the sole + +and exclusive right of peace and war; of sending and receiving ambassadors; of entering into + +treaties and alliances; of appointing a chief magistrate or praetor, as he was called, who commanded + +their armies, and who, with the advice and consent of ten of the senators, not only administered the + +government in the recess of the senate, but had a great share in its deliberations, when assembled. + +According to the primitive constitution, there were two praetors associated in the administration; + +but on trial a single one was preferred. +It appears that the cities had all the same laws and customs, the same weights and measures, and the + +same money. But how far this effect proceeded from the authority of the federal council is left in + +uncertainty. It is said only that the cities were in a manner compelled to receive the same laws and + +usages. When Lacedaemon was brought into the league by Philopoemen, it was attended with an + +abolition of the institutions and laws of Lycurgus, and an adoption of those of the Achaeans. The + +Amphictyonic confederacy, of which she had been a member, left her in the full exercise of her + +government and her legislation. This circumstance alone proves a very material difference in the + +genius of the two systems. +It is much to be regretted that such imperfect monuments remain of this curious political fabric. + +Could its interior structure and regular operation be ascertained, it is probable that more light + +would be thrown by it on the science of federal government, than by any of the like experiments with + +which we are acquainted. +One important fact seems to be witnessed by all the historians who take notice of Achaean affairs. + +It is, that as well after the renovation of the league by Aratus, as before its dissolution by the + +arts of Macedon, there was infinitely more of moderation and justice in the administration of its + +government, and less of violence and sedition in the people, than were to be found in any of the + +cities exercising SINGLY all the prerogatives of sovereignty. The Abbe Mably, in his observations on + +Greece, says that the popular government, which was so tempestuous elsewhere, caused no disorders in + +the members of the Achaean republic, BECAUSE IT WAS THERE TEMPERED BY THE GENERAL AUTHORITY AND LAWS + +OF THE CONFEDERACY. +We are not to conclude too hastily, however, that faction did not, in a certain degree, agitate the + +particular cities; much less that a due subordination and harmony reigned in the general system. The + +contrary is sufficiently displayed in the vicissitudes and fate of the republic. +Whilst the Amphictyonic confederacy remained, that of the Achaeans, which comprehended the less + +important cities only, made little figure on the theatre of Greece. When the former became a victim + +to Macedon, the latter was spared by the policy of Philip and Alexander. Under the successors of + +these princes, however, a different policy prevailed. The arts of division were practiced among the + +Achaeans. Each city was seduced into a separate interest; the union was dissolved. Some of the + +cities fell under the tyranny of Macedonian garrisons; others under that of usurpers springing out + +of their own confusions. Shame and oppression erelong awaken their love of liberty. A few cities + +reunited. Their example was followed by others, as opportunities were found of cutting off their + +tyrants. The league soon embraced almost the whole Peloponnesus. Macedon saw its progress; but was + +hindered by internal dissensions from stopping it. All Greece caught the enthusiasm and seemed ready + +to unite in one confederacy, when the jealousy and envy in Sparta and Athens, of the rising glory of + +the Achaeans, threw a fatal damp on the enterprise. The dread of the Macedonian power induced the + +league to court the alliance of the Kings of Egypt and Syria, who, as successors of Alexander, were + +rivals of the king of Macedon. This policy was defeated by Cleomenes, king of Sparta, who was led by + +his ambition to make an unprovoked attack on his neighbors, the Achaeans, and who, as an enemy to + +Macedon, had interest enough with the Egyptian and Syrian princes to effect a breach of their + +engagements with the league. +The Achaeans were now reduced to the dilemma of submitting to Cleomenes, or of supplicating the aid + +of Macedon, its former oppressor. The latter expedient was adopted. The contests of the Greeks + +always afforded a pleasing opportunity to that powerful neighbor of intermeddling in their affairs. + +A Macedonian army quickly appeared. Cleomenes was vanquished. The Achaeans soon experienced, as + +often happens, that a victorious and powerful ally is but another name for a master. All that their + +most abject compliances could obtain from him was a toleration of the exercise of their laws. + +Philip, who was now on the throne of Macedon, soon provoked by his tyrannies, fresh combinations + +among the Greeks. The Achaeans, though weakened by internal dissensions and by the revolt of + +Messene, one of its members, being joined by the AEtolians and Athenians, erected the standard of + +opposition. Finding themselves, though thus supported, unequal to the undertaking, they once more + +had recourse to the dangerous expedient of introducing the succor of foreign arms. The Romans, to + +whom the invitation was made, eagerly embraced it. Philip was conquered; Macedon subdued. A new + +crisis ensued to the league. Dissensions broke out among it members. These the Romans fostered. + +Callicrates and other popular leaders became mercenary instruments for inveigling their countrymen. + +The more effectually to nourish discord and disorder the Romans had, to the astonishment of those + +who confided in their sincerity, already proclaimed universal liberty(1) throughout Greece. With the + +same insidious views, they now seduced the members from the league, by representing to their pride + +the violation it committed on their sovereignty. By these arts this union, the last hope of Greece, + +the last hope of ancient liberty, was torn into pieces; and such imbecility and distraction + +introduced, that the arms of Rome found little difficulty in completing the ruin which their arts + +had commenced. The Achaeans were cut to pieces, and Achaia loaded with chains, under which it is + +groaning at this hour. +I have thought it not superfluous to give the outlines of this important portion of history; both + +because it teaches more than one lesson, and because, as a supplement to the outlines of the Achaean + +constitution, it emphatically illustrates the tendency of federal bodies rather to anarchy among the + +members, than to tyranny in the head. +PUBLIUS +1. This was but another name more specious for the independence of the members on the federal head. + + + + +FEDERALIST No. 19. The Same Subject Continued (The Insufficiency of the Present Confederation to + +Preserve the Union) + +For the Independent Journal. Saturday, December 8, 1787 + +MADISON, with HAMILTON +To the People of the State of New York: +THE examples of ancient confederacies, cited in my last paper, have not exhausted the source of + +experimental instruction on this subject. There are existing institutions, founded on a similar + +principle, which merit particular consideration. The first which presents itself is the Germanic + +body. +In the early ages of Christianity, Germany was occupied by seven distinct nations, who had no common + +chief. The Franks, one of the number, having conquered the Gauls, established the kingdom which has + +taken its name from them. In the ninth century Charlemagne, its warlike monarch, carried his + +victorious arms in every direction; and Germany became a part of his vast dominions. On the + +dismemberment, which took place under his sons, this part was erected into a separate and + +independent empire. Charlemagne and his immediate descendants possessed the reality, as well as the + +ensigns and dignity of imperial power. But the principal vassals, whose fiefs had become hereditary, + +and who composed the national diets which Charlemagne had not abolished, gradually threw off the + +yoke and advanced to sovereign jurisdiction and independence. The force of imperial sovereignty was + +insufficient to restrain such powerful dependants; or to preserve the unity and tranquillity of the + +empire. The most furious private wars, accompanied with every species of calamity, were carried on + +between the different princes and states. The imperial authority, unable to maintain the public + +order, declined by degrees till it was almost extinct in the anarchy, which agitated the long + +interval between the death of the last emperor of the Suabian, and the accession of the first + +emperor of the Austrian lines. In the eleventh century the emperors enjoyed full sovereignty: In the + +fifteenth they had little more than the symbols and decorations of power. +Out of this feudal system, which has itself many of the important features of a confederacy, has + +grown the federal system which constitutes the Germanic empire. Its powers are vested in a diet + +representing the component members of the confederacy; in the emperor, who is the executive + +magistrate, with a negative on the decrees of the diet; and in the imperial chamber and the aulic + +council, two judiciary tribunals having supreme jurisdiction in controversies which concern the + +empire, or which happen among its members. +The diet possesses the general power of legislating for the empire; of making war and peace; + +contracting alliances; assessing quotas of troops and money; constructing fortresses; regulating + +coin; admitting new members; and subjecting disobedient members to the ban of the empire, by which + +the party is degraded from his sovereign rights and his possessions forfeited. The members of the + +confederacy are expressly restricted from entering into compacts prejudicial to the empire; from + +imposing tolls and duties on their mutual intercourse, without the consent of the emperor and diet; + +from altering the value of money; from doing injustice to one another; or from affording assistance + +or retreat to disturbers of the public peace. And the ban is denounced against such as shall violate + +any of these restrictions. The members of the diet, as such, are subject in all cases to be judged + +by the emperor and diet, and in their private capacities by the aulic council and imperial chamber. +The prerogatives of the emperor are numerous. The most important of them are: his exclusive right to + +make propositions to the diet; to negative its resolutions; to name ambassadors; to confer dignities + +and titles; to fill vacant electorates; to found universities; to grant privileges not injurious to + +the states of the empire; to receive and apply the public revenues; and generally to watch over the + +public safety. In certain cases, the electors form a council to him. In quality of emperor, he + +possesses no territory within the empire, nor receives any revenue for his support. But his revenue + +and dominions, in other qualities, constitute him one of the most powerful princes in Europe. +From such a parade of constitutional powers, in the representatives and head of this confederacy, + +the natural supposition would be, that it must form an exception to the general character which + +belongs to its kindred systems. Nothing would be further from the reality. The fundamental principle + +on which it rests, that the empire is a community of sovereigns, that the diet is a representation + +of sovereigns and that the laws are addressed to sovereigns, renders the empire a nerveless body, + +incapable of regulating its own members, insecure against external dangers, and agitated with + +unceasing fermentations in its own bowels. +The history of Germany is a history of wars between the emperor and the princes and states; of wars + +among the princes and states themselves; of the licentiousness of the strong, and the oppression of + +the weak; of foreign intrusions, and foreign intrigues; of requisitions of men and money + +disregarded, or partially complied with; of attempts to enforce them, altogether abortive, or + +attended with slaughter and desolation, involving the innocent with the guilty; of general + +imbecility, confusion, and misery. +In the sixteenth century, the emperor, with one part of the empire on his side, was seen engaged + +against the other princes and states. In one of the conflicts, the emperor himself was put to + +flight, and very near being made prisoner by the elector of Saxony. The late king of Prussia was + +more than once pitted against his imperial sovereign; and commonly proved an overmatch for him. + +Controversies and wars among the members themselves have been so common, that the German annals are + +crowded with the bloody pages which describe them. Previous to the peace of Westphalia, Germany was + +desolated by a war of thirty years, in which the emperor, with one half of the empire, was on one + +side, and Sweden, with the other half, on the opposite side. Peace was at length negotiated, and + +dictated by foreign powers; and the articles of it, to which foreign powers are parties, made a + +fundamental part of the Germanic constitution. +If the nation happens, on any emergency, to be more united by the necessity of self-defense, its + +situation is still deplorable. Military preparations must be preceded by so many tedious + +discussions, arising from the jealousies, pride, separate views, and clashing pretensions of + +sovereign bodies, that before the diet can settle the arrangements, the enemy are in the field; and + +before the federal troops are ready to take it, are retiring into winter quarters. +The small body of national troops, which has been judged necessary in time of peace, is defectively + +kept up, badly paid, infected with local prejudices, and supported by irregular and disproportionate + +contributions to the treasury. +The impossibility of maintaining order and dispensing justice among these sovereign subjects, + +produced the experiment of dividing the empire into nine or ten circles or districts; of giving them + +an interior organization, and of charging them with the military execution of the laws against + +delinquent and contumacious members. This experiment has only served to demonstrate more fully the + +radical vice of the constitution. Each circle is the miniature picture of the deformities of this + +political monster. They either fail to execute their commissions, or they do it with all the + +devastation and carnage of civil war. Sometimes whole circles are defaulters; and then they increase + +the mischief which they were instituted to remedy. +We may form some judgment of this scheme of military coercion from a sample given by Thuanus. In + +Donawerth, a free and imperial city of the circle of Suabia, the Abbe de St. Croix enjoyed certain + +immunities which had been reserved to him. In the exercise of these, on some public occasions, + +outrages were committed on him by the people of the city. The consequence was that the city was put + +under the ban of the empire, and the Duke of Bavaria, though director of another circle, obtained an + +appointment to enforce it. He soon appeared before the city with a corps of ten thousand troops, and + +finding it a fit occasion, as he had secretly intended from the beginning, to revive an antiquated + +claim, on the pretext that his ancestors had suffered the place to be dismembered from his + +territory,(1) he took possession of it in his own name, disarmed, and punished the inhabitants, and + +reannexed the city to his domains. +It may be asked, perhaps, what has so long kept this disjointed machine from falling entirely to + +pieces? The answer is obvious: The weakness of most of the members, who are unwilling to expose + +themselves to the mercy of foreign powers; the weakness of most of the principal members, compared + +with the formidable powers all around them; the vast weight and influence which the emperor derives + +from his separate and hereditary dominions; and the interest he feels in preserving a system with + +which his family pride is connected, and which constitutes him the first prince in Europe;—these + +causes support a feeble and precarious Union; whilst the repellant quality, incident to the nature + +of sovereignty, and which time continually strengthens, prevents any reform whatever, founded on a + +proper consolidation. Nor is it to be imagined, if this obstacle could be surmounted, that the + +neighboring powers would suffer a revolution to take place which would give to the empire the force + +and preeminence to which it is entitled. Foreign nations have long considered themselves as + +interested in the changes made by events in this constitution; and have, on various occasions, + +betrayed their policy of perpetuating its anarchy and weakness. +If more direct examples were wanting, Poland, as a government over local sovereigns, might not + +improperly be taken notice of. Nor could any proof more striking be given of the calamities flowing + +from such institutions. Equally unfit for self-government and self-defense, it has long been at the + +mercy of its powerful neighbors; who have lately had the mercy to disburden it of one third of its + +people and territories. +The connection among the Swiss cantons scarcely amounts to a confederacy; though it is sometimes + +cited as an instance of the stability of such institutions. +They have no common treasury; no common troops even in war; no common coin; no common judicatory; + +nor any other common mark of sovereignty. +They are kept together by the peculiarity of their topographical position; by their individual + +weakness and insignificancy; by the fear of powerful neighbors, to one of which they were formerly + +subject; by the few sources of contention among a people of such simple and homogeneous manners; by + +their joint interest in their dependent possessions; by the mutual aid they stand in need of, for + +suppressing insurrections and rebellions, an aid expressly stipulated and often required and + +afforded; and by the necessity of some regular and permanent provision for accommodating disputes + +among the cantons. The provision is, that the parties at variance shall each choose four judges out + +of the neutral cantons, who, in case of disagreement, choose an umpire. This tribunal, under an oath + +of impartiality, pronounces definitive sentence, which all the cantons are bound to enforce. The + +competency of this regulation may be estimated by a clause in their treaty of 1683, with Victor + +Amadeus of Savoy; in which he obliges himself to interpose as mediator in disputes between the + +cantons, and to employ force, if necessary, against the contumacious party. +So far as the peculiarity of their case will admit of comparison with that of the United States, it + +serves to confirm the principle intended to be established. Whatever efficacy the union may have had + +in ordinary cases, it appears that the moment a cause of difference sprang up, capable of trying its + +strength, it failed. The controversies on the subject of religion, which in three instances have + +kindled violent and bloody contests, may be said, in fact, to have severed the league. The + +Protestant and Catholic cantons have since had their separate diets, where all the most important + +concerns are adjusted, and which have left the general diet little other business than to take care + +of the common bailages. +That separation had another consequence, which merits attention. It produced opposite alliances with + +foreign powers: of Berne, at the head of the Protestant association, with the United Provinces; and + +of Luzerne, at the head of the Catholic association, with France. +PUBLIUS +1. Pfeffel, "Nouvel Abrég. Chronol. de l'Hist., etc., d'Allemagne," says the pretext was to + +indemnify himself for the expense of the expedition. + + + + +FEDERALIST No. 20. The Same Subject Continued (The Insufficiency of the Present Confederation to + +Preserve the Union) + +From the New York Packet. Tuesday, December 11, 1787. + +MADISON, with HAMILTON +To the People of the State of New York: +THE United Netherlands are a confederacy of republics, or rather of aristocracies of a very + +remarkable texture, yet confirming all the lessons derived from those which we have already + +reviewed. +The union is composed of seven coequal and sovereign states, and each state or province is a + +composition of equal and independent cities. In all important cases, not only the provinces but the + +cities must be unanimous. +The sovereignty of the Union is represented by the States-General, consisting usually of about fifty + +deputies appointed by the provinces. They hold their seats, some for life, some for six, three, and + +one years; from two provinces they continue in appointment during pleasure. +The States-General have authority to enter into treaties and alliances; to make war and peace; to + +raise armies and equip fleets; to ascertain quotas and demand contributions. In all these cases, + +however, unanimity and the sanction of their constituents are requisite. They have authority to + +appoint and receive ambassadors; to execute treaties and alliances already formed; to provide for + +the collection of duties on imports and exports; to regulate the mint, with a saving to the + +provincial rights; to govern as sovereigns the dependent territories. The provinces are restrained, + +unless with the general consent, from entering into foreign treaties; from establishing imposts + +injurious to others, or charging their neighbors with higher duties than their own subjects. A + +council of state, a chamber of accounts, with five colleges of admiralty, aid and fortify the + +federal administration. +The executive magistrate of the union is the stadtholder, who is now an hereditary prince. His + +principal weight and influence in the republic are derived from this independent title; from his + +great patrimonial estates; from his family connections with some of the chief potentates of Europe; + +and, more than all, perhaps, from his being stadtholder in the several provinces, as well as for the + +union; in which provincial quality he has the appointment of town magistrates under certain + +regulations, executes provincial decrees, presides when he pleases in the provincial tribunals, and + +has throughout the power of pardon. +As stadtholder of the union, he has, however, considerable prerogatives. +In his political capacity he has authority to settle disputes between the provinces, when other + +methods fail; to assist at the deliberations of the States-General, and at their particular + +conferences; to give audiences to foreign ambassadors, and to keep agents for his particular affairs + +at foreign courts. +In his military capacity he commands the federal troops, provides for garrisons, and in general + +regulates military affairs; disposes of all appointments, from colonels to ensigns, and of the + +governments and posts of fortified towns. +In his marine capacity he is admiral-general, and superintends and directs every thing relative to + +naval forces and other naval affairs; presides in the admiralties in person or by proxy; appoints + +lieutenant-admirals and other officers; and establishes councils of war, whose sentences are not + +executed till he approves them. +His revenue, exclusive of his private income, amounts to three hundred thousand florins. The + +standing army which he commands consists of about forty thousand men. +Such is the nature of the celebrated Belgic confederacy, as delineated on parchment. What are the + +characters which practice has stamped upon it? Imbecility in the government; discord among the + +provinces; foreign influence and indignities; a precarious existence in peace, and peculiar + +calamities from war. +It was long ago remarked by Grotius, that nothing but the hatred of his countrymen to the house of + +Austria kept them from being ruined by the vices of their constitution. +The union of Utrecht, says another respectable writer, reposes an authority in the States-General, + +seemingly sufficient to secure harmony, but the jealousy in each province renders the practice very + +different from the theory. +The same instrument, says another, obliges each province to levy certain contributions; but this + +article never could, and probably never will, be executed; because the inland provinces, who have + +little commerce, cannot pay an equal quota. +In matters of contribution, it is the practice to waive the articles of the constitution. The danger + +of delay obliges the consenting provinces to furnish their quotas, without waiting for the others; + +and then to obtain reimbursement from the others, by deputations, which are frequent, or otherwise, + +as they can. The great wealth and influence of the province of Holland enable her to effect both + +these purposes. +It has more than once happened, that the deficiencies had to be ultimately collected at the point of + +the bayonet; a thing practicable, though dreadful, in a confederacy where one of the members exceeds + +in force all the rest, and where several of them are too small to meditate resistance; but utterly + +impracticable in one composed of members, several of which are equal to each other in strength and + +resources, and equal singly to a vigorous and persevering defense. +Foreign ministers, says Sir William Temple, who was himself a foreign minister, elude matters taken + +ad referendum, by tampering with the provinces and cities. In 1726, the treaty of Hanover was + +delayed by these means a whole year. Instances of a like nature are numerous and notorious. +In critical emergencies, the States-General are often compelled to overleap their constitutional + +bounds. In 1688, they concluded a treaty of themselves at the risk of their heads. The treaty of + +Westphalia, in 1648, by which their independence was formerly and finally recognized, was concluded + +without the consent of Zealand. Even as recently as the last treaty of peace with Great Britain, the + +constitutional principle of unanimity was departed from. A weak constitution must necessarily + +terminate in dissolution, for want of proper powers, or the usurpation of powers requisite for the + +public safety. Whether the usurpation, when once begun, will stop at the salutary point, or go + +forward to the dangerous extreme, must depend on the contingencies of the moment. Tyranny has + +perhaps oftener grown out of the assumptions of power, called for, on pressing exigencies, by a + +defective constitution, than out of the full exercise of the largest constitutional authorities. +Notwithstanding the calamities produced by the stadtholdership, it has been supposed that without + +his influence in the individual provinces, the causes of anarchy manifest in the confederacy would + +long ago have dissolved it. "Under such a government," says the Abbe Mably, "the Union could never + +have subsisted, if the provinces had not a spring within themselves, capable of quickening their + +tardiness, and compelling them to the same way of thinking. This spring is the stadtholder." It is + +remarked by Sir William Temple, "that in the intermissions of the stadtholdership, Holland, by her + +riches and her authority, which drew the others into a sort of dependence, supplied the place." +These are not the only circumstances which have controlled the tendency to anarchy and dissolution. + +The surrounding powers impose an absolute necessity of union to a certain degree, at the same time + +that they nourish by their intrigues the constitutional vices which keep the republic in some degree + +always at their mercy. +The true patriots have long bewailed the fatal tendency of these vices, and have made no less than + +four regular experiments by EXTRAORDINARY ASSEMBLIES, convened for the special purpose, to apply a + +remedy. As many times has their laudable zeal found it impossible to UNITE THE PUBLIC COUNCILS in + +reforming the known, the acknowledged, the fatal evils of the existing constitution. Let us pause, + +my fellow-citizens, for one moment, over this melancholy and monitory lesson of history; and with + +the tear that drops for the calamities brought on mankind by their adverse opinions and selfish + +passions, let our gratitude mingle an ejaculation to Heaven, for the propitious concord which has + +distinguished the consultations for our political happiness. +A design was also conceived of establishing a general tax to be administered by the federal + +authority. This also had its adversaries and failed. +This unhappy people seem to be now suffering from popular convulsions, from dissensions among the + +states, and from the actual invasion of foreign arms, the crisis of their destiny. All nations have + +their eyes fixed on the awful spectacle. The first wish prompted by humanity is, that this severe + +trial may issue in such a revolution of their government as will establish their union, and render + +it the parent of tranquillity, freedom and happiness: The next, that the asylum under which, we + +trust, the enjoyment of these blessings will speedily be secured in this country, may receive and + +console them for the catastrophe of their own. +I make no apology for having dwelt so long on the contemplation of these federal precedents. + +Experience is the oracle of truth; and where its responses are unequivocal, they ought to be + +conclusive and sacred. The important truth, which it unequivocally pronounces in the present case, + +is that a sovereignty over sovereigns, a government over governments, a legislation for communities, + +as contradistinguished from individuals, as it is a solecism in theory, so in practice it is + +subversive of the order and ends of civil polity, by substituting VIOLENCE in place of LAW, or the + +destructive COERCION of the SWORD in place of the mild and salutary COERCION of the MAGISTRACY. +PUBLIUS + + + + +FEDERALIST No. 21. Other Defects of the Present Confederation + +For the Independent Journal. Wednesday, December 12, 1787 + +HAMILTON +To the People of the State of New York: +HAVING in the three last numbers taken a summary review of the principal circumstances and events + +which have depicted the genius and fate of other confederate governments, I shall now proceed in the + +enumeration of the most important of those defects which have hitherto disappointed our hopes from + +the system established among ourselves. To form a safe and satisfactory judgment of the proper + +remedy, it is absolutely necessary that we should be well acquainted with the extent and malignity + +of the disease. +The next most palpable defect of the subsisting Confederation, is the total want of a SANCTION to + +its laws. The United States, as now composed, have no powers to exact obedience, or punish + +disobedience to their resolutions, either by pecuniary mulcts, by a suspension or divestiture of + +privileges, or by any other constitutional mode. There is no express delegation of authority to them + +to use force against delinquent members; and if such a right should be ascribed to the federal head, + +as resulting from the nature of the social compact between the States, it must be by inference and + +construction, in the face of that part of the second article, by which it is declared, "that each + +State shall retain every power, jurisdiction, and right, not EXPRESSLY delegated to the United + +States in Congress assembled." There is, doubtless, a striking absurdity in supposing that a right + +of this kind does not exist, but we are reduced to the dilemma either of embracing that supposition, + +preposterous as it may seem, or of contravening or explaining away a provision, which has been of + +late a repeated theme of the eulogies of those who oppose the new Constitution; and the want of + +which, in that plan, has been the subject of much plausible animadversion, and severe criticism. If + +we are unwilling to impair the force of this applauded provision, we shall be obliged to conclude, + +that the United States afford the extraordinary spectacle of a government destitute even of the + +shadow of constitutional power to enforce the execution of its own laws. It will appear, from the + +specimens which have been cited, that the American Confederacy, in this particular, stands + +discriminated from every other institution of a similar kind, and exhibits a new and unexampled + +phenomenon in the political world. +The want of a mutual guaranty of the State governments is another capital imperfection in the + +federal plan. There is nothing of this kind declared in the articles that compose it; and to imply a + +tacit guaranty from considerations of utility, would be a still more flagrant departure from the + +clause which has been mentioned, than to imply a tacit power of coercion from the like + +considerations. The want of a guaranty, though it might in its consequences endanger the Union, does + +not so immediately attack its existence as the want of a constitutional sanction to its laws. +Without a guaranty the assistance to be derived from the Union in repelling those domestic dangers + +which may sometimes threaten the existence of the State constitutions, must be renounced. Usurpation + +may rear its crest in each State, and trample upon the liberties of the people, while the national + +government could legally do nothing more than behold its encroachments with indignation and regret. + +A successful faction may erect a tyranny on the ruins of order and law, while no succor could + +constitutionally be afforded by the Union to the friends and supporters of the government. The + +tempestuous situation from which Massachusetts has scarcely emerged, evinces that dangers of this + +kind are not merely speculative. Who can determine what might have been the issue of her late + +convulsions, if the malcontents had been headed by a Caesar or by a Cromwell? Who can predict what + +effect a despotism, established in Massachusetts, would have upon the liberties of New Hampshire or + +Rhode Island, of Connecticut or New York? +The inordinate pride of State importance has suggested to some minds an objection to the principle + +of a guaranty in the federal government, as involving an officious interference in the domestic + +concerns of the members. A scruple of this kind would deprive us of one of the principal advantages + +to be expected from union, and can only flow from a misapprehension of the nature of the provision + +itself. It could be no impediment to reforms of the State constitution by a majority of the people + +in a legal and peaceable mode. This right would remain undiminished. The guaranty could only operate + +against changes to be effected by violence. Towards the preventions of calamities of this kind, too + +many checks cannot be provided. The peace of society and the stability of government depend + +absolutely on the efficacy of the precautions adopted on this head. Where the whole power of the + +government is in the hands of the people, there is the less pretense for the use of violent remedies + +in partial or occasional distempers of the State. The natural cure for an ill-administration, in a + +popular or representative constitution, is a change of men. A guaranty by the national authority + +would be as much levelled against the usurpations of rulers as against the ferments and outrages of + +faction and sedition in the community. +The principle of regulating the contributions of the States to the common treasury by QUOTAS is + +another fundamental error in the Confederation. Its repugnancy to an adequate supply of the national + +exigencies has been already pointed out, and has sufficiently appeared from the trial which has been + +made of it. I speak of it now solely with a view to equality among the States. Those who have been + +accustomed to contemplate the circumstances which produce and constitute national wealth, must be + +satisfied that there is no common standard or barometer by which the degrees of it can be + +ascertained. Neither the value of lands, nor the numbers of the people, which have been successively + +proposed as the rule of State contributions, has any pretension to being a just representative. If + +we compare the wealth of the United Netherlands with that of Russia or Germany, or even of France, + +and if we at the same time compare the total value of the lands and the aggregate population of that + +contracted district with the total value of the lands and the aggregate population of the immense + +regions of either of the three last-mentioned countries, we shall at once discover that there is no + +comparison between the proportion of either of these two objects and that of the relative wealth of + +those nations. If the like parallel were to be run between several of the American States, it would + +furnish a like result. Let Virginia be contrasted with North Carolina, Pennsylvania with + +Connecticut, or Maryland with New Jersey, and we shall be convinced that the respective abilities of + +those States, in relation to revenue, bear little or no analogy to their comparative stock in lands + +or to their comparative population. The position may be equally illustrated by a similar process + +between the counties of the same State. No man who is acquainted with the State of New York will + +doubt that the active wealth of King's County bears a much greater proportion to that of Montgomery + +than it would appear to be if we should take either the total value of the lands or the total number + +of the people as a criterion! +The wealth of nations depends upon an infinite variety of causes. Situation, soil, climate, the + +nature of the productions, the nature of the government, the genius of the citizens, the degree of + +information they possess, the state of commerce, of arts, of industry, these circumstances and many + +more, too complex, minute, or adventitious to admit of a particular specification, occasion + +differences hardly conceivable in the relative opulence and riches of different countries. The + +consequence clearly is that there can be no common measure of national wealth, and, of course, no + +general or stationary rule by which the ability of a state to pay taxes can be determined. The + +attempt, therefore, to regulate the contributions of the members of a confederacy by any such rule, + +cannot fail to be productive of glaring inequality and extreme oppression. +This inequality would of itself be sufficient in America to work the eventual destruction of the + +Union, if any mode of enforcing a compliance with its requisitions could be devised. The suffering + +States would not long consent to remain associated upon a principle which distributes the public + +burdens with so unequal a hand, and which was calculated to impoverish and oppress the citizens of + +some States, while those of others would scarcely be conscious of the small proportion of the weight + +they were required to sustain. This, however, is an evil inseparable from the principle of quotas + +and requisitions. +There is no method of steering clear of this inconvenience, but by authorizing the national + +government to raise its own revenues in its own way. Imposts, excises, and, in general, all duties + +upon articles of consumption, may be compared to a fluid, which will, in time, find its level with + +the means of paying them. The amount to be contributed by each citizen will in a degree be at his + +own option, and can be regulated by an attention to his resources. The rich may be extravagant, the + +poor can be frugal; and private oppression may always be avoided by a judicious selection of objects + +proper for such impositions. If inequalities should arise in some States from duties on particular + +objects, these will, in all probability, be counterbalanced by proportional inequalities in other + +States, from the duties on other objects. In the course of time and things, an equilibrium, as far + +as it is attainable in so complicated a subject, will be established everywhere. Or, if inequalities + +should still exist, they would neither be so great in their degree, so uniform in their operation, + +nor so odious in their appearance, as those which would necessarily spring from quotas, upon any + +scale that can possibly be devised. +It is a signal advantage of taxes on articles of consumption, that they contain in their own nature + +a security against excess. They prescribe their own limit; which cannot be exceeded without + +defeating the end proposed, that is, an extension of the revenue. When applied to this object, the + +saying is as just as it is witty, that, "in political arithmetic, two and two do not always make + +four." If duties are too high, they lessen the consumption; the collection is eluded; and the + +product to the treasury is not so great as when they are confined within proper and moderate bounds. + +This forms a complete barrier against any material oppression of the citizens by taxes of this + +class, and is itself a natural limitation of the power of imposing them. +Impositions of this kind usually fall under the denomination of indirect taxes, and must for a long + +time constitute the chief part of the revenue raised in this country. Those of the direct kind, + +which principally relate to land and buildings, may admit of a rule of apportionment. Either the + +value of land, or the number of the people, may serve as a standard. The state of agriculture and + +the populousness of a country have been considered as nearly connected with each other. And, as a + +rule, for the purpose intended, numbers, in the view of simplicity and certainty, are entitled to a + +preference. In every country it is a herculean task to obtain a valuation of the land; in a country + +imperfectly settled and progressive in improvement, the difficulties are increased almost to + +impracticability. The expense of an accurate valuation is, in all situations, a formidable + +objection. In a branch of taxation where no limits to the discretion of the government are to be + +found in the nature of things, the establishment of a fixed rule, not incompatible with the end, may + +be attended with fewer inconveniences than to leave that discretion altogether at large. +PUBLIUS + + + + +FEDERALIST No. 22. The Same Subject Continued (Other Defects of the Present Confederation) + +From the New York Packet. Friday, December 14, 1787. + +HAMILTON +To the People of the State of New York: +IN ADDITION to the defects already enumerated in the existing federal system, there are others of + +not less importance, which concur in rendering it altogether unfit for the administration of the + +affairs of the Union. +The want of a power to regulate commerce is by all parties allowed to be of the number. The utility + +of such a power has been anticipated under the first head of our inquiries; and for this reason, as + +well as from the universal conviction entertained upon the subject, little need be added in this + +place. It is indeed evident, on the most superficial view, that there is no object, either as it + +respects the interests of trade or finance, that more strongly demands a federal superintendence. + +The want of it has already operated as a bar to the formation of beneficial treaties with foreign + +powers, and has given occasions of dissatisfaction between the States. No nation acquainted with the + +nature of our political association would be unwise enough to enter into stipulations with the + +United States, by which they conceded privileges of any importance to them, while they were apprised + +that the engagements on the part of the Union might at any moment be violated by its members, and + +while they found from experience that they might enjoy every advantage they desired in our markets, + +without granting us any return but such as their momentary convenience might suggest. It is not, + +therefore, to be wondered at that Mr. Jenkinson, in ushering into the House of Commons a bill for + +regulating the temporary intercourse between the two countries, should preface its introduction by a + +declaration that similar provisions in former bills had been found to answer every purpose to the + +commerce of Great Britain, and that it would be prudent to persist in the plan until it should + +appear whether the American government was likely or not to acquire greater consistency.(1) +Several States have endeavored, by separate prohibitions, restrictions, and exclusions, to influence + +the conduct of that kingdom in this particular, but the want of concert, arising from the want of a + +general authority and from clashing and dissimilar views in the State, has hitherto frustrated every + +experiment of the kind, and will continue to do so as long as the same obstacles to a uniformity of + +measures continue to exist. +The interfering and unneighborly regulations of some States, contrary to the true spirit of the + +Union, have, in different instances, given just cause of umbrage and complaint to others, and it is + +to be feared that examples of this nature, if not restrained by a national control, would be + +multiplied and extended till they became not less serious sources of animosity and discord than + +injurious impediments to the intercourse between the different parts of the Confederacy. "The + +commerce of the German empire(2) is in continual trammels from the multiplicity of the duties which + +the several princes and states exact upon the merchandises passing through their territories, by + +means of which the fine streams and navigable rivers with which Germany is so happily watered are + +rendered almost useless." Though the genius of the people of this country might never permit this + +description to be strictly applicable to us, yet we may reasonably expect, from the gradual + +conflicts of State regulations, that the citizens of each would at length come to be considered and + +treated by the others in no better light than that of foreigners and aliens. +The power of raising armies, by the most obvious construction of the articles of the Confederation, + +is merely a power of making requisitions upon the States for quotas of men. This practice in the + +course of the late war, was found replete with obstructions to a vigorous and to an economical + +system of defense. It gave birth to a competition between the States which created a kind of auction + +for men. In order to furnish the quotas required of them, they outbid each other till bounties grew + +to an enormous and insupportable size. The hope of a still further increase afforded an inducement + +to those who were disposed to serve to procrastinate their enlistment, and disinclined them from + +engaging for any considerable periods. Hence, slow and scanty levies of men, in the most critical + +emergencies of our affairs; short enlistments at an unparalleled expense; continual fluctuations in + +the troops, ruinous to their discipline and subjecting the public safety frequently to the perilous + +crisis of a disbanded army. Hence, also, those oppressive expedients for raising men which were upon + +several occasions practiced, and which nothing but the enthusiasm of liberty would have induced the + +people to endure. +This method of raising troops is not more unfriendly to economy and vigor than it is to an equal + +distribution of the burden. The States near the seat of war, influenced by motives of self- + +preservation, made efforts to furnish their quotas, which even exceeded their abilities; while those + +at a distance from danger were, for the most part, as remiss as the others were diligent, in their + +exertions. The immediate pressure of this inequality was not in this case, as in that of the + +contributions of money, alleviated by the hope of a final liquidation. The States which did not pay + +their proportions of money might at least be charged with their deficiencies; but no account could + +be formed of the deficiencies in the supplies of men. We shall not, however, see much reason to + +regret the want of this hope, when we consider how little prospect there is, that the most + +delinquent States will ever be able to make compensation for their pecuniary failures. The system of + +quotas and requisitions, whether it be applied to men or money, is, in every view, a system of + +imbecility in the Union, and of inequality and injustice among the members. +The right of equal suffrage among the States is another exceptionable part of the Confederation. + +Every idea of proportion and every rule of fair representation conspire to condemn a principle, + +which gives to Rhode Island an equal weight in the scale of power with Massachusetts, or + +Connecticut, or New York; and to Delaware an equal voice in the national deliberations with + +Pennsylvania, or Virginia, or North Carolina. Its operation contradicts the fundamental maxim of + +republican government, which requires that the sense of the majority should prevail. Sophistry may + +reply, that sovereigns are equal, and that a majority of the votes of the States will be a majority + +of confederated America. But this kind of logical legerdemain will never counteract the plain + +suggestions of justice and common-sense. It may happen that this majority of States is a small + +minority of the people of America;(3) and two thirds of the people of America could not long be + +persuaded, upon the credit of artificial distinctions and syllogistic subtleties, to submit their + +interests to the management and disposal of one third. The larger States would after a while revolt + +from the idea of receiving the law from the smaller. To acquiesce in such a privation of their due + +importance in the political scale, would be not merely to be insensible to the love of power, but + +even to sacrifice the desire of equality. It is neither rational to expect the first, nor just to + +require the last. The smaller States, considering how peculiarly their safety and welfare depend on + +union, ought readily to renounce a pretension which, if not relinquished, would prove fatal to its + +duration. +It may be objected to this, that not seven but nine States, or two thirds of the whole number, must + +consent to the most important resolutions; and it may be thence inferred that nine States would + +always comprehend a majority of the Union. But this does not obviate the impropriety of an equal + +vote between States of the most unequal dimensions and populousness; nor is the inference accurate + +in point of fact; for we can enumerate nine States which contain less than a majority of the + +people;(4) and it is constitutionally possible that these nine may give the vote. Besides, there are + +matters of considerable moment determinable by a bare majority; and there are others, concerning + +which doubts have been entertained, which, if interpreted in favor of the sufficiency of a vote of + +seven States, would extend its operation to interests of the first magnitude. In addition to this, + +it is to be observed that there is a probability of an increase in the number of States, and no + +provision for a proportional augmentation of the ratio of votes. +But this is not all: what at first sight may seem a remedy, is, in reality, a poison. To give a + +minority a negative upon the majority (which is always the case where more than a majority is + +requisite to a decision), is, in its tendency, to subject the sense of the greater number to that of + +the lesser. Congress, from the nonattendance of a few States, have been frequently in the situation + +of a Polish diet, where a single VOTE has been sufficient to put a stop to all their movements. A + +sixtieth part of the Union, which is about the proportion of Delaware and Rhode Island, has several + +times been able to oppose an entire bar to its operations. This is one of those refinements which, + +in practice, has an effect the reverse of what is expected from it in theory. The necessity of + +unanimity in public bodies, or of something approaching towards it, has been founded upon a + +supposition that it would contribute to security. But its real operation is to embarrass the + +administration, to destroy the energy of the government, and to substitute the pleasure, caprice, or + +artifices of an insignificant, turbulent, or corrupt junto, to the regular deliberations and + +decisions of a respectable majority. In those emergencies of a nation, in which the goodness or + +badness, the weakness or strength of its government, is of the greatest importance, there is + +commonly a necessity for action. The public business must, in some way or other, go forward. If a + +pertinacious minority can control the opinion of a majority, respecting the best mode of conducting + +it, the majority, in order that something may be done, must conform to the views of the minority; + +and thus the sense of the smaller number will overrule that of the greater, and give a tone to the + +national proceedings. Hence, tedious delays; continual negotiation and intrigue; contemptible + +compromises of the public good. And yet, in such a system, it is even happy when such compromises + +can take place: for upon some occasions things will not admit of accommodation; and then the + +measures of government must be injuriously suspended, or fatally defeated. It is often, by the + +impracticability of obtaining the concurrence of the necessary number of votes, kept in a state of + +inaction. Its situation must always savor of weakness, sometimes border upon anarchy. +It is not difficult to discover, that a principle of this kind gives greater scope to foreign + +corruption, as well as to domestic faction, than that which permits the sense of the majority to + +decide; though the contrary of this has been presumed. The mistake has proceeded from not attending + +with due care to the mischiefs that may be occasioned by obstructing the progress of government at + +certain critical seasons. When the concurrence of a large number is required by the Constitution to + +the doing of any national act, we are apt to rest satisfied that all is safe, because nothing + +improper will be likely TO BE DONE, but we forget how much good may be prevented, and how much ill + +may be produced, by the power of hindering the doing what may be necessary, and of keeping affairs + +in the same unfavorable posture in which they may happen to stand at particular periods. +Suppose, for instance, we were engaged in a war, in conjunction with one foreign nation, against + +another. Suppose the necessity of our situation demanded peace, and the interest or ambition of our + +ally led him to seek the prosecution of the war, with views that might justify us in making separate + +terms. In such a state of things, this ally of ours would evidently find it much easier, by his + +bribes and intrigues, to tie up the hands of government from making peace, where two thirds of all + +the votes were requisite to that object, than where a simple majority would suffice. In the first + +case, he would have to corrupt a smaller number; in the last, a greater number. Upon the same + +principle, it would be much easier for a foreign power with which we were at war to perplex our + +councils and embarrass our exertions. And, in a commercial view, we may be subjected to similar + +inconveniences. A nation, with which we might have a treaty of commerce, could with much greater + +facility prevent our forming a connection with her competitor in trade, though such a connection + +should be ever so beneficial to ourselves. +Evils of this description ought not to be regarded as imaginary. One of the weak sides of republics, + +among their numerous advantages, is that they afford too easy an inlet to foreign corruption. An + +hereditary monarch, though often disposed to sacrifice his subjects to his ambition, has so great a + +personal interest in the government and in the external glory of the nation, that it is not easy for + +a foreign power to give him an equivalent for what he would sacrifice by treachery to the state. The + +world has accordingly been witness to few examples of this species of royal prostitution, though + +there have been abundant specimens of every other kind. +In republics, persons elevated from the mass of the community, by the suffrages of their fellow- + +citizens, to stations of great pre-eminence and power, may find compensations for betraying their + +trust, which, to any but minds animated and guided by superior virtue, may appear to exceed the + +proportion of interest they have in the common stock, and to overbalance the obligations of duty. + +Hence it is that history furnishes us with so many mortifying examples of the prevalency of foreign + +corruption in republican governments. How much this contributed to the ruin of the ancient + +commonwealths has been already delineated. It is well known that the deputies of the United + +Provinces have, in various instances, been purchased by the emissaries of the neighboring kingdoms. + +The Earl of Chesterfield (if my memory serves me right), in a letter to his court, intimates that + +his success in an important negotiation must depend on his obtaining a major's commission for one of + +those deputies. And in Sweden the parties were alternately bought by France and England in so + +barefaced and notorious a manner that it excited universal disgust in the nation, and was a + +principal cause that the most limited monarch in Europe, in a single day, without tumult, violence, + +or opposition, became one of the most absolute and uncontrolled. +A circumstance which crowns the defects of the Confederation remains yet to be mentioned, the want + +of a judiciary power. Laws are a dead letter without courts to expound and define their true meaning + +and operation. The treaties of the United States, to have any force at all, must be considered as + +part of the law of the land. Their true import, as far as respects individuals, must, like all other + +laws, be ascertained by judicial determinations. To produce uniformity in these determinations, they + +ought to be submitted, in the last resort, to one SUPREME TRIBUNAL. And this tribunal ought to be + +instituted under the same authority which forms the treaties themselves. These ingredients are both + +indispensable. If there is in each State a court of final jurisdiction, there may be as many + +different final determinations on the same point as there are courts. There are endless diversities + +in the opinions of men. We often see not only different courts but the judges of the came court + +differing from each other. To avoid the confusion which would unavoidably result from the + +contradictory decisions of a number of independent judicatories, all nations have found it necessary + +to establish one court paramount to the rest, possessing a general superintendence, and authorized + +to settle and declare in the last resort a uniform rule of civil justice. +This is the more necessary where the frame of the government is so compounded that the laws of the + +whole are in danger of being contravened by the laws of the parts. In this case, if the particular + +tribunals are invested with a right of ultimate jurisdiction, besides the contradictions to be + +expected from difference of opinion, there will be much to fear from the bias of local views and + +prejudices, and from the interference of local regulations. As often as such an interference was to + +happen, there would be reason to apprehend that the provisions of the particular laws might be + +preferred to those of the general laws; for nothing is more natural to men in office than to look + +with peculiar deference towards that authority to which they owe their official existence. +The treaties of the United States, under the present Constitution, are liable to the infractions of + +thirteen different legislatures, and as many different courts of final jurisdiction, acting under + +the authority of those legislatures. The faith, the reputation, the peace of the whole Union, are + +thus continually at the mercy of the prejudices, the passions, and the interests of every member of + +which it is composed. Is it possible that foreign nations can either respect or confide in such a + +government? Is it possible that the people of America will longer consent to trust their honor, + +their happiness, their safety, on so precarious a foundation? +In this review of the Confederation, I have confined myself to the exhibition of its most material + +defects; passing over those imperfections in its details by which even a great part of the power + +intended to be conferred upon it has been in a great measure rendered abortive. It must be by this + +time evident to all men of reflection, who can divest themselves of the prepossessions of + +preconceived opinions, that it is a system so radically vicious and unsound, as to admit not of + +amendment but by an entire change in its leading features and characters. +The organization of Congress is itself utterly improper for the exercise of those powers which are + +necessary to be deposited in the Union. A single assembly may be a proper receptacle of those + +slender, or rather fettered, authorities, which have been heretofore delegated to the federal head; + +but it would be inconsistent with all the principles of good government, to intrust it with those + +additional powers which, even the moderate and more rational adversaries of the proposed + +Constitution admit, ought to reside in the United States. If that plan should not be adopted, and if + +the necessity of the Union should be able to withstand the ambitious aims of those men who may + +indulge magnificent schemes of personal aggrandizement from its dissolution, the probability would + +be, that we should run into the project of conferring supplementary powers upon Congress, as they + +are now constituted; and either the machine, from the intrinsic feebleness of its structure, will + +moulder into pieces, in spite of our ill-judged efforts to prop it; or, by successive augmentations + +of its force an energy, as necessity might prompt, we shall finally accumulate, in a single body, + +all the most important prerogatives of sovereignty, and thus entail upon our posterity one of the + +most execrable forms of government that human infatuation ever contrived. Thus, we should create in + +reality that very tyranny which the adversaries of the new Constitution either are, or affect to be, + +solicitous to avert. +It has not a little contributed to the infirmities of the existing federal system, that it never had + +a ratification by the PEOPLE. Resting on no better foundation than the consent of the several + +legislatures, it has been exposed to frequent and intricate questions concerning the validity of its + +powers, and has, in some instances, given birth to the enormous doctrine of a right of legislative + +repeal. Owing its ratification to the law of a State, it has been contended that the same authority + +might repeal the law by which it was ratified. However gross a heresy it may be to maintain that a + +PARTY to a COMPACT has a right to revoke that COMPACT, the doctrine itself has had respectable + +advocates. The possibility of a question of this nature proves the necessity of laying the + +foundations of our national government deeper than in the mere sanction of delegated authority. The + +fabric of American empire ought to rest on the solid basis of THE CONSENT OF THE PEOPLE. The streams + +of national power ought to flow immediately from that pure, original fountain of all legitimate + +authority. +PUBLIUS +1. This, as nearly as I can recollect, was the sense of his speech on introducing the last bill. +2. Encyclopedia, article "Empire." +3. New Hampshire, Rhode Island, New Jersey, Delaware, Georgia, South Carolina, and Maryland are a + +majority of the whole number of the States, but they do not contain one third of the people. +4. Add New York and Connecticut to the foregoing seven, and they will be less than a majority. + + + + +FEDERALIST No. 23. The Necessity of a Government as Energetic as the One Proposed to the + +Preservation of the Union + +From the New York Packet. Tuesday, December 18, 1787. + +HAMILTON +To the People of the State of New York: +THE necessity of a Constitution, at least equally energetic with the one proposed, to the + +preservation of the Union, is the point at the examination of which we are now arrived. +This inquiry will naturally divide itself into three branches—the objects to be provided for by the + +federal government, the quantity of power necessary to the accomplishment of those objects, the + +persons upon whom that power ought to operate. Its distribution and organization will more properly + +claim our attention under the succeeding head. +The principal purposes to be answered by union are these—the common defense of the members; the + +preservation of the public peace as well against internal convulsions as external attacks; the + +regulation of commerce with other nations and between the States; the superintendence of our + +intercourse, political and commercial, with foreign countries. +The authorities essential to the common defense are these: to raise armies; to build and equip + +fleets; to prescribe rules for the government of both; to direct their operations; to provide for + +their support. These powers ought to exist without limitation, BECAUSE IT IS IMPOSSIBLE TO FORESEE + +OR DEFINE THE EXTENT AND VARIETY OF NATIONAL EXIGENCIES, OR THE CORRESPONDENT EXTENT AND VARIETY OF + +THE MEANS WHICH MAY BE NECESSARY TO SATISFY THEM. The circumstances that endanger the safety of + +nations are infinite, and for this reason no constitutional shackles can wisely be imposed on the + +power to which the care of it is committed. This power ought to be coextensive with all the possible + +combinations of such circumstances; and ought to be under the direction of the same councils which + +are appointed to preside over the common defense. +This is one of those truths which, to a correct and unprejudiced mind, carries its own evidence + +along with it; and may be obscured, but cannot be made plainer by argument or reasoning. It rests + +upon axioms as simple as they are universal; the MEANS ought to be proportioned to the END; the + +persons, from whose agency the attainment of any END is expected, ought to possess the MEANS by + +which it is to be attained. +Whether there ought to be a federal government intrusted with the care of the common defense, is a + +question in the first instance, open for discussion; but the moment it is decided in the + +affirmative, it will follow, that that government ought to be clothed with all the powers requisite + +to complete execution of its trust. And unless it can be shown that the circumstances which may + +affect the public safety are reducible within certain determinate limits; unless the contrary of + +this position can be fairly and rationally disputed, it must be admitted, as a necessary + +consequence, that there can be no limitation of that authority which is to provide for the defense + +and protection of the community, in any matter essential to its efficacy that is, in any matter + +essential to the FORMATION, DIRECTION, or SUPPORT of the NATIONAL FORCES. +Defective as the present Confederation has been proved to be, this principle appears to have been + +fully recognized by the framers of it; though they have not made proper or adequate provision for + +its exercise. Congress have an unlimited discretion to make requisitions of men and money; to govern + +the army and navy; to direct their operations. As their requisitions are made constitutionally + +binding upon the States, who are in fact under the most solemn obligations to furnish the supplies + +required of them, the intention evidently was that the United States should command whatever + +resources were by them judged requisite to the "common defense and general welfare." It was presumed + +that a sense of their true interests, and a regard to the dictates of good faith, would be found + +sufficient pledges for the punctual performance of the duty of the members to the federal head. +The experiment has, however, demonstrated that this expectation was ill-founded and illusory; and + +the observations, made under the last head, will, I imagine, have sufficed to convince the impartial + +and discerning, that there is an absolute necessity for an entire change in the first principles of + +the system; that if we are in earnest about giving the Union energy and duration, we must abandon + +the vain project of legislating upon the States in their collective capacities; we must extend the + +laws of the federal government to the individual citizens of America; we must discard the fallacious + +scheme of quotas and requisitions, as equally impracticable and unjust. The result from all this is + +that the Union ought to be invested with full power to levy troops; to build and equip fleets; and + +to raise the revenues which will be required for the formation and support of an army and navy, in + +the customary and ordinary modes practiced in other governments. +If the circumstances of our country are such as to demand a compound instead of a simple, a + +confederate instead of a sole, government, the essential point which will remain to be adjusted will + +be to discriminate the OBJECTS, as far as it can be done, which shall appertain to the different + +provinces or departments of power; allowing to each the most ample authority for fulfilling the + +objects committed to its charge. Shall the Union be constituted the guardian of the common safety? + +Are fleets and armies and revenues necessary to this purpose? The government of the Union must be + +empowered to pass all laws, and to make all regulations which have relation to them. The same must + +be the case in respect to commerce, and to every other matter to which its jurisdiction is permitted + +to extend. Is the administration of justice between the citizens of the same State the proper + +department of the local governments? These must possess all the authorities which are connected with + +this object, and with every other that may be allotted to their particular cognizance and direction. + +Not to confer in each case a degree of power commensurate to the end, would be to violate the most + +obvious rules of prudence and propriety, and improvidently to trust the great interests of the + +nation to hands which are disabled from managing them with vigor and success. +Who is likely to make suitable provisions for the public defense, as that body to which the + +guardianship of the public safety is confided; which, as the centre of information, will best + +understand the extent and urgency of the dangers that threaten; as the representative of the WHOLE, + +will feel itself most deeply interested in the preservation of every part; which, from the + +responsibility implied in the duty assigned to it, will be most sensibly impressed with the + +necessity of proper exertions; and which, by the extension of its authority throughout the States, + +can alone establish uniformity and concert in the plans and measures by which the common safety is + +to be secured? Is there not a manifest inconsistency in devolving upon the federal government the + +care of the general defense, and leaving in the State governments the EFFECTIVE powers by which it + +is to be provided for? Is not a want of co-operation the infallible consequence of such a system? + +And will not weakness, disorder, an undue distribution of the burdens and calamities of war, an + +unnecessary and intolerable increase of expense, be its natural and inevitable concomitants? Have we + +not had unequivocal experience of its effects in the course of the revolution which we have just + +accomplished? +Every view we may take of the subject, as candid inquirers after truth, will serve to convince us, + +that it is both unwise and dangerous to deny the federal government an unconfined authority, as to + +all those objects which are intrusted to its management. It will indeed deserve the most vigilant + +and careful attention of the people, to see that it be modeled in such a manner as to admit of its + +being safely vested with the requisite powers. If any plan which has been, or may be, offered to our + +consideration, should not, upon a dispassionate inspection, be found to answer this description, it + +ought to be rejected. A government, the constitution of which renders it unfit to be trusted with + +all the powers which a free people ought to delegate to any government, would be an unsafe and + +improper depositary of the NATIONAL INTERESTS. Wherever THESE can with propriety be confided, the + +coincident powers may safely accompany them. This is the true result of all just reasoning upon the + +subject. And the adversaries of the plan promulgated by the convention ought to have confined + +themselves to showing, that the internal structure of the proposed government was such as to render + +it unworthy of the confidence of the people. They ought not to have wandered into inflammatory + +declamations and unmeaning cavils about the extent of the powers. The POWERS are not too extensive + +for the OBJECTS of federal administration, or, in other words, for the management of our NATIONAL + +INTERESTS; nor can any satisfactory argument be framed to show that they are chargeable with such an + +excess. If it be true, as has been insinuated by some of the writers on the other side, that the + +difficulty arises from the nature of the thing, and that the extent of the country will not permit + +us to form a government in which such ample powers can safely be reposed, it would prove that we + +ought to contract our views, and resort to the expedient of separate confederacies, which will move + +within more practicable spheres. For the absurdity must continually stare us in the face of + +confiding to a government the direction of the most essential national interests, without daring to + +trust it to the authorities which are indispensable to their proper and efficient management. Let us + +not attempt to reconcile contradictions, but firmly embrace a rational alternative. +I trust, however, that the impracticability of one general system cannot be shown. I am greatly + +mistaken, if any thing of weight has yet been advanced of this tendency; and I flatter myself, that + +the observations which have been made in the course of these papers have served to place the reverse + +of that position in as clear a light as any matter still in the womb of time and experience can be + +susceptible of. This, at all events, must be evident, that the very difficulty itself, drawn from + +the extent of the country, is the strongest argument in favor of an energetic government; for any + +other can certainly never preserve the Union of so large an empire. If we embrace the tenets of + +those who oppose the adoption of the proposed Constitution, as the standard of our political creed, + +we cannot fail to verify the gloomy doctrines which predict the impracticability of a national + +system pervading entire limits of the present Confederacy. +PUBLIUS + + + + +FEDERALIST No. 24. The Powers Necessary to the Common Defense Further Considered + +For the Independent Journal. Wednesday, December 19, 1787 + +HAMILTON +To the People of the State of New York: +TO THE powers proposed to be conferred upon the federal government, in respect to the creation and + +direction of the national forces, I have met with but one specific objection, which, if I understand + +it right, is this, that proper provision has not been made against the existence of standing armies + +in time of peace; an objection which, I shall now endeavor to show, rests on weak and unsubstantial + +foundations. +It has indeed been brought forward in the most vague and general form, supported only by bold + +assertions, without the appearance of argument; without even the sanction of theoretical opinions; + +in contradiction to the practice of other free nations, and to the general sense of America, as + +expressed in most of the existing constitutions. The proprietary of this remark will appear, the + +moment it is recollected that the objection under consideration turns upon a supposed necessity of + +restraining the LEGISLATIVE authority of the nation, in the article of military establishments; a + +principle unheard of, except in one or two of our State constitutions, and rejected in all the rest. +A stranger to our politics, who was to read our newspapers at the present juncture, without having + +previously inspected the plan reported by the convention, would be naturally led to one of two + +conclusions: either that it contained a positive injunction, that standing armies should be kept up + +in time of peace; or that it vested in the EXECUTIVE the whole power of levying troops, without + +subjecting his discretion, in any shape, to the control of the legislature. +If he came afterwards to peruse the plan itself, he would be surprised to discover, that neither the + +one nor the other was the case; that the whole power of raising armies was lodged in the + +LEGISLATURE, not in the EXECUTIVE; that this legislature was to be a popular body, consisting of the + +representatives of the people periodically elected; and that instead of the provision he had + +supposed in favor of standing armies, there was to be found, in respect to this object, an important + +qualification even of the legislative discretion, in that clause which forbids the appropriation of + +money for the support of an army for any longer period than two years a precaution which, upon a + +nearer view of it, will appear to be a great and real security against the keeping up of troops + +without evident necessity. +Disappointed in his first surmise, the person I have supposed would be apt to pursue his conjectures + +a little further. He would naturally say to himself, it is impossible that all this vehement and + +pathetic declamation can be without some colorable pretext. It must needs be that this people, so + +jealous of their liberties, have, in all the preceding models of the constitutions which they have + +established, inserted the most precise and rigid precautions on this point, the omission of which, + +in the new plan, has given birth to all this apprehension and clamor. +If, under this impression, he proceeded to pass in review the several State constitutions, how great + +would be his disappointment to find that TWO ONLY of them(1) contained an interdiction of standing + +armies in time of peace; that the other eleven had either observed a profound silence on the + +subject, or had in express terms admitted the right of the Legislature to authorize their existence. +Still, however he would be persuaded that there must be some plausible foundation for the cry raised + +on this head. He would never be able to imagine, while any source of information remained + +unexplored, that it was nothing more than an experiment upon the public credulity, dictated either + +by a deliberate intention to deceive, or by the overflowings of a zeal too intemperate to be + +ingenuous. It would probably occur to him, that he would be likely to find the precautions he was in + +search of in the primitive compact between the States. Here, at length, he would expect to meet with + +a solution of the enigma. No doubt, he would observe to himself, the existing Confederation must + +contain the most explicit provisions against military establishments in time of peace; and a + +departure from this model, in a favorite point, has occasioned the discontent which appears to + +influence these political champions. +If he should now apply himself to a careful and critical survey of the articles of Confederation, + +his astonishment would not only be increased, but would acquire a mixture of indignation, at the + +unexpected discovery, that these articles, instead of containing the prohibition he looked for, and + +though they had, with jealous circumspection, restricted the authority of the State legislatures in + +this particular, had not imposed a single restraint on that of the United States. If he happened to + +be a man of quick sensibility, or ardent temper, he could now no longer refrain from regarding these + +clamors as the dishonest artifices of a sinister and unprincipled opposition to a plan which ought + +at least to receive a fair and candid examination from all sincere lovers of their country! How + +else, he would say, could the authors of them have been tempted to vent such loud censures upon that + +plan, about a point in which it seems to have conformed itself to the general sense of America as + +declared in its different forms of government, and in which it has even superadded a new and + +powerful guard unknown to any of them? If, on the contrary, he happened to be a man of calm and + +dispassionate feelings, he would indulge a sigh for the frailty of human nature, and would lament, + +that in a matter so interesting to the happiness of millions, the true merits of the question should + +be perplexed and entangled by expedients so unfriendly to an impartial and right determination. Even + +such a man could hardly forbear remarking, that a conduct of this kind has too much the appearance + +of an intention to mislead the people by alarming their passions, rather than to convince them by + +arguments addressed to their understandings. +But however little this objection may be countenanced, even by precedents among ourselves, it may be + +satisfactory to take a nearer view of its intrinsic merits. From a close examination it will appear + +that restraints upon the discretion of the legislature in respect to military establishments in time + +of peace, would be improper to be imposed, and if imposed, from the necessities of society, would be + +unlikely to be observed. +Though a wide ocean separates the United States from Europe, yet there are various considerations + +that warn us against an excess of confidence or security. On one side of us, and stretching far into + +our rear, are growing settlements subject to the dominion of Britain. On the other side, and + +extending to meet the British settlements, are colonies and establishments subject to the dominion + +of Spain. This situation and the vicinity of the West India Islands, belonging to these two powers + +create between them, in respect to their American possessions and in relation to us, a common + +interest. The savage tribes on our Western frontier ought to be regarded as our natural enemies, + +their natural allies, because they have most to fear from us, and most to hope from them. The + +improvements in the art of navigation have, as to the facility of communication, rendered distant + +nations, in a great measure, neighbors. Britain and Spain are among the principal maritime powers of + +Europe. A future concert of views between these nations ought not to be regarded as improbable. The + +increasing remoteness of consanguinity is every day diminishing the force of the family compact + +between France and Spain. And politicians have ever with great reason considered the ties of blood + +as feeble and precarious links of political connection. These circumstances combined, admonish us + +not to be too sanguine in considering ourselves as entirely out of the reach of danger. +Previous to the Revolution, and ever since the peace, there has been a constant necessity for + +keeping small garrisons on our Western frontier. No person can doubt that these will continue to be + +indispensable, if it should only be against the ravages and depredations of the Indians. These + +garrisons must either be furnished by occasional detachments from the militia, or by permanent corps + +in the pay of the government. The first is impracticable; and if practicable, would be pernicious. + +The militia would not long, if at all, submit to be dragged from their occupations and families to + +perform that most disagreeable duty in times of profound peace. And if they could be prevailed upon + +or compelled to do it, the increased expense of a frequent rotation of service, and the loss of + +labor and disconcertion of the industrious pursuits of individuals, would form conclusive objections + +to the scheme. It would be as burdensome and injurious to the public as ruinous to private citizens. + +The latter resource of permanent corps in the pay of the government amounts to a standing army in + +time of peace; a small one, indeed, but not the less real for being small. Here is a simple view of + +the subject, that shows us at once the impropriety of a constitutional interdiction of such + +establishments, and the necessity of leaving the matter to the discretion and prudence of the + +legislature. +In proportion to our increase in strength, it is probable, nay, it may be said certain, that Britain + +and Spain would augment their military establishments in our neighborhood. If we should not be + +willing to be exposed, in a naked and defenseless condition, to their insults and encroachments, we + +should find it expedient to increase our frontier garrisons in some ratio to the force by which our + +Western settlements might be annoyed. There are, and will be, particular posts, the possession of + +which will include the command of large districts of territory, and facilitate future invasions of + +the remainder. It may be added that some of those posts will be keys to the trade with the Indian + +nations. Can any man think it would be wise to leave such posts in a situation to be at any instant + +seized by one or the other of two neighboring and formidable powers? To act this part would be to + +desert all the usual maxims of prudence and policy. +If we mean to be a commercial people, or even to be secure on our Atlantic side, we must endeavor, + +as soon as possible, to have a navy. To this purpose there must be dock-yards and arsenals; and for + +the defense of these, fortifications, and probably garrisons. When a nation has become so powerful + +by sea that it can protect its dock-yards by its fleets, this supersedes the necessity of garrisons + +for that purpose; but where naval establishments are in their infancy, moderate garrisons will, in + +all likelihood, be found an indispensable security against descents for the destruction of the + +arsenals and dock-yards, and sometimes of the fleet itself. +PUBLIUS +1 This statement of the matter is taken from the printed collection of State constitutions. + +Pennsylvania and North Carolina are the two which contain the interdiction in these words: "As + +standing armies in time of peace are dangerous to liberty, THEY OUGHT NOT to be kept up." This is, + +in truth, rather a CAUTION than a PROHIBITION. New Hampshire, Massachusetts, Delaware, and Maryland + +have, in each of their bils of rights, a clause to this effect: "Standing armies are dangerous to + +liberty, and ought not to be raised or kept up WITHOUT THE CONSENT OF THE LEGISLATURE"; which is a + +formal admission of the authority of the Legislature. New York has no bills of rights, and her + +constitution says not a word about the matter. No bills of rights appear annexed to the + +constitutions of the other States, except the foregoing, and their constitutions are equally silent. + +I am told, however that one or two States have bills of rights which do not appear in this + +collection; but that those also recognize the right of the legislative authority in this respect. + + + + +FEDERALIST No. 25. The Same Subject Continued (The Powers Necessary to the Common Defense Further + +Considered) + +From the New York Packet. Friday, December 21, 1787. + +HAMILTON +To the People of the State of New York: +IT MAY perhaps be urged that the objects enumerated in the preceding number ought to be provided for + +by the State governments, under the direction of the Union. But this would be, in reality, an + +inversion of the primary principle of our political association, as it would in practice transfer + +the care of the common defense from the federal head to the individual members: a project oppressive + +to some States, dangerous to all, and baneful to the Confederacy. +The territories of Britain, Spain, and of the Indian nations in our neighborhood do not border on + +particular States, but encircle the Union from Maine to Georgia. The danger, though in different + +degrees, is therefore common. And the means of guarding against it ought, in like manner, to be the + +objects of common councils and of a common treasury. It happens that some States, from local + +situation, are more directly exposed. New York is of this class. Upon the plan of separate + +provisions, New York would have to sustain the whole weight of the establishments requisite to her + +immediate safety, and to the mediate or ultimate protection of her neighbors. This would neither be + +equitable as it respected New York nor safe as it respected the other States. Various inconveniences + +would attend such a system. The States, to whose lot it might fall to support the necessary + +establishments, would be as little able as willing, for a considerable time to come, to bear the + +burden of competent provisions. The security of all would thus be subjected to the parsimony, + +improvidence, or inability of a part. If the resources of such part becoming more abundant and + +extensive, its provisions should be proportionally enlarged, the other States would quickly take the + +alarm at seeing the whole military force of the Union in the hands of two or three of its members, + +and those probably amongst the most powerful. They would each choose to have some counterpoise, and + +pretenses could easily be contrived. In this situation, military establishments, nourished by mutual + +jealousy, would be apt to swell beyond their natural or proper size; and being at the separate + +disposal of the members, they would be engines for the abridgment or demolition of the national + +authority. +Reasons have been already given to induce a supposition that the State governments will too + +naturally be prone to a rivalship with that of the Union, the foundation of which will be the love + +of power; and that in any contest between the federal head and one of its members the people will be + +most apt to unite with their local government. If, in addition to this immense advantage, the + +ambition of the members should be stimulated by the separate and independent possession of military + +forces, it would afford too strong a temptation and too great a facility to them to make enterprises + +upon, and finally to subvert, the constitutional authority of the Union. On the other hand, the + +liberty of the people would be less safe in this state of things than in that which left the + +national forces in the hands of the national government. As far as an army may be considered as a + +dangerous weapon of power, it had better be in those hands of which the people are most likely to be + +jealous than in those of which they are least likely to be jealous. For it is a truth, which the + +experience of ages has attested, that the people are always most in danger when the means of + +injuring their rights are in the possession of those of whom they entertain the least suspicion. +The framers of the existing Confederation, fully aware of the danger to the Union from the separate + +possession of military forces by the States, have, in express terms, prohibited them from having + +either ships or troops, unless with the consent of Congress. The truth is, that the existence of a + +federal government and military establishments under State authority are not less at variance with + +each other than a due supply of the federal treasury and the system of quotas and requisitions. +There are other lights besides those already taken notice of, in which the impropriety of restraints + +on the discretion of the national legislature will be equally manifest. The design of the objection, + +which has been mentioned, is to preclude standing armies in time of peace, though we have never been + +informed how far it is designed the prohibition should extend; whether to raising armies as well as + +to KEEPING THEM UP in a season of tranquillity or not. If it be confined to the latter it will have + +no precise signification, and it will be ineffectual for the purpose intended. When armies are once + +raised what shall be denominated "keeping them up," contrary to the sense of the Constitution? What + +time shall be requisite to ascertain the violation? Shall it be a week, a month, a year? Or shall we + +say they may be continued as long as the danger which occasioned their being raised continues? This + +would be to admit that they might be kept up IN TIME OF PEACE, against threatening or impending + +danger, which would be at once to deviate from the literal meaning of the prohibition, and to + +introduce an extensive latitude of construction. Who shall judge of the continuance of the danger? + +This must undoubtedly be submitted to the national government, and the matter would then be brought + +to this issue, that the national government, to provide against apprehended danger, might in the + +first instance raise troops, and might afterwards keep them on foot as long as they supposed the + +peace or safety of the community was in any degree of jeopardy. It is easy to perceive that a + +discretion so latitudinary as this would afford ample room for eluding the force of the provision. +The supposed utility of a provision of this kind can only be founded on the supposed probability, or + +at least possibility, of a combination between the executive and the legislative, in some scheme of + +usurpation. Should this at any time happen, how easy would it be to fabricate pretenses of + +approaching danger! Indian hostilities, instigated by Spain or Britain, would always be at hand. + +Provocations to produce the desired appearances might even be given to some foreign power, and + +appeased again by timely concessions. If we can reasonably presume such a combination to have been + +formed, and that the enterprise is warranted by a sufficient prospect of success, the army, when + +once raised, from whatever cause, or on whatever pretext, may be applied to the execution of the + +project. +If, to obviate this consequence, it should be resolved to extend the prohibition to the RAISING of + +armies in time of peace, the United States would then exhibit the most extraordinary spectacle which + +the world has yet seen, that of a nation incapacitated by its Constitution to prepare for defense, + +before it was actually invaded. As the ceremony of a formal denunciation of war has of late fallen + +into disuse, the presence of an enemy within our territories must be waited for, as the legal + +warrant to the government to begin its levies of men for the protection of the State. We must + +receive the blow, before we could even prepare to return it. All that kind of policy by which + +nations anticipate distant danger, and meet the gathering storm, must be abstained from, as contrary + +to the genuine maxims of a free government. We must expose our property and liberty to the mercy of + +foreign invaders, and invite them by our weakness to seize the naked and defenseless prey, because + +we are afraid that rulers, created by our choice, dependent on our will, might endanger that + +liberty, by an abuse of the means necessary to its preservation. +Here I expect we shall be told that the militia of the country is its natural bulwark, and would be + +at all times equal to the national defense. This doctrine, in substance, had like to have lost us + +our independence. It cost millions to the United States that might have been saved. The facts which, + +from our own experience, forbid a reliance of this kind, are too recent to permit us to be the dupes + +of such a suggestion. The steady operations of war against a regular and disciplined army can only + +be successfully conducted by a force of the same kind. Considerations of economy, not less than of + +stability and vigor, confirm this position. The American militia, in the course of the late war, + +have, by their valor on numerous occasions, erected eternal monuments to their fame; but the bravest + +of them feel and know that the liberty of their country could not have been established by their + +efforts alone, however great and valuable they were. War, like most other things, is a science to be + +acquired and perfected by diligence, by perseverance, by time, and by practice. +All violent policy, as it is contrary to the natural and experienced course of human affairs, + +defeats itself. Pennsylvania, at this instant, affords an example of the truth of this remark. The + +Bill of Rights of that State declares that standing armies are dangerous to liberty, and ought not + +to be kept up in time of peace. Pennsylvania, nevertheless, in a time of profound peace, from the + +existence of partial disorders in one or two of her counties, has resolved to raise a body of + +troops; and in all probability will keep them up as long as there is any appearance of danger to the + +public peace. The conduct of Massachusetts affords a lesson on the same subject, though on different + +ground. That State (without waiting for the sanction of Congress, as the articles of the + +Confederation require) was compelled to raise troops to quell a domestic insurrection, and still + +keeps a corps in pay to prevent a revival of the spirit of revolt. The particular constitution of + +Massachusetts opposed no obstacle to the measure; but the instance is still of use to instruct us + +that cases are likely to occur under our government, as well as under those of other nations, which + +will sometimes render a military force in time of peace essential to the security of the society, + +and that it is therefore improper in this respect to control the legislative discretion. It also + +teaches us, in its application to the United States, how little the rights of a feeble government + +are likely to be respected, even by its own constituents. And it teaches us, in addition to the + +rest, how unequal parchment provisions are to a struggle with public necessity. +It was a fundamental maxim of the Lacedaemonian commonwealth, that the post of admiral should not be + +conferred twice on the same person. The Peloponnesian confederates, having suffered a severe defeat + +at sea from the Athenians, demanded Lysander, who had before served with success in that capacity, + +to command the combined fleets. The Lacedaemonians, to gratify their allies, and yet preserve the + +semblance of an adherence to their ancient institutions, had recourse to the flimsy subterfuge of + +investing Lysander with the real power of admiral, under the nominal title of vice-admiral. This + +instance is selected from among a multitude that might be cited to confirm the truth already + +advanced and illustrated by domestic examples; which is, that nations pay little regard to rules and + +maxims calculated in their very nature to run counter to the necessities of society. Wise + +politicians will be cautious about fettering the government with restrictions that cannot be + +observed, because they know that every breach of the fundamental laws, though dictated by necessity, + +impairs that sacred reverence which ought to be maintained in the breast of rulers towards the + +constitution of a country, and forms a precedent for other breaches where the same plea of necessity + +does not exist at all, or is less urgent and palpable. +PUBLIUS + + + + +FEDERALIST No. 26. The Idea of Restraining the Legislative Authority in Regard to the Common Defense + +Considered. + +For the Independent Journal. Saturday, December 22, 1788 + +HAMILTON +To the People of the State of New York: +IT WAS a thing hardly to be expected that in a popular revolution the minds of men should stop at + +that happy mean which marks the salutary boundary between POWER and PRIVILEGE, and combines the + +energy of government with the security of private rights. A failure in this delicate and important + +point is the great source of the inconveniences we experience, and if we are not cautious to avoid a + +repetition of the error, in our future attempts to rectify and ameliorate our system, we may travel + +from one chimerical project to another; we may try change after change; but we shall never be likely + +to make any material change for the better. +The idea of restraining the legislative authority, in the means of providing for the national + +defense, is one of those refinements which owe their origin to a zeal for liberty more ardent than + +enlightened. We have seen, however, that it has not had thus far an extensive prevalency; that even + +in this country, where it made its first appearance, Pennsylvania and North Carolina are the only + +two States by which it has been in any degree patronized; and that all the others have refused to + +give it the least countenance; wisely judging that confidence must be placed somewhere; that the + +necessity of doing it, is implied in the very act of delegating power; and that it is better to + +hazard the abuse of that confidence than to embarrass the government and endanger the public safety + +by impolitic restrictions on the legislative authority. The opponents of the proposed Constitution + +combat, in this respect, the general decision of America; and instead of being taught by experience + +the propriety of correcting any extremes into which we may have heretofore run, they appear disposed + +to conduct us into others still more dangerous, and more extravagant. As if the tone of government + +had been found too high, or too rigid, the doctrines they teach are calculated to induce us to + +depress or to relax it, by expedients which, upon other occasions, have been condemned or forborne. + +It may be affirmed without the imputation of invective, that if the principles they inculcate, on + +various points, could so far obtain as to become the popular creed, they would utterly unfit the + +people of this country for any species of government whatever. But a danger of this kind is not to + +be apprehended. The citizens of America have too much discernment to be argued into anarchy. And I + +am much mistaken, if experience has not wrought a deep and solemn conviction in the public mind, + +that greater energy of government is essential to the welfare and prosperity of the community. +It may not be amiss in this place concisely to remark the origin and progress of the idea, which + +aims at the exclusion of military establishments in time of peace. Though in speculative minds it + +may arise from a contemplation of the nature and tendency of such institutions, fortified by the + +events that have happened in other ages and countries, yet as a national sentiment, it must be + +traced to those habits of thinking which we derive from the nation from whom the inhabitants of + +these States have in general sprung. +In England, for a long time after the Norman Conquest, the authority of the monarch was almost + +unlimited. Inroads were gradually made upon the prerogative, in favor of liberty, first by the + +barons, and afterwards by the people, till the greatest part of its most formidable pretensions + +became extinct. But it was not till the revolution in 1688, which elevated the Prince of Orange to + +the throne of Great Britain, that English liberty was completely triumphant. As incident to the + +undefined power of making war, an acknowledged prerogative of the crown, Charles II. had, by his own + +authority, kept on foot in time of peace a body of 5,000 regular troops. And this number James II. + +increased to 30,000; who were paid out of his civil list. At the revolution, to abolish the exercise + +of so dangerous an authority, it became an article of the Bill of Rights then framed, that "the + +raising or keeping a standing army within the kingdom in time of peace, UNLESS WITH THE CONSENT OF + +PARLIAMENT, was against law." +In that kingdom, when the pulse of liberty was at its highest pitch, no security against the danger + +of standing armies was thought requisite, beyond a prohibition of their being raised or kept up by + +the mere authority of the executive magistrate. The patriots, who effected that memorable + +revolution, were too temperate, too wellinformed, to think of any restraint on the legislative + +discretion. They were aware that a certain number of troops for guards and garrisons were + +indispensable; that no precise bounds could be set to the national exigencies; that a power equal to + +every possible contingency must exist somewhere in the government: and that when they referred the + +exercise of that power to the judgment of the legislature, they had arrived at the ultimate point of + +precaution which was reconcilable with the safety of the community. +From the same source, the people of America may be said to have derived an hereditary impression of + +danger to liberty, from standing armies in time of peace. The circumstances of a revolution + +quickened the public sensibility on every point connected with the security of popular rights, and + +in some instances raise the warmth of our zeal beyond the degree which consisted with the due + +temperature of the body politic. The attempts of two of the States to restrict the authority of the + +legislature in the article of military establishments, are of the number of these instances. The + +principles which had taught us to be jealous of the power of an hereditary monarch were by an + +injudicious excess extended to the representatives of the people in their popular assemblies. Even + +in some of the States, where this error was not adopted, we find unnecessary declarations that + +standing armies ought not to be kept up, in time of peace, WITHOUT THE CONSENT OF THE LEGISLATURE. I + +call them unnecessary, because the reason which had introduced a similar provision into the English + +Bill of Rights is not applicable to any of the State constitutions. The power of raising armies at + +all, under those constitutions, can by no construction be deemed to reside anywhere else, than in + +the legislatures themselves; and it was superfluous, if not absurd, to declare that a matter should + +not be done without the consent of a body, which alone had the power of doing it. Accordingly, in + +some of these constitutions, and among others, in that of this State of New York, which has been + +justly celebrated, both in Europe and America, as one of the best of the forms of government + +established in this country, there is a total silence upon the subject. +It is remarkable, that even in the two States which seem to have meditated an interdiction of + +military establishments in time of peace, the mode of expression made use of is rather cautionary + +than prohibitory. It is not said, that standing armies SHALL NOT BE kept up, but that they OUGHT NOT + +to be kept up, in time of peace. This ambiguity of terms appears to have been the result of a + +conflict between jealousy and conviction; between the desire of excluding such establishments at all + +events, and the persuasion that an absolute exclusion would be unwise and unsafe. +Can it be doubted that such a provision, whenever the situation of public affairs was understood to + +require a departure from it, would be interpreted by the legislature into a mere admonition, and + +would be made to yield to the necessities or supposed necessities of the State? Let the fact already + +mentioned, with respect to Pennsylvania, decide. What then (it may be asked) is the use of such a + +provision, if it cease to operate the moment there is an inclination to disregard it? +Let us examine whether there be any comparison, in point of efficacy, between the provision alluded + +to and that which is contained in the new Constitution, for restraining the appropriations of money + +for military purposes to the period of two years. The former, by aiming at too much, is calculated + +to effect nothing; the latter, by steering clear of an imprudent extreme, and by being perfectly + +compatible with a proper provision for the exigencies of the nation, will have a salutary and + +powerful operation. +The legislature of the United States will be OBLIGED, by this provision, once at least in every two + +years, to deliberate upon the propriety of keeping a military force on foot; to come to a new + +resolution on the point; and to declare their sense of the matter, by a formal vote in the face of + +their constituents. They are not AT LIBERTY to vest in the executive department permanent funds for + +the support of an army, if they were even incautious enough to be willing to repose in it so + +improper a confidence. As the spirit of party, in different degrees, must be expected to infect all + +political bodies, there will be, no doubt, persons in the national legislature willing enough to + +arraign the measures and criminate the views of the majority. The provision for the support of a + +military force will always be a favorable topic for declamation. As often as the question comes + +forward, the public attention will be roused and attracted to the subject, by the party in + +opposition; and if the majority should be really disposed to exceed the proper limits, the community + +will be warned of the danger, and will have an opportunity of taking measures to guard against it. + +Independent of parties in the national legislature itself, as often as the period of discussion + +arrived, the State legislatures, who will always be not only vigilant but suspicious and jealous + +guardians of the rights of the citizens against encroachments from the federal government, will + +constantly have their attention awake to the conduct of the national rulers, and will be ready + +enough, if any thing improper appears, to sound the alarm to the people, and not only to be the + +VOICE, but, if necessary, the ARM of their discontent. +Schemes to subvert the liberties of a great community REQUIRE TIME to mature them for execution. An + +army, so large as seriously to menace those liberties, could only be formed by progressive + +augmentations; which would suppose, not merely a temporary combination between the legislature and + +executive, but a continued conspiracy for a series of time. Is it probable that such a combination + +would exist at all? Is it probable that it would be persevered in, and transmitted along through all + +the successive variations in a representative body, which biennial elections would naturally produce + +in both houses? Is it presumable, that every man, the instant he took his seat in the national + +Senate or House of Representatives, would commence a traitor to his constituents and to his country? + +Can it be supposed that there would not be found one man, discerning enough to detect so atrocious a + +conspiracy, or bold or honest enough to apprise his constituents of their danger? If such + +presumptions can fairly be made, there ought at once to be an end of all delegated authority. The + +people should resolve to recall all the powers they have heretofore parted with out of their own + +hands, and to divide themselves into as many States as there are counties, in order that they may be + +able to manage their own concerns in person. +If such suppositions could even be reasonably made, still the concealment of the design, for any + +duration, would be impracticable. It would be announced, by the very circumstance of augmenting the + +army to so great an extent in time of profound peace. What colorable reason could be assigned, in a + +country so situated, for such vast augmentations of the military force? It is impossible that the + +people could be long deceived; and the destruction of the project, and of the projectors, would + +quickly follow the discovery. +It has been said that the provision which limits the appropriation of money for the support of an + +army to the period of two years would be unavailing, because the Executive, when once possessed of a + +force large enough to awe the people into submission, would find resources in that very force + +sufficient to enable him to dispense with supplies from the acts of the legislature. But the + +question again recurs, upon what pretense could he be put in possession of a force of that magnitude + +in time of peace? If we suppose it to have been created in consequence of some domestic insurrection + +or foreign war, then it becomes a case not within the principles of the objection; for this is + +levelled against the power of keeping up troops in time of peace. Few persons will be so visionary + +as seriously to contend that military forces ought not to be raised to quell a rebellion or resist + +an invasion; and if the defense of the community under such circumstances should make it necessary + +to have an army so numerous as to hazard its liberty, this is one of those calamities for which + +there is neither preventative nor cure. It cannot be provided against by any possible form of + +government; it might even result from a simple league offensive and defensive, if it should ever be + +necessary for the confederates or allies to form an army for common defense. +But it is an evil infinitely less likely to attend us in a united than in a disunited state; nay, it + +may be safely asserted that it is an evil altogether unlikely to attend us in the latter situation. + +It is not easy to conceive a possibility that dangers so formidable can assail the whole Union, as + +to demand a force considerable enough to place our liberties in the least jeopardy, especially if we + +take into our view the aid to be derived from the militia, which ought always to be counted upon as + +a valuable and powerful auxiliary. But in a state of disunion (as has been fully shown in another + +place), the contrary of this supposition would become not only probable, but almost unavoidable. +PUBLIUS + + + + +FEDERALIST No. 27. The Same Subject Continued (The Idea of Restraining the Legislative Authority in + +Regard to the Common Defense Considered) + +From the New York Packet. Tuesday, December 25, 1787. + +HAMILTON +To the People of the State of New York: +IT HAS been urged, in different shapes, that a Constitution of the kind proposed by the convention + +cannot operate without the aid of a military force to execute its laws. This, however, like most + +other things that have been alleged on that side, rests on mere general assertion, unsupported by + +any precise or intelligible designation of the reasons upon which it is founded. As far as I have + +been able to divine the latent meaning of the objectors, it seems to originate in a presupposition + +that the people will be disinclined to the exercise of federal authority in any matter of an + +internal nature. Waiving any exception that might be taken to the inaccuracy or inexplicitness of + +the distinction between internal and external, let us inquire what ground there is to presuppose + +that disinclination in the people. Unless we presume at the same time that the powers of the general + +government will be worse administered than those of the State government, there seems to be no room + +for the presumption of ill-will, disaffection, or opposition in the people. I believe it may be laid + +down as a general rule that their confidence in and obedience to a government will commonly be + +proportioned to the goodness or badness of its administration. It must be admitted that there are + +exceptions to this rule; but these exceptions depend so entirely on accidental causes, that they + +cannot be considered as having any relation to the intrinsic merits or demerits of a constitution. + +These can only be judged of by general principles and maxims. +Various reasons have been suggested, in the course of these papers, to induce a probability that the + +general government will be better administered than the particular governments; the principal of + +which reasons are that the extension of the spheres of election will present a greater option, or + +latitude of choice, to the people; that through the medium of the State legislatures which are + +select bodies of men, and which are to appoint the members of the national Senate there is reason to + +expect that this branch will generally be composed with peculiar care and judgment; that these + +circumstances promise greater knowledge and more extensive information in the national councils, and + +that they will be less apt to be tainted by the spirit of faction, and more out of the reach of + +those occasional ill-humors, or temporary prejudices and propensities, which, in smaller societies, + +frequently contaminate the public councils, beget injustice and oppression of a part of the + +community, and engender schemes which, though they gratify a momentary inclination or desire, + +terminate in general distress, dissatisfaction, and disgust. Several additional reasons of + +considerable force, to fortify that probability, will occur when we come to survey, with a more + +critical eye, the interior structure of the edifice which we are invited to erect. It will be + +sufficient here to remark, that until satisfactory reasons can be assigned to justify an opinion, + +that the federal government is likely to be administered in such a manner as to render it odious or + +contemptible to the people, there can be no reasonable foundation for the supposition that the laws + +of the Union will meet with any greater obstruction from them, or will stand in need of any other + +methods to enforce their execution, than the laws of the particular members. +The hope of impunity is a strong incitement to sedition; the dread of punishment, a proportionably + +strong discouragement to it. Will not the government of the Union, which, if possessed of a due + +degree of power, can call to its aid the collective resources of the whole Confederacy, be more + +likely to repress the FORMER sentiment and to inspire the LATTER, than that of a single State, which + +can only command the resources within itself? A turbulent faction in a State may easily suppose + +itself able to contend with the friends to the government in that State; but it can hardly be so + +infatuated as to imagine itself a match for the combined efforts of the Union. If this reflection be + +just, there is less danger of resistance from irregular combinations of individuals to the authority + +of the Confederacy than to that of a single member. +I will, in this place, hazard an observation, which will not be the less just because to some it may + +appear new; which is, that the more the operations of the national authority are intermingled in the + +ordinary exercise of government, the more the citizens are accustomed to meet with it in the common + +occurrences of their political life, the more it is familiarized to their sight and to their + +feelings, the further it enters into those objects which touch the most sensible chords and put in + +motion the most active springs of the human heart, the greater will be the probability that it will + +conciliate the respect and attachment of the community. Man is very much a creature of habit. A + +thing that rarely strikes his senses will generally have but little influence upon his mind. A + +government continually at a distance and out of sight can hardly be expected to interest the + +sensations of the people. The inference is, that the authority of the Union, and the affections of + +the citizens towards it, will be strengthened, rather than weakened, by its extension to what are + +called matters of internal concern; and will have less occasion to recur to force, in proportion to + +the familiarity and comprehensiveness of its agency. The more it circulates through those channels + +and currents in which the passions of mankind naturally flow, the less will it require the aid of + +the violent and perilous expedients of compulsion. +One thing, at all events, must be evident, that a government like the one proposed would bid much + +fairer to avoid the necessity of using force, than that species of league contend for by most of its + +opponents; the authority of which should only operate upon the States in their political or + +collective capacities. It has been shown that in such a Confederacy there can be no sanction for the + +laws but force; that frequent delinquencies in the members are the natural offspring of the very + +frame of the government; and that as often as these happen, they can only be redressed, if at all, + +by war and violence. +The plan reported by the convention, by extending the authority of the federal head to the + +individual citizens of the several States, will enable the government to employ the ordinary + +magistracy of each, in the execution of its laws. It is easy to perceive that this will tend to + +destroy, in the common apprehension, all distinction between the sources from which they might + +proceed; and will give the federal government the same advantage for securing a due obedience to its + +authority which is enjoyed by the government of each State, in addition to the influence on public + +opinion which will result from the important consideration of its having power to call to its + +assistance and support the resources of the whole Union. It merits particular attention in this + +place, that the laws of the Confederacy, as to the ENUMERATED and LEGITIMATE objects of its + +jurisdiction, will become the SUPREME LAW of the land; to the observance of which all officers, + +legislative, executive, and judicial, in each State, will be bound by the sanctity of an oath. Thus + +the legislatures, courts, and magistrates, of the respective members, will be incorporated into the + +operations of the national government AS FAR AS ITS JUST AND CONSTITUTIONAL AUTHORITY EXTENDS; and + +will be rendered auxiliary to the enforcement of its laws.(1) Any man who will pursue, by his own + +reflections, the consequences of this situation, will perceive that there is good ground to + +calculate upon a regular and peaceable execution of the laws of the Union, if its powers are + +administered with a common share of prudence. If we will arbitrarily suppose the contrary, we may + +deduce any inferences we please from the supposition; for it is certainly possible, by an + +injudicious exercise of the authorities of the best government that ever was, or ever can be + +instituted, to provoke and precipitate the people into the wildest excesses. But though the + +adversaries of the proposed Constitution should presume that the national rulers would be insensible + +to the motives of public good, or to the obligations of duty, I would still ask them how the + +interests of ambition, or the views of encroachment, can be promoted by such a conduct? +PUBLIUS +1. The sophistry which has been employed to show that this will tend to the destruction of the State + +governments, will, in its will, in its proper place, be fully detected. + + + + +FEDERALIST No. 28. The Same Subject Continued (The Idea of Restraining the Legislative Authority in + +Regard to the Common Defense Considered) + +For the Independent Journal. Wednesday, December 26, 1787 + +HAMILTON +To the People of the State of New York: +THAT there may happen cases in which the national government may be necessitated to resort to force, + +cannot be denied. Our own experience has corroborated the lessons taught by the examples of other + +nations; that emergencies of this sort will sometimes arise in all societies, however constituted; + +that seditions and insurrections are, unhappily, maladies as inseparable from the body politic as + +tumors and eruptions from the natural body; that the idea of governing at all times by the simple + +force of law (which we have been told is the only admissible principle of republican government), + +has no place but in the reveries of those political doctors whose sagacity disdains the admonitions + +of experimental instruction. +Should such emergencies at any time happen under the national government, there could be no remedy + +but force. The means to be employed must be proportioned to the extent of the mischief. If it should + +be a slight commotion in a small part of a State, the militia of the residue would be adequate to + +its suppression; and the national presumption is that they would be ready to do their duty. An + +insurrection, whatever may be its immediate cause, eventually endangers all government. Regard to + +the public peace, if not to the rights of the Union, would engage the citizens to whom the contagion + +had not communicated itself to oppose the insurgents; and if the general government should be found + +in practice conducive to the prosperity and felicity of the people, it were irrational to believe + +that they would be disinclined to its support. +If, on the contrary, the insurrection should pervade a whole State, or a principal part of it, the + +employment of a different kind of force might become unavoidable. It appears that Massachusetts + +found it necessary to raise troops for repressing the disorders within that State; that + +Pennsylvania, from the mere apprehension of commotions among a part of her citizens, has thought + +proper to have recourse to the same measure. Suppose the State of New York had been inclined to re- + +establish her lost jurisdiction over the inhabitants of Vermont, could she have hoped for success in + +such an enterprise from the efforts of the militia alone? Would she not have been compelled to raise + +and to maintain a more regular force for the execution of her design? If it must then be admitted + +that the necessity of recurring to a force different from the militia, in cases of this + +extraordinary nature, is applicable to the State governments themselves, why should the possibility, + +that the national government might be under a like necessity, in similar extremities, be made an + +objection to its existence? Is it not surprising that men who declare an attachment to the Union in + +the abstract, should urge as an objection to the proposed Constitution what applies with tenfold + +weight to the plan for which they contend; and what, as far as it has any foundation in truth, is an + +inevitable consequence of civil society upon an enlarged scale? Who would not prefer that + +possibility to the unceasing agitations and frequent revolutions which are the continual scourges of + +petty republics? +Let us pursue this examination in another light. Suppose, in lieu of one general system, two, or + +three, or even four Confederacies were to be formed, would not the same difficulty oppose itself to + +the operations of either of these Confederacies? Would not each of them be exposed to the same + +casualties; and when these happened, be obliged to have recourse to the same expedients for + +upholding its authority which are objected to in a government for all the States? Would the militia, + +in this supposition, be more ready or more able to support the federal authority than in the case of + +a general union? All candid and intelligent men must, upon due consideration, acknowledge that the + +principle of the objection is equally applicable to either of the two cases; and that whether we + +have one government for all the States, or different governments for different parcels of them, or + +even if there should be an entire separation of the States, there might sometimes be a necessity to + +make use of a force constituted differently from the militia, to preserve the peace of the community + +and to maintain the just authority of the laws against those violent invasions of them which amount + +to insurrections and rebellions. +Independent of all other reasonings upon the subject, it is a full answer to those who require a + +more peremptory provision against military establishments in time of peace, to say that the whole + +power of the proposed government is to be in the hands of the representatives of the people. This is + +the essential, and, after all, only efficacious security for the rights and privileges of the + +people, which is attainable in civil society.(1) +If the representatives of the people betray their constituents, there is then no resource left but + +in the exertion of that original right of self-defense which is paramount to all positive forms of + +government, and which against the usurpations of the national rulers, may be exerted with infinitely + +better prospect of success than against those of the rulers of an individual state. In a single + +state, if the persons intrusted with supreme power become usurpers, the different parcels, + +subdivisions, or districts of which it consists, having no distinct government in each, can take no + +regular measures for defense. The citizens must rush tumultuously to arms, without concert, without + +system, without resource; except in their courage and despair. The usurpers, clothed with the forms + +of legal authority, can too often crush the opposition in embryo. The smaller the extent of the + +territory, the more difficult will it be for the people to form a regular or systematic plan of + +opposition, and the more easy will it be to defeat their early efforts. Intelligence can be more + +speedily obtained of their preparations and movements, and the military force in the possession of + +the usurpers can be more rapidly directed against the part where the opposition has begun. In this + +situation there must be a peculiar coincidence of circumstances to insure success to the popular + +resistance. +The obstacles to usurpation and the facilities of resistance increase with the increased extent of + +the state, provided the citizens understand their rights and are disposed to defend them. The + +natural strength of the people in a large community, in proportion to the artificial strength of the + +government, is greater than in a small, and of course more competent to a struggle with the attempts + +of the government to establish a tyranny. But in a confederacy the people, without exaggeration, may + +be said to be entirely the masters of their own fate. Power being almost always the rival of power, + +the general government will at all times stand ready to check the usurpations of the state + +governments, and these will have the same disposition towards the general government. The people, by + +throwing themselves into either scale, will infallibly make it preponderate. If their rights are + +invaded by either, they can make use of the other as the instrument of redress. How wise will it be + +in them by cherishing the union to preserve to themselves an advantage which can never be too highly + +prized! +It may safely be received as an axiom in our political system, that the State governments will, in + +all possible contingencies, afford complete security against invasions of the public liberty by the + +national authority. Projects of usurpation cannot be masked under pretenses so likely to escape the + +penetration of select bodies of men, as of the people at large. The legislatures will have better + +means of information. They can discover the danger at a distance; and possessing all the organs of + +civil power, and the confidence of the people, they can at once adopt a regular plan of opposition, + +in which they can combine all the resources of the community. They can readily communicate with each + +other in the different States, and unite their common forces for the protection of their common + +liberty. +The great extent of the country is a further security. We have already experienced its utility + +against the attacks of a foreign power. And it would have precisely the same effect against the + +enterprises of ambitious rulers in the national councils. If the federal army should be able to + +quell the resistance of one State, the distant States would have it in their power to make head with + +fresh forces. The advantages obtained in one place must be abandoned to subdue the opposition in + +others; and the moment the part which had been reduced to submission was left to itself, its efforts + +would be renewed, and its resistance revive. +We should recollect that the extent of the military force must, at all events, be regulated by the + +resources of the country. For a long time to come, it will not be possible to maintain a large army; + +and as the means of doing this increase, the population and natural strength of the community will + +proportionably increase. When will the time arrive that the federal government can raise and + +maintain an army capable of erecting a despotism over the great body of the people of an immense + +empire, who are in a situation, through the medium of their State governments, to take measures for + +their own defense, with all the celerity, regularity, and system of independent nations? The + +apprehension may be considered as a disease, for which there can be found no cure in the resources + +of argument and reasoning. +PUBLIUS +1. Its full efficacy will be examined hereafter. + + + + +FEDERALIST No. 29. Concerning the Militia + +From the New York Packet. Wednesday, January 9, 1788 + +HAMILTON +To the People of the State of New York: +THE power of regulating the militia, and of commanding its services in times of insurrection and + +invasion are natural incidents to the duties of superintending the common defense, and of watching + +over the internal peace of the Confederacy. +It requires no skill in the science of war to discern that uniformity in the organization and + +discipline of the militia would be attended with the most beneficial effects, whenever they were + +called into service for the public defense. It would enable them to discharge the duties of the camp + +and of the field with mutual intelligence and concert an advantage of peculiar moment in the + +operations of an army; and it would fit them much sooner to acquire the degree of proficiency in + +military functions which would be essential to their usefulness. This desirable uniformity can only + +be accomplished by confiding the regulation of the militia to the direction of the national + +authority. It is, therefore, with the most evident propriety, that the plan of the convention + +proposes to empower the Union "to provide for organizing, arming, and disciplining the militia, and + +for governing such part of them as may be employed in the service of the United States, RESERVING TO + +THE STATES RESPECTIVELY THE APPOINTMENT OF THE OFFICERS, AND THE AUTHORITY OF TRAINING THE MILITIA + +ACCORDING TO THE DISCIPLINE PRESCRIBED BY CONGRESS." +Of the different grounds which have been taken in opposition to the plan of the convention, there is + +none that was so little to have been expected, or is so untenable in itself, as the one from which + +this particular provision has been attacked. If a well-regulated militia be the most natural defense + +of a free country, it ought certainly to be under the regulation and at the disposal of that body + +which is constituted the guardian of the national security. If standing armies are dangerous to + +liberty, an efficacious power over the militia, in the body to whose care the protection of the + +State is committed, ought, as far as possible, to take away the inducement and the pretext to such + +unfriendly institutions. If the federal government can command the aid of the militia in those + +emergencies which call for the military arm in support of the civil magistrate, it can the better + +dispense with the employment of a different kind of force. If it cannot avail itself of the former, + +it will be obliged to recur to the latter. To render an army unnecessary, will be a more certain + +method of preventing its existence than a thousand prohibitions upon paper. +In order to cast an odium upon the power of calling forth the militia to execute the laws of the + +Union, it has been remarked that there is nowhere any provision in the proposed Constitution for + +calling out the POSSE COMITATUS, to assist the magistrate in the execution of his duty, whence it + +has been inferred, that military force was intended to be his only auxiliary. There is a striking + +incoherence in the objections which have appeared, and sometimes even from the same quarter, not + +much calculated to inspire a very favorable opinion of the sincerity or fair dealing of their + +authors. The same persons who tell us in one breath, that the powers of the federal government will + +be despotic and unlimited, inform us in the next, that it has not authority sufficient even to call + +out the POSSE COMITATUS. The latter, fortunately, is as much short of the truth as the former + +exceeds it. It would be as absurd to doubt, that a right to pass all laws NECESSARY AND PROPER to + +execute its declared powers, would include that of requiring the assistance of the citizens to the + +officers who may be intrusted with the execution of those laws, as it would be to believe, that a + +right to enact laws necessary and proper for the imposition and collection of taxes would involve + +that of varying the rules of descent and of the alienation of landed property, or of abolishing the + +trial by jury in cases relating to it. It being therefore evident that the supposition of a want of + +power to require the aid of the POSSE COMITATUS is entirely destitute of color, it will follow, that + +the conclusion which has been drawn from it, in its application to the authority of the federal + +government over the militia, is as uncandid as it is illogical. What reason could there be to infer, + +that force was intended to be the sole instrument of authority, merely because there is a power to + +make use of it when necessary? What shall we think of the motives which could induce men of sense to + +reason in this manner? How shall we prevent a conflict between charity and conviction? +By a curious refinement upon the spirit of republican jealousy, we are even taught to apprehend + +danger from the militia itself, in the hands of the federal government. It is observed that select + +corps may be formed, composed of the young and ardent, who may be rendered subservient to the views + +of arbitrary power. What plan for the regulation of the militia may be pursued by the national + +government, is impossible to be foreseen. But so far from viewing the matter in the same light with + +those who object to select corps as dangerous, were the Constitution ratified, and were I to deliver + +my sentiments to a member of the federal legislature from this State on the subject of a militia + +establishment, I should hold to him, in substance, the following discourse: +"The project of disciplining all the militia of the United States is as futile as it would be + +injurious, if it were capable of being carried into execution. A tolerable expertness in military + +movements is a business that requires time and practice. It is not a day, or even a week, that will + +suffice for the attainment of it. To oblige the great body of the yeomanry, and of the other classes + +of the citizens, to be under arms for the purpose of going through military exercises and + +evolutions, as often as might be necessary to acquire the degree of perfection which would entitle + +them to the character of a well-regulated militia, would be a real grievance to the people, and a + +serious public inconvenience and loss. It would form an annual deduction from the productive labor + +of the country, to an amount which, calculating upon the present numbers of the people, would not + +fall far short of the whole expense of the civil establishments of all the States. To attempt a + +thing which would abridge the mass of labor and industry to so considerable an extent, would be + +unwise: and the experiment, if made, could not succeed, because it would not long be endured. Little + +more can reasonably be aimed at, with respect to the people at large, than to have them properly + +armed and equipped; and in order to see that this be not neglected, it will be necessary to assemble + +them once or twice in the course of a year. +"But though the scheme of disciplining the whole nation must be abandoned as mischievous or + +impracticable; yet it is a matter of the utmost importance that a well-digested plan should, as soon + +as possible, be adopted for the proper establishment of the militia. The attention of the government + +ought particularly to be directed to the formation of a select corps of moderate extent, upon such + +principles as will really fit them for service in case of need. By thus circumscribing the plan, it + +will be possible to have an excellent body of well-trained militia, ready to take the field whenever + +the defense of the State shall require it. This will not only lessen the call for military + +establishments, but if circumstances should at any time oblige the government to form an army of any + +magnitude that army can never be formidable to the liberties of the people while there is a large + +body of citizens, little, if at all, inferior to them in discipline and the use of arms, who stand + +ready to defend their own rights and those of their fellow-citizens. This appears to me the only + +substitute that can be devised for a standing army, and the best possible security against it, if it + +should exist." +Thus differently from the adversaries of the proposed Constitution should I reason on the same + +subject, deducing arguments of safety from the very sources which they represent as fraught with + +danger and perdition. But how the national legislature may reason on the point, is a thing which + +neither they nor I can foresee. +There is something so far-fetched and so extravagant in the idea of danger to liberty from the + +militia, that one is at a loss whether to treat it with gravity or with raillery; whether to + +consider it as a mere trial of skill, like the paradoxes of rhetoricians; as a disingenuous artifice + +to instil prejudices at any price; or as the serious offspring of political fanaticism. Where in the + +name of common-sense, are our fears to end if we may not trust our sons, our brothers, our + +neighbors, our fellow-citizens? What shadow of danger can there be from men who are daily mingling + +with the rest of their countrymen and who participate with them in the same feelings, sentiments, + +habits and interests? What reasonable cause of apprehension can be inferred from a power in the + +Union to prescribe regulations for the militia, and to command its services when necessary, while + +the particular States are to have the SOLE AND EXCLUSIVE APPOINTMENT OF THE OFFICERS? If it were + +possible seriously to indulge a jealousy of the militia upon any conceivable establishment under the + +federal government, the circumstance of the officers being in the appointment of the States ought at + +once to extinguish it. There can be no doubt that this circumstance will always secure to them a + +preponderating influence over the militia. +In reading many of the publications against the Constitution, a man is apt to imagine that he is + +perusing some ill-written tale or romance, which instead of natural and agreeable images, exhibits + +to the mind nothing but frightful and distorted shapes— + "Gorgons, hydras, and chimeras dire"; +discoloring and disfiguring whatever it represents, and transforming everything it touches into a + +monster. +A sample of this is to be observed in the exaggerated and improbable suggestions which have taken + +place respecting the power of calling for the services of the militia. That of New Hampshire is to + +be marched to Georgia, of Georgia to New Hampshire, of New York to Kentucky, and of Kentucky to Lake + +Champlain. Nay, the debts due to the French and Dutch are to be paid in militiamen instead of louis + +d'ors and ducats. At one moment there is to be a large army to lay prostrate the liberties of the + +people; at another moment the militia of Virginia are to be dragged from their homes five or six + +hundred miles, to tame the republican contumacy of Massachusetts; and that of Massachusetts is to be + +transported an equal distance to subdue the refractory haughtiness of the aristocratic Virginians. + +Do the persons who rave at this rate imagine that their art or their eloquence can impose any + +conceits or absurdities upon the people of America for infallible truths? +If there should be an army to be made use of as the engine of despotism, what need of the militia? + +If there should be no army, whither would the militia, irritated by being called upon to undertake a + +distant and hopeless expedition, for the purpose of riveting the chains of slavery upon a part of + +their countrymen, direct their course, but to the seat of the tyrants, who had meditated so foolish + +as well as so wicked a project, to crush them in their imagined intrenchments of power, and to make + +them an example of the just vengeance of an abused and incensed people? Is this the way in which + +usurpers stride to dominion over a numerous and enlightened nation? Do they begin by exciting the + +detestation of the very instruments of their intended usurpations? Do they usually commence their + +career by wanton and disgustful acts of power, calculated to answer no end, but to draw upon + +themselves universal hatred and execration? Are suppositions of this sort the sober admonitions of + +discerning patriots to a discerning people? Or are they the inflammatory ravings of incendiaries or + +distempered enthusiasts? If we were even to suppose the national rulers actuated by the most + +ungovernable ambition, it is impossible to believe that they would employ such preposterous means to + +accomplish their designs. +In times of insurrection, or invasion, it would be natural and proper that the militia of a + +neighboring State should be marched into another, to resist a common enemy, or to guard the republic + +against the violence of faction or sedition. This was frequently the case, in respect to the first + +object, in the course of the late war; and this mutual succor is, indeed, a principal end of our + +political association. If the power of affording it be placed under the direction of the Union, + +there will be no danger of a supine and listless inattention to the dangers of a neighbor, till its + +near approach had superadded the incitements of self-preservation to the too feeble impulses of duty + +and sympathy. +PUBLIUS + + + + +FEDERALIST No. 30. Concerning the General Power of Taxation + +From the New York Packet. Friday, December 28, 1787. + +HAMILTON +To the People of the State of New York: +IT HAS been already observed that the federal government ought to possess the power of providing for + +the support of the national forces; in which proposition was intended to be included the expense of + +raising troops, of building and equipping fleets, and all other expenses in any wise connected with + +military arrangements and operations. But these are not the only objects to which the jurisdiction + +of the Union, in respect to revenue, must necessarily be empowered to extend. It must embrace a + +provision for the support of the national civil list; for the payment of the national debts + +contracted, or that may be contracted; and, in general, for all those matters which will call for + +disbursements out of the national treasury. The conclusion is, that there must be interwoven, in the + +frame of the government, a general power of taxation, in one shape or another. +Money is, with propriety, considered as the vital principle of the body politic; as that which + +sustains its life and motion, and enables it to perform its most essential functions. A complete + +power, therefore, to procure a regular and adequate supply of it, as far as the resources of the + +community will permit, may be regarded as an indispensable ingredient in every constitution. From a + +deficiency in this particular, one of two evils must ensue; either the people must be subjected to + +continual plunder, as a substitute for a more eligible mode of supplying the public wants, or the + +government must sink into a fatal atrophy, and, in a short course of time, perish. +In the Ottoman or Turkish empire, the sovereign, though in other respects absolute master of the + +lives and fortunes of his subjects, has no right to impose a new tax. The consequence is that he + +permits the bashaws or governors of provinces to pillage the people without mercy; and, in turn, + +squeezes out of them the sums of which he stands in need, to satisfy his own exigencies and those of + +the state. In America, from a like cause, the government of the Union has gradually dwindled into a + +state of decay, approaching nearly to annihilation. Who can doubt, that the happiness of the people + +in both countries would be promoted by competent authorities in the proper hands, to provide the + +revenues which the necessities of the public might require? +The present Confederation, feeble as it is intended to repose in the United States, an unlimited + +power of providing for the pecuniary wants of the Union. But proceeding upon an erroneous principle, + +it has been done in such a manner as entirely to have frustrated the intention. Congress, by the + +articles which compose that compact (as has already been stated), are authorized to ascertain and + +call for any sums of money necessary, in their judgment, to the service of the United States; and + +their requisitions, if conformable to the rule of apportionment, are in every constitutional sense + +obligatory upon the States. These have no right to question the propriety of the demand; no + +discretion beyond that of devising the ways and means of furnishing the sums demanded. But though + +this be strictly and truly the case; though the assumption of such a right would be an infringement + +of the articles of Union; though it may seldom or never have been avowedly claimed, yet in practice + +it has been constantly exercised, and would continue to be so, as long as the revenues of the + +Confederacy should remain dependent on the intermediate agency of its members. What the consequences + +of this system have been, is within the knowledge of every man the least conversant in our public + +affairs, and has been amply unfolded in different parts of these inquiries. It is this which has + +chiefly contributed to reduce us to a situation, which affords ample cause both of mortification to + +ourselves, and of triumph to our enemies. +What remedy can there be for this situation, but in a change of the system which has produced it in + +a change of the fallacious and delusive system of quotas and requisitions? What substitute can there + +be imagined for this ignis fatuus in finance, but that of permitting the national government to + +raise its own revenues by the ordinary methods of taxation authorized in every well-ordered + +constitution of civil government? Ingenious men may declaim with plausibility on any subject; but no + +human ingenuity can point out any other expedient to rescue us from the inconveniences and + +embarrassments naturally resulting from defective supplies of the public treasury. +The more intelligent adversaries of the new Constitution admit the force of this reasoning; but they + +qualify their admission by a distinction between what they call INTERNAL and EXTERNAL taxation. The + +former they would reserve to the State governments; the latter, which they explain into commercial + +imposts, or rather duties on imported articles, they declare themselves willing to concede to the + +federal head. This distinction, however, would violate the maxim of good sense and sound policy, + +which dictates that every POWER ought to be in proportion to its OBJECT; and would still leave the + +general government in a kind of tutelage to the State governments, inconsistent with every idea of + +vigor or efficiency. Who can pretend that commercial imposts are, or would be, alone equal to the + +present and future exigencies of the Union? Taking into the account the existing debt, foreign and + +domestic, upon any plan of extinguishment which a man moderately impressed with the importance of + +public justice and public credit could approve, in addition to the establishments which all parties + +will acknowledge to be necessary, we could not reasonably flatter ourselves, that this resource + +alone, upon the most improved scale, would even suffice for its present necessities. Its future + +necessities admit not of calculation or limitation; and upon the principle, more than once adverted + +to, the power of making provision for them as they arise ought to be equally unconfined. I believe + +it may be regarded as a position warranted by the history of mankind, that, IN THE USUAL PROGRESS OF + +THINGS, THE NECESSITIES OF A NATION, IN EVERY STAGE OF ITS EXISTENCE, WILL BE FOUND AT LEAST EQUAL + +TO ITS RESOURCES. +To say that deficiencies may be provided for by requisitions upon the States, is on the one hand to + +acknowledge that this system cannot be depended upon, and on the other hand to depend upon it for + +every thing beyond a certain limit. Those who have carefully attended to its vices and deformities + +as they have been exhibited by experience or delineated in the course of these papers, must feel + +invincible repugnancy to trusting the national interests in any degree to its operation. Its + +inevitable tendency, whenever it is brought into activity, must be to enfeeble the Union, and sow + +the seeds of discord and contention between the federal head and its members, and between the + +members themselves. Can it be expected that the deficiencies would be better supplied in this mode + +than the total wants of the Union have heretofore been supplied in the same mode? It ought to be + +recollected that if less will be required from the States, they will have proportionably less means + +to answer the demand. If the opinions of those who contend for the distinction which has been + +mentioned were to be received as evidence of truth, one would be led to conclude that there was some + +known point in the economy of national affairs at which it would be safe to stop and to say: Thus + +far the ends of public happiness will be promoted by supplying the wants of government, and all + +beyond this is unworthy of our care or anxiety. How is it possible that a government half supplied + +and always necessitous, can fulfill the purposes of its institution, can provide for the security, + +advance the prosperity, or support the reputation of the commonwealth? How can it ever possess + +either energy or stability, dignity or credit, confidence at home or respectability abroad? How can + +its administration be any thing else than a succession of expedients temporizing, impotent, + +disgraceful? How will it be able to avoid a frequent sacrifice of its engagements to immediate + +necessity? How can it undertake or execute any liberal or enlarged plans of public good? +Let us attend to what would be the effects of this situation in the very first war in which we + +should happen to be engaged. We will presume, for argument's sake, that the revenue arising from the + +impost duties answers the purposes of a provision for the public debt and of a peace establishment + +for the Union. Thus circumstanced, a war breaks out. What would be the probable conduct of the + +government in such an emergency? Taught by experience that proper dependence could not be placed on + +the success of requisitions, unable by its own authority to lay hold of fresh resources, and urged + +by considerations of national danger, would it not be driven to the expedient of diverting the funds + +already appropriated from their proper objects to the defense of the State? It is not easy to see + +how a step of this kind could be avoided; and if it should be taken, it is evident that it would + +prove the destruction of public credit at the very moment that it was becoming essential to the + +public safety. To imagine that at such a crisis credit might be dispensed with, would be the extreme + +of infatuation. In the modern system of war, nations the most wealthy are obliged to have recourse + +to large loans. A country so little opulent as ours must feel this necessity in a much stronger + +degree. But who would lend to a government that prefaced its overtures for borrowing by an act which + +demonstrated that no reliance could be placed on the steadiness of its measures for paying? The + +loans it might be able to procure would be as limited in their extent as burdensome in their + +conditions. They would be made upon the same principles that usurers commonly lend to bankrupt and + +fraudulent debtors, with a sparing hand and at enormous premiums. +It may perhaps be imagined that, from the scantiness of the resources of the country, the necessity + +of diverting the established funds in the case supposed would exist, though the national government + +should possess an unrestrained power of taxation. But two considerations will serve to quiet all + +apprehension on this head: one is, that we are sure the resources of the community, in their full + +extent, will be brought into activity for the benefit of the Union; the other is, that whatever + +deficiences there may be, can without difficulty be supplied by loans. +The power of creating new funds upon new objects of taxation, by its own authority, would enable the + +national government to borrow as far as its necessities might require. Foreigners, as well as the + +citizens of America, could then reasonably repose confidence in its engagements; but to depend upon + +a government that must itself depend upon thirteen other governments for the means of fulfilling its + +contracts, when once its situation is clearly understood, would require a degree of credulity not + +often to be met with in the pecuniary transactions of mankind, and little reconcilable with the + +usual sharp-sightedness of avarice. +Reflections of this kind may have trifling weight with men who hope to see realized in America the + +halcyon scenes of the poetic or fabulous age; but to those who believe we are likely to experience a + +common portion of the vicissitudes and calamities which have fallen to the lot of other nations, + +they must appear entitled to serious attention. Such men must behold the actual situation of their + +country with painful solicitude, and deprecate the evils which ambition or revenge might, with too + +much facility, inflict upon it. +PUBLIUS + + + + +FEDERALIST No. 31. The Same Subject Continued (Concerning the General Power of Taxation) + +From the New York Packet. Tuesday, January 1, 1788. + +HAMILTON +To the People of the State of New York: +IN DISQUISITIONS of every kind, there are certain primary truths, or first principles, upon which + +all subsequent reasonings must depend. These contain an internal evidence which, antecedent to all + +reflection or combination, commands the assent of the mind. Where it produces not this effect, it + +must proceed either from some defect or disorder in the organs of perception, or from the influence + +of some strong interest, or passion, or prejudice. Of this nature are the maxims in geometry, that + +"the whole is greater than its part; things equal to the same are equal to one another; two straight + +lines cannot enclose a space; and all right angles are equal to each other." Of the same nature are + +these other maxims in ethics and politics, that there cannot be an effect without a cause; that the + +means ought to be proportioned to the end; that every power ought to be commensurate with its + +object; that there ought to be no limitation of a power destined to effect a purpose which is itself + +incapable of limitation. And there are other truths in the two latter sciences which, if they cannot + +pretend to rank in the class of axioms, are yet such direct inferences from them, and so obvious in + +themselves, and so agreeable to the natural and unsophisticated dictates of common-sense, that they + +challenge the assent of a sound and unbiased mind, with a degree of force and conviction almost + +equally irresistible. +The objects of geometrical inquiry are so entirely abstracted from those pursuits which stir up and + +put in motion the unruly passions of the human heart, that mankind, without difficulty, adopt not + +only the more simple theorems of the science, but even those abstruse paradoxes which, however they + +may appear susceptible of demonstration, are at variance with the natural conceptions which the + +mind, without the aid of philosophy, would be led to entertain upon the subject. The INFINITE + +DIVISIBILITY of matter, or, in other words, the INFINITE divisibility of a FINITE thing, extending + +even to the minutest atom, is a point agreed among geometricians, though not less incomprehensible + +to common-sense than any of those mysteries in religion, against which the batteries of infidelity + +have been so industriously leveled. +But in the sciences of morals and politics, men are found far less tractable. To a certain degree, + +it is right and useful that this should be the case. Caution and investigation are a necessary armor + +against error and imposition. But this untractableness may be carried too far, and may degenerate + +into obstinacy, perverseness, or disingenuity. Though it cannot be pretended that the principles of + +moral and political knowledge have, in general, the same degree of certainty with those of the + +mathematics, yet they have much better claims in this respect than, to judge from the conduct of men + +in particular situations, we should be disposed to allow them. The obscurity is much oftener in the + +passions and prejudices of the reasoner than in the subject. Men, upon too many occasions, do not + +give their own understandings fair play; but, yielding to some untoward bias, they entangle + +themselves in words and confound themselves in subtleties. +How else could it happen (if we admit the objectors to be sincere in their opposition), that + +positions so clear as those which manifest the necessity of a general power of taxation in the + +government of the Union, should have to encounter any adversaries among men of discernment? Though + +these positions have been elsewhere fully stated, they will perhaps not be improperly recapitulated + +in this place, as introductory to an examination of what may have been offered by way of objection + +to them. They are in substance as follows: +A government ought to contain in itself every power requisite to the full accomplishment of the + +objects committed to its care, and to the complete execution of the trusts for which it is + +responsible, free from every other control but a regard to the public good and to the sense of the + +people. +As the duties of superintending the national defense and of securing the public peace against + +foreign or domestic violence involve a provision for casualties and dangers to which no possible + +limits can be assigned, the power of making that provision ought to know no other bounds than the + +exigencies of the nation and the resources of the community. +As revenue is the essential engine by which the means of answering the national exigencies must be + +procured, the power of procuring that article in its full extent must necessarily be comprehended in + +that of providing for those exigencies. +As theory and practice conspire to prove that the power of procuring revenue is unavailing when + +exercised over the States in their collective capacities, the federal government must of necessity + +be invested with an unqualified power of taxation in the ordinary modes. +Did not experience evince the contrary, it would be natural to conclude that the propriety of a + +general power of taxation in the national government might safely be permitted to rest on the + +evidence of these propositions, unassisted by any additional arguments or illustrations. But we + +find, in fact, that the antagonists of the proposed Constitution, so far from acquiescing in their + +justness or truth, seem to make their principal and most zealous effort against this part of the + +plan. It may therefore be satisfactory to analyze the arguments with which they combat it. +Those of them which have been most labored with that view, seem in substance to amount to this: "It + +is not true, because the exigencies of the Union may not be susceptible of limitation, that its + +power of laying taxes ought to be unconfined. Revenue is as requisite to the purposes of the local + +administrations as to those of the Union; and the former are at least of equal importance with the + +latter to the happiness of the people. It is, therefore, as necessary that the State governments + +should be able to command the means of supplying their wants, as that the national government should + +possess the like faculty in respect to the wants of the Union. But an indefinite power of taxation + +in the LATTER might, and probably would in time, deprive the FORMER of the means of providing for + +their own necessities; and would subject them entirely to the mercy of the national legislature. As + +the laws of the Union are to become the supreme law of the land, as it is to have power to pass all + +laws that may be NECESSARY for carrying into execution the authorities with which it is proposed to + +vest it, the national government might at any time abolish the taxes imposed for State objects upon + +the pretense of an interference with its own. It might allege a necessity of doing this in order to + +give efficacy to the national revenues. And thus all the resources of taxation might by degrees + +become the subjects of federal monopoly, to the entire exclusion and destruction of the State + +governments." +This mode of reasoning appears sometimes to turn upon the supposition of usurpation in the national + +government; at other times it seems to be designed only as a deduction from the constitutional + +operation of its intended powers. It is only in the latter light that it can be admitted to have any + +pretensions to fairness. The moment we launch into conjectures about the usurpations of the federal + +government, we get into an unfathomable abyss, and fairly put ourselves out of the reach of all + +reasoning. Imagination may range at pleasure till it gets bewildered amidst the labyrinths of an + +enchanted castle, and knows not on which side to turn to extricate itself from the perplexities into + +which it has so rashly adventured. Whatever may be the limits or modifications of the powers of the + +Union, it is easy to imagine an endless train of possible dangers; and by indulging an excess of + +jealousy and timidity, we may bring ourselves to a state of absolute scepticism and irresolution. I + +repeat here what I have observed in substance in another place, that all observations founded upon + +the danger of usurpation ought to be referred to the composition and structure of the government, + +not to the nature or extent of its powers. The State governments, by their original constitutions, + +are invested with complete sovereignty. In what does our security consist against usurpation from + +that quarter? Doubtless in the manner of their formation, and in a due dependence of those who are + +to administer them upon the people. If the proposed construction of the federal government be found, + +upon an impartial examination of it, to be such as to afford, to a proper extent, the same species + +of security, all apprehensions on the score of usurpation ought to be discarded. +It should not be forgotten that a disposition in the State governments to encroach upon the rights + +of the Union is quite as probable as a disposition in the Union to encroach upon the rights of the + +State governments. What side would be likely to prevail in such a conflict, must depend on the means + +which the contending parties could employ toward insuring success. As in republics strength is + +always on the side of the people, and as there are weighty reasons to induce a belief that the State + +governments will commonly possess most influence over them, the natural conclusion is that such + +contests will be most apt to end to the disadvantage of the Union; and that there is greater + +probability of encroachments by the members upon the federal head, than by the federal head upon the + +members. But it is evident that all conjectures of this kind must be extremely vague and fallible: + +and that it is by far the safest course to lay them altogether aside, and to confine our attention + +wholly to the nature and extent of the powers as they are delineated in the Constitution. Every + +thing beyond this must be left to the prudence and firmness of the people; who, as they will hold + +the scales in their own hands, it is to be hoped, will always take care to preserve the + +constitutional equilibrium between the general and the State governments. Upon this ground, which is + +evidently the true one, it will not be difficult to obviate the objections which have been made to + +an indefinite power of taxation in the United States. +PUBLIUS + + + + +FEDERALIST No. 32. The Same Subject Continued (Concerning the General Power of Taxation) + +From The Independent Journal. Wednesday, January 2, 1788. + +HAMILTON +To the People of the State of New York: +ALTHOUGH I am of opinion that there would be no real danger of the consequences which seem to be + +apprehended to the State governments from a power in the Union to control them in the levies of + +money, because I am persuaded that the sense of the people, the extreme hazard of provoking the + +resentments of the State governments, and a conviction of the utility and necessity of local + +administrations for local purposes, would be a complete barrier against the oppressive use of such a + +power; yet I am willing here to allow, in its full extent, the justness of the reasoning which + +requires that the individual States should possess an independent and uncontrollable authority to + +raise their own revenues for the supply of their own wants. And making this concession, I affirm + +that (with the sole exception of duties on imports and exports) they would, under the plan of the + +convention, retain that authority in the most absolute and unqualified sense; and that an attempt on + +the part of the national government to abridge them in the exercise of it, would be a violent + +assumption of power, unwarranted by any article or clause of its Constitution. +An entire consolidation of the States into one complete national sovereignty would imply an entire + +subordination of the parts; and whatever powers might remain in them, would be altogether dependent + +on the general will. But as the plan of the convention aims only at a partial union or + +consolidation, the State governments would clearly retain all the rights of sovereignty which they + +before had, and which were not, by that act, EXCLUSIVELY delegated to the United States. This + +exclusive delegation, or rather this alienation, of State sovereignty, would only exist in three + +cases: where the Constitution in express terms granted an exclusive authority to the Union; where it + +granted in one instance an authority to the Union, and in another prohibited the States from + +exercising the like authority; and where it granted an authority to the Union, to which a similar + +authority in the States would be absolutely and totally CONTRADICTORY and REPUGNANT. I use these + +terms to distinguish this last case from another which might appear to resemble it, but which would, + +in fact, be essentially different; I mean where the exercise of a concurrent jurisdiction might be + +productive of occasional interferences in the POLICY of any branch of administration, but would not + +imply any direct contradiction or repugnancy in point of constitutional authority. These three cases + +of exclusive jurisdiction in the federal government may be exemplified by the following instances: + +The last clause but one in the eighth section of the first article provides expressly that Congress + +shall exercise "EXCLUSIVE LEGISLATION" over the district to be appropriated as the seat of + +government. This answers to the first case. The first clause of the same section empowers Congress + +"to lay and collect taxes, duties, imposts and excises"; and the second clause of the tenth section + +of the same article declares that, "NO STATE SHALL, without the consent of Congress, lay any imposts + +or duties on imports or exports, except for the purpose of executing its inspection laws." Hence + +would result an exclusive power in the Union to lay duties on imports and exports, with the + +particular exception mentioned; but this power is abridged by another clause, which declares that no + +tax or duty shall be laid on articles exported from any State; in consequence of which + +qualification, it now only extends to the DUTIES ON IMPORTS. This answers to the second case. The + +third will be found in that clause which declares that Congress shall have power "to establish an + +UNIFORM RULE of naturalization throughout the United States." This must necessarily be exclusive; + +because if each State had power to prescribe a DISTINCT RULE, there could not be a UNIFORM RULE. +A case which may perhaps be thought to resemble the latter, but which is in fact widely different, + +affects the question immediately under consideration. I mean the power of imposing taxes on all + +articles other than exports and imports. This, I contend, is manifestly a concurrent and coequal + +authority in the United States and in the individual States. There is plainly no expression in the + +granting clause which makes that power EXCLUSIVE in the Union. There is no independent clause or + +sentence which prohibits the States from exercising it. So far is this from being the case, that a + +plain and conclusive argument to the contrary is to be deduced from the restraint laid upon the + +States in relation to duties on imports and exports. This restriction implies an admission that, if + +it were not inserted, the States would possess the power it excludes; and it implies a further + +admission, that as to all other taxes, the authority of the States remains undiminished. In any + +other view it would be both unnecessary and dangerous; it would be unnecessary, because if the grant + +to the Union of the power of laying such duties implied the exclusion of the States, or even their + +subordination in this particular, there could be no need of such a restriction; it would be + +dangerous, because the introduction of it leads directly to the conclusion which has been mentioned, + +and which, if the reasoning of the objectors be just, could not have been intended; I mean that the + +States, in all cases to which the restriction did not apply, would have a concurrent power of + +taxation with the Union. The restriction in question amounts to what lawyers call a NEGATIVE + +PREGNANT that is, a NEGATION of one thing, and an AFFIRMANCE of another; a negation of the authority + +of the States to impose taxes on imports and exports, and an affirmance of their authority to impose + +them on all other articles. It would be mere sophistry to argue that it was meant to exclude them + +ABSOLUTELY from the imposition of taxes of the former kind, and to leave them at liberty to lay + +others SUBJECT TO THE CONTROL of the national legislature. The restraining or prohibitory clause + +only says, that they shall not, WITHOUT THE CONSENT OF CONGRESS, lay such duties; and if we are to + +understand this in the sense last mentioned, the Constitution would then be made to introduce a + +formal provision for the sake of a very absurd conclusion; which is, that the States, WITH THE + +CONSENT of the national legislature, might tax imports and exports; and that they might tax every + +other article, UNLESS CONTROLLED by the same body. If this was the intention, why not leave it, in + +the first instance, to what is alleged to be the natural operation of the original clause, + +conferring a general power of taxation upon the Union? It is evident that this could not have been + +the intention, and that it will not bear a construction of the kind. +As to a supposition of repugnancy between the power of taxation in the States and in the Union, it + +cannot be supported in that sense which would be requisite to work an exclusion of the States. It + +is, indeed, possible that a tax might be laid on a particular article by a State which might render + +it INEXPEDIENT that thus a further tax should be laid on the same article by the Union; but it would + +not imply a constitutional inability to impose a further tax. The quantity of the imposition, the + +expediency or inexpediency of an increase on either side, would be mutually questions of prudence; + +but there would be involved no direct contradiction of power. The particular policy of the national + +and of the State systems of finance might now and then not exactly coincide, and might require + +reciprocal forbearances. It is not, however a mere possibility of inconvenience in the exercise of + +powers, but an immediate constitutional repugnancy that can by implication alienate and extinguish a + +pre-existing right of sovereignty. +The necessity of a concurrent jurisdiction in certain cases results from the division of the + +sovereign power; and the rule that all authorities, of which the States are not explicitly divested + +in favor of the Union, remain with them in full vigor, is not a theoretical consequence of that + +division, but is clearly admitted by the whole tenor of the instrument which contains the articles + +of the proposed Constitution. We there find that, notwithstanding the affirmative grants of general + +authorities, there has been the most pointed care in those cases where it was deemed improper that + +the like authorities should reside in the States, to insert negative clauses prohibiting the + +exercise of them by the States. The tenth section of the first article consists altogether of such + +provisions. This circumstance is a clear indication of the sense of the convention, and furnishes a + +rule of interpretation out of the body of the act, which justifies the position I have advanced and + +refutes every hypothesis to the contrary. +PUBLIUS + + + + +FEDERALIST No. 33. The Same Subject Continued (Concerning the General Power of Taxation) + +From The Independent Journal. Wednesday, January 2, 1788. + +HAMILTON +To the People of the State of New York: +THE residue of the argument against the provisions of the Constitution in respect to taxation is + +ingrafted upon the following clause. The last clause of the eighth section of the first article of + +the plan under consideration authorizes the national legislature "to make all laws which shall be + +NECESSARY and PROPER for carrying into execution THE POWERS by that Constitution vested in the + +government of the United States, or in any department or officer thereof"; and the second clause of + +the sixth article declares, "that the Constitution and the laws of the United States made IN + +PURSUANCE THEREOF, and the treaties made by their authority shall be the SUPREME LAW of the land, + +any thing in the constitution or laws of any State to the contrary notwithstanding." +These two clauses have been the source of much virulent invective and petulant declamation against + +the proposed Constitution. They have been held up to the people in all the exaggerated colors of + +misrepresentation as the pernicious engines by which their local governments were to be destroyed + +and their liberties exterminated; as the hideous monster whose devouring jaws would spare neither + +sex nor age, nor high nor low, nor sacred nor profane; and yet, strange as it may appear, after all + +this clamor, to those who may not have happened to contemplate them in the same light, it may be + +affirmed with perfect confidence that the constitutional operation of the intended government would + +be precisely the same, if these clauses were entirely obliterated, as if they were repeated in every + +article. They are only declaratory of a truth which would have resulted by necessary and unavoidable + +implication from the very act of constituting a federal government, and vesting it with certain + +specified powers. This is so clear a proposition, that moderation itself can scarcely listen to the + +railings which have been so copiously vented against this part of the plan, without emotions that + +disturb its equanimity. +What is a power, but the ability or faculty of doing a thing? What is the ability to do a thing, but + +the power of employing the MEANS necessary to its execution? What is a LEGISLATIVE power, but a + +power of making LAWS? What are the MEANS to execute a LEGISLATIVE power but LAWS? What is the power + +of laying and collecting taxes, but a LEGISLATIVE POWER, or a power of MAKING LAWS, to lay and + +collect taxes? What are the proper means of executing such a power, but NECESSARY and PROPER laws? +This simple train of inquiry furnishes us at once with a test by which to judge of the true nature + +of the clause complained of. It conducts us to this palpable truth, that a power to lay and collect + +taxes must be a power to pass all laws NECESSARY and PROPER for the execution of that power; and + +what does the unfortunate and calumniated provision in question do more than declare the same truth, + +to wit, that the national legislature, to whom the power of laying and collecting taxes had been + +previously given, might, in the execution of that power, pass all laws NECESSARY and PROPER to carry + +it into effect? I have applied these observations thus particularly to the power of taxation, + +because it is the immediate subject under consideration, and because it is the most important of the + +authorities proposed to be conferred upon the Union. But the same process will lead to the same + +result, in relation to all other powers declared in the Constitution. And it is EXPRESSLY to execute + +these powers that the sweeping clause, as it has been affectedly called, authorizes the national + +legislature to pass all NECESSARY and PROPER laws. If there is any thing exceptionable, it must be + +sought for in the specific powers upon which this general declaration is predicated. The declaration + +itself, though it may be chargeable with tautology or redundancy, is at least perfectly harmless. +But SUSPICION may ask, Why then was it introduced? The answer is, that it could only have been done + +for greater caution, and to guard against all cavilling refinements in those who might hereafter + +feel a disposition to curtail and evade the legitimate authorities of the Union. The Convention + +probably foresaw, what it has been a principal aim of these papers to inculcate, that the danger + +which most threatens our political welfare is that the State governments will finally sap the + +foundations of the Union; and might therefore think it necessary, in so cardinal a point, to leave + +nothing to construction. Whatever may have been the inducement to it, the wisdom of the precaution + +is evident from the cry which has been raised against it; as that very cry betrays a disposition to + +question the great and essential truth which it is manifestly the object of that provision to + +declare. +But it may be again asked, Who is to judge of the NECESSITY and PROPRIETY of the laws to be passed + +for executing the powers of the Union? I answer, first, that this question arises as well and as + +fully upon the simple grant of those powers as upon the declaratory clause; and I answer, in the + +second place, that the national government, like every other, must judge, in the first instance, of + +the proper exercise of its powers, and its constituents in the last. If the federal government + +should overpass the just bounds of its authority and make a tyrannical use of its powers, the + +people, whose creature it is, must appeal to the standard they have formed, and take such measures + +to redress the injury done to the Constitution as the exigency may suggest and prudence justify. The + +propriety of a law, in a constitutional light, must always be determined by the nature of the powers + +upon which it is founded. Suppose, by some forced constructions of its authority (which, indeed, + +cannot easily be imagined), the Federal legislature should attempt to vary the law of descent in any + +State, would it not be evident that, in making such an attempt, it had exceeded its jurisdiction, + +and infringed upon that of the State? Suppose, again, that upon the pretense of an interference with + +its revenues, it should undertake to abrogate a landtax imposed by the authority of a State; would + +it not be equally evident that this was an invasion of that concurrent jurisdiction in respect to + +this species of tax, which its Constitution plainly supposes to exist in the State governments? If + +there ever should be a doubt on this head, the credit of it will be entirely due to those reasoners + +who, in the imprudent zeal of their animosity to the plan of the convention, have labored to envelop + +it in a cloud calculated to obscure the plainest and simplest truths. +But it is said that the laws of the Union are to be the SUPREME LAW of the land. But what inference + +can be drawn from this, or what would they amount to, if they were not to be supreme? It is evident + +they would amount to nothing. A LAW, by the very meaning of the term, includes supremacy. It is a + +rule which those to whom it is prescribed are bound to observe. This results from every political + +association. If individuals enter into a state of society, the laws of that society must be the + +supreme regulator of their conduct. If a number of political societies enter into a larger political + +society, the laws which the latter may enact, pursuant to the powers intrusted to it by its + +constitution, must necessarily be supreme over those societies, and the individuals of whom they are + +composed. It would otherwise be a mere treaty, dependent on the good faith of the parties, and not a + +government, which is only another word for POLITICAL POWER AND SUPREMACY. But it will not follow + +from this doctrine that acts of the large society which are NOT PURSUANT to its constitutional + +powers, but which are invasions of the residuary authorities of the smaller societies, will become + +the supreme law of the land. These will be merely acts of usurpation, and will deserve to be treated + +as such. Hence we perceive that the clause which declares the supremacy of the laws of the Union, + +like the one we have just before considered, only declares a truth, which flows immediately and + +necessarily from the institution of a federal government. It will not, I presume, have escaped + +observation, that it EXPRESSLY confines this supremacy to laws made PURSUANT TO THE CONSTITUTION; + +which I mention merely as an instance of caution in the convention; since that limitation would have + +been to be understood, though it had not been expressed. +Though a law, therefore, laying a tax for the use of the United States would be supreme in its + +nature, and could not legally be opposed or controlled, yet a law for abrogating or preventing the + +collection of a tax laid by the authority of the State, (unless upon imports and exports), would not + +be the supreme law of the land, but a usurpation of power not granted by the Constitution. As far as + +an improper accumulation of taxes on the same object might tend to render the collection difficult + +or precarious, this would be a mutual inconvenience, not arising from a superiority or defect of + +power on either side, but from an injudicious exercise of power by one or the other, in a manner + +equally disadvantageous to both. It is to be hoped and presumed, however, that mutual interest would + +dictate a concert in this respect which would avoid any material inconvenience. The inference from + +the whole is, that the individual States would, under the proposed Constitution, retain an + +independent and uncontrollable authority to raise revenue to any extent of which they may stand in + +need, by every kind of taxation, except duties on imports and exports. It will be shown in the next + +paper that this CONCURRENT JURISDICTION in the article of taxation was the only admissible + +substitute for an entire subordination, in respect to this branch of power, of the State authority + +to that of the Union. +PUBLIUS + + + + +FEDERALIST No. 34. The Same Subject Continued (Concerning the General Power of Taxation) + +From The Independent Journal. Saturday, January 5, 1788. + +HAMILTON +To the People of the State of New York: +I FLATTER myself it has been clearly shown in my last number that the particular States, under the + +proposed Constitution, would have COEQUAL authority with the Union in the article of revenue, except + +as to duties on imports. As this leaves open to the States far the greatest part of the resources of + +the community, there can be no color for the assertion that they would not possess means as abundant + +as could be desired for the supply of their own wants, independent of all external control. That the + +field is sufficiently wide will more fully appear when we come to advert to the inconsiderable share + +of the public expenses for which it will fall to the lot of the State governments to provide. +To argue upon abstract principles that this co-ordinate authority cannot exist, is to set up + +supposition and theory against fact and reality. However proper such reasonings might be to show + +that a thing OUGHT NOT TO EXIST, they are wholly to be rejected when they are made use of to prove + +that it does not exist contrary to the evidence of the fact itself. It is well known that in the + +Roman republic the legislative authority, in the last resort, resided for ages in two different + +political bodies not as branches of the same legislature, but as distinct and independent + +legislatures, in each of which an opposite interest prevailed: in one the patrician; in the other, + +the plebian. Many arguments might have been adduced to prove the unfitness of two such seemingly + +contradictory authorities, each having power to ANNUL or REPEAL the acts of the other. But a man + +would have been regarded as frantic who should have attempted at Rome to disprove their existence. + +It will be readily understood that I allude to the COMITIA CENTURIATA and the COMITIA TRIBUTA. The + +former, in which the people voted by centuries, was so arranged as to give a superiority to the + +patrician interest; in the latter, in which numbers prevailed, the plebian interest had an entire + +predominancy. And yet these two legislatures coexisted for ages, and the Roman republic attained to + +the utmost height of human greatness. +In the case particularly under consideration, there is no such contradiction as appears in the + +example cited; there is no power on either side to annul the acts of the other. And in practice + +there is little reason to apprehend any inconvenience; because, in a short course of time, the wants + +of the States will naturally reduce themselves within A VERY NARROW COMPASS; and in the interim, the + +United States will, in all probability, find it convenient to abstain wholly from those objects to + +which the particular States would be inclined to resort. +To form a more precise judgment of the true merits of this question, it will be well to advert to + +the proportion between the objects that will require a federal provision in respect to revenue, and + +those which will require a State provision. We shall discover that the former are altogether + +unlimited, and that the latter are circumscribed within very moderate bounds. In pursuing this + +inquiry, we must bear in mind that we are not to confine our view to the present period, but to look + +forward to remote futurity. Constitutions of civil government are not to be framed upon a + +calculation of existing exigencies, but upon a combination of these with the probable exigencies of + +ages, according to the natural and tried course of human affairs. Nothing, therefore, can be more + +fallacious than to infer the extent of any power, proper to be lodged in the national government, + +from an estimate of its immediate necessities. There ought to be a CAPACITY to provide for future + +contingencies as they may happen; and as these are illimitable in their nature, it is impossible + +safely to limit that capacity. It is true, perhaps, that a computation might be made with sufficient + +accuracy to answer the purpose of the quantity of revenue requisite to discharge the subsisting + +engagements of the Union, and to maintain those establishments which, for some time to come, would + +suffice in time of peace. But would it be wise, or would it not rather be the extreme of folly, to + +stop at this point, and to leave the government intrusted with the care of the national defense in a + +state of absolute incapacity to provide for the protection of the community against future invasions + +of the public peace, by foreign war or domestic convulsions? If, on the contrary, we ought to exceed + +this point, where can we stop, short of an indefinite power of providing for emergencies as they may + +arise? Though it is easy to assert, in general terms, the possibility of forming a rational judgment + +of a due provision against probable dangers, yet we may safely challenge those who make the + +assertion to bring forward their data, and may affirm that they would be found as vague and + +uncertain as any that could be produced to establish the probable duration of the world. + +Observations confined to the mere prospects of internal attacks can deserve no weight; though even + +these will admit of no satisfactory calculation: but if we mean to be a commercial people, it must + +form a part of our policy to be able one day to defend that commerce. The support of a navy and of + +naval wars would involve contingencies that must baffle all the efforts of political arithmetic. +Admitting that we ought to try the novel and absurd experiment in politics of tying up the hands of + +government from offensive war founded upon reasons of state, yet certainly we ought not to disable + +it from guarding the community against the ambition or enmity of other nations. A cloud has been for + +some time hanging over the European world. If it should break forth into a storm, who can insure us + +that in its progress a part of its fury would not be spent upon us? No reasonable man would hastily + +pronounce that we are entirely out of its reach. Or if the combustible materials that now seem to be + +collecting should be dissipated without coming to maturity, or if a flame should be kindled without + +extending to us, what security can we have that our tranquillity will long remain undisturbed from + +some other cause or from some other quarter? Let us recollect that peace or war will not always be + +left to our option; that however moderate or unambitious we may be, we cannot count upon the + +moderation, or hope to extinguish the ambition of others. Who could have imagined at the conclusion + +of the last war that France and Britain, wearied and exhausted as they both were, would so soon have + +looked with so hostile an aspect upon each other? To judge from the history of mankind, we shall be + +compelled to conclude that the fiery and destructive passions of war reign in the human breast with + +much more powerful sway than the mild and beneficent sentiments of peace; and that to model our + +political systems upon speculations of lasting tranquillity, is to calculate on the weaker springs + +of the human character. +What are the chief sources of expense in every government? What has occasioned that enormous + +accumulation of debts with which several of the European nations are oppressed? The answers plainly + +is, wars and rebellions; the support of those institutions which are necessary to guard the body + +politic against these two most mortal diseases of society. The expenses arising from those + +institutions which are relative to the mere domestic police of a state, to the support of its + +legislative, executive, and judicial departments, with their different appendages, and to the + +encouragement of agriculture and manufactures (which will comprehend almost all the objects of state + +expenditure), are insignificant in comparison with those which relate to the national defense. +In the kingdom of Great Britain, where all the ostentatious apparatus of monarchy is to be provided + +for, not above a fifteenth part of the annual income of the nation is appropriated to the class of + +expenses last mentioned; the other fourteen fifteenths are absorbed in the payment of the interest + +of debts contracted for carrying on the wars in which that country has been engaged, and in the + +maintenance of fleets and armies. If, on the one hand, it should be observed that the expenses + +incurred in the prosecution of the ambitious enterprises and vainglorious pursuits of a monarchy are + +not a proper standard by which to judge of those which might be necessary in a republic, it ought, + +on the other hand, to be remarked that there should be as great a disproportion between the + +profusion and extravagance of a wealthy kingdom in its domestic administration, and the frugality + +and economy which in that particular become the modest simplicity of republican government. If we + +balance a proper deduction from one side against that which it is supposed ought to be made from the + +other, the proportion may still be considered as holding good. +But let us advert to the large debt which we have ourselves contracted in a single war, and let us + +only calculate on a common share of the events which disturb the peace of nations, and we shall + +instantly perceive, without the aid of any elaborate illustration, that there must always be an + +immense disproportion between the objects of federal and state expenditures. It is true that several + +of the States, separately, are encumbered with considerable debts, which are an excrescence of the + +late war. But this cannot happen again, if the proposed system be adopted; and when these debts are + +discharged, the only call for revenue of any consequence, which the State governments will continue + +to experience, will be for the mere support of their respective civil list; to which, if we add all + +contingencies, the total amount in every State ought to fall considerably short of two hundred + +thousand pounds. +In framing a government for posterity as well as ourselves, we ought, in those provisions which are + +designed to be permanent, to calculate, not on temporary, but on permanent causes of expense. If + +this principle be a just one our attention would be directed to a provision in favor of the State + +governments for an annual sum of about two hundred thousand pounds; while the exigencies of the + +Union could be susceptible of no limits, even in imagination. In this view of the subject, by what + +logic can it be maintained that the local governments ought to command, in perpetuity, an EXCLUSIVE + +source of revenue for any sum beyond the extent of two hundred thousand pounds? To extend its power + +further, in EXCLUSION of the authority of the Union, would be to take the resources of the community + +out of those hands which stood in need of them for the public welfare, in order to put them into + +other hands which could have no just or proper occasion for them. +Suppose, then, the convention had been inclined to proceed upon the principle of a repartition of + +the objects of revenue, between the Union and its members, in PROPORTION to their comparative + +necessities; what particular fund could have been selected for the use of the States, that would not + +either have been too much or too little too little for their present, too much for their future + +wants? As to the line of separation between external and internal taxes, this would leave to the + +States, at a rough computation, the command of two thirds of the resources of the community to + +defray from a tenth to a twentieth part of its expenses; and to the Union, one third of the + +resources of the community, to defray from nine tenths to nineteen twentieths of its expenses. If we + +desert this boundary and content ourselves with leaving to the States an exclusive power of taxing + +houses and lands, there would still be a great disproportion between the MEANS and the END; the + +possession of one third of the resources of the community to supply, at most, one tenth of its + +wants. If any fund could have been selected and appropriated, equal to and not greater than the + +object, it would have been inadequate to the discharge of the existing debts of the particular + +States, and would have left them dependent on the Union for a provision for this purpose. +The preceding train of observation will justify the position which has been elsewhere laid down, + +that "A CONCURRENT JURISDICTION in the article of taxation was the only admissible substitute for an + +entire subordination, in respect to this branch of power, of State authority to that of the Union." + +Any separation of the objects of revenue that could have been fallen upon, would have amounted to a + +sacrifice of the great INTERESTS of the Union to the POWER of the individual States. The convention + +thought the concurrent jurisdiction preferable to that subordination; and it is evident that it has + +at least the merit of reconciling an indefinite constitutional power of taxation in the Federal + +government with an adequate and independent power in the States to provide for their own + +necessities. There remain a few other lights, in which this important subject of taxation will claim + +a further consideration. +PUBLIUS + + + + +FEDERALIST No. 35. The Same Subject Continued (Concerning the General Power of Taxation) + +For the Independent Journal. Saturday, January 5, 1788 + +HAMILTON +To the People of the State of New York: +BEFORE we proceed to examine any other objections to an indefinite power of taxation in the Union, I + +shall make one general remark; which is, that if the jurisdiction of the national government, in the + +article of revenue, should be restricted to particular objects, it would naturally occasion an undue + +proportion of the public burdens to fall upon those objects. Two evils would spring from this + +source: the oppression of particular branches of industry; and an unequal distribution of the taxes, + +as well among the several States as among the citizens of the same State. +Suppose, as has been contended for, the federal power of taxation were to be confined to duties on + +imports, it is evident that the government, for want of being able to command other resources, would + +frequently be tempted to extend these duties to an injurious excess. There are persons who imagine + +that they can never be carried to too great a length; since the higher they are, the more it is + +alleged they will tend to discourage an extravagant consumption, to produce a favorable balance of + +trade, and to promote domestic manufactures. But all extremes are pernicious in various ways. + +Exorbitant duties on imported articles would beget a general spirit of smuggling; which is always + +prejudicial to the fair trader, and eventually to the revenue itself: they tend to render other + +classes of the community tributary, in an improper degree, to the manufacturing classes, to whom + +they give a premature monopoly of the markets; they sometimes force industry out of its more natural + +channels into others in which it flows with less advantage; and in the last place, they oppress the + +merchant, who is often obliged to pay them himself without any retribution from the consumer. When + +the demand is equal to the quantity of goods at market, the consumer generally pays the duty; but + +when the markets happen to be overstocked, a great proportion falls upon the merchant, and sometimes + +not only exhausts his profits, but breaks in upon his capital. I am apt to think that a division of + +the duty, between the seller and the buyer, more often happens than is commonly imagined. It is not + +always possible to raise the price of a commodity in exact proportion to every additional imposition + +laid upon it. The merchant, especially in a country of small commercial capital, is often under a + +necessity of keeping prices down in order to a more expeditious sale. +The maxim that the consumer is the payer, is so much oftener true than the reverse of the + +proposition, that it is far more equitable that the duties on imports should go into a common stock, + +than that they should redound to the exclusive benefit of the importing States. But it is not so + +generally true as to render it equitable, that those duties should form the only national fund. When + +they are paid by the merchant they operate as an additional tax upon the importing State, whose + +citizens pay their proportion of them in the character of consumers. In this view they are + +productive of inequality among the States; which inequality would be increased with the increased + +extent of the duties. The confinement of the national revenues to this species of imposts would be + +attended with inequality, from a different cause, between the manufacturing and the non- + +manufacturing States. The States which can go farthest towards the supply of their own wants, by + +their own manufactures, will not, according to their numbers or wealth, consume so great a + +proportion of imported articles as those States which are not in the same favorable situation. They + +would not, therefore, in this mode alone contribute to the public treasury in a ratio to their + +abilities. To make them do this it is necessary that recourse be had to excises, the proper objects + +of which are particular kinds of manufactures. New York is more deeply interested in these + +considerations than such of her citizens as contend for limiting the power of the Union to external + +taxation may be aware of. New York is an importing State, and is not likely speedily to be, to any + +great extent, a manufacturing State. She would, of course, suffer in a double light from restraining + +the jurisdiction of the Union to commercial imposts. +So far as these observations tend to inculcate a danger of the import duties being extended to an + +injurious extreme it may be observed, conformably to a remark made in another part of these papers, + +that the interest of the revenue itself would be a sufficient guard against such an extreme. I + +readily admit that this would be the case, as long as other resources were open; but if the avenues + +to them were closed, HOPE, stimulated by necessity, would beget experiments, fortified by rigorous + +precautions and additional penalties, which, for a time, would have the intended effect, till there + +had been leisure to contrive expedients to elude these new precautions. The first success would be + +apt to inspire false opinions, which it might require a long course of subsequent experience to + +correct. Necessity, especially in politics, often occasions false hopes, false reasonings, and a + +system of measures correspondingly erroneous. But even if this supposed excess should not be a + +consequence of the limitation of the federal power of taxation, the inequalities spoken of would + +still ensue, though not in the same degree, from the other causes that have been noticed. Let us now + +return to the examination of objections. +One which, if we may judge from the frequency of its repetition, seems most to be relied on, is, + +that the House of Representatives is not sufficiently numerous for the reception of all the + +different classes of citizens, in order to combine the interests and feelings of every part of the + +community, and to produce a due sympathy between the representative body and its constituents. This + +argument presents itself under a very specious and seducing form; and is well calculated to lay hold + +of the prejudices of those to whom it is addressed. But when we come to dissect it with attention, + +it will appear to be made up of nothing but fair-sounding words. The object it seems to aim at is, + +in the first place, impracticable, and in the sense in which it is contended for, is unnecessary. I + +reserve for another place the discussion of the question which relates to the sufficiency of the + +representative body in respect to numbers, and shall content myself with examining here the + +particular use which has been made of a contrary supposition, in reference to the immediate subject + +of our inquiries. +The idea of an actual representation of all classes of the people, by persons of each class, is + +altogether visionary. Unless it were expressly provided in the Constitution, that each different + +occupation should send one or more members, the thing would never take place in practice. Mechanics + +and manufacturers will always be inclined, with few exceptions, to give their votes to merchants, in + +preference to persons of their own professions or trades. Those discerning citizens are well aware + +that the mechanic and manufacturing arts furnish the materials of mercantile enterprise and + +industry. Many of them, indeed, are immediately connected with the operations of commerce. They know + +that the merchant is their natural patron and friend; and they are aware, that however great the + +confidence they may justly feel in their own good sense, their interests can be more effectually + +promoted by the merchant than by themselves. They are sensible that their habits in life have not + +been such as to give them those acquired endowments, without which, in a deliberative assembly, the + +greatest natural abilities are for the most part useless; and that the influence and weight, and + +superior acquirements of the merchants render them more equal to a contest with any spirit which + +might happen to infuse itself into the public councils, unfriendly to the manufacturing and trading + +interests. These considerations, and many others that might be mentioned prove, and experience + +confirms it, that artisans and manufacturers will commonly be disposed to bestow their votes upon + +merchants and those whom they recommend. We must therefore consider merchants as the natural + +representatives of all these classes of the community. +With regard to the learned professions, little need be observed; they truly form no distinct + +interest in society, and according to their situation and talents, will be indiscriminately the + +objects of the confidence and choice of each other, and of other parts of the community. +Nothing remains but the landed interest; and this, in a political view, and particularly in relation + +to taxes, I take to be perfectly united, from the wealthiest landlord down to the poorest tenant. No + +tax can be laid on land which will not affect the proprietor of millions of acres as well as the + +proprietor of a single acre. Every landholder will therefore have a common interest to keep the + +taxes on land as low as possible; and common interest may always be reckoned upon as the surest bond + +of sympathy. But if we even could suppose a distinction of interest between the opulent landholder + +and the middling farmer, what reason is there to conclude, that the first would stand a better + +chance of being deputed to the national legislature than the last? If we take fact as our guide, and + +look into our own senate and assembly, we shall find that moderate proprietors of land prevail in + +both; nor is this less the case in the senate, which consists of a smaller number, than in the + +assembly, which is composed of a greater number. Where the qualifications of the electors are the + +same, whether they have to choose a small or a large number, their votes will fall upon those in + +whom they have most confidence; whether these happen to be men of large fortunes, or of moderate + +property, or of no property at all. +It is said to be necessary, that all classes of citizens should have some of their own number in the + +representative body, in order that their feelings and interests may be the better understood and + +attended to. But we have seen that this will never happen under any arrangement that leaves the + +votes of the people free. Where this is the case, the representative body, with too few exceptions + +to have any influence on the spirit of the government, will be composed of landholders, merchants, + +and men of the learned professions. But where is the danger that the interests and feelings of the + +different classes of citizens will not be understood or attended to by these three descriptions of + +men? Will not the landholder know and feel whatever will promote or insure the interest of landed + +property? And will he not, from his own interest in that species of property, be sufficiently prone + +to resist every attempt to prejudice or encumber it? Will not the merchant understand and be + +disposed to cultivate, as far as may be proper, the interests of the mechanic and manufacturing + +arts, to which his commerce is so nearly allied? Will not the man of the learned profession, who + +will feel a neutrality to the rivalships between the different branches of industry, be likely to + +prove an impartial arbiter between them, ready to promote either, so far as it shall appear to him + +conducive to the general interests of the society? +If we take into the account the momentary humors or dispositions which may happen to prevail in + +particular parts of the society, and to which a wise administration will never be inattentive, is + +the man whose situation leads to extensive inquiry and information less likely to be a competent + +judge of their nature, extent, and foundation than one whose observation does not travel beyond the + +circle of his neighbors and acquaintances? Is it not natural that a man who is a candidate for the + +favor of the people, and who is dependent on the suffrages of his fellow-citizens for the + +continuance of his public honors, should take care to inform himself of their dispositions and + +inclinations, and should be willing to allow them their proper degree of influence upon his conduct? + +This dependence, and the necessity of being bound himself, and his posterity, by the laws to which + +he gives his assent, are the true, and they are the strong chords of sympathy between the + +representative and the constituent. +There is no part of the administration of government that requires extensive information and a + +thorough knowledge of the principles of political economy, so much as the business of taxation. The + +man who understands those principles best will be least likely to resort to oppressive expedients, + +or sacrifice any particular class of citizens to the procurement of revenue. It might be + +demonstrated that the most productive system of finance will always be the least burdensome. There + +can be no doubt that in order to a judicious exercise of the power of taxation, it is necessary that + +the person in whose hands it should be acquainted with the general genius, habits, and modes of + +thinking of the people at large, and with the resources of the country. And this is all that can be + +reasonably meant by a knowledge of the interests and feelings of the people. In any other sense the + +proposition has either no meaning, or an absurd one. And in that sense let every considerate citizen + +judge for himself where the requisite qualification is most likely to be found. +PUBLIUS + + + + +FEDERALIST No. 36. The Same Subject Continued (Concerning the General Power of Taxation) + +From the New York Packet. Tuesday, January 8, 1788. + +HAMILTON +To the People of the State of New York: +WE HAVE seen that the result of the observations, to which the foregoing number has been principally + +devoted, is, that from the natural operation of the different interests and views of the various + +classes of the community, whether the representation of the people be more or less numerous, it will + +consist almost entirely of proprietors of land, of merchants, and of members of the learned + +professions, who will truly represent all those different interests and views. If it should be + +objected that we have seen other descriptions of men in the local legislatures, I answer that it is + +admitted there are exceptions to the rule, but not in sufficient number to influence the general + +complexion or character of the government. There are strong minds in every walk of life that will + +rise superior to the disadvantages of situation, and will command the tribute due to their merit, + +not only from the classes to which they particularly belong, but from the society in general. The + +door ought to be equally open to all; and I trust, for the credit of human nature, that we shall see + +examples of such vigorous plants flourishing in the soil of federal as well as of State legislation; + +but occasional instances of this sort will not render the reasoning founded upon the general course + +of things, less conclusive. +The subject might be placed in several other lights that would all lead to the same result; and in + +particular it might be asked, What greater affinity or relation of interest can be conceived between + +the carpenter and blacksmith, and the linen manufacturer or stocking weaver, than between the + +merchant and either of them? It is notorious that there are often as great rivalships between + +different branches of the mechanic or manufacturing arts as there are between any of the departments + +of labor and industry; so that, unless the representative body were to be far more numerous than + +would be consistent with any idea of regularity or wisdom in its deliberations, it is impossible + +that what seems to be the spirit of the objection we have been considering should ever be realized + +in practice. But I forbear to dwell any longer on a matter which has hitherto worn too loose a garb + +to admit even of an accurate inspection of its real shape or tendency. +There is another objection of a somewhat more precise nature that claims our attention. It has been + +asserted that a power of internal taxation in the national legislature could never be exercised with + +advantage, as well from the want of a sufficient knowledge of local circumstances, as from an + +interference between the revenue laws of the Union and of the particular States. The supposition of + +a want of proper knowledge seems to be entirely destitute of foundation. If any question is + +depending in a State legislature respecting one of the counties, which demands a knowledge of local + +details, how is it acquired? No doubt from the information of the members of the county. Cannot the + +like knowledge be obtained in the national legislature from the representatives of each State? And + +is it not to be presumed that the men who will generally be sent there will be possessed of the + +necessary degree of intelligence to be able to communicate that information? Is the knowledge of + +local circumstances, as applied to taxation, a minute topographical acquaintance with all the + +mountains, rivers, streams, highways, and bypaths in each State; or is it a general acquaintance + +with its situation and resources, with the state of its agriculture, commerce, manufactures, with + +the nature of its products and consumptions, with the different degrees and kinds of its wealth, + +property, and industry? +Nations in general, even under governments of the more popular kind, usually commit the + +administration of their finances to single men or to boards composed of a few individuals, who + +digest and prepare, in the first instance, the plans of taxation, which are afterwards passed into + +laws by the authority of the sovereign or legislature. +Inquisitive and enlightened statesmen are deemed everywhere best qualified to make a judicious + +selection of the objects proper for revenue; which is a clear indication, as far as the sense of + +mankind can have weight in the question, of the species of knowledge of local circumstances + +requisite to the purposes of taxation. +The taxes intended to be comprised under the general denomination of internal taxes may be + +subdivided into those of the DIRECT and those of the INDIRECT kind. Though the objection be made to + +both, yet the reasoning upon it seems to be confined to the former branch. And indeed, as to the + +latter, by which must be understood duties and excises on articles of consumption, one is at a loss + +to conceive what can be the nature of the difficulties apprehended. The knowledge relating to them + +must evidently be of a kind that will either be suggested by the nature of the article itself, or + +can easily be procured from any well-informed man, especially of the mercantile class. The + +circumstances that may distinguish its situation in one State from its situation in another must be + +few, simple, and easy to be comprehended. The principal thing to be attended to, would be to avoid + +those articles which had been previously appropriated to the use of a particular State; and there + +could be no difficulty in ascertaining the revenue system of each. This could always be known from + +the respective codes of laws, as well as from the information of the members from the several + +States. +The objection, when applied to real property or to houses and lands, appears to have, at first + +sight, more foundation, but even in this view it will not bear a close examination. Land taxes are + +commonly laid in one of two modes, either by ACTUAL valuations, permanent or periodical, or by + +OCCASIONAL assessments, at the discretion, or according to the best judgment, of certain officers + +whose duty it is to make them. In either case, the EXECUTION of the business, which alone requires + +the knowledge of local details, must be devolved upon discreet persons in the character of + +commissioners or assessors, elected by the people or appointed by the government for the purpose. + +All that the law can do must be to name the persons or to prescribe the manner of their election or + +appointment, to fix their numbers and qualifications and to draw the general outlines of their + +powers and duties. And what is there in all this that cannot as well be performed by the national + +legislature as by a State legislature? The attention of either can only reach to general principles; + +local details, as already observed, must be referred to those who are to execute the plan. +But there is a simple point of view in which this matter may be placed that must be altogether + +satisfactory. The national legislature can make use of the SYSTEM OF EACH STATE WITHIN THAT STATE. + +The method of laying and collecting this species of taxes in each State can, in all its parts, be + +adopted and employed by the federal government. +Let it be recollected that the proportion of these taxes is not to be left to the discretion of the + +national legislature, but is to be determined by the numbers of each State, as described in the + +second section of the first article. An actual census or enumeration of the people must furnish the + +rule, a circumstance which effectually shuts the door to partiality or oppression. The abuse of this + +power of taxation seems to have been provided against with guarded circumspection. In addition to + +the precaution just mentioned, there is a provision that "all duties, imposts, and excises shall be + +UNIFORM throughout the United States." +It has been very properly observed by different speakers and writers on the side of the + +Constitution, that if the exercise of the power of internal taxation by the Union should be + +discovered on experiment to be really inconvenient, the federal government may then forbear the use + +of it, and have recourse to requisitions in its stead. By way of answer to this, it has been + +triumphantly asked, Why not in the first instance omit that ambiguous power, and rely upon the + +latter resource? Two solid answers may be given. The first is, that the exercise of that power, if + +convenient, will be preferable, because it will be more effectual; and it is impossible to prove in + +theory, or otherwise than by the experiment, that it cannot be advantageously exercised. The + +contrary, indeed, appears most probable. The second answer is, that the existence of such a power in + +the Constitution will have a strong influence in giving efficacy to requisitions. When the States + +know that the Union can apply itself without their agency, it will be a powerful motive for exertion + +on their part. +As to the interference of the revenue laws of the Union, and of its members, we have already seen + +that there can be no clashing or repugnancy of authority. The laws cannot, therefore, in a legal + +sense, interfere with each other; and it is far from impossible to avoid an interference even in the + +policy of their different systems. An effectual expedient for this purpose will be, mutually, to + +abstain from those objects which either side may have first had recourse to. As neither can CONTROL + +the other, each will have an obvious and sensible interest in this reciprocal forbearance. And where + +there is an IMMEDIATE common interest, we may safely count upon its operation. When the particular + +debts of the States are done away, and their expenses come to be limited within their natural + +compass, the possibility almost of interference will vanish. A small land tax will answer the + +purpose of the States, and will be their most simple and most fit resource. +Many spectres have been raised out of this power of internal taxation, to excite the apprehensions + +of the people: double sets of revenue officers, a duplication of their burdens by double taxations, + +and the frightful forms of odious and oppressive poll-taxes, have been played off with all the + +ingenious dexterity of political legerdemain. +As to the first point, there are two cases in which there can be no room for double sets of + +officers: one, where the right of imposing the tax is exclusively vested in the Union, which applies + +to the duties on imports; the other, where the object has not fallen under any State regulation or + +provision, which may be applicable to a variety of objects. In other cases, the probability is that + +the United States will either wholly abstain from the objects preoccupied for local purposes, or + +will make use of the State officers and State regulations for collecting the additional imposition. + +This will best answer the views of revenue, because it will save expense in the collection, and will + +best avoid any occasion of disgust to the State governments and to the people. At all events, here + +is a practicable expedient for avoiding such an inconvenience; and nothing more can be required than + +to show that evils predicted to not necessarily result from the plan. +As to any argument derived from a supposed system of influence, it is a sufficient answer to say + +that it ought not to be presumed; but the supposition is susceptible of a more precise answer. If + +such a spirit should infest the councils of the Union, the most certain road to the accomplishment + +of its aim would be to employ the State officers as much as possible, and to attach them to the + +Union by an accumulation of their emoluments. This would serve to turn the tide of State influence + +into the channels of the national government, instead of making federal influence flow in an + +opposite and adverse current. But all suppositions of this kind are invidious, and ought to be + +banished from the consideration of the great question before the people. They can answer no other + +end than to cast a mist over the truth. +As to the suggestion of double taxation, the answer is plain. The wants of the Union are to be + +supplied in one way or another; if to be done by the authority of the federal government, it will + +not be to be done by that of the State government. The quantity of taxes to be paid by the community + +must be the same in either case; with this advantage, if the provision is to be made by the Union + +that the capital resource of commercial imposts, which is the most convenient branch of revenue, can + +be prudently improved to a much greater extent under federal than under State regulation, and of + +course will render it less necessary to recur to more inconvenient methods; and with this further + +advantage, that as far as there may be any real difficulty in the exercise of the power of internal + +taxation, it will impose a disposition to greater care in the choice and arrangement of the means; + +and must naturally tend to make it a fixed point of policy in the national administration to go as + +far as may be practicable in making the luxury of the rich tributary to the public treasury, in + +order to diminish the necessity of those impositions which might create dissatisfaction in the + +poorer and most numerous classes of the society. Happy it is when the interest which the government + +has in the preservation of its own power, coincides with a proper distribution of the public + +burdens, and tends to guard the least wealthy part of the community from oppression! +As to poll taxes, I, without scruple, confess my disapprobation of them; and though they have + +prevailed from an early period in those States(1) which have uniformly been the most tenacious of + +their rights, I should lament to see them introduced into practice under the national government. + +But does it follow because there is a power to lay them that they will actually be laid? Every State + +in the Union has power to impose taxes of this kind; and yet in several of them they are unknown in + +practice. Are the State governments to be stigmatized as tyrannies, because they possess this power? + +If they are not, with what propriety can the like power justify such a charge against the national + +government, or even be urged as an obstacle to its adoption? As little friendly as I am to the + +species of imposition, I still feel a thorough conviction that the power of having recourse to it + +ought to exist in the federal government. There are certain emergencies of nations, in which + +expedients, that in the ordinary state of things ought to be forborne, become essential to the + +public weal. And the government, from the possibility of such emergencies, ought ever to have the + +option of making use of them. The real scarcity of objects in this country, which may be considered + +as productive sources of revenue, is a reason peculiar to itself, for not abridging the discretion + +of the national councils in this respect. There may exist certain critical and tempestuous + +conjunctures of the State, in which a poll tax may become an inestimable resource. And as I know + +nothing to exempt this portion of the globe from the common calamities that have befallen other + +parts of it, I acknowledge my aversion to every project that is calculated to disarm the government + +of a single weapon, which in any possible contingency might be usefully employed for the general + +defense and security. +(I have now gone through the examination of such of the powers proposed to be vested in the United + +States, which may be considered as having an immediate relation to the energy of the government; and + +have endeavored to answer the principal objections which have been made to them. I have passed over + +in silence those minor authorities, which are either too inconsiderable to have been thought worthy + +of the hostilities of the opponents of the Constitution, or of too manifest propriety to admit of + +controversy. The mass of judiciary power, however, might have claimed an investigation under this + +head, had it not been for the consideration that its organization and its extent may be more + +advantageously considered in connection. This has determined me to refer it to the branch of our + +inquiries upon which we shall next enter.)(E1) +(I have now gone through the examination of those powers proposed to be conferred upon the federal + +government which relate more peculiarly to its energy, and to its efficiency for answering the great + +and primary objects of union. There are others which, though omitted here, will, in order to render + +the view of the subject more complete, be taken notice of under the next head of our inquiries. I + +flatter myself the progress already made will have sufficed to satisfy the candid and judicious part + +of the community that some of the objections which have been most strenuously urged against the + +Constitution, and which were most formidable in their first appearance, are not only destitute of + +substance, but if they had operated in the formation of the plan, would have rendered it incompetent + +to the great ends of public happiness and national prosperity. I equally flatter myself that a + +further and more critical investigation of the system will serve to recommend it still more to every + +sincere and disinterested advocate for good government and will leave no doubt with men of this + +character of the propriety and expediency of adopting it. Happy will it be for ourselves, and more + +honorable for human nature, if we have wisdom and virtue enough to set so glorious an example to + +mankind!)(E1) +PUBLIUS +1. The New England States. +E1. Two versions of this paragraph appear in different editions. + + + + +FEDERALIST No. 37. Concerning the Difficulties of the Convention in Devising a Proper Form of + +Government. + +From the Daily Advertiser. Friday, January 11, 1788. + +MADISON +To the People of the State of New York: +IN REVIEWING the defects of the existing Confederation, and showing that they cannot be supplied by + +a government of less energy than that before the public, several of the most important principles of + +the latter fell of course under consideration. But as the ultimate object of these papers is to + +determine clearly and fully the merits of this Constitution, and the expediency of adopting it, our + +plan cannot be complete without taking a more critical and thorough survey of the work of the + +convention, without examining it on all its sides, comparing it in all its parts, and calculating + +its probable effects. That this remaining task may be executed under impressions conducive to a just + +and fair result, some reflections must in this place be indulged, which candor previously suggests. +It is a misfortune, inseparable from human affairs, that public measures are rarely investigated + +with that spirit of moderation which is essential to a just estimate of their real tendency to + +advance or obstruct the public good; and that this spirit is more apt to be diminished than + +promoted, by those occasions which require an unusual exercise of it. To those who have been led by + +experience to attend to this consideration, it could not appear surprising, that the act of the + +convention, which recommends so many important changes and innovations, which may be viewed in so + +many lights and relations, and which touches the springs of so many passions and interests, should + +find or excite dispositions unfriendly, both on one side and on the other, to a fair discussion and + +accurate judgment of its merits. In some, it has been too evident from their own publications, that + +they have scanned the proposed Constitution, not only with a predisposition to censure, but with a + +predetermination to condemn; as the language held by others betrays an opposite predetermination or + +bias, which must render their opinions also of little moment in the question. In placing, however, + +these different characters on a level, with respect to the weight of their opinions, I wish not to + +insinuate that there may not be a material difference in the purity of their intentions. It is but + +just to remark in favor of the latter description, that as our situation is universally admitted to + +be peculiarly critical, and to require indispensably that something should be done for our relief, + +the predetermined patron of what has been actually done may have taken his bias from the weight of + +these considerations, as well as from considerations of a sinister nature. The predetermined + +adversary, on the other hand, can have been governed by no venial motive whatever. The intentions of + +the first may be upright, as they may on the contrary be culpable. The views of the last cannot be + +upright, and must be culpable. But the truth is, that these papers are not addressed to persons + +falling under either of these characters. They solicit the attention of those only, who add to a + +sincere zeal for the happiness of their country, a temper favorable to a just estimate of the means + +of promoting it. +Persons of this character will proceed to an examination of the plan submitted by the convention, + +not only without a disposition to find or to magnify faults; but will see the propriety of + +reflecting, that a faultless plan was not to be expected. Nor will they barely make allowances for + +the errors which may be chargeable on the fallibility to which the convention, as a body of men, + +were liable; but will keep in mind, that they themselves also are but men, and ought not to assume + +an infallibility in rejudging the fallible opinions of others. +With equal readiness will it be perceived, that besides these inducements to candor, many allowances + +ought to be made for the difficulties inherent in the very nature of the undertaking referred to the + +convention. +The novelty of the undertaking immediately strikes us. It has been shown in the course of these + +papers, that the existing Confederation is founded on principles which are fallacious; that we must + +consequently change this first foundation, and with it the superstructure resting upon it. It has + +been shown, that the other confederacies which could be consulted as precedents have been vitiated + +by the same erroneous principles, and can therefore furnish no other light than that of beacons, + +which give warning of the course to be shunned, without pointing out that which ought to be pursued. + +The most that the convention could do in such a situation, was to avoid the errors suggested by the + +past experience of other countries, as well as of our own; and to provide a convenient mode of + +rectifying their own errors, as future experiences may unfold them. +Among the difficulties encountered by the convention, a very important one must have lain in + +combining the requisite stability and energy in government, with the inviolable attention due to + +liberty and to the republican form. Without substantially accomplishing this part of their + +undertaking, they would have very imperfectly fulfilled the object of their appointment, or the + +expectation of the public; yet that it could not be easily accomplished, will be denied by no one + +who is unwilling to betray his ignorance of the subject. Energy in government is essential to that + +security against external and internal danger, and to that prompt and salutary execution of the laws + +which enter into the very definition of good government. Stability in government is essential to + +national character and to the advantages annexed to it, as well as to that repose and confidence in + +the minds of the people, which are among the chief blessings of civil society. An irregular and + +mutable legislation is not more an evil in itself than it is odious to the people; and it may be + +pronounced with assurance that the people of this country, enlightened as they are with regard to + +the nature, and interested, as the great body of them are, in the effects of good government, will + +never be satisfied till some remedy be applied to the vicissitudes and uncertainties which + +characterize the State administrations. On comparing, however, these valuable ingredients with the + +vital principles of liberty, we must perceive at once the difficulty of mingling them together in + +their due proportions. The genius of republican liberty seems to demand on one side, not only that + +all power should be derived from the people, but that those intrusted with it should be kept in + +independence on the people, by a short duration of their appointments; and that even during this + +short period the trust should be placed not in a few, but a number of hands. Stability, on the + +contrary, requires that the hands in which power is lodged should continue for a length of time the + +same. A frequent change of men will result from a frequent return of elections; and a frequent + +change of measures from a frequent change of men: whilst energy in government requires not only a + +certain duration of power, but the execution of it by a single hand. +How far the convention may have succeeded in this part of their work, will better appear on a more + +accurate view of it. From the cursory view here taken, it must clearly appear to have been an + +arduous part. +Not less arduous must have been the task of marking the proper line of partition between the + +authority of the general and that of the State governments. Every man will be sensible of this + +difficulty, in proportion as he has been accustomed to contemplate and discriminate objects + +extensive and complicated in their nature. The faculties of the mind itself have never yet been + +distinguished and defined, with satisfactory precision, by all the efforts of the most acute and + +metaphysical philosophers. Sense, perception, judgment, desire, volition, memory, imagination, are + +found to be separated by such delicate shades and minute gradations that their boundaries have + +eluded the most subtle investigations, and remain a pregnant source of ingenious disquisition and + +controversy. The boundaries between the great kingdom of nature, and, still more, between the + +various provinces, and lesser portions, into which they are subdivided, afford another illustration + +of the same important truth. The most sagacious and laborious naturalists have never yet succeeded + +in tracing with certainty the line which separates the district of vegetable life from the + +neighboring region of unorganized matter, or which marks the termination of the former and the + +commencement of the animal empire. A still greater obscurity lies in the distinctive characters by + +which the objects in each of these great departments of nature have been arranged and assorted. +When we pass from the works of nature, in which all the delineations are perfectly accurate, and + +appear to be otherwise only from the imperfection of the eye which surveys them, to the institutions + +of man, in which the obscurity arises as well from the object itself as from the organ by which it + +is contemplated, we must perceive the necessity of moderating still further our expectations and + +hopes from the efforts of human sagacity. Experience has instructed us that no skill in the science + +of government has yet been able to discriminate and define, with sufficient certainty, its three + +great provinces the legislative, executive, and judiciary; or even the privileges and powers of the + +different legislative branches. Questions daily occur in the course of practice, which prove the + +obscurity which reins in these subjects, and which puzzle the greatest adepts in political science. +The experience of ages, with the continued and combined labors of the most enlightened legislatures + +and jurists, has been equally unsuccessful in delineating the several objects and limits of + +different codes of laws and different tribunals of justice. The precise extent of the common law, + +and the statute law, the maritime law, the ecclesiastical law, the law of corporations, and other + +local laws and customs, remains still to be clearly and finally established in Great Britain, where + +accuracy in such subjects has been more industriously pursued than in any other part of the world. + +The jurisdiction of her several courts, general and local, of law, of equity, of admiralty, etc., is + +not less a source of frequent and intricate discussions, sufficiently denoting the indeterminate + +limits by which they are respectively circumscribed. All new laws, though penned with the greatest + +technical skill, and passed on the fullest and most mature deliberation, are considered as more or + +less obscure and equivocal, until their meaning be liquidated and ascertained by a series of + +particular discussions and adjudications. Besides the obscurity arising from the complexity of + +objects, and the imperfection of the human faculties, the medium through which the conceptions of + +men are conveyed to each other adds a fresh embarrassment. The use of words is to express ideas. + +Perspicuity, therefore, requires not only that the ideas should be distinctly formed, but that they + +should be expressed by words distinctly and exclusively appropriate to them. But no language is so + +copious as to supply words and phrases for every complex idea, or so correct as not to include many + +equivocally denoting different ideas. Hence it must happen that however accurately objects may be + +discriminated in themselves, and however accurately the discrimination may be considered, the + +definition of them may be rendered inaccurate by the inaccuracy of the terms in which it is + +delivered. And this unavoidable inaccuracy must be greater or less, according to the complexity and + +novelty of the objects defined. When the Almighty himself condescends to address mankind in their + +own language, his meaning, luminous as it must be, is rendered dim and doubtful by the cloudy medium + +through which it is communicated. +Here, then, are three sources of vague and incorrect definitions: indistinctness of the object, + +imperfection of the organ of conception, inadequateness of the vehicle of ideas. Any one of these + +must produce a certain degree of obscurity. The convention, in delineating the boundary between the + +federal and State jurisdictions, must have experienced the full effect of them all. +To the difficulties already mentioned may be added the interfering pretensions of the larger and + +smaller States. We cannot err in supposing that the former would contend for a participation in the + +government, fully proportioned to their superior wealth and importance; and that the latter would + +not be less tenacious of the equality at present enjoyed by them. We may well suppose that neither + +side would entirely yield to the other, and consequently that the struggle could be terminated only + +by compromise. It is extremely probable, also, that after the ratio of representation had been + +adjusted, this very compromise must have produced a fresh struggle between the same parties, to give + +such a turn to the organization of the government, and to the distribution of its powers, as would + +increase the importance of the branches, in forming which they had respectively obtained the + +greatest share of influence. There are features in the Constitution which warrant each of these + +suppositions; and as far as either of them is well founded, it shows that the convention must have + +been compelled to sacrifice theoretical propriety to the force of extraneous considerations. +Nor could it have been the large and small States only, which would marshal themselves in opposition + +to each other on various points. Other combinations, resulting from a difference of local position + +and policy, must have created additional difficulties. As every State may be divided into different + +districts, and its citizens into different classes, which give birth to contending interests and + +local jealousies, so the different parts of the United States are distinguished from each other by a + +variety of circumstances, which produce a like effect on a larger scale. And although this variety + +of interests, for reasons sufficiently explained in a former paper, may have a salutary influence on + +the administration of the government when formed, yet every one must be sensible of the contrary + +influence, which must have been experienced in the task of forming it. +Would it be wonderful if, under the pressure of all these difficulties, the convention should have + +been forced into some deviations from that artificial structure and regular symmetry which an + +abstract view of the subject might lead an ingenious theorist to bestow on a Constitution planned in + +his closet or in his imagination? The real wonder is that so many difficulties should have been + +surmounted, and surmounted with a unanimity almost as unprecedented as it must have been unexpected. + +It is impossible for any man of candor to reflect on this circumstance without partaking of the + +astonishment. It is impossible for the man of pious reflection not to perceive in it a finger of + +that Almighty hand which has been so frequently and signally extended to our relief in the critical + +stages of the revolution. +We had occasion, in a former paper, to take notice of the repeated trials which have been + +unsuccessfully made in the United Netherlands for reforming the baneful and notorious vices of their + +constitution. The history of almost all the great councils and consultations held among mankind for + +reconciling their discordant opinions, assuaging their mutual jealousies, and adjusting their + +respective interests, is a history of factions, contentions, and disappointments, and may be classed + +among the most dark and degraded pictures which display the infirmities and depravities of the human + +character. If, in a few scattered instances, a brighter aspect is presented, they serve only as + +exceptions to admonish us of the general truth; and by their lustre to darken the gloom of the + +adverse prospect to which they are contrasted. In revolving the causes from which these exceptions + +result, and applying them to the particular instances before us, we are necessarily led to two + +important conclusions. The first is, that the convention must have enjoyed, in a very singular + +degree, an exemption from the pestilential influence of party animosities the disease most incident + +to deliberative bodies, and most apt to contaminate their proceedings. The second conclusion is that + +all the deputations composing the convention were satisfactorily accommodated by the final act, or + +were induced to accede to it by a deep conviction of the necessity of sacrificing private opinions + +and partial interests to the public good, and by a despair of seeing this necessity diminished by + +delays or by new experiments. + + + + +FEDERALIST No. 38. The Same Subject Continued, and the Incoherence of the Objections to the New Plan + +Exposed. + +From The Independent Journal. Saturday, January 12, 1788. + +MADISON +To the People of the State of New York: +IT IS not a little remarkable that in every case reported by ancient history, in which government + +has been established with deliberation and consent, the task of framing it has not been committed to + +an assembly of men, but has been performed by some individual citizen of preeminent wisdom and + +approved integrity. +Minos, we learn, was the primitive founder of the government of Crete, as Zaleucus was of that of + +the Locrians. Theseus first, and after him Draco and Solon, instituted the government of Athens. + +Lycurgus was the lawgiver of Sparta. The foundation of the original government of Rome was laid by + +Romulus, and the work completed by two of his elective successors, Numa and Tullius Hostilius. On + +the abolition of royalty the consular administration was substituted by Brutus, who stepped forward + +with a project for such a reform, which, he alleged, had been prepared by Tullius Hostilius, and to + +which his address obtained the assent and ratification of the senate and people. This remark is + +applicable to confederate governments also. Amphictyon, we are told, was the author of that which + +bore his name. The Achaean league received its first birth from Achaeus, and its second from Aratus. +What degree of agency these reputed lawgivers might have in their respective establishments, or how + +far they might be clothed with the legitimate authority of the people, cannot in every instance be + +ascertained. In some, however, the proceeding was strictly regular. Draco appears to have been + +intrusted by the people of Athens with indefinite powers to reform its government and laws. And + +Solon, according to Plutarch, was in a manner compelled, by the universal suffrage of his fellow- + +citizens, to take upon him the sole and absolute power of new-modeling the constitution. The + +proceedings under Lycurgus were less regular; but as far as the advocates for a regular reform could + +prevail, they all turned their eyes towards the single efforts of that celebrated patriot and sage, + +instead of seeking to bring about a revolution by the intervention of a deliberative body of + +citizens. +Whence could it have proceeded, that a people, jealous as the Greeks were of their liberty, should + +so far abandon the rules of caution as to place their destiny in the hands of a single citizen? + +Whence could it have proceeded, that the Athenians, a people who would not suffer an army to be + +commanded by fewer than ten generals, and who required no other proof of danger to their liberties + +than the illustrious merit of a fellow-citizen, should consider one illustrious citizen as a more + +eligible depositary of the fortunes of themselves and their posterity, than a select body of + +citizens, from whose common deliberations more wisdom, as well as more safety, might have been + +expected? These questions cannot be fully answered, without supposing that the fears of discord and + +disunion among a number of counsellors exceeded the apprehension of treachery or incapacity in a + +single individual. History informs us, likewise, of the difficulties with which these celebrated + +reformers had to contend, as well as the expedients which they were obliged to employ in order to + +carry their reforms into effect. Solon, who seems to have indulged a more temporizing policy, + +confessed that he had not given to his countrymen the government best suited to their happiness, but + +most tolerable to their prejudices. And Lycurgus, more true to his object, was under the necessity + +of mixing a portion of violence with the authority of superstition, and of securing his final + +success by a voluntary renunciation, first of his country, and then of his life. If these lessons + +teach us, on one hand, to admire the improvement made by America on the ancient mode of preparing + +and establishing regular plans of government, they serve not less, on the other, to admonish us of + +the hazards and difficulties incident to such experiments, and of the great imprudence of + +unnecessarily multiplying them. +Is it an unreasonable conjecture, that the errors which may be contained in the plan of the + +convention are such as have resulted rather from the defect of antecedent experience on this + +complicated and difficult subject, than from a want of accuracy or care in the investigation of it; + +and, consequently such as will not be ascertained until an actual trial shall have pointed them out? + +This conjecture is rendered probable, not only by many considerations of a general nature, but by + +the particular case of the Articles of Confederation. It is observable that among the numerous + +objections and amendments suggested by the several States, when these articles were submitted for + +their ratification, not one is found which alludes to the great and radical error which on actual + +trial has discovered itself. And if we except the observations which New Jersey was led to make, + +rather by her local situation, than by her peculiar foresight, it may be questioned whether a single + +suggestion was of sufficient moment to justify a revision of the system. There is abundant reason, + +nevertheless, to suppose that immaterial as these objections were, they would have been adhered to + +with a very dangerous inflexibility, in some States, had not a zeal for their opinions and supposed + +interests been stifled by the more powerful sentiment of self-preservation. One State, we may + +remember, persisted for several years in refusing her concurrence, although the enemy remained the + +whole period at our gates, or rather in the very bowels of our country. Nor was her pliancy in the + +end effected by a less motive, than the fear of being chargeable with protracting the public + +calamities, and endangering the event of the contest. Every candid reader will make the proper + +reflections on these important facts. +A patient who finds his disorder daily growing worse, and that an efficacious remedy can no longer + +be delayed without extreme danger, after coolly revolving his situation, and the characters of + +different physicians, selects and calls in such of them as he judges most capable of administering + +relief, and best entitled to his confidence. The physicians attend; the case of the patient is + +carefully examined; a consultation is held; they are unanimously agreed that the symptoms are + +critical, but that the case, with proper and timely relief, is so far from being desperate, that it + +may be made to issue in an improvement of his constitution. They are equally unanimous in + +prescribing the remedy, by which this happy effect is to be produced. The prescription is no sooner + +made known, however, than a number of persons interpose, and, without denying the reality or danger + +of the disorder, assure the patient that the prescription will be poison to his constitution, and + +forbid him, under pain of certain death, to make use of it. Might not the patient reasonably demand, + +before he ventured to follow this advice, that the authors of it should at least agree among + +themselves on some other remedy to be substituted? And if he found them differing as much from one + +another as from his first counsellors, would he not act prudently in trying the experiment + +unanimously recommended by the latter, rather than be hearkening to those who could neither deny the + +necessity of a speedy remedy, nor agree in proposing one? +Such a patient and in such a situation is America at this moment. She has been sensible of her + +malady. She has obtained a regular and unanimous advice from men of her own deliberate choice. And + +she is warned by others against following this advice under pain of the most fatal consequences. Do + +the monitors deny the reality of her danger? No. Do they deny the necessity of some speedy and + +powerful remedy? No. Are they agreed, are any two of them agreed, in their objections to the remedy + +proposed, or in the proper one to be substituted? Let them speak for themselves. This one tells us + +that the proposed Constitution ought to be rejected, because it is not a confederation of the + +States, but a government over individuals. Another admits that it ought to be a government over + +individuals to a certain extent, but by no means to the extent proposed. A third does not object to + +the government over individuals, or to the extent proposed, but to the want of a bill of rights. A + +fourth concurs in the absolute necessity of a bill of rights, but contends that it ought to be + +declaratory, not of the personal rights of individuals, but of the rights reserved to the States in + +their political capacity. A fifth is of opinion that a bill of rights of any sort would be + +superfluous and misplaced, and that the plan would be unexceptionable but for the fatal power of + +regulating the times and places of election. An objector in a large State exclaims loudly against + +the unreasonable equality of representation in the Senate. An objector in a small State is equally + +loud against the dangerous inequality in the House of Representatives. From this quarter, we are + +alarmed with the amazing expense, from the number of persons who are to administer the new + +government. From another quarter, and sometimes from the same quarter, on another occasion, the cry + +is that the Congress will be but a shadow of a representation, and that the government would be far + +less objectionable if the number and the expense were doubled. A patriot in a State that does not + +import or export, discerns insuperable objections against the power of direct taxation. The + +patriotic adversary in a State of great exports and imports, is not less dissatisfied that the whole + +burden of taxes may be thrown on consumption. This politician discovers in the Constitution a direct + +and irresistible tendency to monarchy; that is equally sure it will end in aristocracy. Another is + +puzzled to say which of these shapes it will ultimately assume, but sees clearly it must be one or + +other of them; whilst a fourth is not wanting, who with no less confidence affirms that the + +Constitution is so far from having a bias towards either of these dangers, that the weight on that + +side will not be sufficient to keep it upright and firm against its opposite propensities. With + +another class of adversaries to the Constitution the language is that the legislative, executive, + +and judiciary departments are intermixed in such a manner as to contradict all the ideas of regular + +government and all the requisite precautions in favor of liberty. Whilst this objection circulates + +in vague and general expressions, there are but a few who lend their sanction to it. Let each one + +come forward with his particular explanation, and scarce any two are exactly agreed upon the + +subject. In the eyes of one the junction of the Senate with the President in the responsible + +function of appointing to offices, instead of vesting this executive power in the Executive alone, + +is the vicious part of the organization. To another, the exclusion of the House of Representatives, + +whose numbers alone could be a due security against corruption and partiality in the exercise of + +such a power, is equally obnoxious. With another, the admission of the President into any share of a + +power which ever must be a dangerous engine in the hands of the executive magistrate, is an + +unpardonable violation of the maxims of republican jealousy. No part of the arrangement, according + +to some, is more inadmissible than the trial of impeachments by the Senate, which is alternately a + +member both of the legislative and executive departments, when this power so evidently belonged to + +the judiciary department. "We concur fully," reply others, "in the objection to this part of the + +plan, but we can never agree that a reference of impeachments to the judiciary authority would be an + +amendment of the error. Our principal dislike to the organization arises from the extensive powers + +already lodged in that department." Even among the zealous patrons of a council of state the most + +irreconcilable variance is discovered concerning the mode in which it ought to be constituted. The + +demand of one gentleman is, that the council should consist of a small number to be appointed by the + +most numerous branch of the legislature. Another would prefer a larger number, and considers it as a + +fundamental condition that the appointment should be made by the President himself. +As it can give no umbrage to the writers against the plan of the federal Constitution, let us + +suppose, that as they are the most zealous, so they are also the most sagacious, of those who think + +the late convention were unequal to the task assigned them, and that a wiser and better plan might + +and ought to be substituted. Let us further suppose that their country should concur, both in this + +favorable opinion of their merits, and in their unfavorable opinion of the convention; and should + +accordingly proceed to form them into a second convention, with full powers, and for the express + +purpose of revising and remoulding the work of the first. Were the experiment to be seriously made, + +though it required some effort to view it seriously even in fiction, I leave it to be decided by the + +sample of opinions just exhibited, whether, with all their enmity to their predecessors, they would, + +in any one point, depart so widely from their example, as in the discord and ferment that would mark + +their own deliberations; and whether the Constitution, now before the public, would not stand as + +fair a chance for immortality, as Lycurgus gave to that of Sparta, by making its change to depend on + +his own return from exile and death, if it were to be immediately adopted, and were to continue in + +force, not until a BETTER, but until ANOTHER should be agreed upon by this new assembly of + +lawgivers. +It is a matter both of wonder and regret, that those who raise so many objections against the new + +Constitution should never call to mind the defects of that which is to be exchanged for it. It is + +not necessary that the former should be perfect; it is sufficient that the latter is more imperfect. + +No man would refuse to give brass for silver or gold, because the latter had some alloy in it. No + +man would refuse to quit a shattered and tottering habitation for a firm and commodious building, + +because the latter had not a porch to it, or because some of the rooms might be a little larger or + +smaller, or the ceilings a little higher or lower than his fancy would have planned them. But + +waiving illustrations of this sort, is it not manifest that most of the capital objections urged + +against the new system lie with tenfold weight against the existing Confederation? Is an indefinite + +power to raise money dangerous in the hands of the federal government? The present Congress can make + +requisitions to any amount they please, and the States are constitutionally bound to furnish them; + +they can emit bills of credit as long as they will pay for the paper; they can borrow, both abroad + +and at home, as long as a shilling will be lent. Is an indefinite power to raise troops dangerous? + +The Confederation gives to Congress that power also; and they have already begun to make use of it. + +Is it improper and unsafe to intermix the different powers of government in the same body of men? + +Congress, a single body of men, are the sole depositary of all the federal powers. Is it + +particularly dangerous to give the keys of the treasury, and the command of the army, into the same + +hands? The Confederation places them both in the hands of Congress. Is a bill of rights essential to + +liberty? The Confederation has no bill of rights. Is it an objection against the new Constitution, + +that it empowers the Senate, with the concurrence of the Executive, to make treaties which are to be + +the laws of the land? The existing Congress, without any such control, can make treaties which they + +themselves have declared, and most of the States have recognized, to be the supreme law of the land. + +Is the importation of slaves permitted by the new Constitution for twenty years? By the old it is + +permitted forever. +I shall be told, that however dangerous this mixture of powers may be in theory, it is rendered + +harmless by the dependence of Congress on the State for the means of carrying them into practice; + +that however large the mass of powers may be, it is in fact a lifeless mass. Then, say I, in the + +first place, that the Confederation is chargeable with the still greater folly of declaring certain + +powers in the federal government to be absolutely necessary, and at the same time rendering them + +absolutely nugatory; and, in the next place, that if the Union is to continue, and no better + +government be substituted, effective powers must either be granted to, or assumed by, the existing + +Congress; in either of which events, the contrast just stated will hold good. But this is not all. + +Out of this lifeless mass has already grown an excrescent power, which tends to realize all the + +dangers that can be apprehended from a defective construction of the supreme government of the + +Union. It is now no longer a point of speculation and hope, that the Western territory is a mine of + +vast wealth to the United States; and although it is not of such a nature as to extricate them from + +their present distresses, or for some time to come, to yield any regular supplies for the public + +expenses, yet must it hereafter be able, under proper management, both to effect a gradual discharge + +of the domestic debt, and to furnish, for a certain period, liberal tributes to the federal + +treasury. A very large proportion of this fund has been already surrendered by individual States; + +and it may with reason be expected that the remaining States will not persist in withholding similar + +proofs of their equity and generosity. We may calculate, therefore, that a rich and fertile country, + +of an area equal to the inhabited extent of the United States, will soon become a national stock. + +Congress have assumed the administration of this stock. They have begun to render it productive. + +Congress have undertaken to do more: they have proceeded to form new States, to erect temporary + +governments, to appoint officers for them, and to prescribe the conditions on which such States + +shall be admitted into the Confederacy. All this has been done; and done without the least color of + +constitutional authority. Yet no blame has been whispered; no alarm has been sounded. A GREAT and + +INDEPENDENT fund of revenue is passing into the hands of a SINGLE BODY of men, who can RAISE TROOPS + +to an INDEFINITE NUMBER, and appropriate money to their support for an INDEFINITE PERIOD OF TIME. + +And yet there are men, who have not only been silent spectators of this prospect, but who are + +advocates for the system which exhibits it; and, at the same time, urge against the new system the + +objections which we have heard. Would they not act with more consistency, in urging the + +establishment of the latter, as no less necessary to guard the Union against the future powers and + +resources of a body constructed like the existing Congress, than to save it from the dangers + +threatened by the present impotency of that Assembly? +I mean not, by any thing here said, to throw censure on the measures which have been pursued by + +Congress. I am sensible they could not have done otherwise. The public interest, the necessity of + +the case, imposed upon them the task of overleaping their constitutional limits. But is not the fact + +an alarming proof of the danger resulting from a government which does not possess regular powers + +commensurate to its objects? A dissolution or usurpation is the dreadful dilemma to which it is + +continually exposed. +PUBLIUS + + + + +FEDERALIST No. 39. The Conformity of the Plan to Republican Principles + +For the Independent Journal. Wednesday, January 16, 1788 + +MADISON +To the People of the State of New York: +THE last paper having concluded the observations which were meant to introduce a candid survey of + +the plan of government reported by the convention, we now proceed to the execution of that part of + +our undertaking. +The first question that offers itself is, whether the general form and aspect of the government be + +strictly republican. It is evident that no other form would be reconcilable with the genius of the + +people of America; with the fundamental principles of the Revolution; or with that honorable + +determination which animates every votary of freedom, to rest all our political experiments on the + +capacity of mankind for self-government. If the plan of the convention, therefore, be found to + +depart from the republican character, its advocates must abandon it as no longer defensible. +What, then, are the distinctive characters of the republican form? Were an answer to this question + +to be sought, not by recurring to principles, but in the application of the term by political + +writers, to the constitution of different States, no satisfactory one would ever be found. Holland, + +in which no particle of the supreme authority is derived from the people, has passed almost + +universally under the denomination of a republic. The same title has been bestowed on Venice, where + +absolute power over the great body of the people is exercised, in the most absolute manner, by a + +small body of hereditary nobles. Poland, which is a mixture of aristocracy and of monarchy in their + +worst forms, has been dignified with the same appellation. The government of England, which has one + +republican branch only, combined with an hereditary aristocracy and monarchy, has, with equal + +impropriety, been frequently placed on the list of republics. These examples, which are nearly as + +dissimilar to each other as to a genuine republic, show the extreme inaccuracy with which the term + +has been used in political disquisitions. +If we resort for a criterion to the different principles on which different forms of government are + +established, we may define a republic to be, or at least may bestow that name on, a government which + +derives all its powers directly or indirectly from the great body of the people, and is administered + +by persons holding their offices during pleasure, for a limited period, or during good behavior. It + +is ESSENTIAL to such a government that it be derived from the great body of the society, not from an + +inconsiderable proportion, or a favored class of it; otherwise a handful of tyrannical nobles, + +exercising their oppressions by a delegation of their powers, might aspire to the rank of + +republicans, and claim for their government the honorable title of republic. It is SUFFICIENT for + +such a government that the persons administering it be appointed, either directly or indirectly, by + +the people; and that they hold their appointments by either of the tenures just specified; otherwise + +every government in the United States, as well as every other popular government that has been or + +can be well organized or well executed, would be degraded from the republican character. According + +to the constitution of every State in the Union, some or other of the officers of government are + +appointed indirectly only by the people. According to most of them, the chief magistrate himself is + +so appointed. And according to one, this mode of appointment is extended to one of the co-ordinate + +branches of the legislature. According to all the constitutions, also, the tenure of the highest + +offices is extended to a definite period, and in many instances, both within the legislative and + +executive departments, to a period of years. According to the provisions of most of the + +constitutions, again, as well as according to the most respectable and received opinions on the + +subject, the members of the judiciary department are to retain their offices by the firm tenure of + +good behavior. +On comparing the Constitution planned by the convention with the standard here fixed, we perceive at + +once that it is, in the most rigid sense, conformable to it. The House of Representatives, like that + +of one branch at least of all the State legislatures, is elected immediately by the great body of + +the people. The Senate, like the present Congress, and the Senate of Maryland, derives its + +appointment indirectly from the people. The President is indirectly derived from the choice of the + +people, according to the example in most of the States. Even the judges, with all other officers of + +the Union, will, as in the several States, be the choice, though a remote choice, of the people + +themselves, the duration of the appointments is equally conformable to the republican standard, and + +to the model of State constitutions The House of Representatives is periodically elective, as in all + +the States; and for the period of two years, as in the State of South Carolina. The Senate is + +elective, for the period of six years; which is but one year more than the period of the Senate of + +Maryland, and but two more than that of the Senates of New York and Virginia. The President is to + +continue in office for the period of four years; as in New York and Delaware, the chief magistrate + +is elected for three years, and in South Carolina for two years. In the other States the election is + +annual. In several of the States, however, no constitutional provision is made for the impeachment + +of the chief magistrate. And in Delaware and Virginia he is not impeachable till out of office. The + +President of the United States is impeachable at any time during his continuance in office. The + +tenure by which the judges are to hold their places, is, as it unquestionably ought to be, that of + +good behavior. The tenure of the ministerial offices generally, will be a subject of legal + +regulation, conformably to the reason of the case and the example of the State constitutions. +Could any further proof be required of the republican complexion of this system, the most decisive + +one might be found in its absolute prohibition of titles of nobility, both under the federal and the + +State governments; and in its express guaranty of the republican form to each of the latter. +"But it was not sufficient," say the adversaries of the proposed Constitution, "for the convention + +to adhere to the republican form. They ought, with equal care, to have preserved the FEDERAL form, + +which regards the Union as a CONFEDERACY of sovereign states; instead of which, they have framed a + +NATIONAL government, which regards the Union as a CONSOLIDATION of the States." And it is asked by + +what authority this bold and radical innovation was undertaken? The handle which has been made of + +this objection requires that it should be examined with some precision. +Without inquiring into the accuracy of the distinction on which the objection is founded, it will be + +necessary to a just estimate of its force, first, to ascertain the real character of the government + +in question; secondly, to inquire how far the convention were authorized to propose such a + +government; and thirdly, how far the duty they owed to their country could supply any defect of + +regular authority. +First. In order to ascertain the real character of the government, it may be considered in relation + +to the foundation on which it is to be established; to the sources from which its ordinary powers + +are to be drawn; to the operation of those powers; to the extent of them; and to the authority by + +which future changes in the government are to be introduced. +On examining the first relation, it appears, on one hand, that the Constitution is to be founded on + +the assent and ratification of the people of America, given by deputies elected for the special + +purpose; but, on the other, that this assent and ratification is to be given by the people, not as + +individuals composing one entire nation, but as composing the distinct and independent States to + +which they respectively belong. It is to be the assent and ratification of the several States, + +derived from the supreme authority in each State, the authority of the people themselves. The act, + +therefore, establishing the Constitution, will not be a NATIONAL, but a FEDERAL act. +That it will be a federal and not a national act, as these terms are understood by the objectors; + +the act of the people, as forming so many independent States, not as forming one aggregate nation, + +is obvious from this single consideration, that it is to result neither from the decision of a + +MAJORITY of the people of the Union, nor from that of a MAJORITY of the States. It must result from + +the UNANIMOUS assent of the several States that are parties to it, differing no otherwise from their + +ordinary assent than in its being expressed, not by the legislative authority, but by that of the + +people themselves. Were the people regarded in this transaction as forming one nation, the will of + +the majority of the whole people of the United States would bind the minority, in the same manner as + +the majority in each State must bind the minority; and the will of the majority must be determined + +either by a comparison of the individual votes, or by considering the will of the majority of the + +States as evidence of the will of a majority of the people of the United States. Neither of these + +rules have been adopted. Each State, in ratifying the Constitution, is considered as a sovereign + +body, independent of all others, and only to be bound by its own voluntary act. In this relation, + +then, the new Constitution will, if established, be a FEDERAL, and not a NATIONAL constitution. +The next relation is, to the sources from which the ordinary powers of government are to be derived. + +The House of Representatives will derive its powers from the people of America; and the people will + +be represented in the same proportion, and on the same principle, as they are in the legislature of + +a particular State. So far the government is NATIONAL, not FEDERAL. The Senate, on the other hand, + +will derive its powers from the States, as political and coequal societies; and these will be + +represented on the principle of equality in the Senate, as they now are in the existing Congress. So + +far the government is FEDERAL, not NATIONAL. The executive power will be derived from a very + +compound source. The immediate election of the President is to be made by the States in their + +political characters. The votes allotted to them are in a compound ratio, which considers them + +partly as distinct and coequal societies, partly as unequal members of the same society. The + +eventual election, again, is to be made by that branch of the legislature which consists of the + +national representatives; but in this particular act they are to be thrown into the form of + +individual delegations, from so many distinct and coequal bodies politic. From this aspect of the + +government it appears to be of a mixed character, presenting at least as many FEDERAL as NATIONAL + +features. +The difference between a federal and national government, as it relates to the OPERATION OF THE + +GOVERNMENT, is supposed to consist in this, that in the former the powers operate on the political + +bodies composing the Confederacy, in their political capacities; in the latter, on the individual + +citizens composing the nation, in their individual capacities. On trying the Constitution by this + +criterion, it falls under the NATIONAL, not the FEDERAL character; though perhaps not so completely + +as has been understood. In several cases, and particularly in the trial of controversies to which + +States may be parties, they must be viewed and proceeded against in their collective and political + +capacities only. So far the national countenance of the government on this side seems to be + +disfigured by a few federal features. But this blemish is perhaps unavoidable in any plan; and the + +operation of the government on the people, in their individual capacities, in its ordinary and most + +essential proceedings, may, on the whole, designate it, in this relation, a NATIONAL government. +But if the government be national with regard to the OPERATION of its powers, it changes its aspect + +again when we contemplate it in relation to the EXTENT of its powers. The idea of a national + +government involves in it, not only an authority over the individual citizens, but an indefinite + +supremacy over all persons and things, so far as they are objects of lawful government. Among a + +people consolidated into one nation, this supremacy is completely vested in the national + +legislature. Among communities united for particular purposes, it is vested partly in the general + +and partly in the municipal legislatures. In the former case, all local authorities are subordinate + +to the supreme; and may be controlled, directed, or abolished by it at pleasure. In the latter, the + +local or municipal authorities form distinct and independent portions of the supremacy, no more + +subject, within their respective spheres, to the general authority, than the general authority is + +subject to them, within its own sphere. In this relation, then, the proposed government cannot be + +deemed a NATIONAL one; since its jurisdiction extends to certain enumerated objects only, and leaves + +to the several States a residuary and inviolable sovereignty over all other objects. It is true that + +in controversies relating to the boundary between the two jurisdictions, the tribunal which is + +ultimately to decide, is to be established under the general government. But this does not change + +the principle of the case. The decision is to be impartially made, according to the rules of the + +Constitution; and all the usual and most effectual precautions are taken to secure this + +impartiality. Some such tribunal is clearly essential to prevent an appeal to the sword and a + +dissolution of the compact; and that it ought to be established under the general rather than under + +the local governments, or, to speak more properly, that it could be safely established under the + +first alone, is a position not likely to be combated. +If we try the Constitution by its last relation to the authority by which amendments are to be made, + +we find it neither wholly NATIONAL nor wholly FEDERAL. Were it wholly national, the supreme and + +ultimate authority would reside in the MAJORITY of the people of the Union; and this authority would + +be competent at all times, like that of a majority of every national society, to alter or abolish + +its established government. Were it wholly federal, on the other hand, the concurrence of each State + +in the Union would be essential to every alteration that would be binding on all. The mode provided + +by the plan of the convention is not founded on either of these principles. In requiring more than a + +majority, and principles. In requiring more than a majority, and particularly in computing the + +proportion by STATES, not by CITIZENS, it departs from the NATIONAL and advances towards the FEDERAL + +character; in rendering the concurrence of less than the whole number of States sufficient, it loses + +again the FEDERAL and partakes of the NATIONAL character. +The proposed Constitution, therefore, is, in strictness, neither a national nor a federal + +Constitution, but a composition of both. In its foundation it is federal, not national; in the + +sources from which the ordinary powers of the government are drawn, it is partly federal and partly + +national; in the operation of these powers, it is national, not federal; in the extent of them, + +again, it is federal, not national; and, finally, in the authoritative mode of introducing + +amendments, it is neither wholly federal nor wholly national. +PUBLIUS + + + + +FEDERALIST No. 40. On the Powers of the Convention to Form a Mixed Government Examined and + +Sustained. + +For the New York Packet. Friday, January 18, 1788. + +MADISON +To the People of the State of New York: +THE SECOND point to be examined is, whether the convention were authorized to frame and propose this + +mixed Constitution. +The powers of the convention ought, in strictness, to be determined by an inspection of the + +commissions given to the members by their respective constituents. As all of these, however, had + +reference, either to the recommendation from the meeting at Annapolis, in September, 1786, or to + +that from Congress, in February, 1787, it will be sufficient to recur to these particular acts. +The act from Annapolis recommends the "appointment of commissioners to take into consideration the + +situation of the United States; to devise SUCH FURTHER PROVISIONS as shall appear to them necessary + +to render the Constitution of the federal government ADEQUATE TO THE EXIGENCIES OF THE UNION; and to + +report such an act for that purpose, to the United States in Congress assembled, as when agreed to + +by them, and afterwards confirmed by the legislature of every State, will effectually provide for + +the same." +The recommendatory act of Congress is in the words following: "WHEREAS, There is provision in the + +articles of Confederation and perpetual Union, for making alterations therein, by the assent of a + +Congress of the United States, and of the legislatures of the several States; and whereas experience + +hath evinced, that there are defects in the present Confederation; as a mean to remedy which, + +several of the States, and PARTICULARLY THE STATE OF NEW YORK, by express instructions to their + +delegates in Congress, have suggested a convention for the purposes expressed in the following + +resolution; and such convention appearing to be the most probable mean of establishing in these + +States A FIRM NATIONAL GOVERNMENT: +"Resolved, That in the opinion of Congress it is expedient, that on the second Monday of May next a + +convention of delegates, who shall have been appointed by the several States, be held at + +Philadelphia, for the sole and express purpose OF REVISING THE ARTICLES OF CONFEDERATION, and + +reporting to Congress and the several legislatures such ALTERATIONS AND PROVISIONS THEREIN, as + +shall, when agreed to in Congress, and confirmed by the States, render the federal Constitution + +ADEQUATE TO THE EXIGENCIES OF GOVERNMENT AND THE PRESERVATION OF THE UNION." +From these two acts, it appears, 1st, that the object of the convention was to establish, in these + +States, A FIRM NATIONAL GOVERNMENT; 2d, that this government was to be such as would be ADEQUATE TO + +THE EXIGENCIES OF GOVERNMENT and THE PRESERVATION OF THE UNION; 3d, that these purposes were to be + +effected by ALTERATIONS AND PROVISIONS IN THE ARTICLES OF CONFEDERATION, as it is expressed in the + +act of Congress, or by SUCH FURTHER PROVISIONS AS SHOULD APPEAR NECESSARY, as it stands in the + +recommendatory act from Annapolis; 4th, that the alterations and provisions were to be reported to + +Congress, and to the States, in order to be agreed to by the former and confirmed by the latter. +From a comparison and fair construction of these several modes of expression, is to be deduced the + +authority under which the convention acted. They were to frame a NATIONAL GOVERNMENT, adequate to + +the EXIGENCIES OF GOVERNMENT, and OF THE UNION; and to reduce the articles of Confederation into + +such form as to accomplish these purposes. +There are two rules of construction, dictated by plain reason, as well as founded on legal axioms. + +The one is, that every part of the expression ought, if possible, to be allowed some meaning, and be + +made to conspire to some common end. The other is, that where the several parts cannot be made to + +coincide, the less important should give way to the more important part; the means should be + +sacrificed to the end, rather than the end to the means. +Suppose, then, that the expressions defining the authority of the convention were irreconcilably at + +variance with each other; that a NATIONAL and ADEQUATE GOVERNMENT could not possibly, in the + +judgment of the convention, be affected by ALTERATIONS and PROVISIONS in the ARTICLES OF + +CONFEDERATION; which part of the definition ought to have been embraced, and which rejected? Which + +was the more important, which the less important part? Which the end; which the means? Let the most + +scrupulous expositors of delegated powers; let the most inveterate objectors against those exercised + +by the convention, answer these questions. Let them declare, whether it was of most importance to + +the happiness of the people of America, that the articles of Confederation should be disregarded, + +and an adequate government be provided, and the Union preserved; or that an adequate government + +should be omitted, and the articles of Confederation preserved. Let them declare, whether the + +preservation of these articles was the end, for securing which a reform of the government was to be + +introduced as the means; or whether the establishment of a government, adequate to the national + +happiness, was the end at which these articles themselves originally aimed, and to which they ought, + +as insufficient means, to have been sacrificed. +But is it necessary to suppose that these expressions are absolutely irreconcilable to each other; + +that no ALTERATIONS or PROVISIONS in the articles of the confederation could possibly mould them + +into a national and adequate government; into such a government as has been proposed by the + +convention? +No stress, it is presumed, will, in this case, be laid on the TITLE; a change of that could never be + +deemed an exercise of ungranted power. ALTERATIONS in the body of the instrument are expressly + +authorized. NEW PROVISIONS therein are also expressly authorized. Here then is a power to change the + +title; to insert new articles; to alter old ones. Must it of necessity be admitted that this power + +is infringed, so long as a part of the old articles remain? Those who maintain the affirmative ought + +at least to mark the boundary between authorized and usurped innovations; between that degree of + +change which lies within the compass of ALTERATIONS AND FURTHER PROVISIONS, and that which amounts + +to a TRANSMUTATION of the government. Will it be said that the alterations ought not to have touched + +the substance of the Confederation? The States would never have appointed a convention with so much + +solemnity, nor described its objects with so much latitude, if some SUBSTANTIAL reform had not been + +in contemplation. Will it be said that the FUNDAMENTAL PRINCIPLES of the Confederation were not + +within the purview of the convention, and ought not to have been varied? I ask, What are these + +principles? Do they require that, in the establishment of the Constitution, the States should be + +regarded as distinct and independent sovereigns? They are so regarded by the Constitution proposed. + +Do they require that the members of the government should derive their appointment from the + +legislatures, not from the people of the States? One branch of the new government is to be appointed + +by these legislatures; and under the Confederation, the delegates to Congress MAY ALL be appointed + +immediately by the people, and in two States(1) are actually so appointed. Do they require that the + +powers of the government should act on the States, and not immediately on individuals? In some + +instances, as has been shown, the powers of the new government will act on the States in their + +collective characters. In some instances, also, those of the existing government act immediately on + +individuals. In cases of capture; of piracy; of the post office; of coins, weights, and measures; of + +trade with the Indians; of claims under grants of land by different States; and, above all, in the + +case of trials by courts-marshal in the army and navy, by which death may be inflicted without the + +intervention of a jury, or even of a civil magistrate; in all these cases the powers of the + +Confederation operate immediately on the persons and interests of individual citizens. Do these + +fundamental principles require, particularly, that no tax should be levied without the intermediate + +agency of the States? The Confederation itself authorizes a direct tax, to a certain extent, on the + +post office. The power of coinage has been so construed by Congress as to levy a tribute immediately + +from that source also. But pretermitting these instances, was it not an acknowledged object of the + +convention and the universal expectation of the people, that the regulation of trade should be + +submitted to the general government in such a form as would render it an immediate source of general + +revenue? Had not Congress repeatedly recommended this measure as not inconsistent with the + +fundamental principles of the Confederation? Had not every State but one; had not New York herself, + +so far complied with the plan of Congress as to recognize the PRINCIPLE of the innovation? Do these + +principles, in fine, require that the powers of the general government should be limited, and that, + +beyond this limit, the States should be left in possession of their sovereignty and independence? We + +have seen that in the new government, as in the old, the general powers are limited; and that the + +States, in all unenumerated cases, are left in the enjoyment of their sovereign and independent + +jurisdiction. +The truth is, that the great principles of the Constitution proposed by the convention may be + +considered less as absolutely new, than as the expansion of principles which are found in the + +articles of Confederation. The misfortune under the latter system has been, that these principles + +are so feeble and confined as to justify all the charges of inefficiency which have been urged + +against it, and to require a degree of enlargement which gives to the new system the aspect of an + +entire transformation of the old. +In one particular it is admitted that the convention have departed from the tenor of their + +commission. Instead of reporting a plan requiring the confirmation OF THE LEGISLATURES OF ALL THE + +STATES, they have reported a plan which is to be confirmed by the PEOPLE, and may be carried into + +effect by NINE STATES ONLY. It is worthy of remark that this objection, though the most plausible, + +has been the least urged in the publications which have swarmed against the convention. The + +forbearance can only have proceeded from an irresistible conviction of the absurdity of subjecting + +the fate of twelve States to the perverseness or corruption of a thirteenth; from the example of + +inflexible opposition given by a MAJORITY of one sixtieth of the people of America to a measure + +approved and called for by the voice of twelve States, comprising fifty-nine sixtieths of the people + +an example still fresh in the memory and indignation of every citizen who has felt for the wounded + +honor and prosperity of his country. As this objection, therefore, has been in a manner waived by + +those who have criticised the powers of the convention, I dismiss it without further observation. +The THIRD point to be inquired into is, how far considerations of duty arising out of the case + +itself could have supplied any defect of regular authority. +In the preceding inquiries the powers of the convention have been analyzed and tried with the same + +rigor, and by the same rules, as if they had been real and final powers for the establishment of a + +Constitution for the United States. We have seen in what manner they have borne the trial even on + +that supposition. It is time now to recollect that the powers were merely advisory and + +recommendatory; that they were so meant by the States, and so understood by the convention; and that + +the latter have accordingly planned and proposed a Constitution which is to be of no more + +consequence than the paper on which it is written, unless it be stamped with the approbation of + +those to whom it is addressed. This reflection places the subject in a point of view altogether + +different, and will enable us to judge with propriety of the course taken by the convention. +Let us view the ground on which the convention stood. It may be collected from their proceedings, + +that they were deeply and unanimously impressed with the crisis, which had led their country almost + +with one voice to make so singular and solemn an experiment for correcting the errors of a system by + +which this crisis had been produced; that they were no less deeply and unanimously convinced that + +such a reform as they have proposed was absolutely necessary to effect the purposes of their + +appointment. It could not be unknown to them that the hopes and expectations of the great body of + +citizens, throughout this great empire, were turned with the keenest anxiety to the event of their + +deliberations. They had every reason to believe that the contrary sentiments agitated the minds and + +bosoms of every external and internal foe to the liberty and prosperity of the United States. They + +had seen in the origin and progress of the experiment, the alacrity with which the PROPOSITION, made + +by a single State (Virginia), towards a partial amendment of the Confederation, had been attended to + +and promoted. They had seen the LIBERTY ASSUMED by a VERY FEW deputies from a VERY FEW States, + +convened at Annapolis, of recommending a great and critical object, wholly foreign to their + +commission, not only justified by the public opinion, but actually carried into effect by twelve out + +of the thirteen States. They had seen, in a variety of instances, assumptions by Congress, not only + +of recommendatory, but of operative, powers, warranted, in the public estimation, by occasions and + +objects infinitely less urgent than those by which their conduct was to be governed. They must have + +reflected, that in all great changes of established governments, forms ought to give way to + +substance; that a rigid adherence in such cases to the former, would render nominal and nugatory the + +transcendent and precious right of the people to "abolish or alter their governments as to them + +shall seem most likely to effect their safety and happiness,"(2) since it is impossible for the + +people spontaneously and universally to move in concert towards their object; and it is therefore + +essential that such changes be instituted by some INFORMAL AND UNAUTHORIZED PROPOSITIONS, made by + +some patriotic and respectable citizen or number of citizens. They must have recollected that it was + +by this irregular and assumed privilege of proposing to the people plans for their safety and + +happiness, that the States were first united against the danger with which they were threatened by + +their ancient government; that committees and congresses were formed for concentrating their efforts + +and defending their rights; and that CONVENTIONS were ELECTED in THE SEVERAL STATES for establishing + +the constitutions under which they are now governed; nor could it have been forgotten that no little + +ill-timed scruples, no zeal for adhering to ordinary forms, were anywhere seen, except in those who + +wished to indulge, under these masks, their secret enmity to the substance contended for. They must + +have borne in mind, that as the plan to be framed and proposed was to be submitted TO THE PEOPLE + +THEMSELVES, the disapprobation of this supreme authority would destroy it forever; its approbation + +blot out antecedent errors and irregularities. It might even have occurred to them, that where a + +disposition to cavil prevailed, their neglect to execute the degree of power vested in them, and + +still more their recommendation of any measure whatever, not warranted by their commission, would + +not less excite animadversion, than a recommendation at once of a measure fully commensurate to the + +national exigencies. +Had the convention, under all these impressions, and in the midst of all these considerations, + +instead of exercising a manly confidence in their country, by whose confidence they had been so + +peculiarly distinguished, and of pointing out a system capable, in their judgment, of securing its + +happiness, taken the cold and sullen resolution of disappointing its ardent hopes, of sacrificing + +substance to forms, of committing the dearest interests of their country to the uncertainties of + +delay and the hazard of events, let me ask the man who can raise his mind to one elevated + +conception, who can awaken in his bosom one patriotic emotion, what judgment ought to have been + +pronounced by the impartial world, by the friends of mankind, by every virtuous citizen, on the + +conduct and character of this assembly? Or if there be a man whose propensity to condemn is + +susceptible of no control, let me then ask what sentence he has in reserve for the twelve States who + +USURPED THE POWER of sending deputies to the convention, a body utterly unknown to their + +constitutions; for Congress, who recommended the appointment of this body, equally unknown to the + +Confederation; and for the State of New York, in particular, which first urged and then complied + +with this unauthorized interposition? +But that the objectors may be disarmed of every pretext, it shall be granted for a moment that the + +convention were neither authorized by their commission, nor justified by circumstances in proposing + +a Constitution for their country: does it follow that the Constitution ought, for that reason alone, + +to be rejected? If, according to the noble precept, it be lawful to accept good advice even from an + +enemy, shall we set the ignoble example of refusing such advice even when it is offered by our + +friends? The prudent inquiry, in all cases, ought surely to be, not so much FROM WHOM the advice + +comes, as whether the advice be GOOD. +The sum of what has been here advanced and proved is, that the charge against the convention of + +exceeding their powers, except in one instance little urged by the objectors, has no foundation to + +support it; that if they had exceeded their powers, they were not only warranted, but required, as + +the confidential servants of their country, by the circumstances in which they were placed, to + +exercise the liberty which they assume; and that finally, if they had violated both their powers and + +their obligations, in proposing a Constitution, this ought nevertheless to be embraced, if it be + +calculated to accomplish the views and happiness of the people of America. How far this character is + +due to the Constitution, is the subject under investigation. +PUBLIUS +1. Connecticut and Rhode Island. +2. Declaration of Independence. + + + + +FEDERALIST No. 41. General View of the Powers Conferred by The Constitution + +For the Independent Journal. Saturday, January 19, 1788 + +MADISON +To the People of the State of New York: +THE Constitution proposed by the convention may be considered under two general points of view. The + +FIRST relates to the sum or quantity of power which it vests in the government, including the + +restraints imposed on the States. The SECOND, to the particular structure of the government, and the + +distribution of this power among its several branches. +Under the FIRST view of the subject, two important questions arise: 1. Whether any part of the + +powers transferred to the general government be unnecessary or improper? 2. Whether the entire mass + +of them be dangerous to the portion of jurisdiction left in the several States? +Is the aggregate power of the general government greater than ought to have been vested in it? This + +is the FIRST question. +It cannot have escaped those who have attended with candor to the arguments employed against the + +extensive powers of the government, that the authors of them have very little considered how far + +these powers were necessary means of attaining a necessary end. They have chosen rather to dwell on + +the inconveniences which must be unavoidably blended with all political advantages; and on the + +possible abuses which must be incident to every power or trust, of which a beneficial use can be + +made. This method of handling the subject cannot impose on the good sense of the people of America. + +It may display the subtlety of the writer; it may open a boundless field for rhetoric and + +declamation; it may inflame the passions of the unthinking, and may confirm the prejudices of the + +misthinking: but cool and candid people will at once reflect, that the purest of human blessings + +must have a portion of alloy in them; that the choice must always be made, if not of the lesser + +evil, at least of the GREATER, not the PERFECT, good; and that in every political institution, a + +power to advance the public happiness involves a discretion which may be misapplied and abused. They + +will see, therefore, that in all cases where power is to be conferred, the point first to be decided + +is, whether such a power be necessary to the public good; as the next will be, in case of an + +affirmative decision, to guard as effectually as possible against a perversion of the power to the + +public detriment. +That we may form a correct judgment on this subject, it will be proper to review the several powers + +conferred on the government of the Union; and that this may be the more conveniently done they may + +be reduced into different classes as they relate to the following different objects: 1. Security + +against foreign danger; 2. Regulation of the intercourse with foreign nations; 3. Maintenance of + +harmony and proper intercourse among the States; 4. Certain miscellaneous objects of general + +utility; 5. Restraint of the States from certain injurious acts; 6. Provisions for giving due + +efficacy to all these powers. +The powers falling within the FIRST class are those of declaring war and granting letters of marque; + +of providing armies and fleets; of regulating and calling forth the militia; of levying and + +borrowing money. +Security against foreign danger is one of the primitive objects of civil society. It is an avowed + +and essential object of the American Union. The powers requisite for attaining it must be + +effectually confided to the federal councils. +Is the power of declaring war necessary? No man will answer this question in the negative. It would + +be superfluous, therefore, to enter into a proof of the affirmative. The existing Confederation + +establishes this power in the most ample form. +Is the power of raising armies and equipping fleets necessary? This is involved in the foregoing + +power. It is involved in the power of self-defense. +But was it necessary to give an INDEFINITE POWER of raising TROOPS, as well as providing fleets; and + +of maintaining both in PEACE, as well as in WAR? +The answer to these questions has been too far anticipated in another place to admit an extensive + +discussion of them in this place. The answer indeed seems to be so obvious and conclusive as + +scarcely to justify such a discussion in any place. With what color of propriety could the force + +necessary for defense be limited by those who cannot limit the force of offense? If a federal + +Constitution could chain the ambition or set bounds to the exertions of all other nations, then + +indeed might it prudently chain the discretion of its own government, and set bounds to the + +exertions for its own safety. +How could a readiness for war in time of peace be safely prohibited, unless we could prohibit, in + +like manner, the preparations and establishments of every hostile nation? The means of security can + +only be regulated by the means and the danger of attack. They will, in fact, be ever determined by + +these rules, and by no others. It is in vain to oppose constitutional barriers to the impulse of + +self-preservation. It is worse than in vain; because it plants in the Constitution itself necessary + +usurpations of power, every precedent of which is a germ of unnecessary and multiplied repetitions. + +If one nation maintains constantly a disciplined army, ready for the service of ambition or revenge, + +it obliges the most pacific nations who may be within the reach of its enterprises to take + +corresponding precautions. The fifteenth century was the unhappy epoch of military establishments in + +the time of peace. They were introduced by Charles VII. of France. All Europe has followed, or been + +forced into, the example. Had the example not been followed by other nations, all Europe must long + +ago have worn the chains of a universal monarch. Were every nation except France now to disband its + +peace establishments, the same event might follow. The veteran legions of Rome were an overmatch for + +the undisciplined valor of all other nations and rendered her the mistress of the world. +Not the less true is it, that the liberties of Rome proved the final victim to her military + +triumphs; and that the liberties of Europe, as far as they ever existed, have, with few exceptions, + +been the price of her military establishments. A standing force, therefore, is a dangerous, at the + +same time that it may be a necessary, provision. On the smallest scale it has its inconveniences. On + +an extensive scale its consequences may be fatal. On any scale it is an object of laudable + +circumspection and precaution. A wise nation will combine all these considerations; and, whilst it + +does not rashly preclude itself from any resource which may become essential to its safety, will + +exert all its prudence in diminishing both the necessity and the danger of resorting to one which + +may be inauspicious to its liberties. +The clearest marks of this prudence are stamped on the proposed Constitution. The Union itself, + +which it cements and secures, destroys every pretext for a military establishment which could be + +dangerous. America united, with a handful of troops, or without a single soldier, exhibits a more + +forbidding posture to foreign ambition than America disunited, with a hundred thousand veterans + +ready for combat. It was remarked, on a former occasion, that the want of this pretext had saved the + +liberties of one nation in Europe. Being rendered by her insular situation and her maritime + +resources impregnable to the armies of her neighbors, the rulers of Great Britain have never been + +able, by real or artificial dangers, to cheat the public into an extensive peace establishment. The + +distance of the United States from the powerful nations of the world gives them the same happy + +security. A dangerous establishment can never be necessary or plausible, so long as they continue a + +united people. But let it never, for a moment, be forgotten that they are indebted for this + +advantage to the Union alone. The moment of its dissolution will be the date of a new order of + +things. The fears of the weaker, or the ambition of the stronger States, or Confederacies, will set + +the same example in the New, as Charles VII. did in the Old World. The example will be followed here + +from the same motives which produced universal imitation there. Instead of deriving from our + +situation the precious advantage which Great Britain has derived from hers, the face of America will + +be but a copy of that of the continent of Europe. It will present liberty everywhere crushed between + +standing armies and perpetual taxes. The fortunes of disunited America will be even more disastrous + +than those of Europe. The sources of evil in the latter are confined to her own limits. No superior + +powers of another quarter of the globe intrigue among her rival nations, inflame their mutual + +animosities, and render them the instruments of foreign ambition, jealousy, and revenge. In America + +the miseries springing from her internal jealousies, contentions, and wars, would form a part only + +of her lot. A plentiful addition of evils would have their source in that relation in which Europe + +stands to this quarter of the earth, and which no other quarter of the earth bears to Europe. +This picture of the consequences of disunion cannot be too highly colored, or too often exhibited. + +Every man who loves peace, every man who loves his country, every man who loves liberty, ought to + +have it ever before his eyes, that he may cherish in his heart a due attachment to the Union of + +America, and be able to set a due value on the means of preserving it. +Next to the effectual establishment of the Union, the best possible precaution against danger from + +standing armies is a limitation of the term for which revenue may be appropriated to their support. + +This precaution the Constitution has prudently added. I will not repeat here the observations which + +I flatter myself have placed this subject in a just and satisfactory light. But it may not be + +improper to take notice of an argument against this part of the Constitution, which has been drawn + +from the policy and practice of Great Britain. It is said that the continuance of an army in that + +kingdom requires an annual vote of the legislature; whereas the American Constitution has lengthened + +this critical period to two years. This is the form in which the comparison is usually stated to the + +public: but is it a just form? Is it a fair comparison? Does the British Constitution restrain the + +parliamentary discretion to one year? Does the American impose on the Congress appropriations for + +two years? On the contrary, it cannot be unknown to the authors of the fallacy themselves, that the + +British Constitution fixes no limit whatever to the discretion of the legislature, and that the + +American ties down the legislature to two years, as the longest admissible term. +Had the argument from the British example been truly stated, it would have stood thus: The term for + +which supplies may be appropriated to the army establishment, though unlimited by the British + +Constitution, has nevertheless, in practice, been limited by parliamentary discretion to a single + +year. Now, if in Great Britain, where the House of Commons is elected for seven years; where so + +great a proportion of the members are elected by so small a proportion of the people; where the + +electors are so corrupted by the representatives, and the representatives so corrupted by the Crown, + +the representative body can possess a power to make appropriations to the army for an indefinite + +term, without desiring, or without daring, to extend the term beyond a single year, ought not + +suspicion herself to blush, in pretending that the representatives of the United States, elected + +FREELY by the WHOLE BODY of the people, every SECOND YEAR, cannot be safely intrusted with the + +discretion over such appropriations, expressly limited to the short period of TWO YEARS? +A bad cause seldom fails to betray itself. Of this truth, the management of the opposition to the + +federal government is an unvaried exemplification. But among all the blunders which have been + +committed, none is more striking than the attempt to enlist on that side the prudent jealousy + +entertained by the people, of standing armies. The attempt has awakened fully the public attention + +to that important subject; and has led to investigations which must terminate in a thorough and + +universal conviction, not only that the constitution has provided the most effectual guards against + +danger from that quarter, but that nothing short of a Constitution fully adequate to the national + +defense and the preservation of the Union, can save America from as many standing armies as it may + +be split into States or Confederacies, and from such a progressive augmentation, of these + +establishments in each, as will render them as burdensome to the properties and ominous to the + +liberties of the people, as any establishment that can become necessary, under a united and + +efficient government, must be tolerable to the former and safe to the latter. +The palpable necessity of the power to provide and maintain a navy has protected that part of the + +Constitution against a spirit of censure, which has spared few other parts. It must, indeed, be + +numbered among the greatest blessings of America, that as her Union will be the only source of her + +maritime strength, so this will be a principal source of her security against danger from abroad. In + +this respect our situation bears another likeness to the insular advantage of Great Britain. The + +batteries most capable of repelling foreign enterprises on our safety, are happily such as can never + +be turned by a perfidious government against our liberties. +The inhabitants of the Atlantic frontier are all of them deeply interested in this provision for + +naval protection, and if they have hitherto been suffered to sleep quietly in their beds; if their + +property has remained safe against the predatory spirit of licentious adventurers; if their maritime + +towns have not yet been compelled to ransom themselves from the terrors of a conflagration, by + +yielding to the exactions of daring and sudden invaders, these instances of good fortune are not to + +be ascribed to the capacity of the existing government for the protection of those from whom it + +claims allegiance, but to causes that are fugitive and fallacious. If we except perhaps Virginia and + +Maryland, which are peculiarly vulnerable on their eastern frontiers, no part of the Union ought to + +feel more anxiety on this subject than New York. Her seacoast is extensive. A very important + +district of the State is an island. The State itself is penetrated by a large navigable river for + +more than fifty leagues. The great emporium of its commerce, the great reservoir of its wealth, lies + +every moment at the mercy of events, and may almost be regarded as a hostage for ignominious + +compliances with the dictates of a foreign enemy, or even with the rapacious demands of pirates and + +barbarians. Should a war be the result of the precarious situation of European affairs, and all the + +unruly passions attending it be let loose on the ocean, our escape from insults and depredations, + +not only on that element, but every part of the other bordering on it, will be truly miraculous. In + +the present condition of America, the States more immediately exposed to these calamities have + +nothing to hope from the phantom of a general government which now exists; and if their single + +resources were equal to the task of fortifying themselves against the danger, the object to be + +protected would be almost consumed by the means of protecting them. +The power of regulating and calling forth the militia has been already sufficiently vindicated and + +explained. +The power of levying and borrowing money, being the sinew of that which is to be exerted in the + +national defense, is properly thrown into the same class with it. This power, also, has been + +examined already with much attention, and has, I trust, been clearly shown to be necessary, both in + +the extent and form given to it by the Constitution. I will address one additional reflection only + +to those who contend that the power ought to have been restrained to external—taxation by which they + +mean, taxes on articles imported from other countries. It cannot be doubted that this will always be + +a valuable source of revenue; that for a considerable time it must be a principal source; that at + +this moment it is an essential one. But we may form very mistaken ideas on this subject, if we do + +not call to mind in our calculations, that the extent of revenue drawn from foreign commerce must + +vary with the variations, both in the extent and the kind of imports; and that these variations do + +not correspond with the progress of population, which must be the general measure of the public + +wants. As long as agriculture continues the sole field of labor, the importation of manufactures + +must increase as the consumers multiply. As soon as domestic manufactures are begun by the hands not + +called for by agriculture, the imported manufactures will decrease as the numbers of people + +increase. In a more remote stage, the imports may consist in a considerable part of raw materials, + +which will be wrought into articles for exportation, and will, therefore, require rather the + +encouragement of bounties, than to be loaded with discouraging duties. A system of government, meant + +for duration, ought to contemplate these revolutions, and be able to accommodate itself to them. +Some, who have not denied the necessity of the power of taxation, have grounded a very fierce attack + +against the Constitution, on the language in which it is defined. It has been urged and echoed, that + +the power "to lay and collect taxes, duties, imposts, and excises, to pay the debts, and provide for + +the common defense and general welfare of the United States," amounts to an unlimited commission to + +exercise every power which may be alleged to be necessary for the common defense or general welfare. + +No stronger proof could be given of the distress under which these writers labor for objections, + +than their stooping to such a misconstruction. +Had no other enumeration or definition of the powers of the Congress been found in the Constitution, + +than the general expressions just cited, the authors of the objection might have had some color for + +it; though it would have been difficult to find a reason for so awkward a form of describing an + +authority to legislate in all possible cases. A power to destroy the freedom of the press, the trial + +by jury, or even to regulate the course of descents, or the forms of conveyances, must be very + +singularly expressed by the terms "to raise money for the general welfare." +But what color can the objection have, when a specification of the objects alluded to by these + +general terms immediately follows, and is not even separated by a longer pause than a semicolon? If + +the different parts of the same instrument ought to be so expounded, as to give meaning to every + +part which will bear it, shall one part of the same sentence be excluded altogether from a share in + +the meaning; and shall the more doubtful and indefinite terms be retained in their full extent, and + +the clear and precise expressions be denied any signification whatsoever? For what purpose could the + +enumeration of particular powers be inserted, if these and all others were meant to be included in + +the preceding general power? Nothing is more natural nor common than first to use a general phrase, + +and then to explain and qualify it by a recital of particulars. But the idea of an enumeration of + +particulars which neither explain nor qualify the general meaning, and can have no other effect than + +to confound and mislead, is an absurdity, which, as we are reduced to the dilemma of charging either + +on the authors of the objection or on the authors of the Constitution, we must take the liberty of + +supposing, had not its origin with the latter. +The objection here is the more extraordinary, as it appears that the language used by the convention + +is a copy from the articles of Confederation. The objects of the Union among the States, as + +described in article third, are "their common defense, security of their liberties, and mutual and + +general welfare." The terms of article eighth are still more identical: "All charges of war and all + +other expenses that shall be incurred for the common defense or general welfare, and allowed by the + +United States in Congress, shall be defrayed out of a common treasury," etc. A similar language + +again occurs in article ninth. Construe either of these articles by the rules which would justify + +the construction put on the new Constitution, and they vest in the existing Congress a power to + +legislate in all cases whatsoever. But what would have been thought of that assembly, if, attaching + +themselves to these general expressions, and disregarding the specifications which ascertain and + +limit their import, they had exercised an unlimited power of providing for the common defense and + +general welfare? I appeal to the objectors themselves, whether they would in that case have employed + +the same reasoning in justification of Congress as they now make use of against the convention. How + +difficult it is for error to escape its own condemnation! +PUBLIUS + + + + +FEDERALIST No. 42. The Powers Conferred by the Constitution Further Considered + +From the New York Packet. Tuesday, January 22, 1788. + +MADISON +To the People of the State of New York: +THE SECOND class of powers, lodged in the general government, consists of those which regulate the + +intercourse with foreign nations, to wit: to make treaties; to send and receive ambassadors, other + +public ministers, and consuls; to define and punish piracies and felonies committed on the high + +seas, and offenses against the law of nations; to regulate foreign commerce, including a power to + +prohibit, after the year 1808, the importation of slaves, and to lay an intermediate duty of ten + +dollars per head, as a discouragement to such importations. +This class of powers forms an obvious and essential branch of the federal administration. If we are + +to be one nation in any respect, it clearly ought to be in respect to other nations. +The powers to make treaties and to send and receive ambassadors, speak their own propriety. Both of + +them are comprised in the articles of Confederation, with this difference only, that the former is + +disembarrassed, by the plan of the convention, of an exception, under which treaties might be + +substantially frustrated by regulations of the States; and that a power of appointing and receiving + +"other public ministers and consuls," is expressly and very properly added to the former provision + +concerning ambassadors. The term ambassador, if taken strictly, as seems to be required by the + +second of the articles of Confederation, comprehends the highest grade only of public ministers, and + +excludes the grades which the United States will be most likely to prefer, where foreign embassies + +may be necessary. And under no latitude of construction will the term comprehend consuls. Yet it has + +been found expedient, and has been the practice of Congress, to employ the inferior grades of public + +ministers, and to send and receive consuls. +It is true, that where treaties of commerce stipulate for the mutual appointment of consuls, whose + +functions are connected with commerce, the admission of foreign consuls may fall within the power of + +making commercial treaties; and that where no such treaties exist, the mission of American consuls + +into foreign countries may PERHAPS be covered under the authority, given by the ninth article of the + +Confederation, to appoint all such civil officers as may be necessary for managing the general + +affairs of the United States. But the admission of consuls into the United States, where no previous + +treaty has stipulated it, seems to have been nowhere provided for. A supply of the omission is one + +of the lesser instances in which the convention have improved on the model before them. But the most + +minute provisions become important when they tend to obviate the necessity or the pretext for + +gradual and unobserved usurpations of power. A list of the cases in which Congress have been + +betrayed, or forced by the defects of the Confederation, into violations of their chartered + +authorities, would not a little surprise those who have paid no attention to the subject; and would + +be no inconsiderable argument in favor of the new Constitution, which seems to have provided no less + +studiously for the lesser, than the more obvious and striking defects of the old. +The power to define and punish piracies and felonies committed on the high seas, and offenses + +against the law of nations, belongs with equal propriety to the general government, and is a still + +greater improvement on the articles of Confederation. These articles contain no provision for the + +case of offenses against the law of nations; and consequently leave it in the power of any + +indiscreet member to embroil the Confederacy with foreign nations. The provision of the federal + +articles on the subject of piracies and felonies extends no further than to the establishment of + +courts for the trial of these offenses. The definition of piracies might, perhaps, without + +inconveniency, be left to the law of nations; though a legislative definition of them is found in + +most municipal codes. A definition of felonies on the high seas is evidently requisite. Felony is a + +term of loose signification, even in the common law of England; and of various import in the statute + +law of that kingdom. But neither the common nor the statute law of that, or of any other nation, + +ought to be a standard for the proceedings of this, unless previously made its own by legislative + +adoption. The meaning of the term, as defined in the codes of the several States, would be as + +impracticable as the former would be a dishonorable and illegitimate guide. It is not precisely the + +same in any two of the States; and varies in each with every revision of its criminal laws. For the + +sake of certainty and uniformity, therefore, the power of defining felonies in this case was in + +every respect necessary and proper. +The regulation of foreign commerce, having fallen within several views which have been taken of this + +subject, has been too fully discussed to need additional proofs here of its being properly submitted + +to the federal administration. +It were doubtless to be wished, that the power of prohibiting the importation of slaves had not been + +postponed until the year 1808, or rather that it had been suffered to have immediate operation. But + +it is not difficult to account, either for this restriction on the general government, or for the + +manner in which the whole clause is expressed. It ought to be considered as a great point gained in + +favor of humanity, that a period of twenty years may terminate forever, within these States, a + +traffic which has so long and so loudly upbraided the barbarism of modern policy; that within that + +period, it will receive a considerable discouragement from the federal government, and may be + +totally abolished, by a concurrence of the few States which continue the unnatural traffic, in the + +prohibitory example which has been given by so great a majority of the Union. Happy would it be for + +the unfortunate Africans, if an equal prospect lay before them of being redeemed from the + +oppressions of their European brethren! +Attempts have been made to pervert this clause into an objection against the Constitution, by + +representing it on one side as a criminal toleration of an illicit practice, and on another as + +calculated to prevent voluntary and beneficial emigrations from Europe to America. I mention these + +misconstructions, not with a view to give them an answer, for they deserve none, but as specimens of + +the manner and spirit in which some have thought fit to conduct their opposition to the proposed + +government. +The powers included in the THIRD class are those which provide for the harmony and proper + +intercourse among the States. +Under this head might be included the particular restraints imposed on the authority of the States, + +and certain powers of the judicial department; but the former are reserved for a distinct class, and + +the latter will be particularly examined when we arrive at the structure and organization of the + +government. I shall confine myself to a cursory review of the remaining powers comprehended under + +this third description, to wit: to regulate commerce among the several States and the Indian tribes; + +to coin money, regulate the value thereof, and of foreign coin; to provide for the punishment of + +counterfeiting the current coin and securities of the United States; to fix the standard of weights + +and measures; to establish a uniform rule of naturalization, and uniform laws of bankruptcy, to + +prescribe the manner in which the public acts, records, and judicial proceedings of each State shall + +be proved, and the effect they shall have in other States; and to establish post offices and post + +roads. +The defect of power in the existing Confederacy to regulate the commerce between its several + +members, is in the number of those which have been clearly pointed out by experience. To the proofs + +and remarks which former papers have brought into view on this subject, it may be added that without + +this supplemental provision, the great and essential power of regulating foreign commerce would have + +been incomplete and ineffectual. A very material object of this power was the relief of the States + +which import and export through other States, from the improper contributions levied on them by the + +latter. Were these at liberty to regulate the trade between State and State, it must be foreseen + +that ways would be found out to load the articles of import and export, during the passage through + +their jurisdiction, with duties which would fall on the makers of the latter and the consumers of + +the former. We may be assured by past experience, that such a practice would be introduced by future + +contrivances; and both by that and a common knowledge of human affairs, that it would nourish + +unceasing animosities, and not improbably terminate in serious interruptions of the public + +tranquillity. To those who do not view the question through the medium of passion or of interest, + +the desire of the commercial States to collect, in any form, an indirect revenue from their + +uncommercial neighbors, must appear not less impolitic than it is unfair; since it would stimulate + +the injured party, by resentment as well as interest, to resort to less convenient channels for + +their foreign trade. But the mild voice of reason, pleading the cause of an enlarged and permanent + +interest, is but too often drowned, before public bodies as well as individuals, by the clamors of + +an impatient avidity for immediate and immoderate gain. +The necessity of a superintending authority over the reciprocal trade of confederated States, has + +been illustrated by other examples as well as our own. In Switzerland, where the Union is so very + +slight, each canton is obliged to allow to merchandises a passage through its jurisdiction into + +other cantons, without an augmentation of the tolls. In Germany it is a law of the empire, that the + +princes and states shall not lay tolls or customs on bridges, rivers, or passages, without the + +consent of the emperor and the diet; though it appears from a quotation in an antecedent paper, that + +the practice in this, as in many other instances in that confederacy, has not followed the law, and + +has produced there the mischiefs which have been foreseen here. Among the restraints imposed by the + +Union of the Netherlands on its members, one is, that they shall not establish imposts + +disadvantageous to their neighbors, without the general permission. +The regulation of commerce with the Indian tribes is very properly unfettered from two limitations + +in the articles of Confederation, which render the provision obscure and contradictory. The power is + +there restrained to Indians, not members of any of the States, and is not to violate or infringe the + +legislative right of any State within its own limits. What description of Indians are to be deemed + +members of a State, is not yet settled, and has been a question of frequent perplexity and + +contention in the federal councils. And how the trade with Indians, though not members of a State, + +yet residing within its legislative jurisdiction, can be regulated by an external authority, without + +so far intruding on the internal rights of legislation, is absolutely incomprehensible. This is not + +the only case in which the articles of Confederation have inconsiderately endeavored to accomplish + +impossibilities; to reconcile a partial sovereignty in the Union, with complete sovereignty in the + +States; to subvert a mathematical axiom, by taking away a part, and letting the whole remain. +All that need be remarked on the power to coin money, regulate the value thereof, and of foreign + +coin, is, that by providing for this last case, the Constitution has supplied a material omission in + +the articles of Confederation. The authority of the existing Congress is restrained to the + +regulation of coin STRUCK by their own authority, or that of the respective States. It must be seen + +at once that the proposed uniformity in the VALUE of the current coin might be destroyed by + +subjecting that of foreign coin to the different regulations of the different States. +The punishment of counterfeiting the public securities, as well as the current coin, is submitted of + +course to that authority which is to secure the value of both. +The regulation of weights and measures is transferred from the articles of Confederation, and is + +founded on like considerations with the preceding power of regulating coin. +The dissimilarity in the rules of naturalization has long been remarked as a fault in our system, + +and as laying a foundation for intricate and delicate questions. In the fourth article of the + +Confederation, it is declared "that the FREE INHABITANTS of each of these States, paupers, + +vagabonds, and fugitives from justice, excepted, shall be entitled to all privileges and immunities + +of FREE CITIZENS in the several States; and THE PEOPLE of each State shall, in every other, enjoy + +all the privileges of trade and commerce," etc. There is a confusion of language here, which is + +remarkable. Why the terms FREE INHABITANTS are used in one part of the article, FREE CITIZENS in + +another, and PEOPLE in another; or what was meant by superadding to "all privileges and immunities + +of free citizens," "all the privileges of trade and commerce," cannot easily be determined. It seems + +to be a construction scarcely avoidable, however, that those who come under the denomination of FREE + +INHABITANTS of a State, although not citizens of such State, are entitled, in every other State, to + +all the privileges of FREE CITIZENS of the latter; that is, to greater privileges than they may be + +entitled to in their own State: so that it may be in the power of a particular State, or rather + +every State is laid under a necessity, not only to confer the rights of citizenship in other States + +upon any whom it may admit to such rights within itself, but upon any whom it may allow to become + +inhabitants within its jurisdiction. But were an exposition of the term "inhabitants" to be admitted + +which would confine the stipulated privileges to citizens alone, the difficulty is diminished only, + +not removed. The very improper power would still be retained by each State, of naturalizing aliens + +in every other State. In one State, residence for a short term confirms all the rights of + +citizenship: in another, qualifications of greater importance are required. An alien, therefore, + +legally incapacitated for certain rights in the latter, may, by previous residence only in the + +former, elude his incapacity; and thus the law of one State be preposterously rendered paramount to + +the law of another, within the jurisdiction of the other. We owe it to mere casualty, that very + +serious embarrassments on this subject have been hitherto escaped. By the laws of several States, + +certain descriptions of aliens, who had rendered themselves obnoxious, were laid under interdicts + +inconsistent not only with the rights of citizenship but with the privilege of residence. What would + +have been the consequence, if such persons, by residence or otherwise, had acquired the character of + +citizens under the laws of another State, and then asserted their rights as such, both to residence + +and citizenship, within the State proscribing them? Whatever the legal consequences might have been, + +other consequences would probably have resulted, of too serious a nature not to be provided against. + +The new Constitution has accordingly, with great propriety, made provision against them, and all + +others proceeding from the defect of the Confederation on this head, by authorizing the general + +government to establish a uniform rule of naturalization throughout the United States. +The power of establishing uniform laws of bankruptcy is so intimately connected with the regulation + +of commerce, and will prevent so many frauds where the parties or their property may lie or be + +removed into different States, that the expediency of it seems not likely to be drawn into question. +The power of prescribing by general laws, the manner in which the public acts, records and judicial + +proceedings of each State shall be proved, and the effect they shall have in other States, is an + +evident and valuable improvement on the clause relating to this subject in the articles of + +Confederation. The meaning of the latter is extremely indeterminate, and can be of little importance + +under any interpretation which it will bear. The power here established may be rendered a very + +convenient instrument of justice, and be particularly beneficial on the borders of contiguous + +States, where the effects liable to justice may be suddenly and secretly translated, in any stage of + +the process, within a foreign jurisdiction. +The power of establishing post roads must, in every view, be a harmless power, and may, perhaps, by + +judicious management, become productive of great public conveniency. Nothing which tends to + +facilitate the intercourse between the States can be deemed unworthy of the public care. +PUBLIUS + + + + +FEDERALIST No. 43. The Same Subject Continued (The Powers Conferred by the Constitution Further + +Considered) + +For the Independent Journal. Wednesday, January 23, 1788 + +MADISON +To the People of the State of New York: +THE FOURTH class comprises the following miscellaneous powers: +1. A power "to promote the progress of science and useful arts, by securing, for a limited time, to + +authors and inventors, the exclusive right to their respective writings and discoveries." +The utility of this power will scarcely be questioned. The copyright of authors has been solemnly + +adjudged, in Great Britain, to be a right of common law. The right to useful inventions seems with + +equal reason to belong to the inventors. The public good fully coincides in both cases with the + +claims of individuals. The States cannot separately make effectual provisions for either of the + +cases, and most of them have anticipated the decision of this point, by laws passed at the instance + +of Congress. +2. "To exercise exclusive legislation, in all cases whatsoever, over such district (not exceeding + +ten miles square) as may, by cession of particular States and the acceptance of Congress, become the + +seat of the government of the United States; and to exercise like authority over all places + +purchased by the consent of the legislatures of the States in which the same shall be, for the + +erection of forts, magazines, arsenals, dockyards, and other needful buildings." +The indispensable necessity of complete authority at the seat of government, carries its own + +evidence with it. It is a power exercised by every legislature of the Union, I might say of the + +world, by virtue of its general supremacy. Without it, not only the public authority might be + +insulted and its proceedings interrupted with impunity; but a dependence of the members of the + +general government on the State comprehending the seat of the government, for protection in the + +exercise of their duty, might bring on the national councils an imputation of awe or influence, + +equally dishonorable to the government and dissatisfactory to the other members of the Confederacy. + +This consideration has the more weight, as the gradual accumulation of public improvements at the + +stationary residence of the government would be both too great a public pledge to be left in the + +hands of a single State, and would create so many obstacles to a removal of the government, as still + +further to abridge its necessary independence. The extent of this federal district is sufficiently + +circumscribed to satisfy every jealousy of an opposite nature. And as it is to be appropriated to + +this use with the consent of the State ceding it; as the State will no doubt provide in the compact + +for the rights and the consent of the citizens inhabiting it; as the inhabitants will find + +sufficient inducements of interest to become willing parties to the cession; as they will have had + +their voice in the election of the government which is to exercise authority over them; as a + +municipal legislature for local purposes, derived from their own suffrages, will of course be + +allowed them; and as the authority of the legislature of the State, and of the inhabitants of the + +ceded part of it, to concur in the cession, will be derived from the whole people of the State in + +their adoption of the Constitution, every imaginable objection seems to be obviated. +The necessity of a like authority over forts, magazines, etc., established by the general + +government, is not less evident. The public money expended on such places, and the public property + +deposited in them, requires that they should be exempt from the authority of the particular State. + +Nor would it be proper for the places on which the security of the entire Union may depend, to be in + +any degree dependent on a particular member of it. All objections and scruples are here also + +obviated, by requiring the concurrence of the States concerned, in every such establishment. +3. "To declare the punishment of treason, but no attainder of treason shall work corruption of + +blood, or forfeiture, except during the life of the person attained." +As treason may be committed against the United States, the authority of the United States ought to + +be enabled to punish it. But as new-fangled and artificial treasons have been the great engines by + +which violent factions, the natural offspring of free government, have usually wreaked their + +alternate malignity on each other, the convention have, with great judgment, opposed a barrier to + +this peculiar danger, by inserting a constitutional definition of the crime, fixing the proof + +necessary for conviction of it, and restraining the Congress, even in punishing it, from extending + +the consequences of guilt beyond the person of its author. +4. "To admit new States into the Union; but no new State shall be formed or erected within the + +jurisdiction of any other State; nor any State be formed by the junction of two or more States, or + +parts of States, without the consent of the legislatures of the States concerned, as well as of the + +Congress." +In the articles of Confederation, no provision is found on this important subject. Canada was to be + +admitted of right, on her joining in the measures of the United States; and the other COLONIES, by + +which were evidently meant the other British colonies, at the discretion of nine States. The + +eventual establishment of NEW STATES seems to have been overlooked by the compilers of that + +instrument. We have seen the inconvenience of this omission, and the assumption of power into which + +Congress have been led by it. With great propriety, therefore, has the new system supplied the + +defect. The general precaution, that no new States shall be formed, without the concurrence of the + +federal authority, and that of the States concerned, is consonant to the principles which ought to + +govern such transactions. The particular precaution against the erection of new States, by the + +partition of a State without its consent, quiets the jealousy of the larger States; as that of the + +smaller is quieted by a like precaution, against a junction of States without their consent. +5. "To dispose of and make all needful rules and regulations respecting the territory or other + +property belonging to the United States," with a proviso, that "nothing in the Constitution shall be + +so construed as to prejudice any claims of the United States, or of any particular State." +This is a power of very great importance, and required by considerations similar to those which show + +the propriety of the former. The proviso annexed is proper in itself, and was probably rendered + +absolutely necessary by jealousies and questions concerning the Western territory sufficiently known + +to the public. +6. "To guarantee to every State in the Union a republican form of government; to protect each of + +them against invasion; and on application of the legislature, or of the executive (when the + +legislature cannot be convened), against domestic violence." +In a confederacy founded on republican principles, and composed of republican members, the + +superintending government ought clearly to possess authority to defend the system against + +aristocratic or monarchial innovations. The more intimate the nature of such a union may be, the + +greater interest have the members in the political institutions of each other; and the greater right + +to insist that the forms of government under which the compact was entered into should be + +SUBSTANTIALLY maintained. But a right implies a remedy; and where else could the remedy be + +deposited, than where it is deposited by the Constitution? Governments of dissimilar principles and + +forms have been found less adapted to a federal coalition of any sort, than those of a kindred + +nature. "As the confederate republic of Germany," says Montesquieu, "consists of free cities and + +petty states, subject to different princes, experience shows us that it is more imperfect than that + +of Holland and Switzerland." "Greece was undone," he adds, "as soon as the king of Macedon obtained + +a seat among the Amphictyons." In the latter case, no doubt, the disproportionate force, as well as + +the monarchical form, of the new confederate, had its share of influence on the events. It may + +possibly be asked, what need there could be of such a precaution, and whether it may not become a + +pretext for alterations in the State governments, without the concurrence of the States themselves. + +These questions admit of ready answers. If the interposition of the general government should not be + +needed, the provision for such an event will be a harmless superfluity only in the Constitution. But + +who can say what experiments may be produced by the caprice of particular States, by the ambition of + +enterprising leaders, or by the intrigues and influence of foreign powers? To the second question it + +may be answered, that if the general government should interpose by virtue of this constitutional + +authority, it will be, of course, bound to pursue the authority. But the authority extends no + +further than to a GUARANTY of a republican form of government, which supposes a pre-existing + +government of the form which is to be guaranteed. As long, therefore, as the existing republican + +forms are continued by the States, they are guaranteed by the federal Constitution. Whenever the + +States may choose to substitute other republican forms, they have a right to do so, and to claim the + +federal guaranty for the latter. The only restriction imposed on them is, that they shall not + +exchange republican for antirepublican Constitutions; a restriction which, it is presumed, will + +hardly be considered as a grievance. +A protection against invasion is due from every society to the parts composing it. The latitude of + +the expression here used seems to secure each State, not only against foreign hostility, but against + +ambitious or vindictive enterprises of its more powerful neighbors. The history, both of ancient and + +modern confederacies, proves that the weaker members of the union ought not to be insensible to the + +policy of this article. +Protection against domestic violence is added with equal propriety. It has been remarked, that even + +among the Swiss cantons, which, properly speaking, are not under one government, provision is made + +for this object; and the history of that league informs us that mutual aid is frequently claimed and + +afforded; and as well by the most democratic, as the other cantons. A recent and well-known event + +among ourselves has warned us to be prepared for emergencies of a like nature. +At first view, it might seem not to square with the republican theory, to suppose, either that a + +majority have not the right, or that a minority will have the force, to subvert a government; and + +consequently, that the federal interposition can never be required, but when it would be improper. + +But theoretic reasoning, in this as in most other cases, must be qualified by the lessons of + +practice. Why may not illicit combinations, for purposes of violence, be formed as well by a + +majority of a State, especially a small State as by a majority of a county, or a district of the + +same State; and if the authority of the State ought, in the latter case, to protect the local + +magistracy, ought not the federal authority, in the former, to support the State authority? Besides, + +there are certain parts of the State constitutions which are so interwoven with the federal + +Constitution, that a violent blow cannot be given to the one without communicating the wound to the + +other. Insurrections in a State will rarely induce a federal interposition, unless the number + +concerned in them bear some proportion to the friends of government. It will be much better that the + +violence in such cases should be repressed by the superintending power, than that the majority + +should be left to maintain their cause by a bloody and obstinate contest. The existence of a right + +to interpose, will generally prevent the necessity of exerting it. +Is it true that force and right are necessarily on the same side in republican governments? May not + +the minor party possess such a superiority of pecuniary resources, of military talents and + +experience, or of secret succors from foreign powers, as will render it superior also in an appeal + +to the sword? May not a more compact and advantageous position turn the scale on the same side, + +against a superior number so situated as to be less capable of a prompt and collected exertion of + +its strength? Nothing can be more chimerical than to imagine that in a trial of actual force, + +victory may be calculated by the rules which prevail in a census of the inhabitants, or which + +determine the event of an election! May it not happen, in fine, that the minority of CITIZENS may + +become a majority of PERSONS, by the accession of alien residents, of a casual concourse of + +adventurers, or of those whom the constitution of the State has not admitted to the rights of + +suffrage? I take no notice of an unhappy species of population abounding in some of the States, who, + +during the calm of regular government, are sunk below the level of men; but who, in the tempestuous + +scenes of civil violence, may emerge into the human character, and give a superiority of strength to + +any party with which they may associate themselves. +In cases where it may be doubtful on which side justice lies, what better umpires could be desired + +by two violent factions, flying to arms, and tearing a State to pieces, than the representatives of + +confederate States, not heated by the local flame? To the impartiality of judges, they would unite + +the affection of friends. Happy would it be if such a remedy for its infirmities could be enjoyed by + +all free governments; if a project equally effectual could be established for the universal peace of + +mankind! +Should it be asked, what is to be the redress for an insurrection pervading all the States, and + +comprising a superiority of the entire force, though not a constitutional right? the answer must be, + +that such a case, as it would be without the compass of human remedies, so it is fortunately not + +within the compass of human probability; and that it is a sufficient recommendation of the federal + +Constitution, that it diminishes the risk of a calamity for which no possible constitution can + +provide a cure. +Among the advantages of a confederate republic enumerated by Montesquieu, an important one is, "that + +should a popular insurrection happen in one of the States, the others are able to quell it. Should + +abuses creep into one part, they are reformed by those that remain sound." +7. "To consider all debts contracted, and engagements entered into, before the adoption of this + +Constitution, as being no less valid against the United States, under this Constitution, than under + +the Confederation." +This can only be considered as a declaratory proposition; and may have been inserted, among other + +reasons, for the satisfaction of the foreign creditors of the United States, who cannot be strangers + +to the pretended doctrine, that a change in the political form of civil society has the magical + +effect of dissolving its moral obligations. +Among the lesser criticisms which have been exercised on the Constitution, it has been remarked that + +the validity of engagements ought to have been asserted in favor of the United States, as well as + +against them; and in the spirit which usually characterizes little critics, the omission has been + +transformed and magnified into a plot against the national rights. The authors of this discovery may + +be told, what few others need to be informed of, that as engagements are in their nature reciprocal, + +an assertion of their validity on one side, necessarily involves a validity on the other side; and + +that as the article is merely declaratory, the establishment of the principle in one case is + +sufficient for every case. They may be further told, that every constitution must limit its + +precautions to dangers that are not altogether imaginary; and that no real danger can exist that the + +government would DARE, with, or even without, this constitutional declaration before it, to remit + +the debts justly due to the public, on the pretext here condemned. +8. "To provide for amendments to be ratified by three fourths of the States under two exceptions + +only." +That useful alterations will be suggested by experience, could not but be foreseen. It was + +requisite, therefore, that a mode for introducing them should be provided. The mode preferred by the + +convention seems to be stamped with every mark of propriety. It guards equally against that extreme + +facility, which would render the Constitution too mutable; and that extreme difficulty, which might + +perpetuate its discovered faults. It, moreover, equally enables the general and the State + +governments to originate the amendment of errors, as they may be pointed out by the experience on + +one side, or on the other. The exception in favor of the equality of suffrage in the Senate, was + +probably meant as a palladium to the residuary sovereignty of the States, implied and secured by + +that principle of representation in one branch of the legislature; and was probably insisted on by + +the States particularly attached to that equality. The other exception must have been admitted on + +the same considerations which produced the privilege defended by it. +9. "The ratification of the conventions of nine States shall be sufficient for the establishment of + +this Constitution between the States, ratifying the same." +This article speaks for itself. The express authority of the people alone could give due validity to + +the Constitution. To have required the unanimous ratification of the thirteen States, would have + +subjected the essential interests of the whole to the caprice or corruption of a single member. It + +would have marked a want of foresight in the convention, which our own experience would have + +rendered inexcusable. +Two questions of a very delicate nature present themselves on this occasion: 1. On what principle + +the Confederation, which stands in the solemn form of a compact among the States, can be superseded + +without the unanimous consent of the parties to it? 2. What relation is to subsist between the nine + +or more States ratifying the Constitution, and the remaining few who do not become parties to it? +The first question is answered at once by recurring to the absolute necessity of the case; to the + +great principle of self-preservation; to the transcendent law of nature and of nature's God, which + +declares that the safety and happiness of society are the objects at which all political + +institutions aim, and to which all such institutions must be sacrificed. PERHAPS, also, an answer + +may be found without searching beyond the principles of the compact itself. It has been heretofore + +noted among the defects of the Confederation, that in many of the States it had received no higher + +sanction than a mere legislative ratification. The principle of reciprocality seems to require that + +its obligation on the other States should be reduced to the same standard. A compact between + +independent sovereigns, founded on ordinary acts of legislative authority, can pretend to no higher + +validity than a league or treaty between the parties. It is an established doctrine on the subject + +of treaties, that all the articles are mutually conditions of each other; that a breach of any one + +article is a breach of the whole treaty; and that a breach, committed by either of the parties, + +absolves the others, and authorizes them, if they please, to pronounce the compact violated and + +void. Should it unhappily be necessary to appeal to these delicate truths for a justification for + +dispensing with the consent of particular States to a dissolution of the federal pact, will not the + +complaining parties find it a difficult task to answer the MULTIPLIED and IMPORTANT infractions with + +which they may be confronted? The time has been when it was incumbent on us all to veil the ideas + +which this paragraph exhibits. The scene is now changed, and with it the part which the same motives + +dictate. +The second question is not less delicate; and the flattering prospect of its being merely + +hypothetical forbids an overcurious discussion of it. It is one of those cases which must be left to + +provide for itself. In general, it may be observed, that although no political relation can subsist + +between the assenting and dissenting States, yet the moral relations will remain uncancelled. The + +claims of justice, both on one side and on the other, will be in force, and must be fulfilled; the + +rights of humanity must in all cases be duly and mutually respected; whilst considerations of a + +common interest, and, above all, the remembrance of the endearing scenes which are past, and the + +anticipation of a speedy triumph over the obstacles to reunion, will, it is hoped, not urge in vain + +MODERATION on one side, and PRUDENCE on the other. +PUBLIUS + + + + +FEDERALIST No. 44. Restrictions on the Authority of the Several States + +From the New York Packet. Friday, January 25, 1788. + +MADISON +To the People of the State of New York: +A FIFTH class of provisions in favor of the federal authority consists of the following restrictions + +on the authority of the several States: +1. "No State shall enter into any treaty, alliance, or confederation; grant letters of marque and + +reprisal; coin money; emit bills of credit; make any thing but gold and silver a legal tender in + +payment of debts; pass any bill of attainder, ex post facto law, or law impairing the obligation of + +contracts; or grant any title of nobility." +The prohibition against treaties, alliances, and confederations makes a part of the existing + +articles of Union; and for reasons which need no explanation, is copied into the new Constitution. + +The prohibition of letters of marque is another part of the old system, but is somewhat extended in + +the new. According to the former, letters of marque could be granted by the States after a + +declaration of war; according to the latter, these licenses must be obtained, as well during war as + +previous to its declaration, from the government of the United States. This alteration is fully + +justified by the advantage of uniformity in all points which relate to foreign powers; and of + +immediate responsibility to the nation in all those for whose conduct the nation itself is to be + +responsible. +The right of coining money, which is here taken from the States, was left in their hands by the + +Confederation, as a concurrent right with that of Congress, under an exception in favor of the + +exclusive right of Congress to regulate the alloy and value. In this instance, also, the new + +provision is an improvement on the old. Whilst the alloy and value depended on the general + +authority, a right of coinage in the particular States could have no other effect than to multiply + +expensive mints and diversify the forms and weights of the circulating pieces. The latter + +inconveniency defeats one purpose for which the power was originally submitted to the federal head; + +and as far as the former might prevent an inconvenient remittance of gold and silver to the central + +mint for recoinage, the end can be as well attained by local mints established under the general + +authority. +The extension of the prohibition to bills of credit must give pleasure to every citizen, in + +proportion to his love of justice and his knowledge of the true springs of public prosperity. The + +loss which America has sustained since the peace, from the pestilent effects of paper money on the + +necessary confidence between man and man, on the necessary confidence in the public councils, on the + +industry and morals of the people, and on the character of republican government, constitutes an + +enormous debt against the States chargeable with this unadvised measure, which must long remain + +unsatisfied; or rather an accumulation of guilt, which can be expiated no otherwise than by a + +voluntary sacrifice on the altar of justice, of the power which has been the instrument of it. In + +addition to these persuasive considerations, it may be observed, that the same reasons which show + +the necessity of denying to the States the power of regulating coin, prove with equal force that + +they ought not to be at liberty to substitute a paper medium in the place of coin. Had every State a + +right to regulate the value of its coin, there might be as many different currencies as States, and + +thus the intercourse among them would be impeded; retrospective alterations in its value might be + +made, and thus the citizens of other States be injured, and animosities be kindled among the States + +themselves. The subjects of foreign powers might suffer from the same cause, and hence the Union be + +discredited and embroiled by the indiscretion of a single member. No one of these mischiefs is less + +incident to a power in the States to emit paper money, than to coin gold or silver. The power to + +make any thing but gold and silver a tender in payment of debts, is withdrawn from the States, on + +the same principle with that of issuing a paper currency. +Bills of attainder, ex post facto laws, and laws impairing the obligation of contracts, are contrary + +to the first principles of the social compact, and to every principle of sound legislation. The two + +former are expressly prohibited by the declarations prefixed to some of the State constitutions, and + +all of them are prohibited by the spirit and scope of these fundamental charters. Our own experience + +has taught us, nevertheless, that additional fences against these dangers ought not to be omitted. + +Very properly, therefore, have the convention added this constitutional bulwark in favor of personal + +security and private rights; and I am much deceived if they have not, in so doing, as faithfully + +consulted the genuine sentiments as the undoubted interests of their constituents. The sober people + +of America are weary of the fluctuating policy which has directed the public councils. They have + +seen with regret and indignation that sudden changes and legislative interferences, in cases + +affecting personal rights, become jobs in the hands of enterprising and influential speculators, and + +snares to the more-industrious and less-informed part of the community. They have seen, too, that + +one legislative interference is but the first link of a long chain of repetitions, every subsequent + +interference being naturally produced by the effects of the preceding. They very rightly infer, + +therefore, that some thorough reform is wanting, which will banish speculations on public measures, + +inspire a general prudence and industry, and give a regular course to the business of society. The + +prohibition with respect to titles of nobility is copied from the articles of Confederation and + +needs no comment. +2. "No State shall, without the consent of the Congress, lay any imposts or duties on imports or + +exports, except what may be absolutely necessary for executing its inspection laws, and the net + +produce of all duties and imposts laid by any State on imports or exports, shall be for the use of + +the treasury of the United States; and all such laws shall be subject to the revision and control of + +the Congress. No State shall, without the consent of Congress, lay any duty on tonnage, keep troops + +or ships of war in time of peace, enter into any agreement or compact with another State, or with a + +foreign power, or engage in war unless actually invaded, or in such imminent danger as will not + +admit of delay." +The restraint on the power of the States over imports and exports is enforced by all the arguments + +which prove the necessity of submitting the regulation of trade to the federal councils. It is + +needless, therefore, to remark further on this head, than that the manner in which the restraint is + +qualified seems well calculated at once to secure to the States a reasonable discretion in providing + +for the conveniency of their imports and exports, and to the United States a reasonable check + +against the abuse of this discretion. The remaining particulars of this clause fall within + +reasonings which are either so obvious, or have been so fully developed, that they may be passed + +over without remark. +The SIXTH and last class consists of the several powers and provisions by which efficacy is given to + +all the rest. +1. Of these the first is, the "power to make all laws which shall be necessary and proper for + +carrying into execution the foregoing powers, and all other powers vested by this Constitution in + +the government of the United States, or in any department or officer thereof." +Few parts of the Constitution have been assailed with more intemperance than this; yet on a fair + +investigation of it, no part can appear more completely invulnerable. Without the SUBSTANCE of this + +power, the whole Constitution would be a dead letter. Those who object to the article, therefore, as + +a part of the Constitution, can only mean that the FORM of the provision is improper. But have they + +considered whether a better form could have been substituted? +There are four other possible methods which the Constitution might have taken on this subject. They + +might have copied the second article of the existing Confederation, which would have prohibited the + +exercise of any power not EXPRESSLY delegated; they might have attempted a positive enumeration of + +the powers comprehended under the general terms "necessary and proper"; they might have attempted a + +negative enumeration of them, by specifying the powers excepted from the general definition; they + +might have been altogether silent on the subject, leaving these necessary and proper powers to + +construction and inference. +Had the convention taken the first method of adopting the second article of Confederation, it is + +evident that the new Congress would be continually exposed, as their predecessors have been, to the + +alternative of construing the term "EXPRESSLY" with so much rigor, as to disarm the government of + +all real authority whatever, or with so much latitude as to destroy altogether the force of the + +restriction. It would be easy to show, if it were necessary, that no important power, delegated by + +the articles of Confederation, has been or can be executed by Congress, without recurring more or + +less to the doctrine of CONSTRUCTION or IMPLICATION. As the powers delegated under the new system + +are more extensive, the government which is to administer it would find itself still more distressed + +with the alternative of betraying the public interests by doing nothing, or of violating the + +Constitution by exercising powers indispensably necessary and proper, but, at the same time, not + +EXPRESSLY granted. +Had the convention attempted a positive enumeration of the powers necessary and proper for carrying + +their other powers into effect, the attempt would have involved a complete digest of laws on every + +subject to which the Constitution relates; accommodated too, not only to the existing state of + +things, but to all the possible changes which futurity may produce; for in every new application of + +a general power, the PARTICULAR POWERS, which are the means of attaining the OBJECT of the general + +power, must always necessarily vary with that object, and be often properly varied whilst the object + +remains the same. +Had they attempted to enumerate the particular powers or means not necessary or proper for carrying + +the general powers into execution, the task would have been no less chimerical; and would have been + +liable to this further objection, that every defect in the enumeration would have been equivalent to + +a positive grant of authority. If, to avoid this consequence, they had attempted a partial + +enumeration of the exceptions, and described the residue by the general terms, NOT NECESSARY OR + +PROPER, it must have happened that the enumeration would comprehend a few of the excepted powers + +only; that these would be such as would be least likely to be assumed or tolerated, because the + +enumeration would of course select such as would be least necessary or proper; and that the + +unnecessary and improper powers included in the residuum, would be less forcibly excepted, than if + +no partial enumeration had been made. +Had the Constitution been silent on this head, there can be no doubt that all the particular powers + +requisite as means of executing the general powers would have resulted to the government, by + +unavoidable implication. No axiom is more clearly established in law, or in reason, than that + +wherever the end is required, the means are authorized; wherever a general power to do a thing is + +given, every particular power necessary for doing it is included. Had this last method, therefore, + +been pursued by the convention, every objection now urged against their plan would remain in all its + +plausibility; and the real inconveniency would be incurred of not removing a pretext which may be + +seized on critical occasions for drawing into question the essential powers of the Union. +If it be asked what is to be the consequence, in case the Congress shall misconstrue this part of + +the Constitution, and exercise powers not warranted by its true meaning, I answer, the same as if + +they should misconstrue or enlarge any other power vested in them; as if the general power had been + +reduced to particulars, and any one of these were to be violated; the same, in short, as if the + +State legislatures should violate the irrespective constitutional authorities. In the first + +instance, the success of the usurpation will depend on the executive and judiciary departments, + +which are to expound and give effect to the legislative acts; and in the last resort a remedy must + +be obtained from the people who can, by the election of more faithful representatives, annul the + +acts of the usurpers. The truth is, that this ultimate redress may be more confided in against + +unconstitutional acts of the federal than of the State legislatures, for this plain reason, that as + +every such act of the former will be an invasion of the rights of the latter, these will be ever + +ready to mark the innovation, to sound the alarm to the people, and to exert their local influence + +in effecting a change of federal representatives. There being no such intermediate body between the + +State legislatures and the people interested in watching the conduct of the former, violations of + +the State constitutions are more likely to remain unnoticed and unredressed. +2. "This Constitution and the laws of the United States which shall be made in pursuance thereof, + +and all treaties made, or which shall be made, under the authority of the United States, shall be + +the supreme law of the land, and the judges in every State shall be bound thereby, any thing in the + +constitution or laws of any State to the contrary notwithstanding." +The indiscreet zeal of the adversaries to the Constitution has betrayed them into an attack on this + +part of it also, without which it would have been evidently and radically defective. To be fully + +sensible of this, we need only suppose for a moment that the supremacy of the State constitutions + +had been left complete by a saving clause in their favor. +In the first place, as these constitutions invest the State legislatures with absolute sovereignty, + +in all cases not excepted by the existing articles of Confederation, all the authorities contained + +in the proposed Constitution, so far as they exceed those enumerated in the Confederation, would + +have been annulled, and the new Congress would have been reduced to the same impotent condition with + +their predecessors. +In the next place, as the constitutions of some of the States do not even expressly and fully + +recognize the existing powers of the Confederacy, an express saving of the supremacy of the former + +would, in such States, have brought into question every power contained in the proposed + +Constitution. +In the third place, as the constitutions of the States differ much from each other, it might happen + +that a treaty or national law, of great and equal importance to the States, would interfere with + +some and not with other constitutions, and would consequently be valid in some of the States, at the + +same time that it would have no effect in others. +In fine, the world would have seen, for the first time, a system of government founded on an + +inversion of the fundamental principles of all government; it would have seen the authority of the + +whole society every where subordinate to the authority of the parts; it would have seen a monster, + +in which the head was under the direction of the members. +3. "The Senators and Representatives, and the members of the several State legislatures, and all + +executive and judicial officers, both of the United States and the several States, shall be bound by + +oath or affirmation to support this Constitution." +It has been asked why it was thought necessary, that the State magistracy should be bound to support + +the federal Constitution, and unnecessary that a like oath should be imposed on the officers of the + +United States, in favor of the State constitutions. +Several reasons might be assigned for the distinction. I content myself with one, which is obvious + +and conclusive. The members of the federal government will have no agency in carrying the State + +constitutions into effect. The members and officers of the State governments, on the contrary, will + +have an essential agency in giving effect to the federal Constitution. The election of the President + +and Senate will depend, in all cases, on the legislatures of the several States. And the election of + +the House of Representatives will equally depend on the same authority in the first instance; and + +will, probably, forever be conducted by the officers, and according to the laws, of the States. +4. Among the provisions for giving efficacy to the federal powers might be added those which belong + +to the executive and judiciary departments: but as these are reserved for particular examination in + +another place, I pass them over in this. +We have now reviewed, in detail, all the articles composing the sum or quantity of power delegated + +by the proposed Constitution to the federal government, and are brought to this undeniable + +conclusion, that no part of the power is unnecessary or improper for accomplishing the necessary + +objects of the Union. The question, therefore, whether this amount of power shall be granted or not, + +resolves itself into another question, whether or not a government commensurate to the exigencies of + +the Union shall be established; or, in other words, whether the Union itself shall be preserved. +PUBLIUS + + + + +FEDERALIST No. 45. The Alleged Danger From the Powers of the Union to the State Governments. + +Considered For the Independent Journal. Saturday, January 26, 1788 + +MADISON +To the People of the State of New York: +HAVING shown that no one of the powers transferred to the federal government is unnecessary or + +improper, the next question to be considered is, whether the whole mass of them will be dangerous to + +the portion of authority left in the several States. +The adversaries to the plan of the convention, instead of considering in the first place what degree + +of power was absolutely necessary for the purposes of the federal government, have exhausted + +themselves in a secondary inquiry into the possible consequences of the proposed degree of power to + +the governments of the particular States. But if the Union, as has been shown, be essential to the + +security of the people of America against foreign danger; if it be essential to their security + +against contentions and wars among the different States; if it be essential to guard them against + +those violent and oppressive factions which embitter the blessings of liberty, and against those + +military establishments which must gradually poison its very fountain; if, in a word, the Union be + +essential to the happiness of the people of America, is it not preposterous, to urge as an objection + +to a government, without which the objects of the Union cannot be attained, that such a government + +may derogate from the importance of the governments of the individual States? Was, then, the + +American Revolution effected, was the American Confederacy formed, was the precious blood of + +thousands spilt, and the hard-earned substance of millions lavished, not that the people of America + +should enjoy peace, liberty, and safety, but that the government of the individual States, that + +particular municipal establishments, might enjoy a certain extent of power, and be arrayed with + +certain dignities and attributes of sovereignty? We have heard of the impious doctrine in the Old + +World, that the people were made for kings, not kings for the people. Is the same doctrine to be + +revived in the New, in another shape that the solid happiness of the people is to be sacrificed to + +the views of political institutions of a different form? It is too early for politicians to presume + +on our forgetting that the public good, the real welfare of the great body of the people, is the + +supreme object to be pursued; and that no form of government whatever has any other value than as it + +may be fitted for the attainment of this object. Were the plan of the convention adverse to the + +public happiness, my voice would be, Reject the plan. Were the Union itself inconsistent with the + +public happiness, it would be, Abolish the Union. In like manner, as far as the sovereignty of the + +States cannot be reconciled to the happiness of the people, the voice of every good citizen must be, + +Let the former be sacrificed to the latter. How far the sacrifice is necessary, has been shown. How + +far the unsacrificed residue will be endangered, is the question before us. +Several important considerations have been touched in the course of these papers, which + +discountenance the supposition that the operation of the federal government will by degrees prove + +fatal to the State governments. The more I revolve the subject, the more fully I am persuaded that + +the balance is much more likely to be disturbed by the preponderancy of the last than of the first + +scale. +We have seen, in all the examples of ancient and modern confederacies, the strongest tendency + +continually betraying itself in the members, to despoil the general government of its authorities, + +with a very ineffectual capacity in the latter to defend itself against the encroachments. Although, + +in most of these examples, the system has been so dissimilar from that under consideration as + +greatly to weaken any inference concerning the latter from the fate of the former, yet, as the + +States will retain, under the proposed Constitution, a very extensive portion of active sovereignty, + +the inference ought not to be wholly disregarded. In the Achaean league it is probable that the + +federal head had a degree and species of power, which gave it a considerable likeness to the + +government framed by the convention. The Lycian Confederacy, as far as its principles and form are + +transmitted, must have borne a still greater analogy to it. Yet history does not inform us that + +either of them ever degenerated, or tended to degenerate, into one consolidated government. On the + +contrary, we know that the ruin of one of them proceeded from the incapacity of the federal + +authority to prevent the dissensions, and finally the disunion, of the subordinate authorities. + +These cases are the more worthy of our attention, as the external causes by which the component + +parts were pressed together were much more numerous and powerful than in our case; and consequently + +less powerful ligaments within would be sufficient to bind the members to the head, and to each + +other. +In the feudal system, we have seen a similar propensity exemplified. Notwithstanding the want of + +proper sympathy in every instance between the local sovereigns and the people, and the sympathy in + +some instances between the general sovereign and the latter, it usually happened that the local + +sovereigns prevailed in the rivalship for encroachments. Had no external dangers enforced internal + +harmony and subordination, and particularly, had the local sovereigns possessed the affections of + +the people, the great kingdoms in Europe would at this time consist of as many independent princes + +as there were formerly feudatory barons. +The State governments will have the advantage of the Federal government, whether we compare them in + +respect to the immediate dependence of the one on the other; to the weight of personal influence + +which each side will possess; to the powers respectively vested in them; to the predilection and + +probable support of the people; to the disposition and faculty of resisting and frustrating the + +measures of each other. +The State governments may be regarded as constituent and essential parts of the federal government; + +whilst the latter is nowise essential to the operation or organization of the former. Without the + +intervention of the State legislatures, the President of the United States cannot be elected at all. + +They must in all cases have a great share in his appointment, and will, perhaps, in most cases, of + +themselves determine it. The Senate will be elected absolutely and exclusively by the State + +legislatures. Even the House of Representatives, though drawn immediately from the people, will be + +chosen very much under the influence of that class of men, whose influence over the people obtains + +for themselves an election into the State legislatures. Thus, each of the principal branches of the + +federal government will owe its existence more or less to the favor of the State governments, and + +must consequently feel a dependence, which is much more likely to beget a disposition too obsequious + +than too overbearing towards them. On the other side, the component parts of the State governments + +will in no instance be indebted for their appointment to the direct agency of the federal + +government, and very little, if at all, to the local influence of its members. +The number of individuals employed under the Constitution of the United States will be much smaller + +than the number employed under the particular States. There will consequently be less of personal + +influence on the side of the former than of the latter. The members of the legislative, executive, + +and judiciary departments of thirteen and more States, the justices of peace, officers of militia, + +ministerial officers of justice, with all the county, corporation, and town officers, for three + +millions and more of people, intermixed, and having particular acquaintance with every class and + +circle of people, must exceed, beyond all proportion, both in number and influence, those of every + +description who will be employed in the administration of the federal system. Compare the members of + +the three great departments of the thirteen States, excluding from the judiciary department the + +justices of peace, with the members of the corresponding departments of the single government of the + +Union; compare the militia officers of three millions of people with the military and marine + +officers of any establishment which is within the compass of probability, or, I may add, of + +possibility, and in this view alone, we may pronounce the advantage of the States to be decisive. If + +the federal government is to have collectors of revenue, the State governments will have theirs + +also. And as those of the former will be principally on the seacoast, and not very numerous, whilst + +those of the latter will be spread over the face of the country, and will be very numerous, the + +advantage in this view also lies on the same side. It is true, that the Confederacy is to possess, + +and may exercise, the power of collecting internal as well as external taxes throughout the States; + +but it is probable that this power will not be resorted to, except for supplemental purposes of + +revenue; that an option will then be given to the States to supply their quotas by previous + +collections of their own; and that the eventual collection, under the immediate authority of the + +Union, will generally be made by the officers, and according to the rules, appointed by the several + +States. Indeed it is extremely probable, that in other instances, particularly in the organization + +of the judicial power, the officers of the States will be clothed with the correspondent authority + +of the Union. Should it happen, however, that separate collectors of internal revenue should be + +appointed under the federal government, the influence of the whole number would not bear a + +comparison with that of the multitude of State officers in the opposite scale. Within every district + +to which a federal collector would be allotted, there would not be less than thirty or forty, or + +even more, officers of different descriptions, and many of them persons of character and weight, + +whose influence would lie on the side of the State. +The powers delegated by the proposed Constitution to the federal government, are few and defined. + +Those which are to remain in the State governments are numerous and indefinite. The former will be + +exercised principally on external objects, as war, peace, negotiation, and foreign commerce; with + +which last the power of taxation will, for the most part, be connected. The powers reserved to the + +several States will extend to all the objects which, in the ordinary course of affairs, concern the + +lives, liberties, and properties of the people, and the internal order, improvement, and prosperity + +of the State. +The operations of the federal government will be most extensive and important in times of war and + +danger; those of the State governments, in times of peace and security. As the former periods will + +probably bear a small proportion to the latter, the State governments will here enjoy another + +advantage over the federal government. The more adequate, indeed, the federal powers may be rendered + +to the national defense, the less frequent will be those scenes of danger which might favor their + +ascendancy over the governments of the particular States. +If the new Constitution be examined with accuracy and candor, it will be found that the change which + +it proposes consists much less in the addition of NEW POWERS to the Union, than in the invigoration + +of its ORIGINAL POWERS. The regulation of commerce, it is true, is a new power; but that seems to be + +an addition which few oppose, and from which no apprehensions are entertained. The powers relating + +to war and peace, armies and fleets, treaties and finance, with the other more considerable powers, + +are all vested in the existing Congress by the articles of Confederation. The proposed change does + +not enlarge these powers; it only substitutes a more effectual mode of administering them. The + +change relating to taxation may be regarded as the most important; and yet the present Congress have + +as complete authority to REQUIRE of the States indefinite supplies of money for the common defense + +and general welfare, as the future Congress will have to require them of individual citizens; and + +the latter will be no more bound than the States themselves have been, to pay the quotas + +respectively taxed on them. Had the States complied punctually with the articles of Confederation, + +or could their compliance have been enforced by as peaceable means as may be used with success + +towards single persons, our past experience is very far from countenancing an opinion, that the + +State governments would have lost their constitutional powers, and have gradually undergone an + +entire consolidation. To maintain that such an event would have ensued, would be to say at once, + +that the existence of the State governments is incompatible with any system whatever that + +accomplishes the essential purposes of the Union. +PUBLIUS + + + + +FEDERALIST No. 46. The Influence of the State and Federal Governments Compared + +From the New York Packet. Tuesday, January 29, 1788. + +MADISON +To the People of the State of New York: +RESUMING the subject of the last paper, I proceed to inquire whether the federal government or the + +State governments will have the advantage with regard to the predilection and support of the people. + +Notwithstanding the different modes in which they are appointed, we must consider both of them as + +substantially dependent on the great body of the citizens of the United States. I assume this + +position here as it respects the first, reserving the proofs for another place. The federal and + +State governments are in fact but different agents and trustees of the people, constituted with + +different powers, and designed for different purposes. The adversaries of the Constitution seem to + +have lost sight of the people altogether in their reasonings on this subject; and to have viewed + +these different establishments, not only as mutual rivals and enemies, but as uncontrolled by any + +common superior in their efforts to usurp the authorities of each other. These gentlemen must here + +be reminded of their error. They must be told that the ultimate authority, wherever the derivative + +may be found, resides in the people alone, and that it will not depend merely on the comparative + +ambition or address of the different governments, whether either, or which of them, will be able to + +enlarge its sphere of jurisdiction at the expense of the other. Truth, no less than decency, + +requires that the event in every case should be supposed to depend on the sentiments and sanction of + +their common constituents. +Many considerations, besides those suggested on a former occasion, seem to place it beyond doubt + +that the first and most natural attachment of the people will be to the governments of their + +respective States. Into the administration of these a greater number of individuals will expect to + +rise. From the gift of these a greater number of offices and emoluments will flow. By the + +superintending care of these, all the more domestic and personal interests of the people will be + +regulated and provided for. With the affairs of these, the people will be more familiarly and + +minutely conversant. And with the members of these, will a greater proportion of the people have the + +ties of personal acquaintance and friendship, and of family and party attachments; on the side of + +these, therefore, the popular bias may well be expected most strongly to incline. +Experience speaks the same language in this case. The federal administration, though hitherto very + +defective in comparison with what may be hoped under a better system, had, during the war, and + +particularly whilst the independent fund of paper emissions was in credit, an activity and + +importance as great as it can well have in any future circumstances whatever. It was engaged, too, + +in a course of measures which had for their object the protection of everything that was dear, and + +the acquisition of everything that could be desirable to the people at large. It was, nevertheless, + +invariably found, after the transient enthusiasm for the early Congresses was over, that the + +attention and attachment of the people were turned anew to their own particular governments; that + +the federal council was at no time the idol of popular favor; and that opposition to proposed + +enlargements of its powers and importance was the side usually taken by the men who wished to build + +their political consequence on the prepossessions of their fellow-citizens. +If, therefore, as has been elsewhere remarked, the people should in future become more partial to + +the federal than to the State governments, the change can only result from such manifest and + +irresistible proofs of a better administration, as will overcome all their antecedent propensities. + +And in that case, the people ought not surely to be precluded from giving most of their confidence + +where they may discover it to be most due; but even in that case the State governments could have + +little to apprehend, because it is only within a certain sphere that the federal power can, in the + +nature of things, be advantageously administered. +The remaining points on which I propose to compare the federal and State governments, are the + +disposition and the faculty they may respectively possess, to resist and frustrate the measures of + +each other. +It has been already proved that the members of the federal will be more dependent on the members of + +the State governments, than the latter will be on the former. It has appeared also, that the + +prepossessions of the people, on whom both will depend, will be more on the side of the State + +governments, than of the federal government. So far as the disposition of each towards the other may + +be influenced by these causes, the State governments must clearly have the advantage. But in a + +distinct and very important point of view, the advantage will lie on the same side. The + +prepossessions, which the members themselves will carry into the federal government, will generally + +be favorable to the States; whilst it will rarely happen, that the members of the State governments + +will carry into the public councils a bias in favor of the general government. A local spirit will + +infallibly prevail much more in the members of Congress, than a national spirit will prevail in the + +legislatures of the particular States. Every one knows that a great proportion of the errors + +committed by the State legislatures proceeds from the disposition of the members to sacrifice the + +comprehensive and permanent interest of the State, to the particular and separate views of the + +counties or districts in which they reside. And if they do not sufficiently enlarge their policy to + +embrace the collective welfare of their particular State, how can it be imagined that they will make + +the aggregate prosperity of the Union, and the dignity and respectability of its government, the + +objects of their affections and consultations? For the same reason that the members of the State + +legislatures will be unlikely to attach themselves sufficiently to national objects, the members of + +the federal legislature will be likely to attach themselves too much to local objects. The States + +will be to the latter what counties and towns are to the former. Measures will too often be decided + +according to their probable effect, not on the national prosperity and happiness, but on the + +prejudices, interests, and pursuits of the governments and people of the individual States. What is + +the spirit that has in general characterized the proceedings of Congress? A perusal of their + +journals, as well as the candid acknowledgments of such as have had a seat in that assembly, will + +inform us, that the members have but too frequently displayed the character, rather of partisans of + +their respective States, than of impartial guardians of a common interest; that where on one + +occasion improper sacrifices have been made of local considerations, to the aggrandizement of the + +federal government, the great interests of the nation have suffered on a hundred, from an undue + +attention to the local prejudices, interests, and views of the particular States. I mean not by + +these reflections to insinuate, that the new federal government will not embrace a more enlarged + +plan of policy than the existing government may have pursued; much less, that its views will be as + +confined as those of the State legislatures; but only that it will partake sufficiently of the + +spirit of both, to be disinclined to invade the rights of the individual States, or the prerogatives + +of their governments. The motives on the part of the State governments, to augment their + +prerogatives by defalcations from the federal government, will be overruled by no reciprocal + +predispositions in the members. +Were it admitted, however, that the Federal government may feel an equal disposition with the State + +governments to extend its power beyond the due limits, the latter would still have the advantage in + +the means of defeating such encroachments. If an act of a particular State, though unfriendly to the + +national government, be generally popular in that State and should not too grossly violate the oaths + +of the State officers, it is executed immediately and, of course, by means on the spot and depending + +on the State alone. The opposition of the federal government, or the interposition of federal + +officers, would but inflame the zeal of all parties on the side of the State, and the evil could not + +be prevented or repaired, if at all, without the employment of means which must always be resorted + +to with reluctance and difficulty. On the other hand, should an unwarrantable measure of the federal + +government be unpopular in particular States, which would seldom fail to be the case, or even a + +warrantable measure be so, which may sometimes be the case, the means of opposition to it are + +powerful and at hand. The disquietude of the people; their repugnance and, perhaps, refusal to co- + +operate with the officers of the Union; the frowns of the executive magistracy of the State; the + +embarrassments created by legislative devices, which would often be added on such occasions, would + +oppose, in any State, difficulties not to be despised; would form, in a large State, very serious + +impediments; and where the sentiments of several adjoining States happened to be in unison, would + +present obstructions which the federal government would hardly be willing to encounter. +But ambitious encroachments of the federal government, on the authority of the State governments, + +would not excite the opposition of a single State, or of a few States only. They would be signals of + +general alarm. Every government would espouse the common cause. A correspondence would be opened. + +Plans of resistance would be concerted. One spirit would animate and conduct the whole. The same + +combinations, in short, would result from an apprehension of the federal, as was produced by the + +dread of a foreign, yoke; and unless the projected innovations should be voluntarily renounced, the + +same appeal to a trial of force would be made in the one case as was made in the other. But what + +degree of madness could ever drive the federal government to such an extremity. In the contest with + +Great Britain, one part of the empire was employed against the other. The more numerous part invaded + +the rights of the less numerous part. The attempt was unjust and unwise; but it was not in + +speculation absolutely chimerical. But what would be the contest in the case we are supposing? Who + +would be the parties? A few representatives of the people would be opposed to the people themselves; + +or rather one set of representatives would be contending against thirteen sets of representatives, + +with the whole body of their common constituents on the side of the latter. +The only refuge left for those who prophesy the downfall of the State governments is the visionary + +supposition that the federal government may previously accumulate a military force for the projects + +of ambition. The reasonings contained in these papers must have been employed to little purpose + +indeed, if it could be necessary now to disprove the reality of this danger. That the people and the + +States should, for a sufficient period of time, elect an uninterrupted succession of men ready to + +betray both; that the traitors should, throughout this period, uniformly and systematically pursue + +some fixed plan for the extension of the military establishment; that the governments and the people + +of the States should silently and patiently behold the gathering storm, and continue to supply the + +materials, until it should be prepared to burst on their own heads, must appear to every one more + +like the incoherent dreams of a delirious jealousy, or the misjudged exaggerations of a counterfeit + +zeal, than like the sober apprehensions of genuine patriotism. Extravagant as the supposition is, + +let it however be made. Let a regular army, fully equal to the resources of the country, be formed; + +and let it be entirely at the devotion of the federal government; still it would not be going too + +far to say, that the State governments, with the people on their side, would be able to repel the + +danger. The highest number to which, according to the best computation, a standing army can be + +carried in any country, does not exceed one hundredth part of the whole number of souls; or one + +twenty-fifth part of the number able to bear arms. This proportion would not yield, in the United + +States, an army of more than twenty-five or thirty thousand men. To these would be opposed a militia + +amounting to near half a million of citizens with arms in their hands, officered by men chosen from + +among themselves, fighting for their common liberties, and united and conducted by governments + +possessing their affections and confidence. It may well be doubted, whether a militia thus + +circumstanced could ever be conquered by such a proportion of regular troops. Those who are best + +acquainted with the last successful resistance of this country against the British arms, will be + +most inclined to deny the possibility of it. Besides the advantage of being armed, which the + +Americans possess over the people of almost every other nation, the existence of subordinate + +governments, to which the people are attached, and by which the militia officers are appointed, + +forms a barrier against the enterprises of ambition, more insurmountable than any which a simple + +government of any form can admit of. Notwithstanding the military establishments in the several + +kingdoms of Europe, which are carried as far as the public resources will bear, the governments are + +afraid to trust the people with arms. And it is not certain, that with this aid alone they would not + +be able to shake off their yokes. But were the people to possess the additional advantages of local + +governments chosen by themselves, who could collect the national will and direct the national force, + +and of officers appointed out of the militia, by these governments, and attached both to them and to + +the militia, it may be affirmed with the greatest assurance, that the throne of every tyranny in + +Europe would be speedily overturned in spite of the legions which surround it. Let us not insult the + +free and gallant citizens of America with the suspicion, that they would be less able to defend the + +rights of which they would be in actual possession, than the debased subjects of arbitrary power + +would be to rescue theirs from the hands of their oppressors. Let us rather no longer insult them + +with the supposition that they can ever reduce themselves to the necessity of making the experiment, + +by a blind and tame submission to the long train of insidious measures which must precede and + +produce it. +The argument under the present head may be put into a very concise form, which appears altogether + +conclusive. Either the mode in which the federal government is to be constructed will render it + +sufficiently dependent on the people, or it will not. On the first supposition, it will be + +restrained by that dependence from forming schemes obnoxious to their constituents. On the other + +supposition, it will not possess the confidence of the people, and its schemes of usurpation will be + +easily defeated by the State governments, who will be supported by the people. +On summing up the considerations stated in this and the last paper, they seem to amount to the most + +convincing evidence, that the powers proposed to be lodged in the federal government are as little + +formidable to those reserved to the individual States, as they are indispensably necessary to + +accomplish the purposes of the Union; and that all those alarms which have been sounded, of a + +meditated and consequential annihilation of the State governments, must, on the most favorable + +interpretation, be ascribed to the chimerical fears of the authors of them. +PUBLIUS + + + + +FEDERALIST No. 47. The Particular Structure of the New Government and the Distribution of Power + +Among Its Different Parts. + +For the Independent Journal. Wednesday, January 30, 1788. + +MADISON +To the People of the State of New York: +HAVING reviewed the general form of the proposed government and the general mass of power allotted + +to it, I proceed to examine the particular structure of this government, and the distribution of + +this mass of power among its constituent parts. +One of the principal objections inculcated by the more respectable adversaries to the Constitution, + +is its supposed violation of the political maxim, that the legislative, executive, and judiciary + +departments ought to be separate and distinct. In the structure of the federal government, no + +regard, it is said, seems to have been paid to this essential precaution in favor of liberty. The + +several departments of power are distributed and blended in such a manner as at once to destroy all + +symmetry and beauty of form, and to expose some of the essential parts of the edifice to the danger + +of being crushed by the disproportionate weight of other parts. +No political truth is certainly of greater intrinsic value, or is stamped with the authority of more + +enlightened patrons of liberty, than that on which the objection is founded. The accumulation of all + +powers, legislative, executive, and judiciary, in the same hands, whether of one, a few, or many, + +and whether hereditary, self-appointed, or elective, may justly be pronounced the very definition of + +tyranny. Were the federal Constitution, therefore, really chargeable with the accumulation of power, + +or with a mixture of powers, having a dangerous tendency to such an accumulation, no further + +arguments would be necessary to inspire a universal reprobation of the system. I persuade myself, + +however, that it will be made apparent to every one, that the charge cannot be supported, and that + +the maxim on which it relies has been totally misconceived and misapplied. In order to form correct + +ideas on this important subject, it will be proper to investigate the sense in which the + +preservation of liberty requires that the three great departments of power should be separate and + +distinct. +The oracle who is always consulted and cited on this subject is the celebrated Montesquieu. If he be + +not the author of this invaluable precept in the science of politics, he has the merit at least of + +displaying and recommending it most effectually to the attention of mankind. Let us endeavor, in the + +first place, to ascertain his meaning on this point. +The British Constitution was to Montesquieu what Homer has been to the didactic writers on epic + +poetry. As the latter have considered the work of the immortal bard as the perfect model from which + +the principles and rules of the epic art were to be drawn, and by which all similar works were to be + +judged, so this great political critic appears to have viewed the Constitution of England as the + +standard, or to use his own expression, as the mirror of political liberty; and to have delivered, + +in the form of elementary truths, the several characteristic principles of that particular system. + +That we may be sure, then, not to mistake his meaning in this case, let us recur to the source from + +which the maxim was drawn. +On the slightest view of the British Constitution, we must perceive that the legislative, executive, + +and judiciary departments are by no means totally separate and distinct from each other. The + +executive magistrate forms an integral part of the legislative authority. He alone has the + +prerogative of making treaties with foreign sovereigns, which, when made, have, under certain + +limitations, the force of legislative acts. All the members of the judiciary department are + +appointed by him, can be removed by him on the address of the two Houses of Parliament, and form, + +when he pleases to consult them, one of his constitutional councils. One branch of the legislative + +department forms also a great constitutional council to the executive chief, as, on another hand, it + +is the sole depositary of judicial power in cases of impeachment, and is invested with the supreme + +appellate jurisdiction in all other cases. The judges, again, are so far connected with the + +legislative department as often to attend and participate in its deliberations, though not admitted + +to a legislative vote. +From these facts, by which Montesquieu was guided, it may clearly be inferred that, in saying "There + +can be no liberty where the legislative and executive powers are united in the same person, or body + +of magistrates," or, "if the power of judging be not separated from the legislative and executive + +powers," he did not mean that these departments ought to have no PARTIAL AGENCY in, or no CONTROL + +over, the acts of each other. His meaning, as his own words import, and still more conclusively as + +illustrated by the example in his eye, can amount to no more than this, that where the WHOLE power + +of one department is exercised by the same hands which possess the WHOLE power of another + +department, the fundamental principles of a free constitution are subverted. This would have been + +the case in the constitution examined by him, if the king, who is the sole executive magistrate, had + +possessed also the complete legislative power, or the supreme administration of justice; or if the + +entire legislative body had possessed the supreme judiciary, or the supreme executive authority. + +This, however, is not among the vices of that constitution. The magistrate in whom the whole + +executive power resides cannot of himself make a law, though he can put a negative on every law; nor + +administer justice in person, though he has the appointment of those who do administer it. The + +judges can exercise no executive prerogative, though they are shoots from the executive stock; nor + +any legislative function, though they may be advised with by the legislative councils. The entire + +legislature can perform no judiciary act, though by the joint act of two of its branches the judges + +may be removed from their offices, and though one of its branches is possessed of the judicial power + +in the last resort. The entire legislature, again, can exercise no executive prerogative, though one + +of its branches constitutes the supreme executive magistracy, and another, on the impeachment of a + +third, can try and condemn all the subordinate officers in the executive department. +The reasons on which Montesquieu grounds his maxim are a further demonstration of his meaning. "When + +the legislative and executive powers are united in the same person or body," says he, "there can be + +no liberty, because apprehensions may arise lest THE SAME monarch or senate should ENACT tyrannical + +laws to EXECUTE them in a tyrannical manner." Again: "Were the power of judging joined with the + +legislative, the life and liberty of the subject would be exposed to arbitrary control, for THE + +JUDGE would then be THE LEGISLATOR. Were it joined to the executive power, THE JUDGE might behave + +with all the violence of AN OPPRESSOR." Some of these reasons are more fully explained in other + +passages; but briefly stated as they are here, they sufficiently establish the meaning which we have + +put on this celebrated maxim of this celebrated author. +If we look into the constitutions of the several States, we find that, notwithstanding the + +emphatical and, in some instances, the unqualified terms in which this axiom has been laid down, + +there is not a single instance in which the several departments of power have been kept absolutely + +separate and distinct. New Hampshire, whose constitution was the last formed, seems to have been + +fully aware of the impossibility and inexpediency of avoiding any mixture whatever of these + +departments, and has qualified the doctrine by declaring "that the legislative, executive, and + +judiciary powers ought to be kept as separate from, and independent of, each other AS THE NATURE OF + +A FREE GOVERNMENT WILL ADMIT; OR AS IS CONSISTENT WITH THAT CHAIN OF CONNECTION THAT BINDS THE WHOLE + +FABRIC OF THE CONSTITUTION IN ONE INDISSOLUBLE BOND OF UNITY AND AMITY." Her constitution + +accordingly mixes these departments in several respects. The Senate, which is a branch of the + +legislative department, is also a judicial tribunal for the trial of impeachments. The President, + +who is the head of the executive department, is the presiding member also of the Senate; and, + +besides an equal vote in all cases, has a casting vote in case of a tie. The executive head is + +himself eventually elective every year by the legislative department, and his council is every year + +chosen by and from the members of the same department. Several of the officers of state are also + +appointed by the legislature. And the members of the judiciary department are appointed by the + +executive department. +The constitution of Massachusetts has observed a sufficient though less pointed caution, in + +expressing this fundamental article of liberty. It declares "that the legislative department shall + +never exercise the executive and judicial powers, or either of them; the executive shall never + +exercise the legislative and judicial powers, or either of them; the judicial shall never exercise + +the legislative and executive powers, or either of them." This declaration corresponds precisely + +with the doctrine of Montesquieu, as it has been explained, and is not in a single point violated by + +the plan of the convention. It goes no farther than to prohibit any one of the entire departments + +from exercising the powers of another department. In the very Constitution to which it is prefixed, + +a partial mixture of powers has been admitted. The executive magistrate has a qualified negative on + +the legislative body, and the Senate, which is a part of the legislature, is a court of impeachment + +for members both of the executive and judiciary departments. The members of the judiciary + +department, again, are appointable by the executive department, and removable by the same authority + +on the address of the two legislative branches. Lastly, a number of the officers of government are + +annually appointed by the legislative department. As the appointment to offices, particularly + +executive offices, is in its nature an executive function, the compilers of the Constitution have, + +in this last point at least, violated the rule established by themselves. +I pass over the constitutions of Rhode Island and Connecticut, because they were formed prior to the + +Revolution, and even before the principle under examination had become an object of political + +attention. +The constitution of New York contains no declaration on this subject; but appears very clearly to + +have been framed with an eye to the danger of improperly blending the different departments. It + +gives, nevertheless, to the executive magistrate, a partial control over the legislative department; + +and, what is more, gives a like control to the judiciary department; and even blends the executive + +and judiciary departments in the exercise of this control. In its council of appointment members of + +the legislative are associated with the executive authority, in the appointment of officers, both + +executive and judiciary. And its court for the trial of impeachments and correction of errors is to + +consist of one branch of the legislature and the principal members of the judiciary department. +The constitution of New Jersey has blended the different powers of government more than any of the + +preceding. The governor, who is the executive magistrate, is appointed by the legislature; is + +chancellor and ordinary, or surrogate of the State; is a member of the Supreme Court of Appeals, and + +president, with a casting vote, of one of the legislative branches. The same legislative branch acts + +again as executive council of the governor, and with him constitutes the Court of Appeals. The + +members of the judiciary department are appointed by the legislative department and removable by one + +branch of it, on the impeachment of the other. +According to the constitution of Pennsylvania, the president, who is the head of the executive + +department, is annually elected by a vote in which the legislative department predominates. In + +conjunction with an executive council, he appoints the members of the judiciary department, and + +forms a court of impeachment for trial of all officers, judiciary as well as executive. The judges + +of the Supreme Court and justices of the peace seem also to be removable by the legislature; and the + +executive power of pardoning in certain cases, to be referred to the same department. The members of + +the executive council are made EX-OFFICIO justices of peace throughout the State. +In Delaware, the chief executive magistrate is annually elected by the legislative department. The + +speakers of the two legislative branches are vice-presidents in the executive department. The + +executive chief, with six others, appointed, three by each of the legislative branches constitutes + +the Supreme Court of Appeals; he is joined with the legislative department in the appointment of the + +other judges. Throughout the States, it appears that the members of the legislature may at the same + +time be justices of the peace; in this State, the members of one branch of it are EX-OFFICIO + +justices of the peace; as are also the members of the executive council. The principal officers of + +the executive department are appointed by the legislative; and one branch of the latter forms a + +court of impeachments. All officers may be removed on address of the legislature. +Maryland has adopted the maxim in the most unqualified terms; declaring that the legislative, + +executive, and judicial powers of government ought to be forever separate and distinct from each + +other. Her constitution, notwithstanding, makes the executive magistrate appointable by the + +legislative department; and the members of the judiciary by the executive department. +The language of Virginia is still more pointed on this subject. Her constitution declares, "that the + +legislative, executive, and judiciary departments shall be separate and distinct; so that neither + +exercise the powers properly belonging to the other; nor shall any person exercise the powers of + +more than one of them at the same time, except that the justices of county courts shall be eligible + +to either House of Assembly." Yet we find not only this express exception, with respect to the + +members of the inferior courts, but that the chief magistrate, with his executive council, are + +appointable by the legislature; that two members of the latter are triennially displaced at the + +pleasure of the legislature; and that all the principal offices, both executive and judiciary, are + +filled by the same department. The executive prerogative of pardon, also, is in one case vested in + +the legislative department. +The constitution of North Carolina, which declares "that the legislative, executive, and supreme + +judicial powers of government ought to be forever separate and distinct from each other," refers, at + +the same time, to the legislative department, the appointment not only of the executive chief, but + +all the principal officers within both that and the judiciary department. +In South Carolina, the constitution makes the executive magistracy eligible by the legislative + +department. It gives to the latter, also, the appointment of the members of the judiciary + +department, including even justices of the peace and sheriffs; and the appointment of officers in + +the executive department, down to captains in the army and navy of the State. +In the constitution of Georgia, where it is declared "that the legislative, executive, and judiciary + +departments shall be separate and distinct, so that neither exercise the powers properly belonging + +to the other," we find that the executive department is to be filled by appointments of the + +legislature; and the executive prerogative of pardon to be finally exercised by the same authority. + +Even justices of the peace are to be appointed by the legislature. +In citing these cases, in which the legislative, executive, and judiciary departments have not been + +kept totally separate and distinct, I wish not to be regarded as an advocate for the particular + +organizations of the several State governments. I am fully aware that among the many excellent + +principles which they exemplify, they carry strong marks of the haste, and still stronger of the + +inexperience, under which they were framed. It is but too obvious that in some instances the + +fundamental principle under consideration has been violated by too great a mixture, and even an + +actual consolidation, of the different powers; and that in no instance has a competent provision + +been made for maintaining in practice the separation delineated on paper. What I have wished to + +evince is, that the charge brought against the proposed Constitution, of violating the sacred maxim + +of free government, is warranted neither by the real meaning annexed to that maxim by its author, + +nor by the sense in which it has hitherto been understood in America. This interesting subject will + +be resumed in the ensuing paper. +PUBLIUS + + + + +FEDERALIST No. 48. These Departments Should Not Be So Far Separated as to Have No Constitutional + +Control Over Each Other. + +From the New York Packet. Friday, February 1, 1788. + +MADISON +To the People of the State of New York: +IT WAS shown in the last paper that the political apothegm there examined does not require that the + +legislative, executive, and judiciary departments should be wholly unconnected with each other. I + +shall undertake, in the next place, to show that unless these departments be so far connected and + +blended as to give to each a constitutional control over the others, the degree of separation which + +the maxim requires, as essential to a free government, can never in practice be duly maintained. +It is agreed on all sides, that the powers properly belonging to one of the departments ought not to + +be directly and completely administered by either of the other departments. It is equally evident, + +that none of them ought to possess, directly or indirectly, an overruling influence over the others, + +in the administration of their respective powers. It will not be denied, that power is of an + +encroaching nature, and that it ought to be effectually restrained from passing the limits assigned + +to it. After discriminating, therefore, in theory, the several classes of power, as they may in + +their nature be legislative, executive, or judiciary, the next and most difficult task is to provide + +some practical security for each, against the invasion of the others. What this security ought to + +be, is the great problem to be solved. +Will it be sufficient to mark, with precision, the boundaries of these departments, in the + +constitution of the government, and to trust to these parchment barriers against the encroaching + +spirit of power? This is the security which appears to have been principally relied on by the + +compilers of most of the American constitutions. But experience assures us, that the efficacy of the + +provision has been greatly overrated; and that some more adequate defense is indispensably necessary + +for the more feeble, against the more powerful, members of the government. The legislative + +department is everywhere extending the sphere of its activity, and drawing all power into its + +impetuous vortex. +The founders of our republics have so much merit for the wisdom which they have displayed, that no + +task can be less pleasing than that of pointing out the errors into which they have fallen. A + +respect for truth, however, obliges us to remark, that they seem never for a moment to have turned + +their eyes from the danger to liberty from the overgrown and all-grasping prerogative of an + +hereditary magistrate, supported and fortified by an hereditary branch of the legislative authority. + +They seem never to have recollected the danger from legislative usurpations, which, by assembling + +all power in the same hands, must lead to the same tyranny as is threatened by executive + +usurpations. +In a government where numerous and extensive prerogatives are placed in the hands of an hereditary + +monarch, the executive department is very justly regarded as the source of danger, and watched with + +all the jealousy which a zeal for liberty ought to inspire. In a democracy, where a multitude of + +people exercise in person the legislative functions, and are continually exposed, by their + +incapacity for regular deliberation and concerted measures, to the ambitious intrigues of their + +executive magistrates, tyranny may well be apprehended, on some favorable emergency, to start up in + +the same quarter. But in a representative republic, where the executive magistracy is carefully + +limited; both in the extent and the duration of its power; and where the legislative power is + +exercised by an assembly, which is inspired, by a supposed influence over the people, with an + +intrepid confidence in its own strength; which is sufficiently numerous to feel all the passions + +which actuate a multitude, yet not so numerous as to be incapable of pursuing the objects of its + +passions, by means which reason prescribes; it is against the enterprising ambition of this + +department that the people ought to indulge all their jealousy and exhaust all their precautions. +The legislative department derives a superiority in our governments from other circumstances. Its + +constitutional powers being at once more extensive, and less susceptible of precise limits, it can, + +with the greater facility, mask, under complicated and indirect measures, the encroachments which it + +makes on the co-ordinate departments. It is not unfrequently a question of real nicety in + +legislative bodies, whether the operation of a particular measure will, or will not, extend beyond + +the legislative sphere. On the other side, the executive power being restrained within a narrower + +compass, and being more simple in its nature, and the judiciary being described by landmarks still + +less uncertain, projects of usurpation by either of these departments would immediately betray and + +defeat themselves. Nor is this all: as the legislative department alone has access to the pockets of + +the people, and has in some constitutions full discretion, and in all a prevailing influence, over + +the pecuniary rewards of those who fill the other departments, a dependence is thus created in the + +latter, which gives still greater facility to encroachments of the former. +I have appealed to our own experience for the truth of what I advance on this subject. Were it + +necessary to verify this experience by particular proofs, they might be multiplied without end. I + +might find a witness in every citizen who has shared in, or been attentive to, the course of public + +administrations. I might collect vouchers in abundance from the records and archives of every State + +in the Union. But as a more concise, and at the same time equally satisfactory, evidence, I will + +refer to the example of two States, attested by two unexceptionable authorities. +The first example is that of Virginia, a State which, as we have seen, has expressly declared in its + +constitution, that the three great departments ought not to be intermixed. The authority in support + +of it is Mr. Jefferson, who, besides his other advantages for remarking the operation of the + +government, was himself the chief magistrate of it. In order to convey fully the ideas with which + +his experience had impressed him on this subject, it will be necessary to quote a passage of some + +length from his very interesting Notes on the State of Virginia, p. 195. "All the powers of + +government, legislative, executive, and judiciary, result to the legislative body. The concentrating + +these in the same hands, is precisely the definition of despotic government. It will be no + +alleviation, that these powers will be exercised by a plurality of hands, and not by a single one. + +One hundred and seventy-three despots would surely be as oppressive as one. Let those who doubt it, + +turn their eyes on the republic of Venice. As little will it avail us, that they are chosen by + +ourselves. An ELECTIVE DESPOTISM was not the government we fought for; but one which should not only + +be founded on free principles, but in which the powers of government should be so divided and + +balanced among several bodies of magistracy, as that no one could transcend their legal limits, + +without being effectually checked and restrained by the others. For this reason, that convention + +which passed the ordinance of government, laid its foundation on this basis, that the legislative, + +executive, and judiciary departments should be separate and distinct, so that no person should + +exercise the powers of more than one of them at the same time. BUT NO BARRIER WAS PROVIDED BETWEEN + +THESE SEVERAL POWERS. The judiciary and the executive members were left dependent on the legislative + +for their subsistence in office, and some of them for their continuance in it. If, therefore, the + +legislature assumes executive and judiciary powers, no opposition is likely to be made; nor, if + +made, can be effectual; because in that case they may put their proceedings into the form of acts of + +Assembly, which will render them obligatory on the other branches. They have accordingly, IN MANY + +instances, DECIDED RIGHTS which should have been left to JUDICIARY CONTROVERSY, and THE DIRECTION OF + +THE EXECUTIVE, DURING THE WHOLE TIME OF THEIR SESSION, IS BECOMING HABITUAL AND FAMILIAR." +The other State which I shall take for an example is Pennsylvania; and the other authority, the + +Council of Censors, which assembled in the years 1783 and 1784. A part of the duty of this body, as + +marked out by the constitution, was "to inquire whether the constitution had been preserved + +inviolate in every part; and whether the legislative and executive branches of government had + +performed their duty as guardians of the people, or assumed to themselves, or exercised, other or + +greater powers than they are entitled to by the constitution." In the execution of this trust, the + +council were necessarily led to a comparison of both the legislative and executive proceedings, with + +the constitutional powers of these departments; and from the facts enumerated, and to the truth of + +most of which both sides in the council subscribed, it appears that the constitution had been + +flagrantly violated by the legislature in a variety of important instances. +A great number of laws had been passed, violating, without any apparent necessity, the rule + +requiring that all bills of a public nature shall be previously printed for the consideration of the + +people; although this is one of the precautions chiefly relied on by the constitution against + +improper acts of legislature. +The constitutional trial by jury had been violated, and powers assumed which had not been delegated + +by the constitution. +Executive powers had been usurped. +The salaries of the judges, which the constitution expressly requires to be fixed, had been + +occasionally varied; and cases belonging to the judiciary department frequently drawn within + +legislative cognizance and determination. +Those who wish to see the several particulars falling under each of these heads, may consult the + +journals of the council, which are in print. Some of them, it will be found, may be imputable to + +peculiar circumstances connected with the war; but the greater part of them may be considered as the + +spontaneous shoots of an ill-constituted government. +It appears, also, that the executive department had not been innocent of frequent breaches of the + +constitution. There are three observations, however, which ought to be made on this head: FIRST, a + +great proportion of the instances were either immediately produced by the necessities of the war, or + +recommended by Congress or the commander-in-chief; SECOND, in most of the other instances, they + +conformed either to the declared or the known sentiments of the legislative department; THIRD, the + +executive department of Pennsylvania is distinguished from that of the other States by the number of + +members composing it. In this respect, it has as much affinity to a legislative assembly as to an + +executive council. And being at once exempt from the restraint of an individual responsibility for + +the acts of the body, and deriving confidence from mutual example and joint influence, unauthorized + +measures would, of course, be more freely hazarded, than where the executive department is + +administered by a single hand, or by a few hands. +The conclusion which I am warranted in drawing from these observations is, that a mere demarcation + +on parchment of the constitutional limits of the several departments, is not a sufficient guard + +against those encroachments which lead to a tyrannical concentration of all the powers of government + +in the same hands. +PUBLIUS + + + + +FEDERALIST No. 49. Method of Guarding Against the Encroachments of Any One Department of Government + +by Appealing to the People Through a Convention. + +For the Independent Journal. Saturday, February 2, 1788. + +MADISON +To the People of the State of New York: +THE author of the "Notes on the State of Virginia," quoted in the last paper, has subjoined to that + +valuable work the draught of a constitution, which had been prepared in order to be laid before a + +convention, expected to be called in 1783, by the legislature, for the establishment of a + +constitution for that commonwealth. The plan, like every thing from the same pen, marks a turn of + +thinking, original, comprehensive, and accurate; and is the more worthy of attention as it equally + +displays a fervent attachment to republican government and an enlightened view of the dangerous + +propensities against which it ought to be guarded. One of the precautions which he proposes, and on + +which he appears ultimately to rely as a palladium to the weaker departments of power against the + +invasions of the stronger, is perhaps altogether his own, and as it immediately relates to the + +subject of our present inquiry, ought not to be overlooked. +His proposition is, "that whenever any two of the three branches of government shall concur in + +opinion, each by the voices of two thirds of their whole number, that a convention is necessary for + +altering the constitution, or CORRECTING BREACHES OF IT, a convention shall be called for the + +purpose." +As the people are the only legitimate fountain of power, and it is from them that the constitutional + +charter, under which the several branches of government hold their power, is derived, it seems + +strictly consonant to the republican theory, to recur to the same original authority, not only + +whenever it may be necessary to enlarge, diminish, or new-model the powers of the government, but + +also whenever any one of the departments may commit encroachments on the chartered authorities of + +the others. The several departments being perfectly co-ordinate by the terms of their common + +commission, none of them, it is evident, can pretend to an exclusive or superior right of settling + +the boundaries between their respective powers; and how are the encroachments of the stronger to be + +prevented, or the wrongs of the weaker to be redressed, without an appeal to the people themselves, + +who, as the grantors of the commissions, can alone declare its true meaning, and enforce its + +observance? +There is certainly great force in this reasoning, and it must be allowed to prove that a + +constitutional road to the decision of the people ought to be marked out and kept open, for certain + +great and extraordinary occasions. But there appear to be insuperable objections against the + +proposed recurrence to the people, as a provision in all cases for keeping the several departments + +of power within their constitutional limits. +In the first place, the provision does not reach the case of a combination of two of the departments + +against the third. If the legislative authority, which possesses so many means of operating on the + +motives of the other departments, should be able to gain to its interest either of the others, or + +even one third of its members, the remaining department could derive no advantage from its remedial + +provision. I do not dwell, however, on this objection, because it may be thought to be rather + +against the modification of the principle, than against the principle itself. +In the next place, it may be considered as an objection inherent in the principle, that as every + +appeal to the people would carry an implication of some defect in the government, frequent appeals + +would, in a great measure, deprive the government of that veneration which time bestows on every + +thing, and without which perhaps the wisest and freest governments would not possess the requisite + +stability. If it be true that all governments rest on opinion, it is no less true that the strength + +of opinion in each individual, and its practical influence on his conduct, depend much on the number + +which he supposes to have entertained the same opinion. The reason of man, like man himself, is + +timid and cautious when left alone, and acquires firmness and confidence in proportion to the number + +with which it is associated. When the examples which fortify opinion are ANCIENT as well as + +NUMEROUS, they are known to have a double effect. In a nation of philosophers, this consideration + +ought to be disregarded. A reverence for the laws would be sufficiently inculcated by the voice of + +an enlightened reason. But a nation of philosophers is as little to be expected as the philosophical + +race of kings wished for by Plato. And in every other nation, the most rational government will not + +find it a superfluous advantage to have the prejudices of the community on its side. +The danger of disturbing the public tranquillity by interesting too strongly the public passions, is + +a still more serious objection against a frequent reference of constitutional questions to the + +decision of the whole society. Notwithstanding the success which has attended the revisions of our + +established forms of government, and which does so much honor to the virtue and intelligence of the + +people of America, it must be confessed that the experiments are of too ticklish a nature to be + +unnecessarily multiplied. We are to recollect that all the existing constitutions were formed in the + +midst of a danger which repressed the passions most unfriendly to order and concord; of an + +enthusiastic confidence of the people in their patriotic leaders, which stifled the ordinary + +diversity of opinions on great national questions; of a universal ardor for new and opposite forms, + +produced by a universal resentment and indignation against the ancient government; and whilst no + +spirit of party connected with the changes to be made, or the abuses to be reformed, could mingle + +its leaven in the operation. The future situations in which we must expect to be usually placed, do + +not present any equivalent security against the danger which is apprehended. +But the greatest objection of all is, that the decisions which would probably result from such + +appeals would not answer the purpose of maintaining the constitutional equilibrium of the + +government. We have seen that the tendency of republican governments is to an aggrandizement of the + +legislative at the expense of the other departments. The appeals to the people, therefore, would + +usually be made by the executive and judiciary departments. But whether made by one side or the + +other, would each side enjoy equal advantages on the trial? Let us view their different situations. + +The members of the executive and judiciary departments are few in number, and can be personally + +known to a small part only of the people. The latter, by the mode of their appointment, as well as + +by the nature and permanency of it, are too far removed from the people to share much in their + +prepossessions. The former are generally the objects of jealousy, and their administration is always + +liable to be discolored and rendered unpopular. The members of the legislative department, on the + +other hand, are numerous. They are distributed and dwell among the people at large. Their + +connections of blood, of friendship, and of acquaintance embrace a great proportion of the most + +influential part of the society. The nature of their public trust implies a personal influence among + +the people, and that they are more immediately the confidential guardians of the rights and + +liberties of the people. With these advantages, it can hardly be supposed that the adverse party + +would have an equal chance for a favorable issue. +But the legislative party would not only be able to plead their cause most successfully with the + +people. They would probably be constituted themselves the judges. The same influence which had + +gained them an election into the legislature, would gain them a seat in the convention. If this + +should not be the case with all, it would probably be the case with many, and pretty certainly with + +those leading characters, on whom every thing depends in such bodies. The convention, in short, + +would be composed chiefly of men who had been, who actually were, or who expected to be, members of + +the department whose conduct was arraigned. They would consequently be parties to the very question + +to be decided by them. +It might, however, sometimes happen, that appeals would be made under circumstances less adverse to + +the executive and judiciary departments. The usurpations of the legislature might be so flagrant and + +so sudden, as to admit of no specious coloring. A strong party among themselves might take side with + +the other branches. The executive power might be in the hands of a peculiar favorite of the people. + +In such a posture of things, the public decision might be less swayed by prepossessions in favor of + +the legislative party. But still it could never be expected to turn on the true merits of the + +question. It would inevitably be connected with the spirit of pre-existing parties, or of parties + +springing out of the question itself. It would be connected with persons of distinguished character + +and extensive influence in the community. It would be pronounced by the very men who had been agents + +in, or opponents of, the measures to which the decision would relate. The PASSIONS, therefore, not + +the REASON, of the public would sit in judgment. But it is the reason, alone, of the public, that + +ought to control and regulate the government. The passions ought to be controlled and regulated by + +the government. +We found in the last paper, that mere declarations in the written constitution are not sufficient to + +restrain the several departments within their legal rights. It appears in this, that occasional + +appeals to the people would be neither a proper nor an effectual provision for that purpose. How far + +the provisions of a different nature contained in the plan above quoted might be adequate, I do not + +examine. Some of them are unquestionably founded on sound political principles, and all of them are + +framed with singular ingenuity and precision. +PUBLIUS + + + + +FEDERALIST No. 50. Periodical Appeals to the People Considered + +From the New York Packet. Tuesday, February 5, 1788. + +MADISON +To the People of the State of New York: +IT MAY be contended, perhaps, that instead of OCCASIONAL appeals to the people, which are liable to + +the objections urged against them, PERIODICAL appeals are the proper and adequate means of + +PREVENTING AND CORRECTING INFRACTIONS OF THE CONSTITUTION. +It will be attended to, that in the examination of these expedients, I confine myself to their + +aptitude for ENFORCING the Constitution, by keeping the several departments of power within their + +due bounds, without particularly considering them as provisions for ALTERING the Constitution + +itself. In the first view, appeals to the people at fixed periods appear to be nearly as ineligible + +as appeals on particular occasions as they emerge. If the periods be separated by short intervals, + +the measures to be reviewed and rectified will have been of recent date, and will be connected with + +all the circumstances which tend to vitiate and pervert the result of occasional revisions. If the + +periods be distant from each other, the same remark will be applicable to all recent measures; and + +in proportion as the remoteness of the others may favor a dispassionate review of them, this + +advantage is inseparable from inconveniences which seem to counterbalance it. In the first place, a + +distant prospect of public censure would be a very feeble restraint on power from those excesses to + +which it might be urged by the force of present motives. Is it to be imagined that a legislative + +assembly, consisting of a hundred or two hundred members, eagerly bent on some favorite object, and + +breaking through the restraints of the Constitution in pursuit of it, would be arrested in their + +career, by considerations drawn from a censorial revision of their conduct at the future distance of + +ten, fifteen, or twenty years? In the next place, the abuses would often have completed their + +mischievous effects before the remedial provision would be applied. And in the last place, where + +this might not be the case, they would be of long standing, would have taken deep root, and would + +not easily be extirpated. +The scheme of revising the constitution, in order to correct recent breaches of it, as well as for + +other purposes, has been actually tried in one of the States. One of the objects of the Council of + +Censors which met in Pennsylvania in 1783 and 1784, was, as we have seen, to inquire, "whether the + +constitution had been violated, and whether the legislative and executive departments had encroached + +upon each other." This important and novel experiment in politics merits, in several points of view, + +very particular attention. In some of them it may, perhaps, as a single experiment, made under + +circumstances somewhat peculiar, be thought to be not absolutely conclusive. But as applied to the + +case under consideration, it involves some facts, which I venture to remark, as a complete and + +satisfactory illustration of the reasoning which I have employed. +First. It appears, from the names of the gentlemen who composed the council, that some, at least, of + +its most active members had also been active and leading characters in the parties which pre-existed + +in the State. +Second. It appears that the same active and leading members of the council had been active and + +influential members of the legislative and executive branches, within the period to be reviewed; and + +even patrons or opponents of the very measures to be thus brought to the test of the constitution. + +Two of the members had been vice-presidents of the State, and several other members of the executive + +council, within the seven preceding years. One of them had been speaker, and a number of others + +distinguished members, of the legislative assembly within the same period. +Third. Every page of their proceedings witnesses the effect of all these circumstances on the temper + +of their deliberations. Throughout the continuance of the council, it was split into two fixed and + +violent parties. The fact is acknowledged and lamented by themselves. Had this not been the case, + +the face of their proceedings exhibits a proof equally satisfactory. In all questions, however + +unimportant in themselves, or unconnected with each other, the same names stand invariably + +contrasted on the opposite columns. Every unbiased observer may infer, without danger of mistake, + +and at the same time without meaning to reflect on either party, or any individuals of either party, + +that, unfortunately, PASSION, not REASON, must have presided over their decisions. When men exercise + +their reason coolly and freely on a variety of distinct questions, they inevitably fall into + +different opinions on some of them. When they are governed by a common passion, their opinions, if + +they are so to be called, will be the same. +Fourth. It is at least problematical, whether the decisions of this body do not, in several + +instances, misconstrue the limits prescribed for the legislative and executive departments, instead + +of reducing and limiting them within their constitutional places. +Fifth. I have never understood that the decisions of the council on constitutional questions, + +whether rightly or erroneously formed, have had any effect in varying the practice founded on + +legislative constructions. It even appears, if I mistake not, that in one instance the contemporary + +legislature denied the constructions of the council, and actually prevailed in the contest. +This censorial body, therefore, proves at the same time, by its researches, the existence of the + +disease, and by its example, the inefficacy of the remedy. +This conclusion cannot be invalidated by alleging that the State in which the experiment was made + +was at that crisis, and had been for a long time before, violently heated and distracted by the rage + +of party. Is it to be presumed, that at any future septennial epoch the same State will be free from + +parties? Is it to be presumed that any other State, at the same or any other given period, will be + +exempt from them? Such an event ought to be neither presumed nor desired; because an extinction of + +parties necessarily implies either a universal alarm for the public safety, or an absolute + +extinction of liberty. +Were the precaution taken of excluding from the assemblies elected by the people, to revise the + +preceding administration of the government, all persons who should have been concerned with the + +government within the given period, the difficulties would not be obviated. The important task would + +probably devolve on men, who, with inferior capacities, would in other respects be little better + +qualified. Although they might not have been personally concerned in the administration, and + +therefore not immediately agents in the measures to be examined, they would probably have been + +involved in the parties connected with these measures, and have been elected under their auspices. +PUBLIUS + + + + +FEDERALIST No. 51. The Structure of the Government Must Furnish the Proper Checks and Balances + +Between the Different Departments. + +For the Independent Journal. Wednesday, February 6, 1788. + +MADISON +To the People of the State of New York: +TO WHAT expedient, then, shall we finally resort, for maintaining in practice the necessary + +partition of power among the several departments, as laid down in the Constitution? The only answer + +that can be given is, that as all these exterior provisions are found to be inadequate, the defect + +must be supplied, by so contriving the interior structure of the government as that its several + +constituent parts may, by their mutual relations, be the means of keeping each other in their proper + +places. Without presuming to undertake a full development of this important idea, I will hazard a + +few general observations, which may perhaps place it in a clearer light, and enable us to form a + +more correct judgment of the principles and structure of the government planned by the convention. +In order to lay a due foundation for that separate and distinct exercise of the different powers of + +government, which to a certain extent is admitted on all hands to be essential to the preservation + +of liberty, it is evident that each department should have a will of its own; and consequently + +should be so constituted that the members of each should have as little agency as possible in the + +appointment of the members of the others. Were this principle rigorously adhered to, it would + +require that all the appointments for the supreme executive, legislative, and judiciary magistracies + +should be drawn from the same fountain of authority, the people, through channels having no + +communication whatever with one another. Perhaps such a plan of constructing the several departments + +would be less difficult in practice than it may in contemplation appear. Some difficulties, however, + +and some additional expense would attend the execution of it. Some deviations, therefore, from the + +principle must be admitted. In the constitution of the judiciary department in particular, it might + +be inexpedient to insist rigorously on the principle: first, because peculiar qualifications being + +essential in the members, the primary consideration ought to be to select that mode of choice which + +best secures these qualifications; secondly, because the permanent tenure by which the appointments + +are held in that department, must soon destroy all sense of dependence on the authority conferring + +them. +It is equally evident, that the members of each department should be as little dependent as possible + +on those of the others, for the emoluments annexed to their offices. Were the executive magistrate, + +or the judges, not independent of the legislature in this particular, their independence in every + +other would be merely nominal. +But the great security against a gradual concentration of the several powers in the same department, + +consists in giving to those who administer each department the necessary constitutional means and + +personal motives to resist encroachments of the others. The provision for defense must in this, as + +in all other cases, be made commensurate to the danger of attack. Ambition must be made to + +counteract ambition. The interest of the man must be connected with the constitutional rights of the + +place. It may be a reflection on human nature, that such devices should be necessary to control the + +abuses of government. But what is government itself, but the greatest of all reflections on human + +nature? If men were angels, no government would be necessary. If angels were to govern men, neither + +external nor internal controls on government would be necessary. In framing a government which is to + +be administered by men over men, the great difficulty lies in this: you must first enable the + +government to control the governed; and in the next place oblige it to control itself. A dependence + +on the people is, no doubt, the primary control on the government; but experience has taught mankind + +the necessity of auxiliary precautions. +This policy of supplying, by opposite and rival interests, the defect of better motives, might be + +traced through the whole system of human affairs, private as well as public. We see it particularly + +displayed in all the subordinate distributions of power, where the constant aim is to divide and + +arrange the several offices in such a manner as that each may be a check on the other—that the + +private interest of every individual may be a sentinel over the public rights. These inventions of + +prudence cannot be less requisite in the distribution of the supreme powers of the State. +But it is not possible to give to each department an equal power of self-defense. In republican + +government, the legislative authority necessarily predominates. The remedy for this inconveniency is + +to divide the legislature into different branches; and to render them, by different modes of + +election and different principles of action, as little connected with each other as the nature of + +their common functions and their common dependence on the society will admit. It may even be + +necessary to guard against dangerous encroachments by still further precautions. As the weight of + +the legislative authority requires that it should be thus divided, the weakness of the executive may + +require, on the other hand, that it should be fortified. An absolute negative on the legislature + +appears, at first view, to be the natural defense with which the executive magistrate should be + +armed. But perhaps it would be neither altogether safe nor alone sufficient. On ordinary occasions + +it might not be exerted with the requisite firmness, and on extraordinary occasions it might be + +perfidiously abused. May not this defect of an absolute negative be supplied by some qualified + +connection between this weaker department and the weaker branch of the stronger department, by which + +the latter may be led to support the constitutional rights of the former, without being too much + +detached from the rights of its own department? +If the principles on which these observations are founded be just, as I persuade myself they are, + +and they be applied as a criterion to the several State constitutions, and to the federal + +Constitution it will be found that if the latter does not perfectly correspond with them, the former + +are infinitely less able to bear such a test. +There are, moreover, two considerations particularly applicable to the federal system of America, + +which place that system in a very interesting point of view. +First. In a single republic, all the power surrendered by the people is submitted to the + +administration of a single government; and the usurpations are guarded against by a division of the + +government into distinct and separate departments. In the compound republic of America, the power + +surrendered by the people is first divided between two distinct governments, and then the portion + +allotted to each subdivided among distinct and separate departments. Hence a double security arises + +to the rights of the people. The different governments will control each other, at the same time + +that each will be controlled by itself. +Second. It is of great importance in a republic not only to guard the society against the oppression + +of its rulers, but to guard one part of the society against the injustice of the other part. + +Different interests necessarily exist in different classes of citizens. If a majority be united by a + +common interest, the rights of the minority will be insecure. There are but two methods of providing + +against this evil: the one by creating a will in the community independent of the majority—that is, + +of the society itself; the other, by comprehending in the society so many separate descriptions of + +citizens as will render an unjust combination of a majority of the whole very improbable, if not + +impracticable. The first method prevails in all governments possessing an hereditary or self- + +appointed authority. This, at best, is but a precarious security; because a power independent of the + +society may as well espouse the unjust views of the major, as the rightful interests of the minor + +party, and may possibly be turned against both parties. The second method will be exemplified in the + +federal republic of the United States. Whilst all authority in it will be derived from and dependent + +on the society, the society itself will be broken into so many parts, interests, and classes of + +citizens, that the rights of individuals, or of the minority, will be in little danger from + +interested combinations of the majority. In a free government the security for civil rights must be + +the same as that for religious rights. It consists in the one case in the multiplicity of interests, + +and in the other in the multiplicity of sects. The degree of security in both cases will depend on + +the number of interests and sects; and this may be presumed to depend on the extent of country and + +number of people comprehended under the same government. This view of the subject must particularly + +recommend a proper federal system to all the sincere and considerate friends of republican + +government, since it shows that in exact proportion as the territory of the Union may be formed into + +more circumscribed Confederacies, or States oppressive combinations of a majority will be + +facilitated: the best security, under the republican forms, for the rights of every class of + +citizens, will be diminished: and consequently the stability and independence of some member of the + +government, the only other security, must be proportionately increased. Justice is the end of + +government. It is the end of civil society. It ever has been and ever will be pursued until it be + +obtained, or until liberty be lost in the pursuit. In a society under the forms of which the + +stronger faction can readily unite and oppress the weaker, anarchy may as truly be said to reign as + +in a state of nature, where the weaker individual is not secured against the violence of the + +stronger; and as, in the latter state, even the stronger individuals are prompted, by the + +uncertainty of their condition, to submit to a government which may protect the weak as well as + +themselves; so, in the former state, will the more powerful factions or parties be gradually + +induced, by a like motive, to wish for a government which will protect all parties, the weaker as + +well as the more powerful. It can be little doubted that if the State of Rhode Island was separated + +from the Confederacy and left to itself, the insecurity of rights under the popular form of + +government within such narrow limits would be displayed by such reiterated oppressions of factious + +majorities that some power altogether independent of the people would soon be called for by the + +voice of the very factions whose misrule had proved the necessity of it. In the extended republic of + +the United States, and among the great variety of interests, parties, and sects which it embraces, a + +coalition of a majority of the whole society could seldom take place on any other principles than + +those of justice and the general good; whilst there being thus less danger to a minor from the will + +of a major party, there must be less pretext, also, to provide for the security of the former, by + +introducing into the government a will not dependent on the latter, or, in other words, a will + +independent of the society itself. It is no less certain than it is important, notwithstanding the + +contrary opinions which have been entertained, that the larger the society, provided it lie within a + +practical sphere, the more duly capable it will be of self-government. And happily for the + +REPUBLICAN CAUSE, the practicable sphere may be carried to a very great extent, by a judicious + +modification and mixture of the FEDERAL PRINCIPLE. +PUBLIUS + + + + +FEDERALIST No. 52. The House of Representatives + +From the New York Packet. Friday, February 8, 1788. + +MADISON +To the People of the State of New York: +FROM the more general inquiries pursued in the four last papers, I pass on to a more particular + +examination of the several parts of the government. I shall begin with the House of Representatives. +The first view to be taken of this part of the government relates to the qualifications of the + +electors and the elected. Those of the former are to be the same with those of the electors of the + +most numerous branch of the State legislatures. The definition of the right of suffrage is very + +justly regarded as a fundamental article of republican government. It was incumbent on the + +convention, therefore, to define and establish this right in the Constitution. To have left it open + +for the occasional regulation of the Congress, would have been improper for the reason just + +mentioned. To have submitted it to the legislative discretion of the States, would have been + +improper for the same reason; and for the additional reason that it would have rendered too + +dependent on the State governments that branch of the federal government which ought to be dependent + +on the people alone. To have reduced the different qualifications in the different States to one + +uniform rule, would probably have been as dissatisfactory to some of the States as it would have + +been difficult to the convention. The provision made by the convention appears, therefore, to be the + +best that lay within their option. It must be satisfactory to every State, because it is conformable + +to the standard already established, or which may be established, by the State itself. It will be + +safe to the United States, because, being fixed by the State constitutions, it is not alterable by + +the State governments, and it cannot be feared that the people of the States will alter this part of + +their constitutions in such a manner as to abridge the rights secured to them by the federal + +Constitution. +The qualifications of the elected, being less carefully and properly defined by the State + +constitutions, and being at the same time more susceptible of uniformity, have been very properly + +considered and regulated by the convention. A representative of the United States must be of the age + +of twenty-five years; must have been seven years a citizen of the United States; must, at the time + +of his election, be an inhabitant of the State he is to represent; and, during the time of his + +service, must be in no office under the United States. Under these reasonable limitations, the door + +of this part of the federal government is open to merit of every description, whether native or + +adoptive, whether young or old, and without regard to poverty or wealth, or to any particular + +profession of religious faith. +The term for which the representatives are to be elected falls under a second view which may be + +taken of this branch. In order to decide on the propriety of this article, two questions must be + +considered: first, whether biennial elections will, in this case, be safe; secondly, whether they be + +necessary or useful. +First. As it is essential to liberty that the government in general should have a common interest + +with the people, so it is particularly essential that the branch of it under consideration should + +have an immediate dependence on, and an intimate sympathy with, the people. Frequent elections are + +unquestionably the only policy by which this dependence and sympathy can be effectually secured. But + +what particular degree of frequency may be absolutely necessary for the purpose, does not appear to + +be susceptible of any precise calculation, and must depend on a variety of circumstances with which + +it may be connected. Let us consult experience, the guide that ought always to be followed whenever + +it can be found. +The scheme of representation, as a substitute for a meeting of the citizens in person, being at most + +but very imperfectly known to ancient polity, it is in more modern times only that we are to expect + +instructive examples. And even here, in order to avoid a research too vague and diffusive, it will + +be proper to confine ourselves to the few examples which are best known, and which bear the greatest + +analogy to our particular case. The first to which this character ought to be applied, is the House + +of Commons in Great Britain. The history of this branch of the English Constitution, anterior to the + +date of Magna Charta, is too obscure to yield instruction. The very existence of it has been made a + +question among political antiquaries. The earliest records of subsequent date prove that parliaments + +were to SIT only every year; not that they were to be ELECTED every year. And even these annual + +sessions were left so much at the discretion of the monarch, that, under various pretexts, very long + +and dangerous intermissions were often contrived by royal ambition. To remedy this grievance, it was + +provided by a statute in the reign of Charles II, that the intermissions should not be protracted + +beyond a period of three years. On the accession of William III, when a revolution took place in the + +government, the subject was still more seriously resumed, and it was declared to be among the + +fundamental rights of the people that parliaments ought to be held FREQUENTLY. By another statute, + +which passed a few years later in the same reign, the term "frequently," which had alluded to the + +triennial period settled in the time of Charles II, is reduced to a precise meaning, it being + +expressly enacted that a new parliament shall be called within three years after the termination of + +the former. The last change, from three to seven years, is well known to have been introduced pretty + +early in the present century, under on alarm for the Hanoverian succession. From these facts it + +appears that the greatest frequency of elections which has been deemed necessary in that kingdom, + +for binding the representatives to their constituents, does not exceed a triennial return of them. + +And if we may argue from the degree of liberty retained even under septennial elections, and all the + +other vicious ingredients in the parliamentary constitution, we cannot doubt that a reduction of the + +period from seven to three years, with the other necessary reforms, would so far extend the + +influence of the people over their representatives as to satisfy us that biennial elections, under + +the federal system, cannot possibly be dangerous to the requisite dependence of the House of + +Representatives on their constituents. +Elections in Ireland, till of late, were regulated entirely by the discretion of the crown, and were + +seldom repeated, except on the accession of a new prince, or some other contingent event. The + +parliament which commenced with George II. was continued throughout his whole reign, a period of + +about thirty-five years. The only dependence of the representatives on the people consisted in the + +right of the latter to supply occasional vacancies by the election of new members, and in the chance + +of some event which might produce a general new election. The ability also of the Irish parliament + +to maintain the rights of their constituents, so far as the disposition might exist, was extremely + +shackled by the control of the crown over the subjects of their deliberation. Of late these + +shackles, if I mistake not, have been broken; and octennial parliaments have besides been + +established. What effect may be produced by this partial reform, must be left to further experience. + +The example of Ireland, from this view of it, can throw but little light on the subject. As far as + +we can draw any conclusion from it, it must be that if the people of that country have been able + +under all these disadvantages to retain any liberty whatever, the advantage of biennial elections + +would secure to them every degree of liberty, which might depend on a due connection between their + +representatives and themselves. +Let us bring our inquiries nearer home. The example of these States, when British colonies, claims + +particular attention, at the same time that it is so well known as to require little to be said on + +it. The principle of representation, in one branch of the legislature at least, was established in + +all of them. But the periods of election were different. They varied from one to seven years. Have + +we any reason to infer, from the spirit and conduct of the representatives of the people, prior to + +the Revolution, that biennial elections would have been dangerous to the public liberties? The + +spirit which everywhere displayed itself at the commencement of the struggle, and which vanquished + +the obstacles to independence, is the best of proofs that a sufficient portion of liberty had been + +everywhere enjoyed to inspire both a sense of its worth and a zeal for its proper enlargement This + +remark holds good, as well with regard to the then colonies whose elections were least frequent, as + +to those whose elections were most frequent Virginia was the colony which stood first in resisting + +the parliamentary usurpations of Great Britain; it was the first also in espousing, by public act, + +the resolution of independence. In Virginia, nevertheless, if I have not been misinformed, elections + +under the former government were septennial. This particular example is brought into view, not as a + +proof of any peculiar merit, for the priority in those instances was probably accidental; and still + +less of any advantage in SEPTENNIAL elections, for when compared with a greater frequency they are + +inadmissible; but merely as a proof, and I conceive it to be a very substantial proof, that the + +liberties of the people can be in no danger from BIENNIAL elections. +The conclusion resulting from these examples will be not a little strengthened by recollecting three + +circumstances. The first is, that the federal legislature will possess a part only of that supreme + +legislative authority which is vested completely in the British Parliament; and which, with a few + +exceptions, was exercised by the colonial assemblies and the Irish legislature. It is a received and + +well-founded maxim, that where no other circumstances affect the case, the greater the power is, the + +shorter ought to be its duration; and, conversely, the smaller the power, the more safely may its + +duration be protracted. In the second place, it has, on another occasion, been shown that the + +federal legislature will not only be restrained by its dependence on its people, as other + +legislative bodies are, but that it will be, moreover, watched and controlled by the several + +collateral legislatures, which other legislative bodies are not. And in the third place, no + +comparison can be made between the means that will be possessed by the more permanent branches of + +the federal government for seducing, if they should be disposed to seduce, the House of + +Representatives from their duty to the people, and the means of influence over the popular branch + +possessed by the other branches of the government above cited. With less power, therefore, to abuse, + +the federal representatives can be less tempted on one side, and will be doubly watched on the + +other. +PUBLIUS + + + + +FEDERALIST No. 53. The Same Subject Continued (The House of Representatives) + +For the Independent Journal. Saturday, February 9, 1788. + +MADISON +To the People of the State of New York: +I SHALL here, perhaps, be reminded of a current observation, "that where annual elections end, + +tyranny begins." If it be true, as has often been remarked, that sayings which become proverbial are + +generally founded in reason, it is not less true, that when once established, they are often applied + +to cases to which the reason of them does not extend. I need not look for a proof beyond the case + +before us. What is the reason on which this proverbial observation is founded? No man will subject + +himself to the ridicule of pretending that any natural connection subsists between the sun or the + +seasons, and the period within which human virtue can bear the temptations of power. Happily for + +mankind, liberty is not, in this respect, confined to any single point of time; but lies within + +extremes, which afford sufficient latitude for all the variations which may be required by the + +various situations and circumstances of civil society. The election of magistrates might be, if it + +were found expedient, as in some instances it actually has been, daily, weekly, or monthly, as well + +as annual; and if circumstances may require a deviation from the rule on one side, why not also on + +the other side? Turning our attention to the periods established among ourselves, for the election + +of the most numerous branches of the State legislatures, we find them by no means coinciding any + +more in this instance, than in the elections of other civil magistrates. In Connecticut and Rhode + +Island, the periods are half-yearly. In the other States, South Carolina excepted, they are annual. + +In South Carolina they are biennial—as is proposed in the federal government. Here is a difference, + +as four to one, between the longest and shortest periods; and yet it would be not easy to show, that + +Connecticut or Rhode Island is better governed, or enjoys a greater share of rational liberty, than + +South Carolina; or that either the one or the other of these States is distinguished in these + +respects, and by these causes, from the States whose elections are different from both. +In searching for the grounds of this doctrine, I can discover but one, and that is wholly + +inapplicable to our case. The important distinction so well understood in America, between a + +Constitution established by the people and unalterable by the government, and a law established by + +the government and alterable by the government, seems to have been little understood and less + +observed in any other country. Wherever the supreme power of legislation has resided, has been + +supposed to reside also a full power to change the form of the government. Even in Great Britain, + +where the principles of political and civil liberty have been most discussed, and where we hear most + +of the rights of the Constitution, it is maintained that the authority of the Parliament is + +transcendent and uncontrollable, as well with regard to the Constitution, as the ordinary objects of + +legislative provision. They have accordingly, in several instances, actually changed, by legislative + +acts, some of the most fundamental articles of the government. They have in particular, on several + +occasions, changed the period of election; and, on the last occasion, not only introduced septennial + +in place of triennial elections, but by the same act, continued themselves in place four years + +beyond the term for which they were elected by the people. An attention to these dangerous practices + +has produced a very natural alarm in the votaries of free government, of which frequency of + +elections is the corner-stone; and has led them to seek for some security to liberty, against the + +danger to which it is exposed. Where no Constitution, paramount to the government, either existed or + +could be obtained, no constitutional security, similar to that established in the United States, was + +to be attempted. Some other security, therefore, was to be sought for; and what better security + +would the case admit, than that of selecting and appealing to some simple and familiar portion of + +time, as a standard for measuring the danger of innovations, for fixing the national sentiment, and + +for uniting the patriotic exertions? The most simple and familiar portion of time, applicable to the + +subject was that of a year; and hence the doctrine has been inculcated by a laudable zeal, to erect + +some barrier against the gradual innovations of an unlimited government, that the advance towards + +tyranny was to be calculated by the distance of departure from the fixed point of annual elections. + +But what necessity can there be of applying this expedient to a government limited, as the federal + +government will be, by the authority of a paramount Constitution? Or who will pretend that the + +liberties of the people of America will not be more secure under biennial elections, unalterably + +fixed by such a Constitution, than those of any other nation would be, where elections were annual, + +or even more frequent, but subject to alterations by the ordinary power of the government? +The second question stated is, whether biennial elections be necessary or useful. The propriety of + +answering this question in the affirmative will appear from several very obvious considerations. +No man can be a competent legislator who does not add to an upright intention and a sound judgment a + +certain degree of knowledge of the subjects on which he is to legislate. A part of this knowledge + +may be acquired by means of information which lie within the compass of men in private as well as + +public stations. Another part can only be attained, or at least thoroughly attained, by actual + +experience in the station which requires the use of it. The period of service, ought, therefore, in + +all such cases, to bear some proportion to the extent of practical knowledge requisite to the due + +performance of the service. The period of legislative service established in most of the States for + +the more numerous branch is, as we have seen, one year. The question then may be put into this + +simple form: does the period of two years bear no greater proportion to the knowledge requisite for + +federal legislation than one year does to the knowledge requisite for State legislation? The very + +statement of the question, in this form, suggests the answer that ought to be given to it. +In a single State, the requisite knowledge relates to the existing laws which are uniform throughout + +the State, and with which all the citizens are more or less conversant; and to the general affairs + +of the State, which lie within a small compass, are not very diversified, and occupy much of the + +attention and conversation of every class of people. The great theatre of the United States presents + +a very different scene. The laws are so far from being uniform, that they vary in every State; + +whilst the public affairs of the Union are spread throughout a very extensive region, and are + +extremely diversified by the local affairs connected with them, and can with difficulty be correctly + +learnt in any other place than in the central councils to which a knowledge of them will be brought + +by the representatives of every part of the empire. Yet some knowledge of the affairs, and even of + +the laws, of all the States, ought to be possessed by the members from each of the States. How can + +foreign trade be properly regulated by uniform laws, without some acquaintance with the commerce, + +the ports, the usages, and the regulations of the different States? How can the trade between the + +different States be duly regulated, without some knowledge of their relative situations in these and + +other respects? How can taxes be judiciously imposed and effectually collected, if they be not + +accommodated to the different laws and local circumstances relating to these objects in the + +different States? How can uniform regulations for the militia be duly provided, without a similar + +knowledge of many internal circumstances by which the States are distinguished from each other? + +These are the principal objects of federal legislation, and suggest most forcibly the extensive + +information which the representatives ought to acquire. The other interior objects will require a + +proportional degree of information with regard to them. +It is true that all these difficulties will, by degrees, be very much diminished. The most laborious + +task will be the proper inauguration of the government and the primeval formation of a federal code. + +Improvements on the first draughts will every year become both easier and fewer. Past transactions + +of the government will be a ready and accurate source of information to new members. The affairs of + +the Union will become more and more objects of curiosity and conversation among the citizens at + +large. And the increased intercourse among those of different States will contribute not a little to + +diffuse a mutual knowledge of their affairs, as this again will contribute to a general assimilation + +of their manners and laws. But with all these abatements, the business of federal legislation must + +continue so far to exceed, both in novelty and difficulty, the legislative business of a single + +State, as to justify the longer period of service assigned to those who are to transact it. +A branch of knowledge which belongs to the acquirements of a federal representative, and which has + +not been mentioned is that of foreign affairs. In regulating our own commerce he ought to be not + +only acquainted with the treaties between the United States and other nations, but also with the + +commercial policy and laws of other nations. He ought not to be altogether ignorant of the law of + +nations; for that, as far as it is a proper object of municipal legislation, is submitted to the + +federal government. And although the House of Representatives is not immediately to participate in + +foreign negotiations and arrangements, yet from the necessary connection between the several + +branches of public affairs, those particular branches will frequently deserve attention in the + +ordinary course of legislation, and will sometimes demand particular legislative sanction and co- + +operation. Some portion of this knowledge may, no doubt, be acquired in a man's closet; but some of + +it also can only be derived from the public sources of information; and all of it will be acquired + +to best effect by a practical attention to the subject during the period of actual service in the + +legislature. +There are other considerations, of less importance, perhaps, but which are not unworthy of notice. + +The distance which many of the representatives will be obliged to travel, and the arrangements + +rendered necessary by that circumstance, might be much more serious objections with fit men to this + +service, if limited to a single year, than if extended to two years. No argument can be drawn on + +this subject, from the case of the delegates to the existing Congress. They are elected annually, it + +is true; but their re-election is considered by the legislative assemblies almost as a matter of + +course. The election of the representatives by the people would not be governed by the same + +principle. +A few of the members, as happens in all such assemblies, will possess superior talents; will, by + +frequent reelections, become members of long standing; will be thoroughly masters of the public + +business, and perhaps not unwilling to avail themselves of those advantages. The greater the + +proportion of new members, and the less the information of the bulk of the members the more apt will + +they be to fall into the snares that may be laid for them. This remark is no less applicable to the + +relation which will subsist between the House of Representatives and the Senate. +It is an inconvenience mingled with the advantages of our frequent elections even in single States, + +where they are large, and hold but one legislative session in a year, that spurious elections cannot + +be investigated and annulled in time for the decision to have its due effect. If a return can be + +obtained, no matter by what unlawful means, the irregular member, who takes his seat of course, is + +sure of holding it a sufficient time to answer his purposes. Hence, a very pernicious encouragement + +is given to the use of unlawful means, for obtaining irregular returns. Were elections for the + +federal legislature to be annual, this practice might become a very serious abuse, particularly in + +the more distant States. Each house is, as it necessarily must be, the judge of the elections, + +qualifications, and returns of its members; and whatever improvements may be suggested by + +experience, for simplifying and accelerating the process in disputed cases, so great a portion of a + +year would unavoidably elapse, before an illegitimate member could be dispossessed of his seat, that + +the prospect of such an event would be little check to unfair and illicit means of obtaining a seat. +All these considerations taken together warrant us in affirming, that biennial elections will be as + +useful to the affairs of the public as we have seen that they will be safe to the liberty of the + +people. +PUBLIUS + + + + +FEDERALIST No. 54. The Apportionment of Members Among the States + +From the New York Packet. Tuesday, February 12, 1788. + +MADISON +To the People of the State of New York: +THE next view which I shall take of the House of Representatives relates to the appointment of its + +members to the several States which is to be determined by the same rule with that of direct taxes. +It is not contended that the number of people in each State ought not to be the standard for + +regulating the proportion of those who are to represent the people of each State. The establishment + +of the same rule for the appointment of taxes, will probably be as little contested; though the rule + +itself in this case, is by no means founded on the same principle. In the former case, the rule is + +understood to refer to the personal rights of the people, with which it has a natural and universal + +connection. In the latter, it has reference to the proportion of wealth, of which it is in no case a + +precise measure, and in ordinary cases a very unfit one. But notwithstanding the imperfection of the + +rule as applied to the relative wealth and contributions of the States, it is evidently the least + +objectionable among the practicable rules, and had too recently obtained the general sanction of + +America, not to have found a ready preference with the convention. +All this is admitted, it will perhaps be said; but does it follow, from an admission of numbers for + +the measure of representation, or of slaves combined with free citizens as a ratio of taxation, that + +slaves ought to be included in the numerical rule of representation? Slaves are considered as + +property, not as persons. They ought therefore to be comprehended in estimates of taxation which are + +founded on property, and to be excluded from representation which is regulated by a census of + +persons. This is the objection, as I understand it, stated in its full force. I shall be equally + +candid in stating the reasoning which may be offered on the opposite side. +"We subscribe to the doctrine," might one of our Southern brethren observe, "that representation + +relates more immediately to persons, and taxation more immediately to property, and we join in the + +application of this distinction to the case of our slaves. But we must deny the fact, that slaves + +are considered merely as property, and in no respect whatever as persons. The true state of the case + +is, that they partake of both these qualities: being considered by our laws, in some respects, as + +persons, and in other respects as property. In being compelled to labor, not for himself, but for a + +master; in being vendible by one master to another master; and in being subject at all times to be + +restrained in his liberty and chastised in his body, by the capricious will of another—the slave may + +appear to be degraded from the human rank, and classed with those irrational animals which fall + +under the legal denomination of property. In being protected, on the other hand, in his life and in + +his limbs, against the violence of all others, even the master of his labor and his liberty; and in + +being punishable himself for all violence committed against others—the slave is no less evidently + +regarded by the law as a member of the society, not as a part of the irrational creation; as a moral + +person, not as a mere article of property. The federal Constitution, therefore, decides with great + +propriety on the case of our slaves, when it views them in the mixed character of persons and of + +property. This is in fact their true character. It is the character bestowed on them by the laws + +under which they live; and it will not be denied, that these are the proper criterion; because it is + +only under the pretext that the laws have transformed the negroes into subjects of property, that a + +place is disputed them in the computation of numbers; and it is admitted, that if the laws were to + +restore the rights which have been taken away, the negroes could no longer be refused an equal share + +of representation with the other inhabitants. +"This question may be placed in another light. It is agreed on all sides, that numbers are the best + +scale of wealth and taxation, as they are the only proper scale of representation. Would the + +convention have been impartial or consistent, if they had rejected the slaves from the list of + +inhabitants, when the shares of representation were to be calculated, and inserted them on the lists + +when the tariff of contributions was to be adjusted? Could it be reasonably expected, that the + +Southern States would concur in a system, which considered their slaves in some degree as men, when + +burdens were to be imposed, but refused to consider them in the same light, when advantages were to + +be conferred? Might not some surprise also be expressed, that those who reproach the Southern States + +with the barbarous policy of considering as property a part of their human brethren, should + +themselves contend, that the government to which all the States are to be parties, ought to consider + +this unfortunate race more completely in the unnatural light of property, than the very laws of + +which they complain? +"It may be replied, perhaps, that slaves are not included in the estimate of representatives in any + +of the States possessing them. They neither vote themselves nor increase the votes of their masters. + +Upon what principle, then, ought they to be taken into the federal estimate of representation? In + +rejecting them altogether, the Constitution would, in this respect, have followed the very laws + +which have been appealed to as the proper guide. +"This objection is repelled by a single observation. It is a fundamental principle of the proposed + +Constitution, that as the aggregate number of representatives allotted to the several States is to + +be determined by a federal rule, founded on the aggregate number of inhabitants, so the right of + +choosing this allotted number in each State is to be exercised by such part of the inhabitants as + +the State itself may designate. The qualifications on which the right of suffrage depend are not, + +perhaps, the same in any two States. In some of the States the difference is very material. In every + +State, a certain proportion of inhabitants are deprived of this right by the constitution of the + +State, who will be included in the census by which the federal Constitution apportions the + +representatives. In this point of view the Southern States might retort the complaint, by insisting + +that the principle laid down by the convention required that no regard should be had to the policy + +of particular States towards their own inhabitants; and consequently, that the slaves, as + +inhabitants, should have been admitted into the census according to their full number, in like + +manner with other inhabitants, who, by the policy of other States, are not admitted to all the + +rights of citizens. A rigorous adherence, however, to this principle, is waived by those who would + +be gainers by it. All that they ask is that equal moderation be shown on the other side. Let the + +case of the slaves be considered, as it is in truth, a peculiar one. Let the compromising expedient + +of the Constitution be mutually adopted, which regards them as inhabitants, but as debased by + +servitude below the equal level of free inhabitants, which regards the SLAVE as divested of two + +fifths of the MAN. +"After all, may not another ground be taken on which this article of the Constitution will admit of + +a still more ready defense? We have hitherto proceeded on the idea that representation related to + +persons only, and not at all to property. But is it a just idea? Government is instituted no less + +for protection of the property, than of the persons, of individuals. The one as well as the other, + +therefore, may be considered as represented by those who are charged with the government. Upon this + +principle it is, that in several of the States, and particularly in the State of New York, one + +branch of the government is intended more especially to be the guardian of property, and is + +accordingly elected by that part of the society which is most interested in this object of + +government. In the federal Constitution, this policy does not prevail. The rights of property are + +committed into the same hands with the personal rights. Some attention ought, therefore, to be paid + +to property in the choice of those hands. +"For another reason, the votes allowed in the federal legislature to the people of each State, ought + +to bear some proportion to the comparative wealth of the States. States have not, like individuals, + +an influence over each other, arising from superior advantages of fortune. If the law allows an + +opulent citizen but a single vote in the choice of his representative, the respect and consequence + +which he derives from his fortunate situation very frequently guide the votes of others to the + +objects of his choice; and through this imperceptible channel the rights of property are conveyed + +into the public representation. A State possesses no such influence over other States. It is not + +probable that the richest State in the Confederacy will ever influence the choice of a single + +representative in any other State. Nor will the representatives of the larger and richer States + +possess any other advantage in the federal legislature, over the representatives of other States, + +than what may result from their superior number alone. As far, therefore, as their superior wealth + +and weight may justly entitle them to any advantage, it ought to be secured to them by a superior + +share of representation. The new Constitution is, in this respect, materially different from the + +existing Confederation, as well as from that of the United Netherlands, and other similar + +confederacies. In each of the latter, the efficacy of the federal resolutions depends on the + +subsequent and voluntary resolutions of the states composing the union. Hence the states, though + +possessing an equal vote in the public councils, have an unequal influence, corresponding with the + +unequal importance of these subsequent and voluntary resolutions. Under the proposed Constitution, + +the federal acts will take effect without the necessary intervention of the individual States. They + +will depend merely on the majority of votes in the federal legislature, and consequently each vote, + +whether proceeding from a larger or smaller State, or a State more or less wealthy or powerful, will + +have an equal weight and efficacy: in the same manner as the votes individually given in a State + +legislature, by the representatives of unequal counties or other districts, have each a precise + +equality of value and effect; or if there be any difference in the case, it proceeds from the + +difference in the personal character of the individual representative, rather than from any regard + +to the extent of the district from which he comes." +Such is the reasoning which an advocate for the Southern interests might employ on this subject; and + +although it may appear to be a little strained in some points, yet, on the whole, I must confess + +that it fully reconciles me to the scale of representation which the convention have established. +In one respect, the establishment of a common measure for representation and taxation will have a + +very salutary effect. As the accuracy of the census to be obtained by the Congress will necessarily + +depend, in a considerable degree on the disposition, if not on the co-operation, of the States, it + +is of great importance that the States should feel as little bias as possible, to swell or to reduce + +the amount of their numbers. Were their share of representation alone to be governed by this rule, + +they would have an interest in exaggerating their inhabitants. Were the rule to decide their share + +of taxation alone, a contrary temptation would prevail. By extending the rule to both objects, the + +States will have opposite interests, which will control and balance each other, and produce the + +requisite impartiality. +PUBLIUS + + + + +FEDERALIST No. 55. The Total Number of the House of Representatives + +For the Independent Journal. Wednesday, February 13, 1788. + +MADISON +To the People of the State of New York: +THE number of which the House of Representatives is to consist, forms another and a very interesting + +point of view, under which this branch of the federal legislature may be contemplated. Scarce any + +article, indeed, in the whole Constitution seems to be rendered more worthy of attention, by the + +weight of character and the apparent force of argument with which it has been assailed. The charges + +exhibited against it are, first, that so small a number of representatives will be an unsafe + +depositary of the public interests; secondly, that they will not possess a proper knowledge of the + +local circumstances of their numerous constituents; thirdly, that they will be taken from that class + +of citizens which will sympathize least with the feelings of the mass of the people, and be most + +likely to aim at a permanent elevation of the few on the depression of the many; fourthly, that + +defective as the number will be in the first instance, it will be more and more disproportionate, by + +the increase of the people, and the obstacles which will prevent a correspondent increase of the + +representatives. +In general it may be remarked on this subject, that no political problem is less susceptible of a + +precise solution than that which relates to the number most convenient for a representative + +legislature; nor is there any point on which the policy of the several States is more at variance, + +whether we compare their legislative assemblies directly with each other, or consider the + +proportions which they respectively bear to the number of their constituents. Passing over the + +difference between the smallest and largest States, as Delaware, whose most numerous branch consists + +of twenty-one representatives, and Massachusetts, where it amounts to between three and four + +hundred, a very considerable difference is observable among States nearly equal in population. The + +number of representatives in Pennsylvania is not more than one fifth of that in the State last + +mentioned. New York, whose population is to that of South Carolina as six to five, has little more + +than one third of the number of representatives. As great a disparity prevails between the States of + +Georgia and Delaware or Rhode Island. In Pennsylvania, the representatives do not bear a greater + +proportion to their constituents than of one for every four or five thousand. In Rhode Island, they + +bear a proportion of at least one for every thousand. And according to the constitution of Georgia, + +the proportion may be carried to one to every ten electors; and must unavoidably far exceed the + +proportion in any of the other States. +Another general remark to be made is, that the ratio between the representatives and the people + +ought not to be the same where the latter are very numerous as where they are very few. Were the + +representatives in Virginia to be regulated by the standard in Rhode Island, they would, at this + +time, amount to between four and five hundred; and twenty or thirty years hence, to a thousand. On + +the other hand, the ratio of Pennsylvania, if applied to the State of Delaware, would reduce the + +representative assembly of the latter to seven or eight members. Nothing can be more fallacious than + +to found our political calculations on arithmetical principles. Sixty or seventy men may be more + +properly trusted with a given degree of power than six or seven. But it does not follow that six or + +seven hundred would be proportionably a better depositary. And if we carry on the supposition to six + +or seven thousand, the whole reasoning ought to be reversed. The truth is, that in all cases a + +certain number at least seems to be necessary to secure the benefits of free consultation and + +discussion, and to guard against too easy a combination for improper purposes; as, on the other + +hand, the number ought at most to be kept within a certain limit, in order to avoid the confusion + +and intemperance of a multitude. In all very numerous assemblies, of whatever character composed, + +passion never fails to wrest the sceptre from reason. Had every Athenian citizen been a Socrates, + +every Athenian assembly would still have been a mob. +It is necessary also to recollect here the observations which were applied to the case of biennial + +elections. For the same reason that the limited powers of the Congress, and the control of the State + +legislatures, justify less frequent elections than the public safely might otherwise require, the + +members of the Congress need be less numerous than if they possessed the whole power of legislation, + +and were under no other than the ordinary restraints of other legislative bodies. +With these general ideas in our mind, let us weigh the objections which have been stated against the + +number of members proposed for the House of Representatives. It is said, in the first place, that so + +small a number cannot be safely trusted with so much power. +The number of which this branch of the legislature is to consist, at the outset of the government, + +will be sixty-five. Within three years a census is to be taken, when the number may be augmented to + +one for every thirty thousand inhabitants; and within every successive period of ten years the + +census is to be renewed, and augmentations may continue to be made under the above limitation. It + +will not be thought an extravagant conjecture that the first census will, at the rate of one for + +every thirty thousand, raise the number of representatives to at least one hundred. Estimating the + +negroes in the proportion of three fifths, it can scarcely be doubted that the population of the + +United States will by that time, if it does not already, amount to three millions. At the expiration + +of twenty-five years, according to the computed rate of increase, the number of representatives will + +amount to two hundred, and of fifty years, to four hundred. This is a number which, I presume, will + +put an end to all fears arising from the smallness of the body. I take for granted here what I + +shall, in answering the fourth objection, hereafter show, that the number of representatives will be + +augmented from time to time in the manner provided by the Constitution. On a contrary supposition, I + +should admit the objection to have very great weight indeed. +The true question to be decided then is, whether the smallness of the number, as a temporary + +regulation, be dangerous to the public liberty? Whether sixty-five members for a few years, and a + +hundred or two hundred for a few more, be a safe depositary for a limited and well-guarded power of + +legislating for the United States? I must own that I could not give a negative answer to this + +question, without first obliterating every impression which I have received with regard to the + +present genius of the people of America, the spirit which actuates the State legislatures, and the + +principles which are incorporated with the political character of every class of citizens I am + +unable to conceive that the people of America, in their present temper, or under any circumstances + +which can speedily happen, will choose, and every second year repeat the choice of, sixty-five or a + +hundred men who would be disposed to form and pursue a scheme of tyranny or treachery. I am unable + +to conceive that the State legislatures, which must feel so many motives to watch, and which possess + +so many means of counteracting, the federal legislature, would fail either to detect or to defeat a + +conspiracy of the latter against the liberties of their common constituents. I am equally unable to + +conceive that there are at this time, or can be in any short time, in the United States, any sixty- + +five or a hundred men capable of recommending themselves to the choice of the people at large, who + +would either desire or dare, within the short space of two years, to betray the solemn trust + +committed to them. What change of circumstances, time, and a fuller population of our country may + +produce, requires a prophetic spirit to declare, which makes no part of my pretensions. But judging + +from the circumstances now before us, and from the probable state of them within a moderate period + +of time, I must pronounce that the liberties of America cannot be unsafe in the number of hands + +proposed by the federal Constitution. +From what quarter can the danger proceed? Are we afraid of foreign gold? If foreign gold could so + +easily corrupt our federal rulers and enable them to ensnare and betray their constituents, how has + +it happened that we are at this time a free and independent nation? The Congress which conducted us + +through the Revolution was a less numerous body than their successors will be; they were not chosen + +by, nor responsible to, their fellowcitizens at large; though appointed from year to year, and + +recallable at pleasure, they were generally continued for three years, and prior to the ratification + +of the federal articles, for a still longer term. They held their consultations always under the + +veil of secrecy; they had the sole transaction of our affairs with foreign nations; through the + +whole course of the war they had the fate of their country more in their hands than it is to be + +hoped will ever be the case with our future representatives; and from the greatness of the prize at + +stake, and the eagerness of the party which lost it, it may well be supposed that the use of other + +means than force would not have been scrupled. Yet we know by happy experience that the public trust + +was not betrayed; nor has the purity of our public councils in this particular ever suffered, even + +from the whispers of calumny. +Is the danger apprehended from the other branches of the federal government? But where are the means + +to be found by the President, or the Senate, or both? Their emoluments of office, it is to be + +presumed, will not, and without a previous corruption of the House of Representatives cannot, more + +than suffice for very different purposes; their private fortunes, as they must all be American + +citizens, cannot possibly be sources of danger. The only means, then, which they can possess, will + +be in the dispensation of appointments. Is it here that suspicion rests her charge? Sometimes we are + +told that this fund of corruption is to be exhausted by the President in subduing the virtue of the + +Senate. Now, the fidelity of the other House is to be the victim. The improbability of such a + +mercenary and perfidious combination of the several members of government, standing on as different + +foundations as republican principles will well admit, and at the same time accountable to the + +society over which they are placed, ought alone to quiet this apprehension. But, fortunately, the + +Constitution has provided a still further safeguard. The members of the Congress are rendered + +ineligible to any civil offices that may be created, or of which the emoluments may be increased, + +during the term of their election. No offices therefore can be dealt out to the existing members but + +such as may become vacant by ordinary casualties: and to suppose that these would be sufficient to + +purchase the guardians of the people, selected by the people themselves, is to renounce every rule + +by which events ought to be calculated, and to substitute an indiscriminate and unbounded jealousy, + +with which all reasoning must be vain. The sincere friends of liberty, who give themselves up to the + +extravagancies of this passion, are not aware of the injury they do their own cause. As there is a + +degree of depravity in mankind which requires a certain degree of circumspection and distrust, so + +there are other qualities in human nature which justify a certain portion of esteem and confidence. + +Republican government presupposes the existence of these qualities in a higher degree than any other + +form. Were the pictures which have been drawn by the political jealousy of some among us faithful + +likenesses of the human character, the inference would be, that there is not sufficient virtue among + +men for self-government; and that nothing less than the chains of despotism can restrain them from + +destroying and devouring one another. +PUBLIUS + + + + +FEDERALIST No. 56. The Same Subject Continued (The Total Number of the House of Representatives) + +For the Independent Journal. Saturday, February 16, 1788. + +MADISON +To the People of the State of New York: +THE SECOND charge against the House of Representatives is, that it will be too small to possess a + +due knowledge of the interests of its constituents. +As this objection evidently proceeds from a comparison of the proposed number of representatives + +with the great extent of the United States, the number of their inhabitants, and the diversity of + +their interests, without taking into view at the same time the circumstances which will distinguish + +the Congress from other legislative bodies, the best answer that can be given to it will be a brief + +explanation of these peculiarities. +It is a sound and important principle that the representative ought to be acquainted with the + +interests and circumstances of his constituents. But this principle can extend no further than to + +those circumstances and interests to which the authority and care of the representative relate. An + +ignorance of a variety of minute and particular objects, which do not lie within the compass of + +legislation, is consistent with every attribute necessary to a due performance of the legislative + +trust. In determining the extent of information required in the exercise of a particular authority, + +recourse then must be had to the objects within the purview of that authority. +What are to be the objects of federal legislation? Those which are of most importance, and which + +seem most to require local knowledge, are commerce, taxation, and the militia. +A proper regulation of commerce requires much information, as has been elsewhere remarked; but as + +far as this information relates to the laws and local situation of each individual State, a very few + +representatives would be very sufficient vehicles of it to the federal councils. +Taxation will consist, in a great measure, of duties which will be involved in the regulation of + +commerce. So far the preceding remark is applicable to this object. As far as it may consist of + +internal collections, a more diffusive knowledge of the circumstances of the State may be necessary. + +But will not this also be possessed in sufficient degree by a very few intelligent men, diffusively + +elected within the State? Divide the largest State into ten or twelve districts, and it will be + +found that there will be no peculiar local interests in either, which will not be within the + +knowledge of the representative of the district. Besides this source of information, the laws of the + +State, framed by representatives from every part of it, will be almost of themselves a sufficient + +guide. In every State there have been made, and must continue to be made, regulations on this + +subject which will, in many cases, leave little more to be done by the federal legislature, than to + +review the different laws, and reduce them in one general act. A skillful individual in his closet + +with all the local codes before him, might compile a law on some subjects of taxation for the whole + +union, without any aid from oral information, and it may be expected that whenever internal taxes + +may be necessary, and particularly in cases requiring uniformity throughout the States, the more + +simple objects will be preferred. To be fully sensible of the facility which will be given to this + +branch of federal legislation by the assistance of the State codes, we need only suppose for a + +moment that this or any other State were divided into a number of parts, each having and exercising + +within itself a power of local legislation. Is it not evident that a degree of local information and + +preparatory labor would be found in the several volumes of their proceedings, which would very much + +shorten the labors of the general legislature, and render a much smaller number of members + +sufficient for it? The federal councils will derive great advantage from another circumstance. The + +representatives of each State will not only bring with them a considerable knowledge of its laws, + +and a local knowledge of their respective districts, but will probably in all cases have been + +members, and may even at the very time be members, of the State legislature, where all the local + +information and interests of the State are assembled, and from whence they may easily be conveyed by + +a very few hands into the legislature of the United States. +(The observations made on the subject of taxation apply with greater force to the case of the + +militia. For however different the rules of discipline may be in different States, they are the same + +throughout each particular State; and depend on circumstances which can differ but little in + +different parts of the same State.)(E1) +(With regard to the regulation of the militia, there are scarcely any circumstances in reference to + +which local knowledge can be said to be necessary. The general face of the country, whether + +mountainous or level, most fit for the operations of infantry or cavalry, is almost the only + +consideration of this nature that can occur. The art of war teaches general principles of + +organization, movement, and discipline, which apply universally.)(E1) +The attentive reader will discern that the reasoning here used, to prove the sufficiency of a + +moderate number of representatives, does not in any respect contradict what was urged on another + +occasion with regard to the extensive information which the representatives ought to possess, and + +the time that might be necessary for acquiring it. This information, so far as it may relate to + +local objects, is rendered necessary and difficult, not by a difference of laws and local + +circumstances within a single State, but of those among different States. Taking each State by + +itself, its laws are the same, and its interests but little diversified. A few men, therefore, will + +possess all the knowledge requisite for a proper representation of them. Were the interests and + +affairs of each individual State perfectly simple and uniform, a knowledge of them in one part would + +involve a knowledge of them in every other, and the whole State might be competently represented by + +a single member taken from any part of it. On a comparison of the different States together, we find + +a great dissimilarity in their laws, and in many other circumstances connected with the objects of + +federal legislation, with all of which the federal representatives ought to have some acquaintance. + +Whilst a few representatives, therefore, from each State, may bring with them a due knowledge of + +their own State, every representative will have much information to acquire concerning all the other + +States. The changes of time, as was formerly remarked, on the comparative situation of the different + +States, will have an assimilating effect. The effect of time on the internal affairs of the States, + +taken singly, will be just the contrary. At present some of the States are little more than a + +society of husbandmen. Few of them have made much progress in those branches of industry which give + +a variety and complexity to the affairs of a nation. These, however, will in all of them be the + +fruits of a more advanced population, and will require, on the part of each State, a fuller + +representation. The foresight of the convention has accordingly taken care that the progress of + +population may be accompanied with a proper increase of the representative branch of the government. +The experience of Great Britain, which presents to mankind so many political lessons, both of the + +monitory and exemplary kind, and which has been frequently consulted in the course of these + +inquiries, corroborates the result of the reflections which we have just made. The number of + +inhabitants in the two kingdoms of England and Scotland cannot be stated at less than eight + +millions. The representatives of these eight millions in the House of Commons amount to five hundred + +and fifty-eight. Of this number, one ninth are elected by three hundred and sixty-four persons, and + +one half, by five thousand seven hundred and twenty-three persons.(1) It cannot be supposed that the + +half thus elected, and who do not even reside among the people at large, can add any thing either to + +the security of the people against the government, or to the knowledge of their circumstances and + +interests in the legislative councils. On the contrary, it is notorious, that they are more + +frequently the representatives and instruments of the executive magistrate, than the guardians and + +advocates of the popular rights. They might therefore, with great propriety, be considered as + +something more than a mere deduction from the real representatives of the nation. We will, however, + +consider them in this light alone, and will not extend the deduction to a considerable number of + +others, who do not reside among their constitutents, are very faintly connected with them, and have + +very little particular knowledge of their affairs. With all these concessions, two hundred and + +seventy-nine persons only will be the depository of the safety, interest, and happiness of eight + +millions that is to say, there will be one representative only to maintain the rights and explain + +the situation of TWENTY-EIGHT THOUSAND SIX HUNDRED AND SEVENTY constitutents, in an assembly exposed + +to the whole force of executive influence, and extending its authority to every object of + +legislation within a nation whose affairs are in the highest degree diversified and complicated. Yet + +it is very certain, not only that a valuable portion of freedom has been preserved under all these + +circumstances, but that the defects in the British code are chargeable, in a very small proportion, + +on the ignorance of the legislature concerning the circumstances of the people. Allowing to this + +case the weight which is due to it, and comparing it with that of the House of Representatives as + +above explained it seems to give the fullest assurance, that a representative for every THIRTY + +THOUSAND INHABITANTS will render the latter both a safe and competent guardian of the interests + +which will be confided to it. +PUBLIUS +1. Burgh's "Political Disquisitions." +E1. Two versions of this paragraph appear in different editions. + + + + +FEDERALIST No. 57. The Alleged Tendency of the New Plan to Elevate the Few at the Expense of the + +Many Considered in Connection with Representation. + +From the New York Packet. Tuesday, February 19, 1788. + +MADISON +To the People of the State of New York: +THE THIRD charge against the House of Representatives is, that it will be taken from that class of + +citizens which will have least sympathy with the mass of the people, and be most likely to aim at an + +ambitious sacrifice of the many to the aggrandizement of the few. +Of all the objections which have been framed against the federal Constitution, this is perhaps the + +most extraordinary. Whilst the objection itself is levelled against a pretended oligarchy, the + +principle of it strikes at the very root of republican government. +The aim of every political constitution is, or ought to be, first to obtain for rulers men who + +possess most wisdom to discern, and most virtue to pursue, the common good of the society; and in + +the next place, to take the most effectual precautions for keeping them virtuous whilst they + +continue to hold their public trust. The elective mode of obtaining rulers is the characteristic + +policy of republican government. The means relied on in this form of government for preventing their + +degeneracy are numerous and various. The most effectual one, is such a limitation of the term of + +appointments as will maintain a proper responsibility to the people. +Let me now ask what circumstance there is in the constitution of the House of Representatives that + +violates the principles of republican government, or favors the elevation of the few on the ruins of + +the many? Let me ask whether every circumstance is not, on the contrary, strictly conformable to + +these principles, and scrupulously impartial to the rights and pretensions of every class and + +description of citizens? +Who are to be the electors of the federal representatives? Not the rich, more than the poor; not the + +learned, more than the ignorant; not the haughty heirs of distinguished names, more than the humble + +sons of obscurity and unpropitious fortune. The electors are to be the great body of the people of + +the United States. They are to be the same who exercise the right in every State of electing the + +corresponding branch of the legislature of the State. +Who are to be the objects of popular choice? Every citizen whose merit may recommend him to the + +esteem and confidence of his country. No qualification of wealth, of birth, of religious faith, or + +of civil profession is permitted to fetter the judgement or disappoint the inclination of the + +people. +If we consider the situation of the men on whom the free suffrages of their fellow-citizens may + +confer the representative trust, we shall find it involving every security which can be devised or + +desired for their fidelity to their constituents. +In the first place, as they will have been distinguished by the preference of their fellow-citizens, + +we are to presume that in general they will be somewhat distinguished also by those qualities which + +entitle them to it, and which promise a sincere and scrupulous regard to the nature of their + +engagements. +In the second place, they will enter into the public service under circumstances which cannot fail + +to produce a temporary affection at least to their constituents. There is in every breast a + +sensibility to marks of honor, of favor, of esteem, and of confidence, which, apart from all + +considerations of interest, is some pledge for grateful and benevolent returns. Ingratitude is a + +common topic of declamation against human nature; and it must be confessed that instances of it are + +but too frequent and flagrant, both in public and in private life. But the universal and extreme + +indignation which it inspires is itself a proof of the energy and prevalence of the contrary + +sentiment. +In the third place, those ties which bind the representative to his constituents are strengthened by + +motives of a more selfish nature. His pride and vanity attach him to a form of government which + +favors his pretensions and gives him a share in its honors and distinctions. Whatever hopes or + +projects might be entertained by a few aspiring characters, it must generally happen that a great + +proportion of the men deriving their advancement from their influence with the people, would have + +more to hope from a preservation of the favor, than from innovations in the government subversive of + +the authority of the people. +All these securities, however, would be found very insufficient without the restraint of frequent + +elections. Hence, in the fourth place, the House of Representatives is so constituted as to support + +in the members an habitual recollection of their dependence on the people. Before the sentiments + +impressed on their minds by the mode of their elevation can be effaced by the exercise of power, + +they will be compelled to anticipate the moment when their power is to cease, when their exercise of + +it is to be reviewed, and when they must descend to the level from which they were raised; there + +forever to remain unless a faithful discharge of their trust shall have established their title to a + +renewal of it. +I will add, as a fifth circumstance in the situation of the House of Representatives, restraining + +them from oppressive measures, that they can make no law which will not have its full operation on + +themselves and their friends, as well as on the great mass of the society. This has always been + +deemed one of the strongest bonds by which human policy can connect the rulers and the people + +together. It creates between them that communion of interests and sympathy of sentiments, of which + +few governments have furnished examples; but without which every government degenerates into + +tyranny. If it be asked, what is to restrain the House of Representatives from making legal + +discriminations in favor of themselves and a particular class of the society? I answer: the genius + +of the whole system; the nature of just and constitutional laws; and above all, the vigilant and + +manly spirit which actuates the people of America—a spirit which nourishes freedom, and in return is + +nourished by it. +If this spirit shall ever be so far debased as to tolerate a law not obligatory on the legislature, + +as well as on the people, the people will be prepared to tolerate any thing but liberty. +Such will be the relation between the House of Representatives and their constituents. Duty, + +gratitude, interest, ambition itself, are the chords by which they will be bound to fidelity and + +sympathy with the great mass of the people. It is possible that these may all be insufficient to + +control the caprice and wickedness of man. But are they not all that government will admit, and that + +human prudence can devise? Are they not the genuine and the characteristic means by which republican + +government provides for the liberty and happiness of the people? Are they not the identical means on + +which every State government in the Union relies for the attainment of these important ends? What + +then are we to understand by the objection which this paper has combated? What are we to say to the + +men who profess the most flaming zeal for republican government, yet boldly impeach the fundamental + +principle of it; who pretend to be champions for the right and the capacity of the people to choose + +their own rulers, yet maintain that they will prefer those only who will immediately and infallibly + +betray the trust committed to them? +Were the objection to be read by one who had not seen the mode prescribed by the Constitution for + +the choice of representatives, he could suppose nothing less than that some unreasonable + +qualification of property was annexed to the right of suffrage; or that the right of eligibility was + +limited to persons of particular families or fortunes; or at least that the mode prescribed by the + +State constitutions was in some respect or other, very grossly departed from. We have seen how far + +such a supposition would err, as to the two first points. Nor would it, in fact, be less erroneous + +as to the last. The only difference discoverable between the two cases is, that each representative + +of the United States will be elected by five or six thousand citizens; whilst in the individual + +States, the election of a representative is left to about as many hundreds. Will it be pretended + +that this difference is sufficient to justify an attachment to the State governments, and an + +abhorrence to the federal government? If this be the point on which the objection turns, it deserves + +to be examined. +Is it supported by REASON? This cannot be said, without maintaining that five or six thousand + +citizens are less capable of choosing a fit representative, or more liable to be corrupted by an + +unfit one, than five or six hundred. Reason, on the contrary, assures us, that as in so great a + +number a fit representative would be most likely to be found, so the choice would be less likely to + +be diverted from him by the intrigues of the ambitious or the ambitious or the bribes of the rich. +Is the CONSEQUENCE from this doctrine admissible? If we say that five or six hundred citizens are as + +many as can jointly exercise their right of suffrage, must we not deprive the people of the + +immediate choice of their public servants, in every instance where the administration of the + +government does not require as many of them as will amount to one for that number of citizens? +Is the doctrine warranted by FACTS? It was shown in the last paper, that the real representation in + +the British House of Commons very little exceeds the proportion of one for every thirty thousand + +inhabitants. Besides a variety of powerful causes not existing here, and which favor in that country + +the pretensions of rank and wealth, no person is eligible as a representative of a county, unless he + +possess real estate of the clear value of six hundred pounds sterling per year; nor of a city or + +borough, unless he possess a like estate of half that annual value. To this qualification on the + +part of the county representatives is added another on the part of the county electors, which + +restrains the right of suffrage to persons having a freehold estate of the annual value of more than + +twenty pounds sterling, according to the present rate of money. Notwithstanding these unfavorable + +circumstances, and notwithstanding some very unequal laws in the British code, it cannot be said + +that the representatives of the nation have elevated the few on the ruins of the many. +But we need not resort to foreign experience on this subject. Our own is explicit and decisive. The + +districts in New Hampshire in which the senators are chosen immediately by the people, are nearly as + +large as will be necessary for her representatives in the Congress. Those of Massachusetts are + +larger than will be necessary for that purpose; and those of New York still more so. In the last + +State the members of Assembly for the cities and counties of New York and Albany are elected by very + +nearly as many voters as will be entitled to a representative in the Congress, calculating on the + +number of sixty-five representatives only. It makes no difference that in these senatorial districts + +and counties a number of representatives are voted for by each elector at the same time. If the same + +electors at the same time are capable of choosing four or five representatives, they cannot be + +incapable of choosing one. Pennsylvania is an additional example. Some of her counties, which elect + +her State representatives, are almost as large as her districts will be by which her federal + +representatives will be elected. The city of Philadelphia is supposed to contain between fifty and + +sixty thousand souls. It will therefore form nearly two districts for the choice of federal + +representatives. It forms, however, but one county, in which every elector votes for each of its + +representatives in the State legislature. And what may appear to be still more directly to our + +purpose, the whole city actually elects a SINGLE MEMBER for the executive council. This is the case + +in all the other counties of the State. +Are not these facts the most satisfactory proofs of the fallacy which has been employed against the + +branch of the federal government under consideration? Has it appeared on trial that the senators of + +New Hampshire, Massachusetts, and New York, or the executive council of Pennsylvania, or the members + +of the Assembly in the two last States, have betrayed any peculiar disposition to sacrifice the many + +to the few, or are in any respect less worthy of their places than the representatives and + +magistrates appointed in other States by very small divisions of the people? +But there are cases of a stronger complexion than any which I have yet quoted. One branch of the + +legislature of Connecticut is so constituted that each member of it is elected by the whole State. + +So is the governor of that State, of Massachusetts, and of this State, and the president of New + +Hampshire. I leave every man to decide whether the result of any one of these experiments can be + +said to countenance a suspicion, that a diffusive mode of choosing representatives of the people + +tends to elevate traitors and to undermine the public liberty. +PUBLIUS + + + + +FEDERALIST No. 58. Objection That The Number of Members Will Not Be Augmented as the Progress of + +Population Demands. + +Considered For the Independent Journal Wednesday, February 20, 1788. + +MADISON +To the People of the State of New York: +THE remaining charge against the House of Representatives, which I am to examine, is grounded on a + +supposition that the number of members will not be augmented from time to time, as the progress of + +population may demand. +It has been admitted, that this objection, if well supported, would have great weight. The following + +observations will show that, like most other objections against the Constitution, it can only + +proceed from a partial view of the subject, or from a jealousy which discolors and disfigures every + +object which is beheld. +1. Those who urge the objection seem not to have recollected that the federal Constitution will not + +suffer by a comparison with the State constitutions, in the security provided for a gradual + +augmentation of the number of representatives. The number which is to prevail in the first instance + +is declared to be temporary. Its duration is limited to the short term of three years. +Within every successive term of ten years a census of inhabitants is to be repeated. The unequivocal + +objects of these regulations are, first, to readjust, from time to time, the apportionment of + +representatives to the number of inhabitants, under the single exception that each State shall have + +one representative at least; secondly, to augment the number of representatives at the same periods, + +under the sole limitation that the whole number shall not exceed one for every thirty thousand + +inhabitants. If we review the constitutions of the several States, we shall find that some of them + +contain no determinate regulations on this subject, that others correspond pretty much on this point + +with the federal Constitution, and that the most effectual security in any of them is resolvable + +into a mere directory provision. +2. As far as experience has taken place on this subject, a gradual increase of representatives under + +the State constitutions has at least kept pace with that of the constituents, and it appears that + +the former have been as ready to concur in such measures as the latter have been to call for them. +3. There is a peculiarity in the federal Constitution which insures a watchful attention in a + +majority both of the people and of their representatives to a constitutional augmentation of the + +latter. The peculiarity lies in this, that one branch of the legislature is a representation of + +citizens, the other of the States: in the former, consequently, the larger States will have most + +weight; in the latter, the advantage will be in favor of the smaller States. From this circumstance + +it may with certainty be inferred that the larger States will be strenuous advocates for increasing + +the number and weight of that part of the legislature in which their influence predominates. And it + +so happens that four only of the largest will have a majority of the whole votes in the House of + +Representatives. Should the representatives or people, therefore, of the smaller States oppose at + +any time a reasonable addition of members, a coalition of a very few States will be sufficient to + +overrule the opposition; a coalition which, notwithstanding the rivalship and local prejudices which + +might prevent it on ordinary occasions, would not fail to take place, when not merely prompted by + +common interest, but justified by equity and the principles of the Constitution. +It may be alleged, perhaps, that the Senate would be prompted by like motives to an adverse + +coalition; and as their concurrence would be indispensable, the just and constitutional views of the + +other branch might be defeated. This is the difficulty which has probably created the most serious + +apprehensions in the jealous friends of a numerous representation. Fortunately it is among the + +difficulties which, existing only in appearance, vanish on a close and accurate inspection. The + +following reflections will, if I mistake not, be admitted to be conclusive and satisfactory on this + +point. +Notwithstanding the equal authority which will subsist between the two houses on all legislative + +subjects, except the originating of money bills, it cannot be doubted that the House, composed of + +the greater number of members, when supported by the more powerful States, and speaking the known + +and determined sense of a majority of the people, will have no small advantage in a question + +depending on the comparative firmness of the two houses. +This advantage must be increased by the consciousness, felt by the same side of being supported in + +its demands by right, by reason, and by the Constitution; and the consciousness, on the opposite + +side, of contending against the force of all these solemn considerations. +It is farther to be considered, that in the gradation between the smallest and largest States, there + +are several, which, though most likely in general to arrange themselves among the former are too + +little removed in extent and population from the latter, to second an opposition to their just and + +legitimate pretensions. Hence it is by no means certain that a majority of votes, even in the + +Senate, would be unfriendly to proper augmentations in the number of representatives. +It will not be looking too far to add, that the senators from all the new States may be gained over + +to the just views of the House of Representatives, by an expedient too obvious to be overlooked. As + +these States will, for a great length of time, advance in population with peculiar rapidity, they + +will be interested in frequent reapportionments of the representatives to the number of inhabitants. + +The large States, therefore, who will prevail in the House of Representatives, will have nothing to + +do but to make reapportionments and augmentations mutually conditions of each other; and the + +senators from all the most growing States will be bound to contend for the latter, by the interest + +which their States will feel in the former. +These considerations seem to afford ample security on this subject, and ought alone to satisfy all + +the doubts and fears which have been indulged with regard to it. Admitting, however, that they + +should all be insufficient to subdue the unjust policy of the smaller States, or their predominant + +influence in the councils of the Senate, a constitutional and infallible resource still remains with + +the larger States, by which they will be able at all times to accomplish their just purposes. The + +House of Representatives cannot only refuse, but they alone can propose, the supplies requisite for + +the support of government. They, in a word, hold the purse—that powerful instrument by which we + +behold, in the history of the British Constitution, an infant and humble representation of the + +people gradually enlarging the sphere of its activity and importance, and finally reducing, as far + +as it seems to have wished, all the overgrown prerogatives of the other branches of the government. + +This power over the purse may, in fact, be regarded as the most complete and effectual weapon with + +which any constitution can arm the immediate representatives of the people, for obtaining a redress + +of every grievance, and for carrying into effect every just and salutary measure. +But will not the House of Representatives be as much interested as the Senate in maintaining the + +government in its proper functions, and will they not therefore be unwilling to stake its existence + +or its reputation on the pliancy of the Senate? Or, if such a trial of firmness between the two + +branches were hazarded, would not the one be as likely first to yield as the other? These questions + +will create no difficulty with those who reflect that in all cases the smaller the number, and the + +more permanent and conspicuous the station, of men in power, the stronger must be the interest which + +they will individually feel in whatever concerns the government. Those who represent the dignity of + +their country in the eyes of other nations, will be particularly sensible to every prospect of + +public danger, or of dishonorable stagnation in public affairs. To those causes we are to ascribe + +the continual triumph of the British House of Commons over the other branches of the government, + +whenever the engine of a money bill has been employed. An absolute inflexibility on the side of the + +latter, although it could not have failed to involve every department of the state in the general + +confusion, has neither been apprehended nor experienced. The utmost degree of firmness that can be + +displayed by the federal Senate or President, will not be more than equal to a resistance in which + +they will be supported by constitutional and patriotic principles. +In this review of the Constitution of the House of Representatives, I have passed over the + +circumstances of economy, which, in the present state of affairs, might have had some effect in + +lessening the temporary number of representatives, and a disregard of which would probably have been + +as rich a theme of declamation against the Constitution as has been shown by the smallness of the + +number proposed. I omit also any remarks on the difficulty which might be found, under present + +circumstances, in engaging in the federal service a large number of such characters as the people + +will probably elect. One observation, however, I must be permitted to add on this subject as + +claiming, in my judgment, a very serious attention. It is, that in all legislative assemblies the + +greater the number composing them may be, the fewer will be the men who will in fact direct their + +proceedings. In the first place, the more numerous an assembly may be, of whatever characters + +composed, the greater is known to be the ascendency of passion over reason. In the next place, the + +larger the number, the greater will be the proportion of members of limited information and of weak + +capacities. Now, it is precisely on characters of this description that the eloquence and address of + +the few are known to act with all their force. In the ancient republics, where the whole body of the + +people assembled in person, a single orator, or an artful statesman, was generally seen to rule with + +as complete a sway as if a sceptre had been placed in his single hand. On the same principle, the + +more multitudinous a representative assembly may be rendered, the more it will partake of the + +infirmities incident to collective meetings of the people. Ignorance will be the dupe of cunning, + +and passion the slave of sophistry and declamation. The people can never err more than in supposing + +that by multiplying their representatives beyond a certain limit, they strengthen the barrier + +against the government of a few. Experience will forever admonish them that, on the contrary, AFTER + +SECURING A SUFFICIENT NUMBER FOR THE PURPOSES OF SAFETY, OF LOCAL INFORMATION, AND OF DIFFUSIVE + +SYMPATHY WITH THE WHOLE SOCIETY, they will counteract their own views by every addition to their + +representatives. The countenance of the government may become more democratic, but the soul that + +animates it will be more oligarchic. The machine will be enlarged, but the fewer, and often the more + +secret, will be the springs by which its motions are directed. +As connected with the objection against the number of representatives, may properly be here noticed, + +that which has been suggested against the number made competent for legislative business. It has + +been said that more than a majority ought to have been required for a quorum; and in particular + +cases, if not in all, more than a majority of a quorum for a decision. That some advantages might + +have resulted from such a precaution, cannot be denied. It might have been an additional shield to + +some particular interests, and another obstacle generally to hasty and partial measures. But these + +considerations are outweighed by the inconveniences in the opposite scale. In all cases where + +justice or the general good might require new laws to be passed, or active measures to be pursued, + +the fundamental principle of free government would be reversed. It would be no longer the majority + +that would rule: the power would be transferred to the minority. Were the defensive privilege + +limited to particular cases, an interested minority might take advantage of it to screen themselves + +from equitable sacrifices to the general weal, or, in particular emergencies, to extort unreasonable + +indulgences. Lastly, it would facilitate and foster the baneful practice of secessions; a practice + +which has shown itself even in States where a majority only is required; a practice subversive of + +all the principles of order and regular government; a practice which leads more directly to public + +convulsions, and the ruin of popular governments, than any other which has yet been displayed among + +us. +PUBLIUS + + + + +FEDERALIST No. 59. Concerning the Power of Congress to Regulate the Election of Members + +From the New York Packet. Friday, February 22, 1788. + +HAMILTON +To the People of the State of New York: +THE natural order of the subject leads us to consider, in this place, that provision of the + +Constitution which authorizes the national legislature to regulate, in the last resort, the election + +of its own members. It is in these words: "The TIMES, PLACES, and MANNER of holding elections for + +senators and representatives shall be prescribed in each State by the legislature thereof; but the + +Congress may, at any time, by law, make or alter SUCH REGULATIONS, except as to the PLACES of + +choosing senators."(1) This provision has not only been declaimed against by those who condemn the + +Constitution in the gross, but it has been censured by those who have objected with less latitude + +and greater moderation; and, in one instance it has been thought exceptionable by a gentleman who + +has declared himself the advocate of every other part of the system. +I am greatly mistaken, notwithstanding, if there be any article in the whole plan more completely + +defensible than this. Its propriety rests upon the evidence of this plain proposition, that EVERY + +GOVERNMENT OUGHT TO CONTAIN IN ITSELF THE MEANS OF ITS OWN PRESERVATION. Every just reasoner will, + +at first sight, approve an adherence to this rule, in the work of the convention; and will + +disapprove every deviation from it which may not appear to have been dictated by the necessity of + +incorporating into the work some particular ingredient, with which a rigid conformity to the rule + +was incompatible. Even in this case, though he may acquiesce in the necessity, yet he will not cease + +to regard and to regret a departure from so fundamental a principle, as a portion of imperfection in + +the system which may prove the seed of future weakness, and perhaps anarchy. +It will not be alleged, that an election law could have been framed and inserted in the + +Constitution, which would have been always applicable to every probable change in the situation of + +the country; and it will therefore not be denied, that a discretionary power over elections ought to + +exist somewhere. It will, I presume, be as readily conceded, that there were only three ways in + +which this power could have been reasonably modified and disposed: that it must either have been + +lodged wholly in the national legislature, or wholly in the State legislatures, or primarily in the + +latter and ultimately in the former. The last mode has, with reason, been preferred by the + +convention. They have submitted the regulation of elections for the federal government, in the first + +instance, to the local administrations; which, in ordinary cases, and when no improper views + +prevail, may be both more convenient and more satisfactory; but they have reserved to the national + +authority a right to interpose, whenever extraordinary circumstances might render that interposition + +necessary to its safety. +Nothing can be more evident, than that an exclusive power of regulating elections for the national + +government, in the hands of the State legislatures, would leave the existence of the Union entirely + +at their mercy. They could at any moment annihilate it, by neglecting to provide for the choice of + +persons to administer its affairs. It is to little purpose to say, that a neglect or omission of + +this kind would not be likely to take place. The constitutional possibility of the thing, without an + +equivalent for the risk, is an unanswerable objection. Nor has any satisfactory reason been yet + +assigned for incurring that risk. The extravagant surmises of a distempered jealousy can never be + +dignified with that character. If we are in a humor to presume abuses of power, it is as fair to + +presume them on the part of the State governments as on the part of the general government. And as + +it is more consonant to the rules of a just theory, to trust the Union with the care of its own + +existence, than to transfer that care to any other hands, if abuses of power are to be hazarded on + +the one side or on the other, it is more rational to hazard them where the power would naturally be + +placed, than where it would unnaturally be placed. +Suppose an article had been introduced into the Constitution, empowering the United States to + +regulate the elections for the particular States, would any man have hesitated to condemn it, both + +as an unwarrantable transposition of power, and as a premeditated engine for the destruction of the + +State governments? The violation of principle, in this case, would have required no comment; and, to + +an unbiased observer, it will not be less apparent in the project of subjecting the existence of the + +national government, in a similar respect, to the pleasure of the State governments. An impartial + +view of the matter cannot fail to result in a conviction, that each, as far as possible, ought to + +depend on itself for its own preservation. +As an objection to this position, it may be remarked that the constitution of the national Senate + +would involve, in its full extent, the danger which it is suggested might flow from an exclusive + +power in the State legislatures to regulate the federal elections. It may be alleged, that by + +declining the appointment of Senators, they might at any time give a fatal blow to the Union; and + +from this it may be inferred, that as its existence would be thus rendered dependent upon them in so + +essential a point, there can be no objection to intrusting them with it in the particular case under + +consideration. The interest of each State, it may be added, to maintain its representation in the + +national councils, would be a complete security against an abuse of the trust. +This argument, though specious, will not, upon examination, be found solid. It is certainly true + +that the State legislatures, by forbearing the appointment of senators, may destroy the national + +government. But it will not follow that, because they have a power to do this in one instance, they + +ought to have it in every other. There are cases in which the pernicious tendency of such a power + +may be far more decisive, without any motive equally cogent with that which must have regulated the + +conduct of the convention in respect to the formation of the Senate, to recommend their admission + +into the system. So far as that construction may expose the Union to the possibility of injury from + +the State legislatures, it is an evil; but it is an evil which could not have been avoided without + +excluding the States, in their political capacities, wholly from a place in the organization of the + +national government. If this had been done, it would doubtless have been interpreted into an entire + +dereliction of the federal principle; and would certainly have deprived the State governments of + +that absolute safeguard which they will enjoy under this provision. But however wise it may have + +been to have submitted in this instance to an inconvenience, for the attainment of a necessary + +advantage or a greater good, no inference can be drawn from thence to favor an accumulation of the + +evil, where no necessity urges, nor any greater good invites. +It may be easily discerned also that the national government would run a much greater risk from a + +power in the State legislatures over the elections of its House of Representatives, than from their + +power of appointing the members of its Senate. The senators are to be chosen for the period of six + +years; there is to be a rotation, by which the seats of a third part of them are to be vacated and + +replenished every two years; and no State is to be entitled to more than two senators; a quorum of + +the body is to consist of sixteen members. The joint result of these circumstances would be, that a + +temporary combination of a few States to intermit the appointment of senators, could neither annul + +the existence nor impair the activity of the body; and it is not from a general and permanent + +combination of the States that we can have any thing to fear. The first might proceed from sinister + +designs in the leading members of a few of the State legislatures; the last would suppose a fixed + +and rooted disaffection in the great body of the people, which will either never exist at all, or + +will, in all probability, proceed from an experience of the inaptitude of the general government to + +the advancement of their happiness in which event no good citizen could desire its continuance. +But with regard to the federal House of Representatives, there is intended to be a general election + +of members once in two years. If the State legislatures were to be invested with an exclusive power + +of regulating these elections, every period of making them would be a delicate crisis in the + +national situation, which might issue in a dissolution of the Union, if the leaders of a few of the + +most important States should have entered into a previous conspiracy to prevent an election. +I shall not deny, that there is a degree of weight in the observation, that the interests of each + +State, to be represented in the federal councils, will be a security against the abuse of a power + +over its elections in the hands of the State legislatures. But the security will not be considered + +as complete, by those who attend to the force of an obvious distinction between the interest of the + +people in the public felicity, and the interest of their local rulers in the power and consequence + +of their offices. The people of America may be warmly attached to the government of the Union, at + +times when the particular rulers of particular States, stimulated by the natural rivalship of power, + +and by the hopes of personal aggrandizement, and supported by a strong faction in each of those + +States, may be in a very opposite temper. This diversity of sentiment between a majority of the + +people, and the individuals who have the greatest credit in their councils, is exemplified in some + +of the States at the present moment, on the present question. The scheme of separate confederacies, + +which will always multiply the chances of ambition, will be a never failing bait to all such + +influential characters in the State administrations as are capable of preferring their own emolument + +and advancement to the public weal. With so effectual a weapon in their hands as the exclusive power + +of regulating elections for the national government, a combination of a few such men, in a few of + +the most considerable States, where the temptation will always be the strongest, might accomplish + +the destruction of the Union, by seizing the opportunity of some casual dissatisfaction among the + +people (and which perhaps they may themselves have excited), to discontinue the choice of members + +for the federal House of Representatives. It ought never to be forgotten, that a firm union of this + +country, under an efficient government, will probably be an increasing object of jealousy to more + +than one nation of Europe; and that enterprises to subvert it will sometimes originate in the + +intrigues of foreign powers, and will seldom fail to be patronized and abetted by some of them. Its + +preservation, therefore ought in no case that can be avoided, to be committed to the guardianship of + +any but those whose situation will uniformly beget an immediate interest in the faithful and + +vigilant performance of the trust. +PUBLIUS +1. 1st clause, 4th section, of the 1st article. + + + + +FEDERALIST No. 60. The Same Subject Continued (Concerning the Power of Congress to Regulate the + +Election of Members) + +From The Independent Journal. Saturday, February 23, 1788. + +HAMILTON +To the People of the State of New York: +WE HAVE seen, that an uncontrollable power over the elections to the federal government could not, + +without hazard, be committed to the State legislatures. Let us now see, what would be the danger on + +the other side; that is, from confiding the ultimate right of regulating its own elections to the + +Union itself. It is not pretended, that this right would ever be used for the exclusion of any State + +from its share in the representation. The interest of all would, in this respect at least, be the + +security of all. But it is alleged, that it might be employed in such a manner as to promote the + +election of some favorite class of men in exclusion of others, by confining the places of election + +to particular districts, and rendering it impracticable to the citizens at large to partake in the + +choice. Of all chimerical suppositions, this seems to be the most chimerical. On the one hand, no + +rational calculation of probabilities would lead us to imagine that the disposition which a conduct + +so violent and extraordinary would imply, could ever find its way into the national councils; and on + +the other, it may be concluded with certainty, that if so improper a spirit should ever gain + +admittance into them, it would display itself in a form altogether different and far more decisive. +The improbability of the attempt may be satisfactorily inferred from this single reflection, that it + +could never be made without causing an immediate revolt of the great body of the people, headed and + +directed by the State governments. It is not difficult to conceive that this characteristic right of + +freedom may, in certain turbulent and factious seasons, be violated, in respect to a particular + +class of citizens, by a victorious and overbearing majority; but that so fundamental a privilege, in + +a country so situated and enlightened, should be invaded to the prejudice of the great mass of the + +people, by the deliberate policy of the government, without occasioning a popular revolution, is + +altogether inconceivable and incredible. +In addition to this general reflection, there are considerations of a more precise nature, which + +forbid all apprehension on the subject. The dissimilarity in the ingredients which will compose the + +national government, and still more in the manner in which they will be brought into action in its + +various branches, must form a powerful obstacle to a concert of views in any partial scheme of + +elections. There is sufficient diversity in the state of property, in the genius, manners, and + +habits of the people of the different parts of the Union, to occasion a material diversity of + +disposition in their representatives towards the different ranks and conditions in society. And + +though an intimate intercourse under the same government will promote a gradual assimilation in some + +of these respects, yet there are causes, as well physical as moral, which may, in a greater or less + +degree, permanently nourish different propensities and inclinations in this respect. But the + +circumstance which will be likely to have the greatest influence in the matter, will be the + +dissimilar modes of constituting the several component parts of the government. The House of + +Representatives being to be elected immediately by the people, the Senate by the State legislatures, + +the President by electors chosen for that purpose by the people, there would be little probability + +of a common interest to cement these different branches in a predilection for any particular class + +of electors. +As to the Senate, it is impossible that any regulation of "time and manner," which is all that is + +proposed to be submitted to the national government in respect to that body, can affect the spirit + +which will direct the choice of its members. The collective sense of the State legislatures can + +never be influenced by extraneous circumstances of that sort; a consideration which alone ought to + +satisfy us that the discrimination apprehended would never be attempted. For what inducement could + +the Senate have to concur in a preference in which itself would not be included? Or to what purpose + +would it be established, in reference to one branch of the legislature, if it could not be extended + +to the other? The composition of the one would in this case counteract that of the other. And we can + +never suppose that it would embrace the appointments to the Senate, unless we can at the same time + +suppose the voluntary co-operation of the State legislatures. If we make the latter supposition, it + +then becomes immaterial where the power in question is placed—whether in their hands or in those of + +the Union. +But what is to be the object of this capricious partiality in the national councils? Is it to be + +exercised in a discrimination between the different departments of industry, or between the + +different kinds of property, or between the different degrees of property? Will it lean in favor of + +the landed interest, or the moneyed interest, or the mercantile interest, or the manufacturing + +interest? Or, to speak in the fashionable language of the adversaries to the Constitution, will it + +court the elevation of "the wealthy and the well-born," to the exclusion and debasement of all the + +rest of the society? +If this partiality is to be exerted in favor of those who are concerned in any particular + +description of industry or property, I presume it will readily be admitted, that the competition for + +it will lie between landed men and merchants. And I scruple not to affirm, that it is infinitely + +less likely that either of them should gain an ascendant in the national councils, than that the one + +or the other of them should predominate in all the local councils. The inference will be, that a + +conduct tending to give an undue preference to either is much less to be dreaded from the former + +than from the latter. +The several States are in various degrees addicted to agriculture and commerce. In most, if not all + +of them, agriculture is predominant. In a few of them, however, commerce nearly divides its empire, + +and in most of them has a considerable share of influence. In proportion as either prevails, it will + +be conveyed into the national representation; and for the very reason, that this will be an + +emanation from a greater variety of interests, and in much more various proportions, than are to be + +found in any single State, it will be much less apt to espouse either of them with a decided + +partiality, than the representation of any single State. +In a country consisting chiefly of the cultivators of land, where the rules of an equal + +representation obtain, the landed interest must, upon the whole, preponderate in the government. As + +long as this interest prevails in most of the State legislatures, so long it must maintain a + +correspondent superiority in the national Senate, which will generally be a faithful copy of the + +majorities of those assemblies. It cannot therefore be presumed, that a sacrifice of the landed to + +the mercantile class will ever be a favorite object of this branch of the federal legislature. In + +applying thus particularly to the Senate a general observation suggested by the situation of the + +country, I am governed by the consideration, that the credulous votaries of State power cannot, upon + +their own principles, suspect, that the State legislatures would be warped from their duty by any + +external influence. But in reality the same situation must have the same effect, in the primitive + +composition at least of the federal House of Representatives: an improper bias towards the + +mercantile class is as little to be expected from this quarter as from the other. +In order, perhaps, to give countenance to the objection at any rate, it may be asked, is there not + +danger of an opposite bias in the national government, which may dispose it to endeavor to secure a + +monopoly of the federal administration to the landed class? As there is little likelihood that the + +supposition of such a bias will have any terrors for those who would be immediately injured by it, a + +labored answer to this question will be dispensed with. It will be sufficient to remark, first, that + +for the reasons elsewhere assigned, it is less likely that any decided partiality should prevail in + +the councils of the Union than in those of any of its members. Secondly, that there would be no + +temptation to violate the Constitution in favor of the landed class, because that class would, in + +the natural course of things, enjoy as great a preponderancy as itself could desire. And thirdly, + +that men accustomed to investigate the sources of public prosperity upon a large scale, must be too + +well convinced of the utility of commerce, to be inclined to inflict upon it so deep a wound as + +would result from the entire exclusion of those who would best understand its interest from a share + +in the management of them. The importance of commerce, in the view of revenue alone, must + +effectually guard it against the enmity of a body which would be continually importuned in its + +favor, by the urgent calls of public necessity. +I the rather consult brevity in discussing the probability of a preference founded upon a + +discrimination between the different kinds of industry and property, because, as far as I understand + +the meaning of the objectors, they contemplate a discrimination of another kind. They appear to have + +in view, as the objects of the preference with which they endeavor to alarm us, those whom they + +designate by the description of "the wealthy and the well-born." These, it seems, are to be exalted + +to an odious pre-eminence over the rest of their fellow-citizens. At one time, however, their + +elevation is to be a necessary consequence of the smallness of the representative body; at another + +time it is to be effected by depriving the people at large of the opportunity of exercising their + +right of suffrage in the choice of that body. +But upon what principle is the discrimination of the places of election to be made, in order to + +answer the purpose of the meditated preference? Are "the wealthy and the well-born," as they are + +called, confined to particular spots in the several States? Have they, by some miraculous instinct + +or foresight, set apart in each of them a common place of residence? Are they only to be met with in + +the towns or cities? Or are they, on the contrary, scattered over the face of the country as avarice + +or chance may have happened to cast their own lot or that of their predecessors? If the latter is + +the case, (as every intelligent man knows it to be,(1)) is it not evident that the policy of + +confining the places of election to particular districts would be as subversive of its own aim as it + +would be exceptionable on every other account? The truth is, that there is no method of securing to + +the rich the preference apprehended, but by prescribing qualifications of property either for those + +who may elect or be elected. But this forms no part of the power to be conferred upon the national + +government. Its authority would be expressly restricted to the regulation of the TIMES, the PLACES, + +the MANNER of elections. The qualifications of the persons who may choose or be chosen, as has been + +remarked upon other occasions, are defined and fixed in the Constitution, and are unalterable by the + +legislature. +Let it, however, be admitted, for argument sake, that the expedient suggested might be successful; + +and let it at the same time be equally taken for granted that all the scruples which a sense of duty + +or an apprehension of the danger of the experiment might inspire, were overcome in the breasts of + +the national rulers, still I imagine it will hardly be pretended that they could ever hope to carry + +such an enterprise into execution without the aid of a military force sufficient to subdue the + +resistance of the great body of the people. The improbability of the existence of a force equal to + +that object has been discussed and demonstrated in different parts of these papers; but that the + +futility of the objection under consideration may appear in the strongest light, it shall be + +conceded for a moment that such a force might exist, and the national government shall be supposed + +to be in the actual possession of it. What will be the conclusion? With a disposition to invade the + +essential rights of the community, and with the means of gratifying that disposition, is it + +presumable that the persons who were actuated by it would amuse themselves in the ridiculous task of + +fabricating election laws for securing a preference to a favorite class of men? Would they not be + +likely to prefer a conduct better adapted to their own immediate aggrandizement? Would they not + +rather boldly resolve to perpetuate themselves in office by one decisive act of usurpation, than to + +trust to precarious expedients which, in spite of all the precautions that might accompany them, + +might terminate in the dismission, disgrace, and ruin of their authors? Would they not fear that + +citizens, not less tenacious than conscious of their rights, would flock from the remote extremes of + +their respective States to the places of election, to overthrow their tyrants, and to substitute men + +who would be disposed to avenge the violated majesty of the people? +PUBLIUS +1. Particularly in the Southern States and in this State. + + + + +FEDERALIST No. 61. The Same Subject Continued (Concerning the Power of Congress to Regulate the + +Election of Members) + +From the New York Packet. Tuesday, February 26, 1788. + +HAMILTON +To the People of the State of New York: +THE more candid opposers of the provision respecting elections, contained in the plan of the + +convention, when pressed in argument, will sometimes concede the propriety of that provision; with + +this qualification, however, that it ought to have been accompanied with a declaration, that all + +elections should be had in the counties where the electors resided. This, say they, was a necessary + +precaution against an abuse of the power. A declaration of this nature would certainly have been + +harmless; so far as it would have had the effect of quieting apprehensions, it might not have been + +undesirable. But it would, in fact, have afforded little or no additional security against the + +danger apprehended; and the want of it will never be considered, by an impartial and judicious + +examiner, as a serious, still less as an insuperable, objection to the plan. The different views + +taken of the subject in the two preceding papers must be sufficient to satisfy all dispassionate and + +discerning men, that if the public liberty should ever be the victim of the ambition of the national + +rulers, the power under examination, at least, will be guiltless of the sacrifice. +If those who are inclined to consult their jealousy only, would exercise it in a careful inspection + +of the several State constitutions, they would find little less room for disquietude and alarm, from + +the latitude which most of them allow in respect to elections, than from the latitude which is + +proposed to be allowed to the national government in the same respect. A review of their situation, + +in this particular, would tend greatly to remove any ill impressions which may remain in regard to + +this matter. But as that view would lead into long and tedious details, I shall content myself with + +the single example of the State in which I write. The constitution of New York makes no other + +provision for LOCALITY of elections, than that the members of the Assembly shall be elected in the + +COUNTIES; those of the Senate, in the great districts into which the State is or may be divided: + +these at present are four in number, and comprehend each from two to six counties. It may readily be + +perceived that it would not be more difficult to the legislature of New York to defeat the suffrages + +of the citizens of New York, by confining elections to particular places, than for the legislature + +of the United States to defeat the suffrages of the citizens of the Union, by the like expedient. + +Suppose, for instance, the city of Albany was to be appointed the sole place of election for the + +county and district of which it is a part, would not the inhabitants of that city speedily become + +the only electors of the members both of the Senate and Assembly for that county and district? Can + +we imagine that the electors who reside in the remote subdivisions of the counties of Albany, + +Saratoga, Cambridge, etc., or in any part of the county of Montgomery, would take the trouble to + +come to the city of Albany, to give their votes for members of the Assembly or Senate, sooner than + +they would repair to the city of New York, to participate in the choice of the members of the + +federal House of Representatives? The alarming indifference discoverable in the exercise of so + +invaluable a privilege under the existing laws, which afford every facility to it, furnishes a ready + +answer to this question. And, abstracted from any experience on the subject, we can be at no loss to + +determine, that when the place of election is at an INCONVENIENT DISTANCE from the elector, the + +effect upon his conduct will be the same whether that distance be twenty miles or twenty thousand + +miles. Hence it must appear, that objections to the particular modification of the federal power of + +regulating elections will, in substance, apply with equal force to the modification of the like + +power in the constitution of this State; and for this reason it will be impossible to acquit the + +one, and to condemn the other. A similar comparison would lead to the same conclusion in respect to + +the constitutions of most of the other States. +If it should be said that defects in the State constitutions furnish no apology for those which are + +to be found in the plan proposed, I answer, that as the former have never been thought chargeable + +with inattention to the security of liberty, where the imputations thrown on the latter can be shown + +to be applicable to them also, the presumption is that they are rather the cavilling refinements of + +a predetermined opposition, than the well-founded inferences of a candid research after truth. To + +those who are disposed to consider, as innocent omissions in the State constitutions, what they + +regard as unpardonable blemishes in the plan of the convention, nothing can be said; or at most, + +they can only be asked to assign some substantial reason why the representatives of the people in a + +single State should be more impregnable to the lust of power, or other sinister motives, than the + +representatives of the people of the United States? If they cannot do this, they ought at least to + +prove to us that it is easier to subvert the liberties of three millions of people, with the + +advantage of local governments to head their opposition, than of two hundred thousand people who are + +destitute of that advantage. And in relation to the point immediately under consideration, they + +ought to convince us that it is less probable that a predominant faction in a single State should, + +in order to maintain its superiority, incline to a preference of a particular class of electors, + +than that a similar spirit should take possession of the representatives of thirteen States, spread + +over a vast region, and in several respects distinguishable from each other by a diversity of local + +circumstances, prejudices, and interests. +Hitherto my observations have only aimed at a vindication of the provision in question, on the + +ground of theoretic propriety, on that of the danger of placing the power elsewhere, and on that of + +the safety of placing it in the manner proposed. But there remains to be mentioned a positive + +advantage which will result from this disposition, and which could not as well have been obtained + +from any other: I allude to the circumstance of uniformity in the time of elections for the federal + +House of Representatives. It is more than possible that this uniformity may be found by experience + +to be of great importance to the public welfare, both as a security against the perpetuation of the + +same spirit in the body, and as a cure for the diseases of faction. If each State may choose its own + +time of election, it is possible there may be at least as many different periods as there are months + +in the year. The times of election in the several States, as they are now established for local + +purposes, vary between extremes as wide as March and November. The consequence of this diversity + +would be that there could never happen a total dissolution or renovation of the body at one time. If + +an improper spirit of any kind should happen to prevail in it, that spirit would be apt to infuse + +itself into the new members, as they come forward in succession. The mass would be likely to remain + +nearly the same, assimilating constantly to itself its gradual accretions. There is a contagion in + +example which few men have sufficient force of mind to resist. I am inclined to think that treble + +the duration in office, with the condition of a total dissolution of the body at the same time, + +might be less formidable to liberty than one third of that duration subject to gradual and + +successive alterations. +Uniformity in the time of elections seems not less requisite for executing the idea of a regular + +rotation in the Senate, and for conveniently assembling the legislature at a stated period in each + +year. +It may be asked, Why, then, could not a time have been fixed in the Constitution? As the most + +zealous adversaries of the plan of the convention in this State are, in general, not less zealous + +admirers of the constitution of the State, the question may be retorted, and it may be asked, Why + +was not a time for the like purpose fixed in the constitution of this State? No better answer can be + +given than that it was a matter which might safely be entrusted to legislative discretion; and that + +if a time had been appointed, it might, upon experiment, have been found less convenient than some + +other time. The same answer may be given to the question put on the other side. And it may be added + +that the supposed danger of a gradual change being merely speculative, it would have been hardly + +advisable upon that speculation to establish, as a fundamental point, what would deprive several + +States of the convenience of having the elections for their own governments and for the national + +government at the same epochs. +PUBLIUS + + + + +FEDERALIST No. 62. The Senate + +For the Independent Journal. Wednesday, February 27, 1788 + +MADISON +To the People of the State of New York: +HAVING examined the constitution of the House of Representatives, and answered such of the + +objections against it as seemed to merit notice, I enter next on the examination of the Senate. The + +heads into which this member of the government may be considered are: I. The qualification of + +senators; II. The appointment of them by the State legislatures; III. The equality of representation + +in the Senate; IV. The number of senators, and the term for which they are to be elected; V. The + +powers vested in the Senate. +I. The qualifications proposed for senators, as distinguished from those of representatives, consist + +in a more advanced age and a longer period of citizenship. A senator must be thirty years of age at + +least; as a representative must be twenty-five. And the former must have been a citizen nine years; + +as seven years are required for the latter. The propriety of these distinctions is explained by the + +nature of the senatorial trust, which, requiring greater extent of information and stability of + +character, requires at the same time that the senator should have reached a period of life most + +likely to supply these advantages; and which, participating immediately in transactions with foreign + +nations, ought to be exercised by none who are not thoroughly weaned from the prepossessions and + +habits incident to foreign birth and education. The term of nine years appears to be a prudent + +mediocrity between a total exclusion of adopted citizens, whose merits and talents may claim a share + +in the public confidence, and an indiscriminate and hasty admission of them, which might create a + +channel for foreign influence on the national councils. +II. It is equally unnecessary to dilate on the appointment of senators by the State legislatures. + +Among the various modes which might have been devised for constituting this branch of the + +government, that which has been proposed by the convention is probably the most congenial with the + +public opinion. It is recommended by the double advantage of favoring a select appointment, and of + +giving to the State governments such an agency in the formation of the federal government as must + +secure the authority of the former, and may form a convenient link between the two systems. +III. The equality of representation in the Senate is another point, which, being evidently the + +result of compromise between the opposite pretensions of the large and the small States, does not + +call for much discussion. If indeed it be right, that among a people thoroughly incorporated into + +one nation, every district ought to have a PROPORTIONAL share in the government, and that among + +independent and sovereign States, bound together by a simple league, the parties, however unequal in + +size, ought to have an EQUAL share in the common councils, it does not appear to be without some + +reason that in a compound republic, partaking both of the national and federal character, the + +government ought to be founded on a mixture of the principles of proportional and equal + +representation. But it is superfluous to try, by the standard of theory, a part of the Constitution + +which is allowed on all hands to be the result, not of theory, but "of a spirit of amity, and that + +mutual deference and concession which the peculiarity of our political situation rendered + +indispensable." A common government, with powers equal to its objects, is called for by the voice, + +and still more loudly by the political situation, of America. A government founded on principles + +more consonant to the wishes of the larger States, is not likely to be obtained from the smaller + +States. The only option, then, for the former, lies between the proposed government and a government + +still more objectionable. Under this alternative, the advice of prudence must be to embrace the + +lesser evil; and, instead of indulging a fruitless anticipation of the possible mischiefs which may + +ensue, to contemplate rather the advantageous consequences which may qualify the sacrifice. +In this spirit it may be remarked, that the equal vote allowed to each State is at once a + +constitutional recognition of the portion of sovereignty remaining in the individual States, and an + +instrument for preserving that residuary sovereignty. So far the equality ought to be no less + +acceptable to the large than to the small States; since they are not less solicitous to guard, by + +every possible expedient, against an improper consolidation of the States into one simple republic. +Another advantage accruing from this ingredient in the constitution of the Senate is, the additional + +impediment it must prove against improper acts of legislation. No law or resolution can now be + +passed without the concurrence, first, of a majority of the people, and then, of a majority of the + +States. It must be acknowledged that this complicated check on legislation may in some instances be + +injurious as well as beneficial; and that the peculiar defense which it involves in favor of the + +smaller States, would be more rational, if any interests common to them, and distinct from those of + +the other States, would otherwise be exposed to peculiar danger. But as the larger States will + +always be able, by their power over the supplies, to defeat unreasonable exertions of this + +prerogative of the lesser States, and as the faculty and excess of law-making seem to be the + +diseases to which our governments are most liable, it is not impossible that this part of the + +Constitution may be more convenient in practice than it appears to many in contemplation. +IV. The number of senators, and the duration of their appointment, come next to be considered. In + +order to form an accurate judgment on both of these points, it will be proper to inquire into the + +purposes which are to be answered by a senate; and in order to ascertain these, it will be necessary + +to review the inconveniences which a republic must suffer from the want of such an institution. +First. It is a misfortune incident to republican government, though in a less degree than to other + +governments, that those who administer it may forget their obligations to their constituents, and + +prove unfaithful to their important trust. In this point of view, a senate, as a second branch of + +the legislative assembly, distinct from, and dividing the power with, a first, must be in all cases + +a salutary check on the government. It doubles the security to the people, by requiring the + +concurrence of two distinct bodies in schemes of usurpation or perfidy, where the ambition or + +corruption of one would otherwise be sufficient. This is a precaution founded on such clear + +principles, and now so well understood in the United States, that it would be more than superfluous + +to enlarge on it. I will barely remark, that as the improbability of sinister combinations will be + +in proportion to the dissimilarity in the genius of the two bodies, it must be politic to + +distinguish them from each other by every circumstance which will consist with a due harmony in all + +proper measures, and with the genuine principles of republican government. +Second. The necessity of a senate is not less indicated by the propensity of all single and numerous + +assemblies to yield to the impulse of sudden and violent passions, and to be seduced by factious + +leaders into intemperate and pernicious resolutions. Examples on this subject might be cited without + +number; and from proceedings within the United States, as well as from the history of other nations. + +But a position that will not be contradicted, need not be proved. All that need be remarked is, that + +a body which is to correct this infirmity ought itself to be free from it, and consequently ought to + +be less numerous. It ought, moreover, to possess great firmness, and consequently ought to hold its + +authority by a tenure of considerable duration. +Third. Another defect to be supplied by a senate lies in a want of due acquaintance with the objects + +and principles of legislation. It is not possible that an assembly of men called for the most part + +from pursuits of a private nature, continued in appointment for a short time, and led by no + +permanent motive to devote the intervals of public occupation to a study of the laws, the affairs, + +and the comprehensive interests of their country, should, if left wholly to themselves, escape a + +variety of important errors in the exercise of their legislative trust. It may be affirmed, on the + +best grounds, that no small share of the present embarrassments of America is to be charged on the + +blunders of our governments; and that these have proceeded from the heads rather than the hearts of + +most of the authors of them. What indeed are all the repealing, explaining, and amending laws, which + +fill and disgrace our voluminous codes, but so many monuments of deficient wisdom; so many + +impeachments exhibited by each succeeding against each preceding session; so many admonitions to the + +people, of the value of those aids which may be expected from a well-constituted senate? +A good government implies two things: first, fidelity to the object of government, which is the + +happiness of the people; secondly, a knowledge of the means by which that object can be best + +attained. Some governments are deficient in both these qualities; most governments are deficient in + +the first. I scruple not to assert, that in American governments too little attention has been paid + +to the last. The federal Constitution avoids this error; and what merits particular notice, it + +provides for the last in a mode which increases the security for the first. +Fourth. The mutability in the public councils arising from a rapid succession of new members, + +however qualified they may be, points out, in the strongest manner, the necessity of some stable + +institution in the government. Every new election in the States is found to change one half of the + +representatives. From this change of men must proceed a change of opinions; and from a change of + +opinions, a change of measures. But a continual change even of good measures is inconsistent with + +every rule of prudence and every prospect of success. The remark is verified in private life, and + +becomes more just, as well as more important, in national transactions. +To trace the mischievous effects of a mutable government would fill a volume. I will hint a few + +only, each of which will be perceived to be a source of innumerable others. +In the first place, it forfeits the respect and confidence of other nations, and all the advantages + +connected with national character. An individual who is observed to be inconstant to his plans, or + +perhaps to carry on his affairs without any plan at all, is marked at once, by all prudent people, + +as a speedy victim to his own unsteadiness and folly. His more friendly neighbors may pity him, but + +all will decline to connect their fortunes with his; and not a few will seize the opportunity of + +making their fortunes out of his. One nation is to another what one individual is to another; with + +this melancholy distinction perhaps, that the former, with fewer of the benevolent emotions than the + +latter, are under fewer restraints also from taking undue advantage from the indiscretions of each + +other. Every nation, consequently, whose affairs betray a want of wisdom and stability, may + +calculate on every loss which can be sustained from the more systematic policy of their wiser + +neighbors. But the best instruction on this subject is unhappily conveyed to America by the example + +of her own situation. She finds that she is held in no respect by her friends; that she is the + +derision of her enemies; and that she is a prey to every nation which has an interest in speculating + +on her fluctuating councils and embarrassed affairs. +The internal effects of a mutable policy are still more calamitous. It poisons the blessing of + +liberty itself. It will be of little avail to the people, that the laws are made by men of their own + +choice, if the laws be so voluminous that they cannot be read, or so incoherent that they cannot be + +understood; if they be repealed or revised before they are promulgated, or undergo such incessant + +changes that no man, who knows what the law is to-day, can guess what it will be to-morrow. Law is + +defined to be a rule of action; but how can that be a rule, which is little known, and less fixed? +Another effect of public instability is the unreasonable advantage it gives to the sagacious, the + +enterprising, and the moneyed few over the industrious and uninformed mass of the people. Every new + +regulation concerning commerce or revenue, or in any way affecting the value of the different + +species of property, presents a new harvest to those who watch the change, and can trace its + +consequences; a harvest, reared not by themselves, but by the toils and cares of the great body of + +their fellow-citizens. This is a state of things in which it may be said with some truth that laws + +are made for the FEW, not for the MANY. +In another point of view, great injury results from an unstable government. The want of confidence + +in the public councils damps every useful undertaking, the success and profit of which may depend on + +a continuance of existing arrangements. What prudent merchant will hazard his fortunes in any new + +branch of commerce when he knows not but that his plans may be rendered unlawful before they can be + +executed? What farmer or manufacturer will lay himself out for the encouragement given to any + +particular cultivation or establishment, when he can have no assurance that his preparatory labors + +and advances will not render him a victim to an inconstant government? In a word, no great + +improvement or laudable enterprise can go forward which requires the auspices of a steady system of + +national policy. +But the most deplorable effect of all is that diminution of attachment and reverence which steals + +into the hearts of the people, towards a political system which betrays so many marks of infirmity, + +and disappoints so many of their flattering hopes. No government, any more than an individual, will + +long be respected without being truly respectable; nor be truly respectable, without possessing a + +certain portion of order and stability. +PUBLIUS + + + + +FEDERALIST No. 63. The Senate Continued + +For the Independent Journal. Saturday, March 1, 1788 + +MADISON +To the People of the State of New York: +A FIFTH desideratum, illustrating the utility of a senate, is the want of a due sense of national + +character. Without a select and stable member of the government, the esteem of foreign powers will + +not only be forfeited by an unenlightened and variable policy, proceeding from the causes already + +mentioned, but the national councils will not possess that sensibility to the opinion of the world, + +which is perhaps not less necessary in order to merit, than it is to obtain, its respect and + +confidence. +An attention to the judgment of other nations is important to every government for two reasons: the + +one is, that, independently of the merits of any particular plan or measure, it is desirable, on + +various accounts, that it should appear to other nations as the offspring of a wise and honorable + +policy; the second is, that in doubtful cases, particularly where the national councils may be + +warped by some strong passion or momentary interest, the presumed or known opinion of the impartial + +world may be the best guide that can be followed. What has not America lost by her want of character + +with foreign nations; and how many errors and follies would she not have avoided, if the justice and + +propriety of her measures had, in every instance, been previously tried by the light in which they + +would probably appear to the unbiased part of mankind? +Yet however requisite a sense of national character may be, it is evident that it can never be + +sufficiently possessed by a numerous and changeable body. It can only be found in a number so small + +that a sensible degree of the praise and blame of public measures may be the portion of each + +individual; or in an assembly so durably invested with public trust, that the pride and consequence + +of its members may be sensibly incorporated with the reputation and prosperity of the community. The + +half-yearly representatives of Rhode Island would probably have been little affected in their + +deliberations on the iniquitous measures of that State, by arguments drawn from the light in which + +such measures would be viewed by foreign nations, or even by the sister States; whilst it can + +scarcely be doubted that if the concurrence of a select and stable body had been necessary, a regard + +to national character alone would have prevented the calamities under which that misguided people is + +now laboring. +I add, as a SIXTH defect the want, in some important cases, of a due responsibility in the + +government to the people, arising from that frequency of elections which in other cases produces + +this responsibility. This remark will, perhaps, appear not only new, but paradoxical. It must + +nevertheless be acknowledged, when explained, to be as undeniable as it is important. +Responsibility, in order to be reasonable, must be limited to objects within the power of the + +responsible party, and in order to be effectual, must relate to operations of that power, of which a + +ready and proper judgment can be formed by the constituents. The objects of government may be + +divided into two general classes: the one depending on measures which have singly an immediate and + +sensible operation; the other depending on a succession of well-chosen and well-connected measures, + +which have a gradual and perhaps unobserved operation. The importance of the latter description to + +the collective and permanent welfare of every country, needs no explanation. And yet it is evident + +that an assembly elected for so short a term as to be unable to provide more than one or two links + +in a chain of measures, on which the general welfare may essentially depend, ought not to be + +answerable for the final result, any more than a steward or tenant, engaged for one year, could be + +justly made to answer for places or improvements which could not be accomplished in less than half a + +dozen years. Nor is it possible for the people to estimate the SHARE of influence which their annual + +assemblies may respectively have on events resulting from the mixed transactions of several years. + +It is sufficiently difficult to preserve a personal responsibility in the members of a NUMEROUS + +body, for such acts of the body as have an immediate, detached, and palpable operation on its + +constituents. +The proper remedy for this defect must be an additional body in the legislative department, which, + +having sufficient permanency to provide for such objects as require a continued attention, and a + +train of measures, may be justly and effectually answerable for the attainment of those objects. +Thus far I have considered the circumstances which point out the necessity of a well-constructed + +Senate only as they relate to the representatives of the people. To a people as little blinded by + +prejudice or corrupted by flattery as those whom I address, I shall not scruple to add, that such an + +institution may be sometimes necessary as a defense to the people against their own temporary errors + +and delusions. As the cool and deliberate sense of the community ought, in all governments, and + +actually will, in all free governments, ultimately prevail over the views of its rulers; so there + +are particular moments in public affairs when the people, stimulated by some irregular passion, or + +some illicit advantage, or misled by the artful misrepresentations of interested men, may call for + +measures which they themselves will afterwards be the most ready to lament and condemn. In these + +critical moments, how salutary will be the interference of some temperate and respectable body of + +citizens, in order to check the misguided career, and to suspend the blow meditated by the people + +against themselves, until reason, justice, and truth can regain their authority over the public + +mind? What bitter anguish would not the people of Athens have often escaped if their government had + +contained so provident a safeguard against the tyranny of their own passions? Popular liberty might + +then have escaped the indelible reproach of decreeing to the same citizens the hemlock on one day + +and statues on the next. +It may be suggested, that a people spread over an extensive region cannot, like the crowded + +inhabitants of a small district, be subject to the infection of violent passions, or to the danger + +of combining in pursuit of unjust measures. I am far from denying that this is a distinction of + +peculiar importance. I have, on the contrary, endeavored in a former paper to show, that it is one + +of the principal recommendations of a confederated republic. At the same time, this advantage ought + +not to be considered as superseding the use of auxiliary precautions. It may even be remarked, that + +the same extended situation, which will exempt the people of America from some of the dangers + +incident to lesser republics, will expose them to the inconveniency of remaining for a longer time + +under the influence of those misrepresentations which the combined industry of interested men may + +succeed in distributing among them. +It adds no small weight to all these considerations, to recollect that history informs us of no + +long-lived republic which had not a senate. Sparta, Rome, and Carthage are, in fact, the only states + +to whom that character can be applied. In each of the two first there was a senate for life. The + +constitution of the senate in the last is less known. Circumstantial evidence makes it probable that + +it was not different in this particular from the two others. It is at least certain, that it had + +some quality or other which rendered it an anchor against popular fluctuations; and that a smaller + +council, drawn out of the senate, was appointed not only for life, but filled up vacancies itself. + +These examples, though as unfit for the imitation, as they are repugnant to the genius, of America, + +are, notwithstanding, when compared with the fugitive and turbulent existence of other ancient + +republics, very instructive proofs of the necessity of some institution that will blend stability + +with liberty. I am not unaware of the circumstances which distinguish the American from other + +popular governments, as well ancient as modern; and which render extreme circumspection necessary, + +in reasoning from the one case to the other. But after allowing due weight to this consideration, it + +may still be maintained, that there are many points of similitude which render these examples not + +unworthy of our attention. Many of the defects, as we have seen, which can only be supplied by a + +senatorial institution, are common to a numerous assembly frequently elected by the people, and to + +the people themselves. There are others peculiar to the former, which require the control of such an + +institution. The people can never wilfully betray their own interests; but they may possibly be + +betrayed by the representatives of the people; and the danger will be evidently greater where the + +whole legislative trust is lodged in the hands of one body of men, than where the concurrence of + +separate and dissimilar bodies is required in every public act. +The difference most relied on, between the American and other republics, consists in the principle + +of representation; which is the pivot on which the former move, and which is supposed to have been + +unknown to the latter, or at least to the ancient part of them. The use which has been made of this + +difference, in reasonings contained in former papers, will have shown that I am disposed neither to + +deny its existence nor to undervalue its importance. I feel the less restraint, therefore, in + +observing, that the position concerning the ignorance of the ancient governments on the subject of + +representation, is by no means precisely true in the latitude commonly given to it. Without entering + +into a disquisition which here would be misplaced, I will refer to a few known facts, in support of + +what I advance. +In the most pure democracies of Greece, many of the executive functions were performed, not by the + +people themselves, but by officers elected by the people, and REPRESENTING the people in their + +EXECUTIVE capacity. +Prior to the reform of Solon, Athens was governed by nine Archons, annually ELECTED BY THE PEOPLE AT + +LARGE. The degree of power delegated to them seems to be left in great obscurity. Subsequent to that + +period, we find an assembly, first of four, and afterwards of six hundred members, annually ELECTED + +BY THE PEOPLE; and PARTIALLY representing them in their LEGISLATIVE capacity, since they were not + +only associated with the people in the function of making laws, but had the exclusive right of + +originating legislative propositions to the people. The senate of Carthage, also, whatever might be + +its power, or the duration of its appointment, appears to have been ELECTIVE by the suffrages of the + +people. Similar instances might be traced in most, if not all the popular governments of antiquity. +Lastly, in Sparta we meet with the Ephori, and in Rome with the Tribunes; two bodies, small indeed + +in numbers, but annually ELECTED BY THE WHOLE BODY OF THE PEOPLE, and considered as the + +REPRESENTATIVES of the people, almost in their PLENIPOTENTIARY capacity. The Cosmi of Crete were + +also annually ELECTED BY THE PEOPLE, and have been considered by some authors as an institution + +analogous to those of Sparta and Rome, with this difference only, that in the election of that + +representative body the right of suffrage was communicated to a part only of the people. +From these facts, to which many others might be added, it is clear that the principle of + +representation was neither unknown to the ancients nor wholly overlooked in their political + +constitutions. The true distinction between these and the American governments, lies IN THE TOTAL + +EXCLUSION OF THE PEOPLE, IN THEIR COLLECTIVE CAPACITY, from any share in the LATTER, and not in the + +TOTAL EXCLUSION OF THE REPRESENTATIVES OF THE PEOPLE from the administration of the FORMER. The + +distinction, however, thus qualified, must be admitted to leave a most advantageous superiority in + +favor of the United States. But to insure to this advantage its full effect, we must be careful not + +to separate it from the other advantage, of an extensive territory. For it cannot be believed, that + +any form of representative government could have succeeded within the narrow limits occupied by the + +democracies of Greece. +In answer to all these arguments, suggested by reason, illustrated by examples, and enforced by our + +own experience, the jealous adversary of the Constitution will probably content himself with + +repeating, that a senate appointed not immediately by the people, and for the term of six years, + +must gradually acquire a dangerous pre-eminence in the government, and finally transform it into a + +tyrannical aristocracy. +To this general answer, the general reply ought to be sufficient, that liberty may be endangered by + +the abuses of liberty as well as by the abuses of power; that there are numerous instances of the + +former as well as of the latter; and that the former, rather than the latter, are apparently most to + +be apprehended by the United States. But a more particular reply may be given. +Before such a revolution can be effected, the Senate, it is to be observed, must in the first place + +corrupt itself; must next corrupt the State legislatures; must then corrupt the House of + +Representatives; and must finally corrupt the people at large. It is evident that the Senate must be + +first corrupted before it can attempt an establishment of tyranny. Without corrupting the State + +legislatures, it cannot prosecute the attempt, because the periodical change of members would + +otherwise regenerate the whole body. Without exerting the means of corruption with equal success on + +the House of Representatives, the opposition of that coequal branch of the government would + +inevitably defeat the attempt; and without corrupting the people themselves, a succession of new + +representatives would speedily restore all things to their pristine order. Is there any man who can + +seriously persuade himself that the proposed Senate can, by any possible means within the compass of + +human address, arrive at the object of a lawless ambition, through all these obstructions? +If reason condemns the suspicion, the same sentence is pronounced by experience. The constitution of + +Maryland furnishes the most apposite example. The Senate of that State is elected, as the federal + +Senate will be, indirectly by the people, and for a term less by one year only than the federal + +Senate. It is distinguished, also, by the remarkable prerogative of filling up its own vacancies + +within the term of its appointment, and, at the same time, is not under the control of any such + +rotation as is provided for the federal Senate. There are some other lesser distinctions, which + +would expose the former to colorable objections, that do not lie against the latter. If the federal + +Senate, therefore, really contained the danger which has been so loudly proclaimed, some symptoms at + +least of a like danger ought by this time to have been betrayed by the Senate of Maryland, but no + +such symptoms have appeared. On the contrary, the jealousies at first entertained by men of the same + +description with those who view with terror the correspondent part of the federal Constitution, have + +been gradually extinguished by the progress of the experiment; and the Maryland constitution is + +daily deriving, from the salutary operation of this part of it, a reputation in which it will + +probably not be rivalled by that of any State in the Union. +But if anything could silence the jealousies on this subject, it ought to be the British example. + +The Senate there instead of being elected for a term of six years, and of being unconfined to + +particular families or fortunes, is an hereditary assembly of opulent nobles. The House of + +Representatives, instead of being elected for two years, and by the whole body of the people, is + +elected for seven years, and, in very great proportion, by a very small proportion of the people. + +Here, unquestionably, ought to be seen in full display the aristocratic usurpations and tyranny + +which are at some future period to be exemplified in the United States. Unfortunately, however, for + +the anti-federal argument, the British history informs us that this hereditary assembly has not been + +able to defend itself against the continual encroachments of the House of Representatives; and that + +it no sooner lost the support of the monarch, than it was actually crushed by the weight of the + +popular branch. +As far as antiquity can instruct us on this subject, its examples support the reasoning which we + +have employed. In Sparta, the Ephori, the annual representatives of the people, were found an + +overmatch for the senate for life, continually gained on its authority and finally drew all power + +into their own hands. The Tribunes of Rome, who were the representatives of the people, prevailed, + +it is well known, in almost every contest with the senate for life, and in the end gained the most + +complete triumph over it. The fact is the more remarkable, as unanimity was required in every act of + +the Tribunes, even after their number was augmented to ten. It proves the irresistible force + +possessed by that branch of a free government, which has the people on its side. To these examples + +might be added that of Carthage, whose senate, according to the testimony of Polybius, instead of + +drawing all power into its vortex, had, at the commencement of the second Punic War, lost almost the + +whole of its original portion. +Besides the conclusive evidence resulting from this assemblage of facts, that the federal Senate + +will never be able to transform itself, by gradual usurpations, into an independent and aristocratic + +body, we are warranted in believing, that if such a revolution should ever happen from causes which + +the foresight of man cannot guard against, the House of Representatives, with the people on their + +side, will at all times be able to bring back the Constitution to its primitive form and principles. + +Against the force of the immediate representatives of the people, nothing will be able to maintain + +even the constitutional authority of the Senate, but such a display of enlightened policy, and + +attachment to the public good, as will divide with that branch of the legislature the affections and + +support of the entire body of the people themselves. +PUBLIUS + + + + +FEDERALIST No. 64. The Powers of the Senate + +From The Independent Journal. Wednesday, March 5, 1788. + +JAY +To the People of the State of New York: +IT IS a just and not a new observation, that enemies to particular persons, and opponents to + +particular measures, seldom confine their censures to such things only in either as are worthy of + +blame. Unless on this principle, it is difficult to explain the motives of their conduct, who + +condemn the proposed Constitution in the aggregate, and treat with severity some of the most + +unexceptionable articles in it. +The second section gives power to the President, "BY AND WITH THE ADVICE AND CONSENT OF THE SENATE, + +TO MAKE TREATIES, PROVIDED TWO THIRDS OF THE SENATORS PRESENT CONCUR." +The power of making treaties is an important one, especially as it relates to war, peace, and + +commerce; and it should not be delegated but in such a mode, and with such precautions, as will + +afford the highest security that it will be exercised by men the best qualified for the purpose, and + +in the manner most conducive to the public good. The convention appears to have been attentive to + +both these points: they have directed the President to be chosen by select bodies of electors, to be + +deputed by the people for that express purpose; and they have committed the appointment of senators + +to the State legislatures. This mode has, in such cases, vastly the advantage of elections by the + +people in their collective capacity, where the activity of party zeal, taking the advantage of the + +supineness, the ignorance, and the hopes and fears of the unwary and interested, often places men in + +office by the votes of a small proportion of the electors. +As the select assemblies for choosing the President, as well as the State legislatures who appoint + +the senators, will in general be composed of the most enlightened and respectable citizens, there is + +reason to presume that their attention and their votes will be directed to those men only who have + +become the most distinguished by their abilities and virtue, and in whom the people perceive just + +grounds for confidence. The Constitution manifests very particular attention to this object. By + +excluding men under thirty-five from the first office, and those under thirty from the second, it + +confines the electors to men of whom the people have had time to form a judgment, and with respect + +to whom they will not be liable to be deceived by those brilliant appearances of genius and + +patriotism, which, like transient meteors, sometimes mislead as well as dazzle. If the observation + +be well founded, that wise kings will always be served by able ministers, it is fair to argue, that + +as an assembly of select electors possess, in a greater degree than kings, the means of extensive + +and accurate information relative to men and characters, so will their appointments bear at least + +equal marks of discretion and discernment. The inference which naturally results from these + +considerations is this, that the President and senators so chosen will always be of the number of + +those who best understand our national interests, whether considered in relation to the several + +States or to foreign nations, who are best able to promote those interests, and whose reputation for + +integrity inspires and merits confidence. With such men the power of making treaties may be safely + +lodged. +Although the absolute necessity of system, in the conduct of any business, is universally known and + +acknowledged, yet the high importance of it in national affairs has not yet become sufficiently + +impressed on the public mind. They who wish to commit the power under consideration to a popular + +assembly, composed of members constantly coming and going in quick succession, seem not to recollect + +that such a body must necessarily be inadequate to the attainment of those great objects, which + +require to be steadily contemplated in all their relations and circumstances, and which can only be + +approached and achieved by measures which not only talents, but also exact information, and often + +much time, are necessary to concert and to execute. It was wise, therefore, in the convention to + +provide, not only that the power of making treaties should be committed to able and honest men, but + +also that they should continue in place a sufficient time to become perfectly acquainted with our + +national concerns, and to form and introduce a a system for the management of them. The duration + +prescribed is such as will give them an opportunity of greatly extending their political + +information, and of rendering their accumulating experience more and more beneficial to their + +country. Nor has the convention discovered less prudence in providing for the frequent elections of + +senators in such a way as to obviate the inconvenience of periodically transferring those great + +affairs entirely to new men; for by leaving a considerable residue of the old ones in place, + +uniformity and order, as well as a constant succession of official information will be preserved. +There are a few who will not admit that the affairs of trade and navigation should be regulated by a + +system cautiously formed and steadily pursued; and that both our treaties and our laws should + +correspond with and be made to promote it. It is of much consequence that this correspondence and + +conformity be carefully maintained; and they who assent to the truth of this position will see and + +confess that it is well provided for by making concurrence of the Senate necessary both to treaties + +and to laws. +It seldom happens in the negotiation of treaties, of whatever nature, but that perfect SECRECY and + +immediate DESPATCH are sometimes requisite. These are cases where the most useful intelligence may + +be obtained, if the persons possessing it can be relieved from apprehensions of discovery. Those + +apprehensions will operate on those persons whether they are actuated by mercenary or friendly + +motives; and there doubtless are many of both descriptions, who would rely on the secrecy of the + +President, but who would not confide in that of the Senate, and still less in that of a large + +popular Assembly. The convention have done well, therefore, in so disposing of the power of making + +treaties, that although the President must, in forming them, act by the advice and consent of the + +Senate, yet he will be able to manage the business of intelligence in such a manner as prudence may + +suggest. +They who have turned their attention to the affairs of men, must have perceived that there are tides + +in them; tides very irregular in their duration, strength, and direction, and seldom found to run + +twice exactly in the same manner or measure. To discern and to profit by these tides in national + +affairs is the business of those who preside over them; and they who have had much experience on + +this head inform us, that there frequently are occasions when days, nay, even when hours, are + +precious. The loss of a battle, the death of a prince, the removal of a minister, or other + +circumstances intervening to change the present posture and aspect of affairs, may turn the most + +favorable tide into a course opposite to our wishes. As in the field, so in the cabinet, there are + +moments to be seized as they pass, and they who preside in either should be left in capacity to + +improve them. So often and so essentially have we heretofore suffered from the want of secrecy and + +despatch, that the Constitution would have been inexcusably defective, if no attention had been paid + +to those objects. Those matters which in negotiations usually require the most secrecy and the most + +despatch, are those preparatory and auxiliary measures which are not otherwise important in a + +national view, than as they tend to facilitate the attainment of the objects of the negotiation. For + +these, the President will find no difficulty to provide; and should any circumstance occur which + +requires the advice and consent of the Senate, he may at any time convene them. Thus we see that the + +Constitution provides that our negotiations for treaties shall have every advantage which can be + +derived from talents, information, integrity, and deliberate investigations, on the one hand, and + +from secrecy and despatch on the other. +But to this plan, as to most others that have ever appeared, objections are contrived and urged. +Some are displeased with it, not on account of any errors or defects in it, but because, as the + +treaties, when made, are to have the force of laws, they should be made only by men invested with + +legislative authority. These gentlemen seem not to consider that the judgments of our courts, and + +the commissions constitutionally given by our governor, are as valid and as binding on all persons + +whom they concern, as the laws passed by our legislature. All constitutional acts of power, whether + +in the executive or in the judicial department, have as much legal validity and obligation as if + +they proceeded from the legislature; and therefore, whatever name be given to the power of making + +treaties, or however obligatory they may be when made, certain it is, that the people may, with much + +propriety, commit the power to a distinct body from the legislature, the executive, or the judicial. + +It surely does not follow, that because they have given the power of making laws to the legislature, + +that therefore they should likewise give them the power to do every other act of sovereignty by + +which the citizens are to be bound and affected. +Others, though content that treaties should be made in the mode proposed, are averse to their being + +the SUPREME laws of the land. They insist, and profess to believe, that treaties like acts of + +assembly, should be repealable at pleasure. This idea seems to be new and peculiar to this country, + +but new errors, as well as new truths, often appear. These gentlemen would do well to reflect that a + +treaty is only another name for a bargain, and that it would be impossible to find a nation who + +would make any bargain with us, which should be binding on them ABSOLUTELY, but on us only so long + +and so far as we may think proper to be bound by it. They who make laws may, without doubt, amend or + +repeal them; and it will not be disputed that they who make treaties may alter or cancel them; but + +still let us not forget that treaties are made, not by only one of the contracting parties, but by + +both; and consequently, that as the consent of both was essential to their formation at first, so + +must it ever afterwards be to alter or cancel them. The proposed Constitution, therefore, has not in + +the least extended the obligation of treaties. They are just as binding, and just as far beyond the + +lawful reach of legislative acts now, as they will be at any future period, or under any form of + +government. +However useful jealousy may be in republics, yet when like bile in the natural, it abounds too much + +in the body politic, the eyes of both become very liable to be deceived by the delusive appearances + +which that malady casts on surrounding objects. From this cause, probably, proceed the fears and + +apprehensions of some, that the President and Senate may make treaties without an equal eye to the + +interests of all the States. Others suspect that two thirds will oppress the remaining third, and + +ask whether those gentlemen are made sufficiently responsible for their conduct; whether, if they + +act corruptly, they can be punished; and if they make disadvantageous treaties, how are we to get + +rid of those treaties? +As all the States are equally represented in the Senate, and by men the most able and the most + +willing to promote the interests of their constituents, they will all have an equal degree of + +influence in that body, especially while they continue to be careful in appointing proper persons, + +and to insist on their punctual attendance. In proportion as the United States assume a national + +form and a national character, so will the good of the whole be more and more an object of + +attention, and the government must be a weak one indeed, if it should forget that the good of the + +whole can only be promoted by advancing the good of each of the parts or members which compose the + +whole. It will not be in the power of the President and Senate to make any treaties by which they + +and their families and estates will not be equally bound and affected with the rest of the + +community; and, having no private interests distinct from that of the nation, they will be under no + +temptations to neglect the latter. +As to corruption, the case is not supposable. He must either have been very unfortunate in his + +intercourse with the world, or possess a heart very susceptible of such impressions, who can think + +it probable that the President and two thirds of the Senate will ever be capable of such unworthy + +conduct. The idea is too gross and too invidious to be entertained. But in such a case, if it should + +ever happen, the treaty so obtained from us would, like all other fraudulent contracts, be null and + +void by the law of nations. +With respect to their responsibility, it is difficult to conceive how it could be increased. Every + +consideration that can influence the human mind, such as honor, oaths, reputations, conscience, the + +love of country, and family affections and attachments, afford security for their fidelity. In + +short, as the Constitution has taken the utmost care that they shall be men of talents and + +integrity, we have reason to be persuaded that the treaties they make will be as advantageous as, + +all circumstances considered, could be made; and so far as the fear of punishment and disgrace can + +operate, that motive to good behavior is amply afforded by the article on the subject of + +impeachments. +PUBLIUS + + + + +FEDERALIST No. 65. The Powers of the Senate Continued + +From the New York Packet. Friday, March 7, 1788. + +HAMILTON +To the People of the State of New York: +THE remaining powers which the plan of the convention allots to the Senate, in a distinct capacity, + +are comprised in their participation with the executive in the appointment to offices, and in their + +judicial character as a court for the trial of impeachments. As in the business of appointments the + +executive will be the principal agent, the provisions relating to it will most properly be discussed + +in the examination of that department. We will, therefore, conclude this head with a view of the + +judicial character of the Senate. +A well-constituted court for the trial of impeachments is an object not more to be desired than + +difficult to be obtained in a government wholly elective. The subjects of its jurisdiction are those + +offenses which proceed from the misconduct of public men, or, in other words, from the abuse or + +violation of some public trust. They are of a nature which may with peculiar propriety be + +denominated POLITICAL, as they relate chiefly to injuries done immediately to the society itself. + +The prosecution of them, for this reason, will seldom fail to agitate the passions of the whole + +community, and to divide it into parties more or less friendly or inimical to the accused. In many + +cases it will connect itself with the pre-existing factions, and will enlist all their animosities, + +partialities, influence, and interest on one side or on the other; and in such cases there will + +always be the greatest danger that the decision will be regulated more by the comparative strength + +of parties, than by the real demonstrations of innocence or guilt. +The delicacy and magnitude of a trust which so deeply concerns the political reputation and + +existence of every man engaged in the administration of public affairs, speak for themselves. The + +difficulty of placing it rightly, in a government resting entirely on the basis of periodical + +elections, will as readily be perceived, when it is considered that the most conspicuous characters + +in it will, from that circumstance, be too often the leaders or the tools of the most cunning or the + +most numerous faction, and on this account, can hardly be expected to possess the requisite + +neutrality towards those whose conduct may be the subject of scrutiny. +The convention, it appears, thought the Senate the most fit depositary of this important trust. + +Those who can best discern the intrinsic difficulty of the thing, will be least hasty in condemning + +that opinion, and will be most inclined to allow due weight to the arguments which may be supposed + +to have produced it. +What, it may be asked, is the true spirit of the institution itself? Is it not designed as a method + +of NATIONAL INQUEST into the conduct of public men? If this be the design of it, who can so properly + +be the inquisitors for the nation as the representatives of the nation themselves? It is not + +disputed that the power of originating the inquiry, or, in other words, of preferring the + +impeachment, ought to be lodged in the hands of one branch of the legislative body. Will not the + +reasons which indicate the propriety of this arrangement strongly plead for an admission of the + +other branch of that body to a share of the inquiry? The model from which the idea of this + +institution has been borrowed, pointed out that course to the convention. In Great Britain it is the + +province of the House of Commons to prefer the impeachment, and of the House of Lords to decide upon + +it. Several of the State constitutions have followed the example. As well the latter, as the former, + +seem to have regarded the practice of impeachments as a bridle in the hands of the legislative body + +upon the executive servants of the government. Is not this the true light in which it ought to be + +regarded? +Where else than in the Senate could have been found a tribunal sufficiently dignified, or + +sufficiently independent? What other body would be likely to feel CONFIDENCE ENOUGH IN ITS OWN + +SITUATION, to preserve, unawed and uninfluenced, the necessary impartiality between an INDIVIDUAL + +accused, and the REPRESENTATIVES OF THE PEOPLE, HIS ACCUSERS? +Could the Supreme Court have been relied upon as answering this description? It is much to be + +doubted, whether the members of that tribunal would at all times be endowed with so eminent a + +portion of fortitude, as would be called for in the execution of so difficult a task; and it is + +still more to be doubted, whether they would possess the degree of credit and authority, which + +might, on certain occasions, be indispensable towards reconciling the people to a decision that + +should happen to clash with an accusation brought by their immediate representatives. A deficiency + +in the first, would be fatal to the accused; in the last, dangerous to the public tranquillity. The + +hazard in both these respects, could only be avoided, if at all, by rendering that tribunal more + +numerous than would consist with a reasonable attention to economy. The necessity of a numerous + +court for the trial of impeachments, is equally dictated by the nature of the proceeding. This can + +never be tied down by such strict rules, either in the delineation of the offense by the + +prosecutors, or in the construction of it by the judges, as in common cases serve to limit the + +discretion of courts in favor of personal security. There will be no jury to stand between the + +judges who are to pronounce the sentence of the law, and the party who is to receive or suffer it. + +The awful discretion which a court of impeachments must necessarily have, to doom to honor or to + +infamy the most confidential and the most distinguished characters of the community, forbids the + +commitment of the trust to a small number of persons. +These considerations seem alone sufficient to authorize a conclusion, that the Supreme Court would + +have been an improper substitute for the Senate, as a court of impeachments. There remains a further + +consideration, which will not a little strengthen this conclusion. It is this: The punishment which + +may be the consequence of conviction upon impeachment, is not to terminate the chastisement of the + +offender. After having been sentenced to a perpetual ostracism from the esteem and confidence, and + +honors and emoluments of his country, he will still be liable to prosecution and punishment in the + +ordinary course of law. Would it be proper that the persons who had disposed of his fame, and his + +most valuable rights as a citizen in one trial, should, in another trial, for the same offense, be + +also the disposers of his life and his fortune? Would there not be the greatest reason to apprehend, + +that error, in the first sentence, would be the parent of error in the second sentence? That the + +strong bias of one decision would be apt to overrule the influence of any new lights which might be + +brought to vary the complexion of another decision? Those who know anything of human nature, will + +not hesitate to answer these questions in the affirmative; and will be at no loss to perceive, that + +by making the same persons judges in both cases, those who might happen to be the objects of + +prosecution would, in a great measure, be deprived of the double security intended them by a double + +trial. The loss of life and estate would often be virtually included in a sentence which, in its + +terms, imported nothing more than dismission from a present, and disqualification for a future, + +office. It may be said, that the intervention of a jury, in the second instance, would obviate the + +danger. But juries are frequently influenced by the opinions of judges. They are sometimes induced + +to find special verdicts, which refer the main question to the decision of the court. Who would be + +willing to stake his life and his estate upon the verdict of a jury acting under the auspices of + +judges who had predetermined his guilt? +Would it have been an improvement of the plan, to have united the Supreme Court with the Senate, in + +the formation of the court of impeachments? This union would certainly have been attended with + +several advantages; but would they not have been overbalanced by the signal disadvantage, already + +stated, arising from the agency of the same judges in the double prosecution to which the offender + +would be liable? To a certain extent, the benefits of that union will be obtained from making the + +chief justice of the Supreme Court the president of the court of impeachments, as is proposed to be + +done in the plan of the convention; while the inconveniences of an entire incorporation of the + +former into the latter will be substantially avoided. This was perhaps the prudent mean. I forbear + +to remark upon the additional pretext for clamor against the judiciary, which so considerable an + +augmentation of its authority would have afforded. +Would it have been desirable to have composed the court for the trial of impeachments, of persons + +wholly distinct from the other departments of the government? There are weighty arguments, as well + +against, as in favor of, such a plan. To some minds it will not appear a trivial objection, that it + +could tend to increase the complexity of the political machine, and to add a new spring to the + +government, the utility of which would at best be questionable. But an objection which will not be + +thought by any unworthy of attention, is this: a court formed upon such a plan, would either be + +attended with a heavy expense, or might in practice be subject to a variety of casualties and + +inconveniences. It must either consist of permanent officers, stationary at the seat of government, + +and of course entitled to fixed and regular stipends, or of certain officers of the State + +governments to be called upon whenever an impeachment was actually depending. It will not be easy to + +imagine any third mode materially different, which could rationally be proposed. As the court, for + +reasons already given, ought to be numerous, the first scheme will be reprobated by every man who + +can compare the extent of the public wants with the means of supplying them. The second will be + +espoused with caution by those who will seriously consider the difficulty of collecting men + +dispersed over the whole Union; the injury to the innocent, from the procrastinated determination of + +the charges which might be brought against them; the advantage to the guilty, from the opportunities + +which delay would afford to intrigue and corruption; and in some cases the detriment to the State, + +from the prolonged inaction of men whose firm and faithful execution of their duty might have + +exposed them to the persecution of an intemperate or designing majority in the House of + +Representatives. Though this latter supposition may seem harsh, and might not be likely often to be + +verified, yet it ought not to be forgotten that the demon of faction will, at certain seasons, + +extend his sceptre over all numerous bodies of men. +But though one or the other of the substitutes which have been examined, or some other that might be + +devised, should be thought preferable to the plan in this respect, reported by the convention, it + +will not follow that the Constitution ought for this reason to be rejected. If mankind were to + +resolve to agree in no institution of government, until every part of it had been adjusted to the + +most exact standard of perfection, society would soon become a general scene of anarchy, and the + +world a desert. Where is the standard of perfection to be found? Who will undertake to unite the + +discordant opinions of a whole community, in the same judgment of it; and to prevail upon one + +conceited projector to renounce his INFALLIBLE criterion for the FALLIBLE criterion of his more + +CONCEITED NEIGHBOR? To answer the purpose of the adversaries of the Constitution, they ought to + +prove, not merely that particular provisions in it are not the best which might have been imagined, + +but that the plan upon the whole is bad and pernicious. +PUBLIUS + + + + +FEDERALIST No. 66. Objections to the Power of the Senate To Set as a Court for Impeachments Further + +Considered. + +From The Independent Journal. Saturday, March 8, 1788. + +HAMILTON +To the People of the State of New York: +A REVIEW of the principal objections that have appeared against the proposed court for the trial of + +impeachments, will not improbably eradicate the remains of any unfavorable impressions which may + +still exist in regard to this matter. +The FIRST of these objections is, that the provision in question confounds legislative and judiciary + +authorities in the same body, in violation of that important and well-established maxim which + +requires a separation between the different departments of power. The true meaning of this maxim has + +been discussed and ascertained in another place, and has been shown to be entirely compatible with a + +partial intermixture of those departments for special purposes, preserving them, in the main, + +distinct and unconnected. This partial intermixture is even, in some cases, not only proper but + +necessary to the mutual defense of the several members of the government against each other. An + +absolute or qualified negative in the executive upon the acts of the legislative body, is admitted, + +by the ablest adepts in political science, to be an indispensable barrier against the encroachments + +of the latter upon the former. And it may, perhaps, with no less reason be contended, that the + +powers relating to impeachments are, as before intimated, an essential check in the hands of that + +body upon the encroachments of the executive. The division of them between the two branches of the + +legislature, assigning to one the right of accusing, to the other the right of judging, avoids the + +inconvenience of making the same persons both accusers and judges; and guards against the danger of + +persecution, from the prevalency of a factious spirit in either of those branches. As the + +concurrence of two thirds of the Senate will be requisite to a condemnation, the security to + +innocence, from this additional circumstance, will be as complete as itself can desire. +It is curious to observe, with what vehemence this part of the plan is assailed, on the principle + +here taken notice of, by men who profess to admire, without exception, the constitution of this + +State; while that constitution makes the Senate, together with the chancellor and judges of the + +Supreme Court, not only a court of impeachments, but the highest judicatory in the State, in all + +causes, civil and criminal. The proportion, in point of numbers, of the chancellor and judges to the + +senators, is so inconsiderable, that the judiciary authority of New York, in the last resort, may, + +with truth, be said to reside in its Senate. If the plan of the convention be, in this respect, + +chargeable with a departure from the celebrated maxim which has been so often mentioned, and seems + +to be so little understood, how much more culpable must be the constitution of New York?(1) +A SECOND objection to the Senate, as a court of impeachments, is, that it contributes to an undue + +accumulation of power in that body, tending to give to the government a countenance too + +aristocratic. The Senate, it is observed, is to have concurrent authority with the Executive in the + +formation of treaties and in the appointment to offices: if, say the objectors, to these + +prerogatives is added that of deciding in all cases of impeachment, it will give a decided + +predominancy to senatorial influence. To an objection so little precise in itself, it is not easy to + +find a very precise answer. Where is the measure or criterion to which we can appeal, for + +determining what will give the Senate too much, too little, or barely the proper degree of + +influence? Will it not be more safe, as well as more simple, to dismiss such vague and uncertain + +calculations, to examine each power by itself, and to decide, on general principles, where it may be + +deposited with most advantage and least inconvenience? +If we take this course, it will lead to a more intelligible, if not to a more certain result. The + +disposition of the power of making treaties, which has obtained in the plan of the convention, will, + +then, if I mistake not, appear to be fully justified by the considerations stated in a former + +number, and by others which will occur under the next head of our inquiries. The expediency of the + +junction of the Senate with the Executive, in the power of appointing to offices, will, I trust, be + +placed in a light not less satisfactory, in the disquisitions under the same head. And I flatter + +myself the observations in my last paper must have gone no inconsiderable way towards proving that + +it was not easy, if practicable, to find a more fit receptacle for the power of determining + +impeachments, than that which has been chosen. If this be truly the case, the hypothetical dread of + +the too great weight of the Senate ought to be discarded from our reasonings. +But this hypothesis, such as it is, has already been refuted in the remarks applied to the duration + +in office prescribed for the senators. It was by them shown, as well on the credit of historical + +examples, as from the reason of the thing, that the most POPULAR branch of every government, + +partaking of the republican genius, by being generally the favorite of the people, will be as + +generally a full match, if not an overmatch, for every other member of the Government. +But independent of this most active and operative principle, to secure the equilibrium of the + +national House of Representatives, the plan of the convention has provided in its favor several + +important counterpoises to the additional authorities to be conferred upon the Senate. The exclusive + +privilege of originating money bills will belong to the House of Representatives. The same house + +will possess the sole right of instituting impeachments: is not this a complete counterbalance to + +that of determining them? The same house will be the umpire in all elections of the President, which + +do not unite the suffrages of a majority of the whole number of electors; a case which it cannot be + +doubted will sometimes, if not frequently, happen. The constant possibility of the thing must be a + +fruitful source of influence to that body. The more it is contemplated, the more important will + +appear this ultimate though contingent power, of deciding the competitions of the most illustrious + +citizens of the Union, for the first office in it. It would not perhaps be rash to predict, that as + +a mean of influence it will be found to outweigh all the peculiar attributes of the Senate. +A THIRD objection to the Senate as a court of impeachments, is drawn from the agency they are to + +have in the appointments to office. It is imagined that they would be too indulgent judges of the + +conduct of men, in whose official creation they had participated. The principle of this objection + +would condemn a practice, which is to be seen in all the State governments, if not in all the + +governments with which we are acquainted: I mean that of rendering those who hold offices during + +pleasure, dependent on the pleasure of those who appoint them. With equal plausibility might it be + +alleged in this case, that the favoritism of the latter would always be an asylum for the + +misbehavior of the former. But that practice, in contradiction to this principle, proceeds upon the + +presumption, that the responsibility of those who appoint, for the fitness and competency of the + +persons on whom they bestow their choice, and the interest they will have in the respectable and + +prosperous administration of affairs, will inspire a sufficient disposition to dismiss from a share + +in it all such who, by their conduct, shall have proved themselves unworthy of the confidence + +reposed in them. Though facts may not always correspond with this presumption, yet if it be, in the + +main, just, it must destroy the supposition that the Senate, who will merely sanction the choice of + +the Executive, should feel a bias, towards the objects of that choice, strong enough to blind them + +to the evidences of guilt so extraordinary, as to have induced the representatives of the nation to + +become its accusers. +If any further arguments were necessary to evince the improbability of such a bias, it might be + +found in the nature of the agency of the Senate in the business of appointments. It will be the + +office of the President to NOMINATE, and, with the advice and consent of the Senate, to APPOINT. + +There will, of course, be no exertion of CHOICE on the part of the Senate. They may defeat one + +choice of the Executive, and oblige him to make another; but they cannot themselves CHOOSE—they can + +only ratify or reject the choice of the President. They might even entertain a preference to some + +other person, at the very moment they were assenting to the one proposed, because there might be no + +positive ground of opposition to him; and they could not be sure, if they withheld their assent, + +that the subsequent nomination would fall upon their own favorite, or upon any other person in their + +estimation more meritorious than the one rejected. Thus it could hardly happen, that the majority of + +the Senate would feel any other complacency towards the object of an appointment than such as the + +appearances of merit might inspire, and the proofs of the want of it destroy. +A FOURTH objection to the Senate in the capacity of a court of impeachments, is derived from its + +union with the Executive in the power of making treaties. This, it has been said, would constitute + +the senators their own judges, in every case of a corrupt or perfidious execution of that trust. + +After having combined with the Executive in betraying the interests of the nation in a ruinous + +treaty, what prospect, it is asked, would there be of their being made to suffer the punishment they + +would deserve, when they were themselves to decide upon the accusation brought against them for the + +treachery of which they have been guilty? +This objection has been circulated with more earnestness and with greater show of reason than any + +other which has appeared against this part of the plan; and yet I am deceived if it does not rest + +upon an erroneous foundation. +The security essentially intended by the Constitution against corruption and treachery in the + +formation of treaties, is to be sought for in the numbers and characters of those who are to make + +them. The JOINT AGENCY of the Chief Magistrate of the Union, and of two thirds of the members of a + +body selected by the collective wisdom of the legislatures of the several States, is designed to be + +the pledge for the fidelity of the national councils in this particular. The convention might with + +propriety have meditated the punishment of the Executive, for a deviation from the instructions of + +the Senate, or a want of integrity in the conduct of the negotiations committed to him; they might + +also have had in view the punishment of a few leading individuals in the Senate, who should have + +prostituted their influence in that body as the mercenary instruments of foreign corruption: but + +they could not, with more or with equal propriety, have contemplated the impeachment and punishment + +of two thirds of the Senate, consenting to an improper treaty, than of a majority of that or of the + +other branch of the national legislature, consenting to a pernicious or unconstitutional law—a + +principle which, I believe, has never been admitted into any government. How, in fact, could a + +majority in the House of Representatives impeach themselves? Not better, it is evident, than two + +thirds of the Senate might try themselves. And yet what reason is there, that a majority of the + +House of Representatives, sacrificing the interests of the society by an unjust and tyrannical act + +of legislation, should escape with impunity, more than two thirds of the Senate, sacrificing the + +same interests in an injurious treaty with a foreign power? The truth is, that in all such cases it + +is essential to the freedom and to the necessary independence of the deliberations of the body, that + +the members of it should be exempt from punishment for acts done in a collective capacity; and the + +security to the society must depend on the care which is taken to confide the trust to proper hands, + +to make it their interest to execute it with fidelity, and to make it as difficult as possible for + +them to combine in any interest opposite to that of the public good. +So far as might concern the misbehavior of the Executive in perverting the instructions or + +contravening the views of the Senate, we need not be apprehensive of the want of a disposition in + +that body to punish the abuse of their confidence or to vindicate their own authority. We may thus + +far count upon their pride, if not upon their virtue. And so far even as might concern the + +corruption of leading members, by whose arts and influence the majority may have been inveigled into + +measures odious to the community, if the proofs of that corruption should be satisfactory, the usual + +propensity of human nature will warrant us in concluding that there would be commonly no defect of + +inclination in the body to divert the public resentment from themselves by a ready sacrifice of the + +authors of their mismanagement and disgrace. +PUBLIUS +1. In that of New Jersey, also, the final judiciary authority is in a branch of the legislature. In + +New Hampshire, Massachusetts, Pennsylvania, and South Carolina, one branch of the legislature is the + +court for the trial of impeachments. + + + + +FEDERALIST No. 67. The Executive Department + +From the New York Packet. Tuesday, March 11, 1788. + +HAMILTON +To the People of the State of New York: +THE constitution of the executive department of the proposed government, claims next our attention. +There is hardly any part of the system which could have been attended with greater difficulty in the + +arrangement of it than this; and there is, perhaps, none which has been inveighed against with less + +candor or criticised with less judgment. +Here the writers against the Constitution seem to have taken pains to signalize their talent of + +misrepresentation. Calculating upon the aversion of the people to monarchy, they have endeavored to + +enlist all their jealousies and apprehensions in opposition to the intended President of the United + +States; not merely as the embryo, but as the full-grown progeny, of that detested parent. To + +establish the pretended affinity, they have not scrupled to draw resources even from the regions of + +fiction. The authorities of a magistrate, in few instances greater, in some instances less, than + +those of a governor of New York, have been magnified into more than royal prerogatives. He has been + +decorated with attributes superior in dignity and splendor to those of a king of Great Britain. He + +has been shown to us with the diadem sparkling on his brow and the imperial purple flowing in his + +train. He has been seated on a throne surrounded with minions and mistresses, giving audience to the + +envoys of foreign potentates, in all the supercilious pomp of majesty. The images of Asiatic + +despotism and voluptuousness have scarcely been wanting to crown the exaggerated scene. We have been + +taught to tremble at the terrific visages of murdering janizaries, and to blush at the unveiled + +mysteries of a future seraglio. +Attempts so extravagant as these to disfigure or, it might rather be said, to metamorphose the + +object, render it necessary to take an accurate view of its real nature and form: in order as well + +to ascertain its true aspect and genuine appearance, as to unmask the disingenuity and expose the + +fallacy of the counterfeit resemblances which have been so insidiously, as well as industriously, + +propagated. +In the execution of this task, there is no man who would not find it an arduous effort either to + +behold with moderation, or to treat with seriousness, the devices, not less weak than wicked, which + +have been contrived to pervert the public opinion in relation to the subject. They so far exceed the + +usual though unjustifiable licenses of party artifice, that even in a disposition the most candid + +and tolerant, they must force the sentiments which favor an indulgent construction of the conduct of + +political adversaries to give place to a voluntary and unreserved indignation. It is impossible not + +to bestow the imputation of deliberate imposture and deception upon the gross pretense of a + +similitude between a king of Great Britain and a magistrate of the character marked out for that of + +the President of the United States. It is still more impossible to withhold that imputation from the + +rash and barefaced expedients which have been employed to give success to the attempted imposition. +In one instance, which I cite as a sample of the general spirit, the temerity has proceeded so far + +as to ascribe to the President of the United States a power which by the instrument reported is + +EXPRESSLY allotted to the Executives of the individual States. I mean the power of filling casual + +vacancies in the Senate. +This bold experiment upon the discernment of his countrymen has been hazarded by a writer who + +(whatever may be his real merit) has had no inconsiderable share in the applauses of his party(1); + +and who, upon this false and unfounded suggestion, has built a series of observations equally false + +and unfounded. Let him now be confronted with the evidence of the fact, and let him, if he be able, + +justify or extenuate the shameful outrage he has offered to the dictates of truth and to the rules + +of fair dealing. +The second clause of the second section of the second article empowers the President of the United + +States "to nominate, and by and with the advice and consent of the Senate, to appoint ambassadors, + +other public ministers and consuls, judges of the Supreme Court, and all other OFFICERS of United + +States whose appointments are NOT in the Constitution OTHERWISE PROVIDED FOR, and WHICH SHALL BE + +ESTABLISHED BY LAW." Immediately after this clause follows another in these words: "The President + +shall have power to fill up all VACANCIES that may happen DURING THE RECESS OF THE SENATE, by + +granting commissions which shall EXPIRE AT THE END OF THEIR NEXT SESSION." It is from this last + +provision that the pretended power of the President to fill vacancies in the Senate has been + +deduced. A slight attention to the connection of the clauses, and to the obvious meaning of the + +terms, will satisfy us that the deduction is not even colorable. +The first of these two clauses, it is clear, only provides a mode for appointing such officers, + +"whose appointments are NOT OTHERWISE PROVIDED FOR in the Constitution, and which SHALL BE + +ESTABLISHED BY LAW"; of course it cannot extend to the appointments of senators, whose appointments + +are OTHERWISE PROVIDED FOR in the Constitution(2), and who are ESTABLISHED BY THE CONSTITUTION, and + +will not require a future establishment by law. This position will hardly be contested. +The last of these two clauses, it is equally clear, cannot be understood to comprehend the power of + +filling vacancies in the Senate, for the following reasons: First. The relation in which that clause + +stands to the other, which declares the general mode of appointing officers of the United States, + +denotes it to be nothing more than a supplement to the other, for the purpose of establishing an + +auxiliary method of appointment, in cases to which the general method was inadequate. The ordinary + +power of appointment is confined to the President and Senate JOINTLY, and can therefore only be + +exercised during the session of the Senate; but as it would have been improper to oblige this body + +to be continually in session for the appointment of officers and as vacancies might happen IN THEIR + +RECESS, which it might be necessary for the public service to fill without delay, the succeeding + +clause is evidently intended to authorize the President, SINGLY, to make temporary appointments + +"during the recess of the Senate, by granting commissions which shall expire at the end of their + +next session." Second. If this clause is to be considered as supplementary to the one which + +precedes, the VACANCIES of which it speaks must be construed to relate to the "officers" described + +in the preceding one; and this, we have seen, excludes from its description the members of the + +Senate. Third. The time within which the power is to operate, "during the recess of the Senate," and + +the duration of the appointments, "to the end of the next session" of that body, conspire to + +elucidate the sense of the provision, which, if it had been intended to comprehend senators, would + +naturally have referred the temporary power of filling vacancies to the recess of the State + +legislatures, who are to make the permanent appointments, and not to the recess of the national + +Senate, who are to have no concern in those appointments; and would have extended the duration in + +office of the temporary senators to the next session of the legislature of the State, in whose + +representation the vacancies had happened, instead of making it to expire at the end of the ensuing + +session of the national Senate. The circumstances of the body authorized to make the permanent + +appointments would, of course, have governed the modification of a power which related to the + +temporary appointments; and as the national Senate is the body, whose situation is alone + +contemplated in the clause upon which the suggestion under examination has been founded, the + +vacancies to which it alludes can only be deemed to respect those officers in whose appointment that + +body has a concurrent agency with the President. But last, the first and second clauses of the third + +section of the first article, not only obviate all possibility of doubt, but destroy the pretext of + +misconception. The former provides, that "the Senate of the United States shall be composed of two + +Senators from each State, chosen BY THE LEGISLATURE THEREOF for six years"; and the latter directs, + +that, "if vacancies in that body should happen by resignation or otherwise, DURING THE RECESS OF THE + +LEGISLATURE OF ANY STATE, the Executive THEREOF may make temporary appointments until the NEXT + +MEETING OF THE LEGISLATURE, which shall then fill such vacancies." Here is an express power given, + +in clear and unambiguous terms, to the State Executives, to fill casual vacancies in the Senate, by + +temporary appointments; which not only invalidates the supposition, that the clause before + +considered could have been intended to confer that power upon the President of the United States, + +but proves that this supposition, destitute as it is even of the merit of plausibility, must have + +originated in an intention to deceive the people, too palpable to be obscured by sophistry, too + +atrocious to be palliated by hypocrisy. +I have taken the pains to select this instance of misrepresentation, and to place it in a clear and + +strong light, as an unequivocal proof of the unwarrantable arts which are practiced to prevent a + +fair and impartial judgment of the real merits of the Constitution submitted to the consideration of + +the people. Nor have I scrupled, in so flagrant a case, to allow myself a severity of animadversion + +little congenial with the general spirit of these papers. I hesitate not to submit it to the + +decision of any candid and honest adversary of the proposed government, whether language can furnish + +epithets of too much asperity, for so shameless and so prostitute an attempt to impose on the + +citizens of America. +PUBLIUS +1. See CATO, No. V. +2. Article I, section 3, clause 1. + + + + +FEDERALIST No. 68. The Mode of Electing the President + +From The Independent Journal. Wednesday, March 12, 1788. + +HAMILTON +To the People of the State of New York: +THE mode of appointment of the Chief Magistrate of the United States is almost the only part of the + +system, of any consequence, which has escaped without severe censure, or which has received the + +slightest mark of approbation from its opponents. The most plausible of these, who has appeared in + +print, has even deigned to admit that the election of the President is pretty well guarded.(1) I + +venture somewhat further, and hesitate not to affirm, that if the manner of it be not perfect, it is + +at least excellent. It unites in an eminent degree all the advantages, the union of which was to be + +wished for.(E1) +It was desirable that the sense of the people should operate in the choice of the person to whom so + +important a trust was to be confided. This end will be answered by committing the right of making + +it, not to any preestablished body, but to men chosen by the people for the special purpose, and at + +the particular conjuncture. +It was equally desirable, that the immediate election should be made by men most capable of + +analyzing the qualities adapted to the station, and acting under circumstances favorable to + +deliberation, and to a judicious combination of all the reasons and inducements which were proper to + +govern their choice. A small number of persons, selected by their fellow-citizens from the general + +mass, will be most likely to possess the information and discernment requisite to such complicated + +investigations. +It was also peculiarly desirable to afford as little opportunity as possible to tumult and disorder. + +This evil was not least to be dreaded in the election of a magistrate, who was to have so important + +an agency in the administration of the government as the President of the United States. But the + +precautions which have been so happily concerted in the system under consideration, promise an + +effectual security against this mischief. The choice of SEVERAL, to form an intermediate body of + +electors, will be much less apt to convulse the community with any extraordinary or violent + +movements, than the choice of ONE who was himself to be the final object of the public wishes. And + +as the electors, chosen in each State, are to assemble and vote in the State in which they are + +chosen, this detached and divided situation will expose them much less to heats and ferments, which + +might be communicated from them to the people, than if they were all to be convened at one time, in + +one place. +Nothing was more to be desired than that every practicable obstacle should be opposed to cabal, + +intrigue, and corruption. These most deadly adversaries of republican government might naturally + +have been expected to make their approaches from more than one quarter, but chiefly from the desire + +in foreign powers to gain an improper ascendant in our councils. How could they better gratify this, + +than by raising a creature of their own to the chief magistracy of the Union? But the convention + +have guarded against all danger of this sort, with the most provident and judicious attention. They + +have not made the appointment of the President to depend on any preexisting bodies of men, who might + +be tampered with beforehand to prostitute their votes; but they have referred it in the first + +instance to an immediate act of the people of America, to be exerted in the choice of persons for + +the temporary and sole purpose of making the appointment. And they have excluded from eligibility to + +this trust, all those who from situation might be suspected of too great devotion to the President + +in office. No senator, representative, or other person holding a place of trust or profit under the + +United States, can be of the numbers of the electors. Thus without corrupting the body of the + +people, the immediate agents in the election will at least enter upon the task free from any + +sinister bias. Their transient existence, and their detached situation, already taken notice of, + +afford a satisfactory prospect of their continuing so, to the conclusion of it. The business of + +corruption, when it is to embrace so considerable a number of men, requires time as well as means. + +Nor would it be found easy suddenly to embark them, dispersed as they would be over thirteen States, + +in any combinations founded upon motives, which though they could not properly be denominated + +corrupt, might yet be of a nature to mislead them from their duty. +Another and no less important desideratum was, that the Executive should be independent for his + +continuance in office on all but the people themselves. He might otherwise be tempted to sacrifice + +his duty to his complaisance for those whose favor was necessary to the duration of his official + +consequence. This advantage will also be secured, by making his re-election to depend on a special + +body of representatives, deputed by the society for the single purpose of making the important + +choice. +All these advantages will happily combine in the plan devised by the convention; which is, that the + +people of each State shall choose a number of persons as electors, equal to the number of senators + +and representatives of such State in the national government, who shall assemble within the State, + +and vote for some fit person as President. Their votes, thus given, are to be transmitted to the + +seat of the national government, and the person who may happen to have a majority of the whole + +number of votes will be the President. But as a majority of the votes might not always happen to + +centre in one man, and as it might be unsafe to permit less than a majority to be conclusive, it is + +provided that, in such a contingency, the House of Representatives shall select out of the + +candidates who shall have the five highest number of votes, the man who in their opinion may be best + +qualified for the office. +The process of election affords a moral certainty, that the office of President will never fall to + +the lot of any man who is not in an eminent degree endowed with the requisite qualifications. + +Talents for low intrigue, and the little arts of popularity, may alone suffice to elevate a man to + +the first honors in a single State; but it will require other talents, and a different kind of + +merit, to establish him in the esteem and confidence of the whole Union, or of so considerable a + +portion of it as would be necessary to make him a successful candidate for the distinguished office + +of President of the United States. It will not be too strong to say, that there will be a constant + +probability of seeing the station filled by characters pre-eminent for ability and virtue. And this + +will be thought no inconsiderable recommendation of the Constitution, by those who are able to + +estimate the share which the executive in every government must necessarily have in its good or ill + +administration. Though we cannot acquiesce in the political heresy of the poet who says: +"For forms of government let fools contest—That which is best administered is best,"—yet we may + +safely pronounce, that the true test of a good government is its aptitude and tendency to produce a + +good administration. +The Vice-President is to be chosen in the same manner with the President; with this difference, that + +the Senate is to do, in respect to the former, what is to be done by the House of Representatives, + +in respect to the latter. +The appointment of an extraordinary person, as Vice-President, has been objected to as superfluous, + +if not mischievous. It has been alleged, that it would have been preferable to have authorized the + +Senate to elect out of their own body an officer answering that description. But two considerations + +seem to justify the ideas of the convention in this respect. One is, that to secure at all times the + +possibility of a definite resolution of the body, it is necessary that the President should have + +only a casting vote. And to take the senator of any State from his seat as senator, to place him in + +that of President of the Senate, would be to exchange, in regard to the State from which he came, a + +constant for a contingent vote. The other consideration is, that as the Vice-President may + +occasionally become a substitute for the President, in the supreme executive magistracy, all the + +reasons which recommend the mode of election prescribed for the one, apply with great if not with + +equal force to the manner of appointing the other. It is remarkable that in this, as in most other + +instances, the objection which is made would lie against the constitution of this State. We have a + +Lieutenant-Governor, chosen by the people at large, who presides in the Senate, and is the + +constitutional substitute for the Governor, in casualties similar to those which would authorize the + +Vice-President to exercise the authorities and discharge the duties of the President. +PUBLIUS +1. Vide federal farmer. +E1. Some editions substitute "desired" for "wished for". + + + + +FEDERALIST No. 69. The Real Character of the Executive + +From the New York Packet. Friday, March 14, 1788. + +HAMILTON +To the People of the State of New York: +I PROCEED now to trace the real characters of the proposed Executive, as they are marked out in the + +plan of the convention. This will serve to place in a strong light the unfairness of the + +representations which have been made in regard to it. +The first thing which strikes our attention is, that the executive authority, with few exceptions, + +is to be vested in a single magistrate. This will scarcely, however, be considered as a point upon + +which any comparison can be grounded; for if, in this particular, there be a resemblance to the king + +of Great Britain, there is not less a resemblance to the Grand Seignior, to the khan of Tartary, to + +the Man of the Seven Mountains, or to the governor of New York. +That magistrate is to be elected for four years; and is to be re-eligible as often as the people of + +the United States shall think him worthy of their confidence. In these circumstances there is a + +total dissimilitude between him and a king of Great Britain, who is an hereditary monarch, + +possessing the crown as a patrimony descendible to his heirs forever; but there is a close analogy + +between him and a governor of New York, who is elected for three years, and is re-eligible without + +limitation or intermission. If we consider how much less time would be requisite for establishing a + +dangerous influence in a single State, than for establishing a like influence throughout the United + +States, we must conclude that a duration of four years for the Chief Magistrate of the Union is a + +degree of permanency far less to be dreaded in that office, than a duration of three years for a + +corresponding office in a single State. +The President of the United States would be liable to be impeached, tried, and, upon conviction of + +treason, bribery, or other high crimes or misdemeanors, removed from office; and would afterwards be + +liable to prosecution and punishment in the ordinary course of law. The person of the king of Great + +Britain is sacred and inviolable; there is no constitutional tribunal to which he is amenable; no + +punishment to which he can be subjected without involving the crisis of a national revolution. In + +this delicate and important circumstance of personal responsibility, the President of Confederated + +America would stand upon no better ground than a governor of New York, and upon worse ground than + +the governors of Maryland and Delaware. +The President of the United States is to have power to return a bill, which shall have passed the + +two branches of the legislature, for reconsideration; and the bill so returned is to become a law, + +if, upon that reconsideration, it be approved by two thirds of both houses. The king of Great + +Britain, on his part, has an absolute negative upon the acts of the two houses of Parliament. The + +disuse of that power for a considerable time past does not affect the reality of its existence; and + +is to be ascribed wholly to the crown's having found the means of substituting influence to + +authority, or the art of gaining a majority in one or the other of the two houses, to the necessity + +of exerting a prerogative which could seldom be exerted without hazarding some degree of national + +agitation. The qualified negative of the President differs widely from this absolute negative of the + +British sovereign; and tallies exactly with the revisionary authority of the council of revision of + +this State, of which the governor is a constituent part. In this respect the power of the President + +would exceed that of the governor of New York, because the former would possess, singly, what the + +latter shares with the chancellor and judges; but it would be precisely the same with that of the + +governor of Massachusetts, whose constitution, as to this article, seems to have been the original + +from which the convention have copied. +The President is to be the "commander-in-chief of the army and navy of the United States, and of the + +militia of the several States, when called into the actual service of the United States. He is to + +have power to grant reprieves and pardons for offenses against the United States, except in cases of + +impeachment; to recommend to the consideration of Congress such measures as he shall judge necessary + +and expedient; to convene, on extraordinary occasions, both houses of the legislature, or either of + +them, and, in case of disagreement between them with respect to the time of adjournment, to adjourn + +them to such time as he shall think proper; to take care that the laws be faithfully executed; and + +to commission all officers of the United States." In most of these particulars, the power of the + +President will resemble equally that of the king of Great Britain and of the governor of New York. + +The most material points of difference are these:—First. The President will have only the occasional + +command of such part of the militia of the nation as by legislative provision may be called into the + +actual service of the Union. The king of Great Britain and the governor of New York have at all + +times the entire command of all the militia within their several jurisdictions. In this article, + +therefore, the power of the President would be inferior to that of either the monarch or the + +governor. Second. The President is to be commander-in-chief of the army and navy of the United + +States. In this respect his authority would be nominally the same with that of the king of Great + +Britain, but in substance much inferior to it. It would amount to nothing more than the supreme + +command and direction of the military and naval forces, as first General and admiral of the + +Confederacy; while that of the British king extends to the declaring of war and to the raising and + +regulating of fleets and armies—all which, by the Constitution under consideration, would appertain + +to the legislature.(1) The governor of New York, on the other hand, is by the constitution of the + +State vested only with the command of its militia and navy. But the constitutions of several of the + +States expressly declare their governors to be commanders-in-chief, as well of the army as navy; and + +it may well be a question, whether those of New Hampshire and Massachusetts, in particular, do not, + +in this instance, confer larger powers upon their respective governors, than could be claimed by a + +President of the United States. Third. The power of the President, in respect to pardons, would + +extend to all cases, except those of impeachment. The governor of New York may pardon in all cases, + +even in those of impeachment, except for treason and murder. Is not the power of the governor, in + +this article, on a calculation of political consequences, greater than that of the President? All + +conspiracies and plots against the government, which have not been matured into actual treason, may + +be screened from punishment of every kind, by the interposition of the prerogative of pardoning. If + +a governor of New York, therefore, should be at the head of any such conspiracy, until the design + +had been ripened into actual hostility he could insure his accomplices and adherents an entire + +impunity. A President of the Union, on the other hand, though he may even pardon treason, when + +prosecuted in the ordinary course of law, could shelter no offender, in any degree, from the effects + +of impeachment and conviction. Would not the prospect of a total indemnity for all the preliminary + +steps be a greater temptation to undertake and persevere in an enterprise against the public + +liberty, than the mere prospect of an exemption from death and confiscation, if the final execution + +of the design, upon an actual appeal to arms, should miscarry? Would this last expectation have any + +influence at all, when the probability was computed, that the person who was to afford that + +exemption might himself be involved in the consequences of the measure, and might be incapacitated + +by his agency in it from affording the desired impunity? The better to judge of this matter, it will + +be necessary to recollect, that, by the proposed Constitution, the offense of treason is limited "to + +levying war upon the United States, and adhering to their enemies, giving them aid and comfort"; and + +that by the laws of New York it is confined within similar bounds. Fourth. The President can only + +adjourn the national legislature in the single case of disagreement about the time of adjournment. + +The British monarch may prorogue or even dissolve the Parliament. The governor of New York may also + +prorogue the legislature of this State for a limited time; a power which, in certain situations, may + +be employed to very important purposes. +The President is to have power, with the advice and consent of the Senate, to make treaties, + +provided two thirds of the senators present concur. The king of Great Britain is the sole and + +absolute representative of the nation in all foreign transactions. He can of his own accord make + +treaties of peace, commerce, alliance, and of every other description. It has been insinuated, that + +his authority in this respect is not conclusive, and that his conventions with foreign powers are + +subject to the revision, and stand in need of the ratification, of Parliament. But I believe this + +doctrine was never heard of, until it was broached upon the present occasion. Every jurist(2) of + +that kingdom, and every other man acquainted with its Constitution, knows, as an established fact, + +that the prerogative of making treaties exists in the crown in its utmost plentitude; and that the + +compacts entered into by the royal authority have the most complete legal validity and perfection, + +independent of any other sanction. The Parliament, it is true, is sometimes seen employing itself in + +altering the existing laws to conform them to the stipulations in a new treaty; and this may have + +possibly given birth to the imagination, that its co-operation was necessary to the obligatory + +efficacy of the treaty. But this parliamentary interposition proceeds from a different cause: from + +the necessity of adjusting a most artificial and intricate system of revenue and commercial laws, to + +the changes made in them by the operation of the treaty; and of adapting new provisions and + +precautions to the new state of things, to keep the machine from running into disorder. In this + +respect, therefore, there is no comparison between the intended power of the President and the + +actual power of the British sovereign. The one can perform alone what the other can do only with the + +concurrence of a branch of the legislature. It must be admitted, that, in this instance, the power + +of the federal Executive would exceed that of any State Executive. But this arises naturally from + +the sovereign power which relates to treaties. If the Confederacy were to be dissolved, it would + +become a question, whether the Executives of the several States were not solely invested with that + +delicate and important prerogative. +The President is also to be authorized to receive ambassadors and other public ministers. This, + +though it has been a rich theme of declamation, is more a matter of dignity than of authority. It is + +a circumstance which will be without consequence in the administration of the government; and it was + +far more convenient that it should be arranged in this manner, than that there should be a necessity + +of convening the legislature, or one of its branches, upon every arrival of a foreign minister, + +though it were merely to take the place of a departed predecessor. +The President is to nominate, and, with the advice and consent of the Senate, to appoint ambassadors + +and other public ministers, judges of the Supreme Court, and in general all officers of the United + +States established by law, and whose appointments are not otherwise provided for by the + +Constitution. The king of Great Britain is emphatically and truly styled the fountain of honor. He + +not only appoints to all offices, but can create offices. He can confer titles of nobility at + +pleasure; and has the disposal of an immense number of church preferments. There is evidently a + +great inferiority in the power of the President, in this particular, to that of the British king; + +nor is it equal to that of the governor of New York, if we are to interpret the meaning of the + +constitution of the State by the practice which has obtained under it. The power of appointment is + +with us lodged in a council, composed of the governor and four members of the Senate, chosen by the + +Assembly. The governor claims, and has frequently exercised, the right of nomination, and is + +entitled to a casting vote in the appointment. If he really has the right of nominating, his + +authority is in this respect equal to that of the President, and exceeds it in the article of the + +casting vote. In the national government, if the Senate should be divided, no appointment could be + +made; in the government of New York, if the council should be divided, the governor can turn the + +scale, and confirm his own nomination.(3) If we compare the publicity which must necessarily attend + +the mode of appointment by the President and an entire branch of the national legislature, with the + +privacy in the mode of appointment by the governor of New York, closeted in a secret apartment with + +at most four, and frequently with only two persons; and if we at the same time consider how much + +more easy it must be to influence the small number of which a council of appointment consists, than + +the considerable number of which the national Senate would consist, we cannot hesitate to pronounce + +that the power of the chief magistrate of this State, in the disposition of offices, must, in + +practice, be greatly superior to that of the Chief Magistrate of the Union. +Hence it appears that, except as to the concurrent authority of the President in the article of + +treaties, it would be difficult to determine whether that magistrate would, in the aggregate, + +possess more or less power than the Governor of New York. And it appears yet more unequivocally, + +that there is no pretense for the parallel which has been attempted between him and the king of + +Great Britain. But to render the contrast in this respect still more striking, it may be of use to + +throw the principal circumstances of dissimilitude into a closer group. +The President of the United States would be an officer elected by the people for four years; the + +king of Great Britain is a perpetual and hereditary prince. The one would be amenable to personal + +punishment and disgrace; the person of the other is sacred and inviolable. The one would have a + +qualified negative upon the acts of the legislative body; the other has an absolute negative. The + +one would have a right to command the military and naval forces of the nation; the other, in + +addition to this right, possesses that of declaring war, and of raising and regulating fleets and + +armies by his own authority. The one would have a concurrent power with a branch of the legislature + +in the formation of treaties; the other is the sole possessor of the power of making treaties. The + +one would have a like concurrent authority in appointing to offices; the other is the sole author of + +all appointments. The one can confer no privileges whatever; the other can make denizens of aliens, + +noblemen of commoners; can erect corporations with all the rights incident to corporate bodies. The + +one can prescribe no rules concerning the commerce or currency of the nation; the other is in + +several respects the arbiter of commerce, and in this capacity can establish markets and fairs, can + +regulate weights and measures, can lay embargoes for a limited time, can coin money, can authorize + +or prohibit the circulation of foreign coin. The one has no particle of spiritual jurisdiction; the + +other is the supreme head and governor of the national church! What answer shall we give to those + +who would persuade us that things so unlike resemble each other? The same that ought to be given to + +those who tell us that a government, the whole power of which would be in the hands of the elective + +and periodical servants of the people, is an aristocracy, a monarchy, and a despotism. +PUBLIUS +1. A writer in a Pennsylvania paper, under the signature of TAMONY, has asserted that the king of + +Great Britain owes his prerogative as commander-in-chief to an annual mutiny bill. The truth is, on + +the contrary, that his prerogative, in this respect, is immemorial, and was only disputed, "contrary + +to all reason and precedent," as Blackstone vol. i., page 262, expresses it, by the Long Parliament + +of Charles I. but by the statute the 13th of Charles II., chap. 6, it was declared to be in the king + +alone, for that the sole supreme government and command of the militia within his Majesty's realms + +and dominions, and of all forces by sea and land, and of all forts and places of strength, EVER WAS + +AND IS the undoubted right of his Majesty and his royal predecessors, kings and queens of England, + +and that both or either house of Parliament cannot nor ought to pretend to the same. +2. Vide Blackstone's Commentaries, Vol I., p. 257. +3. Candor, however, demands an acknowledgment that I do not think the claim of the governor to a + +right of nomination well founded. Yet it is always justifiable to reason from the practice of a + +government, till its propriety has been constitutionally questioned. And independent of this claim, + +when we take into view the other considerations, and pursue them through all their consequences, we + +shall be inclined to draw much the same conclusion. + + + + +FEDERALIST No. 70. The Executive Department Further Considered + +From The Independent Journal. Saturday, March 15, 1788. + +HAMILTON +To the People of the State of New York: +THERE is an idea, which is not without its advocates, that a vigorous Executive is inconsistent with + +the genius of republican government. The enlightened well-wishers to this species of government must + +at least hope that the supposition is destitute of foundation; since they can never admit its truth, + +without at the same time admitting the condemnation of their own principles. Energy in the Executive + +is a leading character in the definition of good government. It is essential to the protection of + +the community against foreign attacks; it is not less essential to the steady administration of the + +laws; to the protection of property against those irregular and high-handed combinations which + +sometimes interrupt the ordinary course of justice; to the security of liberty against the + +enterprises and assaults of ambition, of faction, and of anarchy. Every man the least conversant in + +Roman story, knows how often that republic was obliged to take refuge in the absolute power of a + +single man, under the formidable title of Dictator, as well against the intrigues of ambitious + +individuals who aspired to the tyranny, and the seditions of whole classes of the community whose + +conduct threatened the existence of all government, as against the invasions of external enemies who + +menaced the conquest and destruction of Rome. +There can be no need, however, to multiply arguments or examples on this head. A feeble Executive + +implies a feeble execution of the government. A feeble execution is but another phrase for a bad + +execution; and a government ill executed, whatever it may be in theory, must be, in practice, a bad + +government. +Taking it for granted, therefore, that all men of sense will agree in the necessity of an energetic + +Executive, it will only remain to inquire, what are the ingredients which constitute this energy? + +How far can they be combined with those other ingredients which constitute safety in the republican + +sense? And how far does this combination characterize the plan which has been reported by the + +convention? +The ingredients which constitute energy in the Executive are, first, unity; secondly, duration; + +thirdly, an adequate provision for its support; fourthly, competent powers. +The ingredients which constitute safety in the republican sense are, first, a due dependence on the + +people, secondly, a due responsibility. +Those politicians and statesmen who have been the most celebrated for the soundness of their + +principles and for the justice of their views, have declared in favor of a single Executive and a + +numerous legislature. They have with great propriety, considered energy as the most necessary + +qualification of the former, and have regarded this as most applicable to power in a single hand, + +while they have, with equal propriety, considered the latter as best adapted to deliberation and + +wisdom, and best calculated to conciliate the confidence of the people and to secure their + +privileges and interests. +That unity is conducive to energy will not be disputed. Decision, activity, secrecy, and despatch + +will generally characterize the proceedings of one man in a much more eminent degree than the + +proceedings of any greater number; and in proportion as the number is increased, these qualities + +will be diminished. +This unity may be destroyed in two ways: either by vesting the power in two or more magistrates of + +equal dignity and authority; or by vesting it ostensibly in one man, subject, in whole or in part, + +to the control and co-operation of others, in the capacity of counsellors to him. Of the first, the + +two Consuls of Rome may serve as an example; of the last, we shall find examples in the + +constitutions of several of the States. New York and New Jersey, if I recollect right, are the only + +States which have intrusted the executive authority wholly to single men.(1) Both these methods of + +destroying the unity of the Executive have their partisans; but the votaries of an executive council + +are the most numerous. They are both liable, if not to equal, to similar objections, and may in most + +lights be examined in conjunction. +The experience of other nations will afford little instruction on this head. As far, however, as it + +teaches any thing, it teaches us not to be enamoured of plurality in the Executive. We have seen + +that the Achaeans, on an experiment of two Praetors, were induced to abolish one. The Roman history + +records many instances of mischiefs to the republic from the dissensions between the Consuls, and + +between the military Tribunes, who were at times substituted for the Consuls. But it gives us no + +specimens of any peculiar advantages derived to the state from the circumstance of the plurality of + +those magistrates. That the dissensions between them were not more frequent or more fatal, is a + +matter of astonishment, until we advert to the singular position in which the republic was almost + +continually placed, and to the prudent policy pointed out by the circumstances of the state, and + +pursued by the Consuls, of making a division of the government between them. The patricians engaged + +in a perpetual struggle with the plebeians for the preservation of their ancient authorities and + +dignities; the Consuls, who were generally chosen out of the former body, were commonly united by + +the personal interest they had in the defense of the privileges of their order. In addition to this + +motive of union, after the arms of the republic had considerably expanded the bounds of its empire, + +it became an established custom with the Consuls to divide the administration between themselves by + +lot—one of them remaining at Rome to govern the city and its environs, the other taking the command + +in the more distant provinces. This expedient must, no doubt, have had great influence in preventing + +those collisions and rivalships which might otherwise have embroiled the peace of the republic. +But quitting the dim light of historical research, attaching ourselves purely to the dictates of + +reason and good sense, we shall discover much greater cause to reject than to approve the idea of + +plurality in the Executive, under any modification whatever. +Wherever two or more persons are engaged in any common enterprise or pursuit, there is always danger + +of difference of opinion. If it be a public trust or office, in which they are clothed with equal + +dignity and authority, there is peculiar danger of personal emulation and even animosity. From + +either, and especially from all these causes, the most bitter dissensions are apt to spring. + +Whenever these happen, they lessen the respectability, weaken the authority, and distract the plans + +and operation of those whom they divide. If they should unfortunately assail the supreme executive + +magistracy of a country, consisting of a plurality of persons, they might impede or frustrate the + +most important measures of the government, in the most critical emergencies of the state. And what + +is still worse, they might split the community into the most violent and irreconcilable factions, + +adhering differently to the different individuals who composed the magistracy. +Men often oppose a thing, merely because they have had no agency in planning it, or because it may + +have been planned by those whom they dislike. But if they have been consulted, and have happened to + +disapprove, opposition then becomes, in their estimation, an indispensable duty of self-love. They + +seem to think themselves bound in honor, and by all the motives of personal infallibility, to defeat + +the success of what has been resolved upon contrary to their sentiments. Men of upright, benevolent + +tempers have too many opportunities of remarking, with horror, to what desperate lengths this + +disposition is sometimes carried, and how often the great interests of society are sacrificed to the + +vanity, to the conceit, and to the obstinacy of individuals, who have credit enough to make their + +passions and their caprices interesting to mankind. Perhaps the question now before the public may, + +in its consequences, afford melancholy proofs of the effects of this despicable frailty, or rather + +detestable vice, in the human character. +Upon the principles of a free government, inconveniences from the source just mentioned must + +necessarily be submitted to in the formation of the legislature; but it is unnecessary, and + +therefore unwise, to introduce them into the constitution of the Executive. It is here too that they + +may be most pernicious. In the legislature, promptitude of decision is oftener an evil than a + +benefit. The differences of opinion, and the jarrings of parties in that department of the + +government, though they may sometimes obstruct salutary plans, yet often promote deliberation and + +circumspection, and serve to check excesses in the majority. When a resolution too is once taken, + +the opposition must be at an end. That resolution is a law, and resistance to it punishable. But no + +favorable circumstances palliate or atone for the disadvantages of dissension in the executive + +department. Here, they are pure and unmixed. There is no point at which they cease to operate. They + +serve to embarrass and weaken the execution of the plan or measure to which they relate, from the + +first step to the final conclusion of it. They constantly counteract those qualities in the + +Executive which are the most necessary ingredients in its composition—vigor and expedition, and this + +without any counterbalancing good. In the conduct of war, in which the energy of the Executive is + +the bulwark of the national security, every thing would be to be apprehended from its plurality. +It must be confessed that these observations apply with principal weight to the first case supposed + +—that is, to a plurality of magistrates of equal dignity and authority a scheme, the advocates for + +which are not likely to form a numerous sect; but they apply, though not with equal, yet with + +considerable weight to the project of a council, whose concurrence is made constitutionally + +necessary to the operations of the ostensible Executive. An artful cabal in that council would be + +able to distract and to enervate the whole system of administration. If no such cabal should exist, + +the mere diversity of views and opinions would alone be sufficient to tincture the exercise of the + +executive authority with a spirit of habitual feebleness and dilatoriness. +(But one of the weightiest objections to a plurality in the Executive, and which lies as much + +against the last as the first plan, is, that it tends to conceal faults and destroy responsibility. + +Responsibility is of two kinds—to censure and to punishment. The first is the more important of the + +two, especially in an elective office. Man, in public trust, will much oftener act in such a manner + +as to render him unworthy of being any longer trusted, than in such a manner as to make him + +obnoxious to legal punishment. But the multiplication of the Executive adds to the difficulty of + +detection in either case. It often becomes impossible, amidst mutual accusations, to determine on + +whom the blame or the punishment of a pernicious measure, or series of pernicious measures, ought + +really to fall. It is shifted from one to another with so much dexterity, and under such plausible + +appearances, that the public opinion is left in suspense about the real author. The circumstances + +which may have led to any national miscarriage or misfortune are sometimes so complicated that, + +where there are a number of actors who may have had different degrees and kinds of agency, though we + +may clearly see upon the whole that there has been mismanagement, yet it may be impracticable to + +pronounce to whose account the evil which may have been incurred is truly chargeable.)(E1) +(But one of the weightiest objections to a plurality in the Executive, and which lies as much + +against the last as the first plan, is, that it tends to conceal faults and destroy responsibility. +Responsibility is of two kinds—to censure and to punishment. The first is the more important of the + +two, especially in an elective office. Man, in public trust, will much oftener act in such a manner + +as to render him unworthy of being any longer trusted, than in such a manner as to make him + +obnoxious to legal punishment. But the multiplication of the Executive adds to the difficulty of + +detection in either case. It often becomes impossible, amidst mutual accusations, to determine on + +whom the blame or the punishment of a pernicious measure, or series of pernicious measures, ought + +really to fall. It is shifted from one to another with so much dexterity, and under such plausible + +appearances, that the public opinion is left in suspense about the real author. The circumstances + +which may have led to any national miscarriage or misfortune are sometimes so complicated that, + +where there are a number of actors who may have had different degrees and kinds of agency, though we + +may clearly see upon the whole that there has been mismanagement, yet it may be impracticable to + +pronounce to whose account the evil which may have been incurred is truly chargeable.)(E1) +"I was overruled by my council. The council were so divided in their opinions that it was impossible + +to obtain any better resolution on the point." These and similar pretexts are constantly at hand, + +whether true or false. And who is there that will either take the trouble or incur the odium, of a + +strict scrutiny into the secret springs of the transaction? Should there be found a citizen zealous + +enough to undertake the unpromising task, if there happen to be collusion between the parties + +concerned, how easy it is to clothe the circumstances with so much ambiguity, as to render it + +uncertain what was the precise conduct of any of those parties? +In the single instance in which the governor of this State is coupled with a council—that is, in the + +appointment to offices, we have seen the mischiefs of it in the view now under consideration. + +Scandalous appointments to important offices have been made. Some cases, indeed, have been so + +flagrant that ALL PARTIES have agreed in the impropriety of the thing. When inquiry has been made, + +the blame has been laid by the governor on the members of the council, who, on their part, have + +charged it upon his nomination; while the people remain altogether at a loss to determine, by whose + +influence their interests have been committed to hands so unqualified and so manifestly improper. In + +tenderness to individuals, I forbear to descend to particulars. +It is evident from these considerations, that the plurality of the Executive tends to deprive the + +people of the two greatest securities they can have for the faithful exercise of any delegated + +power, first, the restraints of public opinion, which lose their efficacy, as well on account of the + +division of the censure attendant on bad measures among a number, as on account of the uncertainty + +on whom it ought to fall; and, second, the opportunity of discovering with facility and clearness + +the misconduct of the persons they trust, in order either to their removal from office or to their + +actual punishment in cases which admit of it. +In England, the king is a perpetual magistrate; and it is a maxim which has obtained for the sake of + +the public peace, that he is unaccountable for his administration, and his person sacred. Nothing, + +therefore, can be wiser in that kingdom, than to annex to the king a constitutional council, who may + +be responsible to the nation for the advice they give. Without this, there would be no + +responsibility whatever in the executive department an idea inadmissible in a free government. But + +even there the king is not bound by the resolutions of his council, though they are answerable for + +the advice they give. He is the absolute master of his own conduct in the exercise of his office, + +and may observe or disregard the counsel given to him at his sole discretion. +But in a republic, where every magistrate ought to be personally responsible for his behavior in + +office the reason which in the British Constitution dictates the propriety of a council, not only + +ceases to apply, but turns against the institution. In the monarchy of Great Britain, it furnishes a + +substitute for the prohibited responsibility of the chief magistrate, which serves in some degree as + +a hostage to the national justice for his good behavior. In the American republic, it would serve to + +destroy, or would greatly diminish, the intended and necessary responsibility of the Chief + +Magistrate himself. +The idea of a council to the Executive, which has so generally obtained in the State constitutions, + +has been derived from that maxim of republican jealousy which considers power as safer in the hands + +of a number of men than of a single man. If the maxim should be admitted to be applicable to the + +case, I should contend that the advantage on that side would not counterbalance the numerous + +disadvantages on the opposite side. But I do not think the rule at all applicable to the executive + +power. I clearly concur in opinion, in this particular, with a writer whom the celebrated Junius + +pronounces to be "deep, solid, and ingenious," that "the executive power is more easily confined + +when it is ONE";(2) that it is far more safe there should be a single object for the jealousy and + +watchfulness of the people; and, in a word, that all multiplication of the Executive is rather + +dangerous than friendly to liberty. +A little consideration will satisfy us, that the species of security sought for in the + +multiplication of the Executive, is unattainable. Numbers must be so great as to render combination + +difficult, or they are rather a source of danger than of security. The united credit and influence + +of several individuals must be more formidable to liberty, than the credit and influence of either + +of them separately. When power, therefore, is placed in the hands of so small a number of men, as to + +admit of their interests and views being easily combined in a common enterprise, by an artful + +leader, it becomes more liable to abuse, and more dangerous when abused, than if it be lodged in the + +hands of one man; who, from the very circumstance of his being alone, will be more narrowly watched + +and more readily suspected, and who cannot unite so great a mass of influence as when he is + +associated with others. The Decemvirs of Rome, whose name denotes their number,(3) were more to be + +dreaded in their usurpation than any ONE of them would have been. No person would think of proposing + +an Executive much more numerous than that body; from six to a dozen have been suggested for the + +number of the council. The extreme of these numbers, is not too great for an easy combination; and + +from such a combination America would have more to fear, than from the ambition of any single + +individual. A council to a magistrate, who is himself responsible for what he does, are generally + +nothing better than a clog upon his good intentions, are often the instruments and accomplices of + +his bad and are almost always a cloak to his faults. +I forbear to dwell upon the subject of expense; though it be evident that if the council should be + +numerous enough to answer the principal end aimed at by the institution, the salaries of the + +members, who must be drawn from their homes to reside at the seat of government, would form an item + +in the catalogue of public expenditures too serious to be incurred for an object of equivocal + +utility. I will only add that, prior to the appearance of the Constitution, I rarely met with an + +intelligent man from any of the States, who did not admit, as the result of experience, that the + +UNITY of the executive of this State was one of the best of the distinguishing features of our + +constitution. +PUBLIUS +1. New York has no council except for the single purpose of appointing to offices; New Jersey has a + +council whom the governor may consult. But I think, from the terms of the constitution, their + +resolutions do not bind him. +2. De Lolme. +3. Ten. +E1. Two versions of these paragraphs appear in different editions. + + + + +FEDERALIST No. 71. The Duration in Office of the Executive + +From the New York Packet. Tuesday, March 18, 1788. + +HAMILTON +To the People of the State of New York: +DURATION in office has been mentioned as the second requisite to the energy of the Executive + +authority. This has relation to two objects: to the personal firmness of the executive magistrate, + +in the employment of his constitutional powers; and to the stability of the system of administration + +which may have been adopted under his auspices. With regard to the first, it must be evident, that + +the longer the duration in office, the greater will be the probability of obtaining so important an + +advantage. It is a general principle of human nature, that a man will be interested in whatever he + +possesses, in proportion to the firmness or precariousness of the tenure by which he holds it; will + +be less attached to what he holds by a momentary or uncertain title, than to what he enjoys by a + +durable or certain title; and, of course, will be willing to risk more for the sake of the one, than + +for the sake of the other. This remark is not less applicable to a political privilege, or honor, or + +trust, than to any article of ordinary property. The inference from it is, that a man acting in the + +capacity of chief magistrate, under a consciousness that in a very short time he MUST lay down his + +office, will be apt to feel himself too little interested in it to hazard any material censure or + +perplexity, from the independent exertion of his powers, or from encountering the ill-humors, + +however transient, which may happen to prevail, either in a considerable part of the society itself, + +or even in a predominant faction in the legislative body. If the case should only be, that he MIGHT + +lay it down, unless continued by a new choice, and if he should be desirous of being continued, his + +wishes, conspiring with his fears, would tend still more powerfully to corrupt his integrity, or + +debase his fortitude. In either case, feebleness and irresolution must be the characteristics of the + +station. +There are some who would be inclined to regard the servile pliancy of the Executive to a prevailing + +current, either in the community or in the legislature, as its best recommendation. But such men + +entertain very crude notions, as well of the purposes for which government was instituted, as of the + +true means by which the public happiness may be promoted. The republican principle demands that the + +deliberate sense of the community should govern the conduct of those to whom they intrust the + +management of their affairs; but it does not require an unqualified complaisance to every sudden + +breeze of passion, or to every transient impulse which the people may receive from the arts of men, + +who flatter their prejudices to betray their interests. It is a just observation, that the people + +commonly INTEND the PUBLIC GOOD. This often applies to their very errors. But their good sense would + +despise the adulator who should pretend that they always REASON RIGHT about the MEANS of promoting + +it. They know from experience that they sometimes err; and the wonder is that they so seldom err as + +they do, beset, as they continually are, by the wiles of parasites and sycophants, by the snares of + +the ambitious, the avaricious, the desperate, by the artifices of men who possess their confidence + +more than they deserve it, and of those who seek to possess rather than to deserve it. When + +occasions present themselves, in which the interests of the people are at variance with their + +inclinations, it is the duty of the persons whom they have appointed to be the guardians of those + +interests, to withstand the temporary delusion, in order to give them time and opportunity for more + +cool and sedate reflection. Instances might be cited in which a conduct of this kind has saved the + +people from very fatal consequences of their own mistakes, and has procured lasting monuments of + +their gratitude to the men who had courage and magnanimity enough to serve them at the peril of + +their displeasure. +But however inclined we might be to insist upon an unbounded complaisance in the Executive to the + +inclinations of the people, we can with no propriety contend for a like complaisance to the humors + +of the legislature. The latter may sometimes stand in opposition to the former, and at other times + +the people may be entirely neutral. In either supposition, it is certainly desirable that the + +Executive should be in a situation to dare to act his own opinion with vigor and decision. +The same rule which teaches the propriety of a partition between the various branches of power, + +teaches us likewise that this partition ought to be so contrived as to render the one independent of + +the other. To what purpose separate the executive or the judiciary from the legislative, if both the + +executive and the judiciary are so constituted as to be at the absolute devotion of the legislative? + +Such a separation must be merely nominal, and incapable of producing the ends for which it was + +established. It is one thing to be subordinate to the laws, and another to be dependent on the + +legislative body. The first comports with, the last violates, the fundamental principles of good + +government; and, whatever may be the forms of the Constitution, unites all power in the same hands. + +The tendency of the legislative authority to absorb every other, has been fully displayed and + +illustrated by examples in some preceding numbers. In governments purely republican, this tendency + +is almost irresistible. The representatives of the people, in a popular assembly, seem sometimes to + +fancy that they are the people themselves, and betray strong symptoms of impatience and disgust at + +the least sign of opposition from any other quarter; as if the exercise of its rights, by either the + +executive or judiciary, were a breach of their privilege and an outrage to their dignity. They often + +appear disposed to exert an imperious control over the other departments; and as they commonly have + +the people on their side, they always act with such momentum as to make it very difficult for the + +other members of the government to maintain the balance of the Constitution. +It may perhaps be asked, how the shortness of the duration in office can affect the independence of + +the Executive on the legislature, unless the one were possessed of the power of appointing or + +displacing the other. One answer to this inquiry may be drawn from the principle already remarked + +that is, from the slender interest a man is apt to take in a short-lived advantage, and the little + +inducement it affords him to expose himself, on account of it, to any considerable inconvenience or + +hazard. Another answer, perhaps more obvious, though not more conclusive, will result from the + +consideration of the influence of the legislative body over the people; which might be employed to + +prevent the re-election of a man who, by an upright resistance to any sinister project of that body, + +should have made himself obnoxious to its resentment. +It may be asked also, whether a duration of four years would answer the end proposed; and if it + +would not, whether a less period, which would at least be recommended by greater security against + +ambitious designs, would not, for that reason, be preferable to a longer period, which was, at the + +same time, too short for the purpose of inspiring the desired firmness and independence of the + +magistrate. +It cannot be affirmed, that a duration of four years, or any other limited duration, would + +completely answer the end proposed; but it would contribute towards it in a degree which would have + +a material influence upon the spirit and character of the government. Between the commencement and + +termination of such a period, there would always be a considerable interval, in which the prospect + +of annihilation would be sufficiently remote, not to have an improper effect upon the conduct of a + +man indued with a tolerable portion of fortitude; and in which he might reasonably promise himself, + +that there would be time enough before it arrived, to make the community sensible of the propriety + +of the measures he might incline to pursue. Though it be probable that, as he approached the moment + +when the public were, by a new election, to signify their sense of his conduct, his confidence, and + +with it his firmness, would decline; yet both the one and the other would derive support from the + +opportunities which his previous continuance in the station had afforded him, of establishing + +himself in the esteem and good-will of his constituents. He might, then, hazard with safety, in + +proportion to the proofs he had given of his wisdom and integrity, and to the title he had acquired + +to the respect and attachment of his fellow-citizens. As, on the one hand, a duration of four years + +will contribute to the firmness of the Executive in a sufficient degree to render it a very valuable + +ingredient in the composition; so, on the other, it is not enough to justify any alarm for the + +public liberty. If a British House of Commons, from the most feeble beginnings, FROM THE MERE POWER + +OF ASSENTING OR DISAGREEING TO THE IMPOSITION OF A NEW TAX, have, by rapid strides, reduced the + +prerogatives of the crown and the privileges of the nobility within the limits they conceived to be + +compatible with the principles of a free government, while they raised themselves to the rank and + +consequence of a coequal branch of the legislature; if they have been able, in one instance, to + +abolish both the royalty and the aristocracy, and to overturn all the ancient establishments, as + +well in the Church as State; if they have been able, on a recent occasion, to make the monarch + +tremble at the prospect of an innovation(1) attempted by them, what would be to be feared from an + +elective magistrate of four years' duration, with the confined authorities of a President of the + +United States? What, but that he might be unequal to the task which the Constitution assigns him? I + +shall only add, that if his duration be such as to leave a doubt of his firmness, that doubt is + +inconsistent with a jealousy of his encroachments. +PUBLIUS +1. This was the case with respect to Mr. Fox's India bill, which was carried in the House of + +Commons, and rejected in the House of Lords, to the entire satisfaction, as it is said, of the + +people. + + + + +FEDERALIST No. 72. The Same Subject Continued, and Re-Eligibility of the Executive Considered. + +From The Independent Journal. Wednesday, March 19, 1788. + +HAMILTON +To the People of the State of New York: +THE administration of government, in its largest sense, comprehends all the operations of the body + +politic, whether legislative, executive, or judiciary; but in its most usual, and perhaps its most + +precise signification. it is limited to executive details, and falls peculiarly within the province + +of the executive department. The actual conduct of foreign negotiations, the preparatory plans of + +finance, the application and disbursement of the public moneys in conformity to the general + +appropriations of the legislature, the arrangement of the army and navy, the directions of the + +operations of war—these, and other matters of a like nature, constitute what seems to be most + +properly understood by the administration of government. The persons, therefore, to whose immediate + +management these different matters are committed, ought to be considered as the assistants or + +deputies of the chief magistrate, and on this account, they ought to derive their offices from his + +appointment, at least from his nomination, and ought to be subject to his superintendence. This view + +of the subject will at once suggest to us the intimate connection between the duration of the + +executive magistrate in office and the stability of the system of administration. To reverse and + +undo what has been done by a predecessor, is very often considered by a successor as the best proof + +he can give of his own capacity and desert; and in addition to this propensity, where the alteration + +has been the result of public choice, the person substituted is warranted in supposing that the + +dismission of his predecessor has proceeded from a dislike to his measures; and that the less he + +resembles him, the more he will recommend himself to the favor of his constituents. These + +considerations, and the influence of personal confidences and attachments, would be likely to induce + +every new President to promote a change of men to fill the subordinate stations; and these causes + +together could not fail to occasion a disgraceful and ruinous mutability in the administration of + +the government. +With a positive duration of considerable extent, I connect the circumstance of re-eligibility. The + +first is necessary to give to the officer himself the inclination and the resolution to act his part + +well, and to the community time and leisure to observe the tendency of his measures, and thence to + +form an experimental estimate of their merits. The last is necessary to enable the people, when they + +see reason to approve of his conduct, to continue him in his station, in order to prolong the + +utility of his talents and virtues, and to secure to the government the advantage of permanency in a + +wise system of administration. +Nothing appears more plausible at first sight, nor more ill-founded upon close inspection, than a + +scheme which in relation to the present point has had some respectable advocates—I mean that of + +continuing the chief magistrate in office for a certain time, and then excluding him from it, either + +for a limited period or forever after. This exclusion, whether temporary or perpetual, would have + +nearly the same effects, and these effects would be for the most part rather pernicious than + +salutary. +One ill effect of the exclusion would be a diminution of the inducements to good behavior. There are + +few men who would not feel much less zeal in the discharge of a duty when they were conscious that + +the advantages of the station with which it was connected must be relinquished at a determinate + +period, than when they were permitted to entertain a hope of obtaining, by meriting, a continuance + +of them. This position will not be disputed so long as it is admitted that the desire of reward is + +one of the strongest incentives of human conduct; or that the best security for the fidelity of + +mankind is to make their interests coincide with their duty. Even the love of fame, the ruling + +passion of the noblest minds, which would prompt a man to plan and undertake extensive and arduous + +enterprises for the public benefit, requiring considerable time to mature and perfect them, if he + +could flatter himself with the prospect of being allowed to finish what he had begun, would, on the + +contrary, deter him from the undertaking, when he foresaw that he must quit the scene before he + +could accomplish the work, and must commit that, together with his own reputation, to hands which + +might be unequal or unfriendly to the task. The most to be expected from the generality of men, in + +such a situation, is the negative merit of not doing harm, instead of the positive merit of doing + +good. +Another ill effect of the exclusion would be the temptation to sordid views, to peculation, and, in + +some instances, to usurpation. An avaricious man, who might happen to fill the office, looking + +forward to a time when he must at all events yield up the emoluments he enjoyed, would feel a + +propensity, not easy to be resisted by such a man, to make the best use of the opportunity he + +enjoyed while it lasted, and might not scruple to have recourse to the most corrupt expedients to + +make the harvest as abundant as it was transitory; though the same man, probably, with a different + +prospect before him, might content himself with the regular perquisites of his situation, and might + +even be unwilling to risk the consequences of an abuse of his opportunities. His avarice might be a + +guard upon his avarice. Add to this that the same man might be vain or ambitious, as well as + +avaricious. And if he could expect to prolong his honors by his good conduct, he might hesitate to + +sacrifice his appetite for them to his appetite for gain. But with the prospect before him of + +approaching an inevitable annihilation, his avarice would be likely to get the victory over his + +caution, his vanity, or his ambition. +An ambitious man, too, when he found himself seated on the summit of his country's honors, when he + +looked forward to the time at which he must descend from the exalted eminence for ever, and + +reflected that no exertion of merit on his part could save him from the unwelcome reverse; such a + +man, in such a situation, would be much more violently tempted to embrace a favorable conjuncture + +for attempting the prolongation of his power, at every personal hazard, than if he had the + +probability of answering the same end by doing his duty. +Would it promote the peace of the community, or the stability of the government to have half a dozen + +men who had had credit enough to be raised to the seat of the supreme magistracy, wandering among + +the people like discontented ghosts, and sighing for a place which they were destined never more to + +possess? +A third ill effect of the exclusion would be, the depriving the community of the advantage of the + +experience gained by the chief magistrate in the exercise of his office. That experience is the + +parent of wisdom, is an adage the truth of which is recognized by the wisest as well as the simplest + +of mankind. What more desirable or more essential than this quality in the governors of nations? + +Where more desirable or more essential than in the first magistrate of a nation? Can it be wise to + +put this desirable and essential quality under the ban of the Constitution, and to declare that the + +moment it is acquired, its possessor shall be compelled to abandon the station in which it was + +acquired, and to which it is adapted? This, nevertheless, is the precise import of all those + +regulations which exclude men from serving their country, by the choice of their fellowcitizens, + +after they have by a course of service fitted themselves for doing it with a greater degree of + +utility. +A fourth ill effect of the exclusion would be the banishing men from stations in which, in certain + +emergencies of the state, their presence might be of the greatest moment to the public interest or + +safety. There is no nation which has not, at one period or another, experienced an absolute + +necessity of the services of particular men in particular situations; perhaps it would not be too + +strong to say, to the preservation of its political existence. How unwise, therefore, must be every + +such self-denying ordinance as serves to prohibit a nation from making use of its own citizens in + +the manner best suited to its exigencies and circumstances! Without supposing the personal + +essentiality of the man, it is evident that a change of the chief magistrate, at the breaking out of + +a war, or at any similar crisis, for another, even of equal merit, would at all times be detrimental + +to the community, inasmuch as it would substitute inexperience to experience, and would tend to + +unhinge and set afloat the already settled train of the administration. +A fifth ill effect of the exclusion would be, that it would operate as a constitutional interdiction + +of stability in the administration. By necessitating a change of men, in the first office of the + +nation, it would necessitate a mutability of measures. It is not generally to be expected, that men + +will vary and measures remain uniform. The contrary is the usual course of things. And we need not + +be apprehensive that there will be too much stability, while there is even the option of changing; + +nor need we desire to prohibit the people from continuing their confidence where they think it may + +be safely placed, and where, by constancy on their part, they may obviate the fatal inconveniences + +of fluctuating councils and a variable policy. +These are some of the disadvantages which would flow from the principle of exclusion. They apply + +most forcibly to the scheme of a perpetual exclusion; but when we consider that even a partial + +exclusion would always render the readmission of the person a remote and precarious object, the + +observations which have been made will apply nearly as fully to one case as to the other. +What are the advantages promised to counterbalance these disadvantages? They are represented to be: + +1st, greater independence in the magistrate; 2d, greater security to the people. Unless the + +exclusion be perpetual, there will be no pretense to infer the first advantage. But even in that + +case, may he have no object beyond his present station, to which he may sacrifice his independence? + +May he have no connections, no friends, for whom he may sacrifice it? May he not be less willing by + +a firm conduct, to make personal enemies, when he acts under the impression that a time is fast + +approaching, on the arrival of which he not only MAY, but MUST, be exposed to their resentments, + +upon an equal, perhaps upon an inferior, footing? It is not an easy point to determine whether his + +independence would be most promoted or impaired by such an arrangement. +As to the second supposed advantage, there is still greater reason to entertain doubts concerning + +it. If the exclusion were to be perpetual, a man of irregular ambition, of whom alone there could be + +reason in any case to entertain apprehension, would, with infinite reluctance, yield to the + +necessity of taking his leave forever of a post in which his passion for power and pre-eminence had + +acquired the force of habit. And if he had been fortunate or adroit enough to conciliate the good- + +will of the people, he might induce them to consider as a very odious and unjustifiable restraint + +upon themselves, a provision which was calculated to debar them of the right of giving a fresh proof + +of their attachment to a favorite. There may be conceived circumstances in which this disgust of the + +people, seconding the thwarted ambition of such a favorite, might occasion greater danger to + +liberty, than could ever reasonably be dreaded from the possibility of a perpetuation in office, by + +the voluntary suffrages of the community, exercising a constitutional privilege. +There is an excess of refinement in the idea of disabling the people to continue in office men who + +had entitled themselves, in their opinion, to approbation and confidence; the advantages of which + +are at best speculative and equivocal, and are overbalanced by disadvantages far more certain and + +decisive. +PUBLIUS + + + + +FEDERALIST No. 73. The Provision For The Support of the Executive, and the Veto Power + +From the New York Packet. Friday, March 21, 1788. + +HAMILTON +To the People of the State of New York: +THE third ingredient towards constituting the vigor of the executive authority, is an adequate + +provision for its support. It is evident that, without proper attention to this article, the + +separation of the executive from the legislative department would be merely nominal and nugatory. + +The legislature, with a discretionary power over the salary and emoluments of the Chief Magistrate, + +could render him as obsequious to their will as they might think proper to make him. They might, in + +most cases, either reduce him by famine, or tempt him by largesses, to surrender at discretion his + +judgment to their inclinations. These expressions, taken in all the latitude of the terms, would no + +doubt convey more than is intended. There are men who could neither be distressed nor won into a + +sacrifice of their duty; but this stern virtue is the growth of few soils; and in the main it will + +be found that a power over a man's support is a power over his will. If it were necessary to confirm + +so plain a truth by facts, examples would not be wanting, even in this country, of the intimidation + +or seduction of the Executive by the terrors or allurements of the pecuniary arrangements of the + +legislative body. +It is not easy, therefore, to commend too highly the judicious attention which has been paid to this + +subject in the proposed Constitution. It is there provided that "The President of the United States + +shall, at stated times, receive for his services a compensation which shall neither be increased nor + +diminished during the period for which he shall have been elected; and he shall not receive within + +that period any other emolument from the United States, or any of them." It is impossible to imagine + +any provision which would have been more eligible than this. The legislature, on the appointment of + +a President, is once for all to declare what shall be the compensation for his services during the + +time for which he shall have been elected. This done, they will have no power to alter it, either by + +increase or diminution, till a new period of service by a new election commences. They can neither + +weaken his fortitude by operating on his necessities, nor corrupt his integrity by appealing to his + +avarice. Neither the Union, nor any of its members, will be at liberty to give, nor will he be at + +liberty to receive, any other emolument than that which may have been determined by the first act. + +He can, of course, have no pecuniary inducement to renounce or desert the independence intended for + +him by the Constitution. +The last of the requisites to energy, which have been enumerated, are competent powers. Let us + +proceed to consider those which are proposed to be vested in the President of the United States. +The first thing that offers itself to our observation, is the qualified negative of the President + +upon the acts or resolutions of the two houses of the legislature; or, in other words, his power of + +returning all bills with objections, to have the effect of preventing their becoming laws, unless + +they should afterwards be ratified by two thirds of each of the component members of the legislative + +body. +The propensity of the legislative department to intrude upon the rights, and to absorb the powers, + +of the other departments, has been already suggested and repeated; the insufficiency of a mere + +parchment delineation of the boundaries of each, has also been remarked upon; and the necessity of + +furnishing each with constitutional arms for its own defense, has been inferred and proved. From + +these clear and indubitable principles results the propriety of a negative, either absolute or + +qualified, in the Executive, upon the acts of the legislative branches. Without the one or the + +other, the former would be absolutely unable to defend himself against the depredations of the + +latter. He might gradually be stripped of his authorities by successive resolutions, or annihilated + +by a single vote. And in the one mode or the other, the legislative and executive powers might + +speedily come to be blended in the same hands. If even no propensity had ever discovered itself in + +the legislative body to invade the rights of the Executive, the rules of just reasoning and + +theoretic propriety would of themselves teach us, that the one ought not to be left to the mercy of + +the other, but ought to possess a constitutional and effectual power of self-defense. +But the power in question has a further use. It not only serves as a shield to the Executive, but it + +furnishes an additional security against the enaction of improper laws. It establishes a salutary + +check upon the legislative body, calculated to guard the community against the effects of faction, + +precipitancy, or of any impulse unfriendly to the public good, which may happen to influence a + +majority of that body. +The propriety of a negative has, upon some occasions, been combated by an observation, that it was + +not to be presumed a single man would possess more virtue and wisdom than a number of men; and that + +unless this presumption should be entertained, it would be improper to give the executive magistrate + +any species of control over the legislative body. +But this observation, when examined, will appear rather specious than solid. The propriety of the + +thing does not turn upon the supposition of superior wisdom or virtue in the Executive, but upon the + +supposition that the legislature will not be infallible; that the love of power may sometimes betray + +it into a disposition to encroach upon the rights of other members of the government; that a spirit + +of faction may sometimes pervert its deliberations; that impressions of the moment may sometimes + +hurry it into measures which itself, on maturer reflexion, would condemn. The primary inducement to + +conferring the power in question upon the Executive is, to enable him to defend himself; the + +secondary one is to increase the chances in favor of the community against the passing of bad laws, + +through haste, inadvertence, or design. The oftener the measure is brought under examination, the + +greater the diversity in the situations of those who are to examine it, the less must be the danger + +of those errors which flow from want of due deliberation, or of those missteps which proceed from + +the contagion of some common passion or interest. It is far less probable, that culpable views of + +any kind should infect all the parts of the government at the same moment and in relation to the + +same object, than that they should by turns govern and mislead every one of them. +It may perhaps be said that the power of preventing bad laws includes that of preventing good ones; + +and may be used to the one purpose as well as to the other. But this objection will have little + +weight with those who can properly estimate the mischiefs of that inconstancy and mutability in the + +laws, which form the greatest blemish in the character and genius of our governments. They will + +consider every institution calculated to restrain the excess of law-making, and to keep things in + +the same state in which they happen to be at any given period, as much more likely to do good than + +harm; because it is favorable to greater stability in the system of legislation. The injury which + +may possibly be done by defeating a few good laws, will be amply compensated by the advantage of + +preventing a number of bad ones. +Nor is this all. The superior weight and influence of the legislative body in a free government, and + +the hazard to the Executive in a trial of strength with that body, afford a satisfactory security + +that the negative would generally be employed with great caution; and there would oftener be room + +for a charge of timidity than of rashness in the exercise of it. A king of Great Britain, with all + +his train of sovereign attributes, and with all the influence he draws from a thousand sources, + +would, at this day, hesitate to put a negative upon the joint resolutions of the two houses of + +Parliament. He would not fail to exert the utmost resources of that influence to strangle a measure + +disagreeable to him, in its progress to the throne, to avoid being reduced to the dilemma of + +permitting it to take effect, or of risking the displeasure of the nation by an opposition to the + +sense of the legislative body. Nor is it probable, that he would ultimately venture to exert his + +prerogatives, but in a case of manifest propriety, or extreme necessity. All well-informed men in + +that kingdom will accede to the justness of this remark. A very considerable period has elapsed + +since the negative of the crown has been exercised. +If a magistrate so powerful and so well fortified as a British monarch, would have scruples about + +the exercise of the power under consideration, how much greater caution may be reasonably expected + +in a President of the United States, clothed for the short period of four years with the executive + +authority of a government wholly and purely republican? +It is evident that there would be greater danger of his not using his power when necessary, than of + +his using it too often, or too much. An argument, indeed, against its expediency, has been drawn + +from this very source. It has been represented, on this account, as a power odious in appearance, + +useless in practice. But it will not follow, that because it might be rarely exercised, it would + +never be exercised. In the case for which it is chiefly designed, that of an immediate attack upon + +the constitutional rights of the Executive, or in a case in which the public good was evidently and + +palpably sacrificed, a man of tolerable firmness would avail himself of his constitutional means of + +defense, and would listen to the admonitions of duty and responsibility. In the former supposition, + +his fortitude would be stimulated by his immediate interest in the power of his office; in the + +latter, by the probability of the sanction of his constituents, who, though they would naturally + +incline to the legislative body in a doubtful case, would hardly suffer their partiality to delude + +them in a very plain case. I speak now with an eye to a magistrate possessing only a common share of + +firmness. There are men who, under any circumstances, will have the courage to do their duty at + +every hazard. +But the convention have pursued a mean in this business, which will both facilitate the exercise of + +the power vested in this respect in the executive magistrate, and make its efficacy to depend on the + +sense of a considerable part of the legislative body. Instead of an absolute negative, it is + +proposed to give the Executive the qualified negative already described. This is a power which would + +be much more readily exercised than the other. A man who might be afraid to defeat a law by his + +single VETO, might not scruple to return it for reconsideration; subject to being finally rejected + +only in the event of more than one third of each house concurring in the sufficiency of his + +objections. He would be encouraged by the reflection, that if his opposition should prevail, it + +would embark in it a very respectable proportion of the legislative body, whose influence would be + +united with his in supporting the propriety of his conduct in the public opinion. A direct and + +categorical negative has something in the appearance of it more harsh, and more apt to irritate, + +than the mere suggestion of argumentative objections to be approved or disapproved by those to whom + +they are addressed. In proportion as it would be less apt to offend, it would be more apt to be + +exercised; and for this very reason, it may in practice be found more effectual. It is to be hoped + +that it will not often happen that improper views will govern so large a proportion as two thirds of + +both branches of the legislature at the same time; and this, too, in spite of the counterposing + +weight of the Executive. It is at any rate far less probable that this should be the case, than that + +such views should taint the resolutions and conduct of a bare majority. A power of this nature in + +the Executive, will often have a silent and unperceived, though forcible, operation. When men, + +engaged in unjustifiable pursuits, are aware that obstructions may come from a quarter which they + +cannot control, they will often be restrained by the bare apprehension of opposition, from doing + +what they would with eagerness rush into, if no such external impediments were to be feared. +This qualified negative, as has been elsewhere remarked, is in this State vested in a council, + +consisting of the governor, with the chancellor and judges of the Supreme Court, or any two of them. + +It has been freely employed upon a variety of occasions, and frequently with success. And its + +utility has become so apparent, that persons who, in compiling the Constitution, were violent + +opposers of it, have from experience become its declared admirers.(1) +I have in another place remarked, that the convention, in the formation of this part of their plan, + +had departed from the model of the constitution of this State, in favor of that of Massachusetts. + +Two strong reasons may be imagined for this preference. One is that the judges, who are to be the + +interpreters of the law, might receive an improper bias, from having given a previous opinion in + +their revisionary capacities; the other is that by being often associated with the Executive, they + +might be induced to embark too far in the political views of that magistrate, and thus a dangerous + +combination might by degrees be cemented between the executive and judiciary departments. It is + +impossible to keep the judges too distinct from every other avocation than that of expounding the + +laws. It is peculiarly dangerous to place them in a situation to be either corrupted or influenced + +by the Executive. +PUBLIUS +1. Mr. Abraham Yates, a warm opponent of the plan of the convention is of this number. + + + + +FEDERALIST No. 74. The Command of the Military and Naval Forces, and the Pardoning Power of the + +Executive. + +From the New York Packet. Tuesday, March 25, 1788. + +HAMILTON +To the People of the State of New York: +THE President of the United States is to be "commander-in-chief of the army and navy of the United + +States, and of the militia of the several States when called into the actual service of the United + +States." The propriety of this provision is so evident in itself, and it is, at the same time, so + +consonant to the precedents of the State constitutions in general, that little need be said to + +explain or enforce it. Even those of them which have, in other respects, coupled the chief + +magistrate with a council, have for the most part concentrated the military authority in him alone. + +Of all the cares or concerns of government, the direction of war most peculiarly demands those + +qualities which distinguish the exercise of power by a single hand. The direction of war implies the + +direction of the common strength; and the power of directing and employing the common strength, + +forms a usual and essential part in the definition of the executive authority. +"The President may require the opinion, in writing, of the principal officer in each of the + +executive departments, upon any subject relating to the duties of their respective officers." This I + +consider as a mere redundancy in the plan, as the right for which it provides would result of itself + +from the office. +He is also to be authorized to grant "reprieves and pardons for offenses against the United States, + +except in cases of impeachment." Humanity and good policy conspire to dictate, that the benign + +prerogative of pardoning should be as little as possible fettered or embarrassed. The criminal code + +of every country partakes so much of necessary severity, that without an easy access to exceptions + +in favor of unfortunate guilt, justice would wear a countenance too sanguinary and cruel. As the + +sense of responsibility is always strongest, in proportion as it is undivided, it may be inferred + +that a single man would be most ready to attend to the force of those motives which might plead for + +a mitigation of the rigor of the law, and least apt to yield to considerations which were calculated + +to shelter a fit object of its vengeance. The reflection that the fate of a fellow-creature depended + +on his sole fiat, would naturally inspire scrupulousness and caution; the dread of being accused of + +weakness or connivance, would beget equal circumspection, though of a different kind. On the other + +hand, as men generally derive confidence from their numbers, they might often encourage each other + +in an act of obduracy, and might be less sensible to the apprehension of suspicion or censure for an + +injudicious or affected clemency. On these accounts, one man appears to be a more eligible dispenser + +of the mercy of government, than a body of men. +The expediency of vesting the power of pardoning in the President has, if I mistake not, been only + +contested in relation to the crime of treason. This, it has been urged, ought to have depended upon + +the assent of one, or both, of the branches of the legislative body. I shall not deny that there are + +strong reasons to be assigned for requiring in this particular the concurrence of that body, or of a + +part of it. As treason is a crime levelled at the immediate being of the society, when the laws have + +once ascertained the guilt of the offender, there seems a fitness in referring the expediency of an + +act of mercy towards him to the judgment of the legislature. And this ought the rather to be the + +case, as the supposition of the connivance of the Chief Magistrate ought not to be entirely + +excluded. But there are also strong objections to such a plan. It is not to be doubted, that a + +single man of prudence and good sense is better fitted, in delicate conjunctures, to balance the + +motives which may plead for and against the remission of the punishment, than any numerous body + +whatever. It deserves particular attention, that treason will often be connected with seditions + +which embrace a large proportion of the community; as lately happened in Massachusetts. In every + +such case, we might expect to see the representation of the people tainted with the same spirit + +which had given birth to the offense. And when parties were pretty equally matched, the secret + +sympathy of the friends and favorers of the condemned person, availing itself of the good-nature and + +weakness of others, might frequently bestow impunity where the terror of an example was necessary. + +On the other hand, when the sedition had proceeded from causes which had inflamed the resentments of + +the major party, they might often be found obstinate and inexorable, when policy demanded a conduct + +of forbearance and clemency. But the principal argument for reposing the power of pardoning in this + +case to the Chief Magistrate is this: in seasons of insurrection or rebellion, there are often + +critical moments, when a well-timed offer of pardon to the insurgents or rebels may restore the + +tranquillity of the commonwealth; and which, if suffered to pass unimproved, it may never be + +possible afterwards to recall. The dilatory process of convening the legislature, or one of its + +branches, for the purpose of obtaining its sanction to the measure, would frequently be the occasion + +of letting slip the golden opportunity. The loss of a week, a day, an hour, may sometimes be fatal. + +If it should be observed, that a discretionary power, with a view to such contingencies, might be + +occasionally conferred upon the President, it may be answered in the first place, that it is + +questionable, whether, in a limited Constitution, that power could be delegated by law; and in the + +second place, that it would generally be impolitic beforehand to take any step which might hold out + +the prospect of impunity. A proceeding of this kind, out of the usual course, would be likely to be + +construed into an argument of timidity or of weakness, and would have a tendency to embolden guilt. +PUBLIUS + + + + +FEDERALIST No. 75. The Treaty-Making Power of the Executive + +For the Independent Journal. Wednesday, March 26, 1788 + +HAMILTON +To the People of the State of New York: +THE President is to have power, "by and with the advice and consent of the Senate, to make treaties, + +provided two thirds of the senators present concur." Though this provision has been assailed, on + +different grounds, with no small degree of vehemence, I scruple not to declare my firm persuasion, + +that it is one of the best digested and most unexceptionable parts of the plan. One ground of + +objection is the trite topic of the intermixture of powers; some contending that the President ought + +alone to possess the power of making treaties; others, that it ought to have been exclusively + +deposited in the Senate. Another source of objection is derived from the small number of persons by + +whom a treaty may be made. Of those who espouse this objection, a part are of opinion that the House + +of Representatives ought to have been associated in the business, while another part seem to think + +that nothing more was necessary than to have substituted two thirds of all the members of the + +Senate, to two thirds of the members present. As I flatter myself the observations made in a + +preceding number upon this part of the plan must have sufficed to place it, to a discerning eye, in + +a very favorable light, I shall here content myself with offering only some supplementary remarks, + +principally with a view to the objections which have been just stated. +With regard to the intermixture of powers, I shall rely upon the explanations already given in other + +places, of the true sense of the rule upon which that objection is founded; and shall take it for + +granted, as an inference from them, that the union of the Executive with the Senate, in the article + +of treaties, is no infringement of that rule. I venture to add, that the particular nature of the + +power of making treaties indicates a peculiar propriety in that union. Though several writers on the + +subject of government place that power in the class of executive authorities, yet this is evidently + +an arbitrary disposition; for if we attend carefully to its operation, it will be found to partake + +more of the legislative than of the executive character, though it does not seem strictly to fall + +within the definition of either of them. The essence of the legislative authority is to enact laws, + +or, in other words, to prescribe rules for the regulation of the society; while the execution of the + +laws, and the employment of the common strength, either for this purpose or for the common defense, + +seem to comprise all the functions of the executive magistrate. The power of making treaties is, + +plainly, neither the one nor the other. It relates neither to the execution of the subsisting laws, + +nor to the enaction of new ones; and still less to an exertion of the common strength. Its objects + +are CONTRACTS with foreign nations, which have the force of law, but derive it from the obligations + +of good faith. They are not rules prescribed by the sovereign to the subject, but agreements between + +sovereign and sovereign. The power in question seems therefore to form a distinct department, and to + +belong, properly, neither to the legislative nor to the executive. The qualities elsewhere detailed + +as indispensable in the management of foreign negotiations, point out the Executive as the most fit + +agent in those transactions; while the vast importance of the trust, and the operation of treaties + +as laws, plead strongly for the participation of the whole or a portion of the legislative body in + +the office of making them. +However proper or safe it may be in governments where the executive magistrate is an hereditary + +monarch, to commit to him the entire power of making treaties, it would be utterly unsafe and + +improper to intrust that power to an elective magistrate of four years' duration. It has been + +remarked, upon another occasion, and the remark is unquestionably just, that an hereditary monarch, + +though often the oppressor of his people, has personally too much stake in the government to be in + +any material danger of being corrupted by foreign powers. But a man raised from the station of a + +private citizen to the rank of chief magistrate, possessed of a moderate or slender fortune, and + +looking forward to a period not very remote when he may probably be obliged to return to the station + +from which he was taken, might sometimes be under temptations to sacrifice his duty to his interest, + +which it would require superlative virtue to withstand. An avaricious man might be tempted to betray + +the interests of the state to the acquisition of wealth. An ambitious man might make his own + +aggrandizement, by the aid of a foreign power, the price of his treachery to his constituents. The + +history of human conduct does not warrant that exalted opinion of human virtue which would make it + +wise in a nation to commit interests of so delicate and momentous a kind, as those which concern its + +intercourse with the rest of the world, to the sole disposal of a magistrate created and + +circumstanced as would be a President of the United States. +To have intrusted the power of making treaties to the Senate alone, would have been to relinquish + +the benefits of the constitutional agency of the President in the conduct of foreign negotiations. + +It is true that the Senate would, in that case, have the option of employing him in this capacity, + +but they would also have the option of letting it alone, and pique or cabal might induce the latter + +rather than the former. Besides this, the ministerial servant of the Senate could not be expected to + +enjoy the confidence and respect of foreign powers in the same degree with the constitutional + +representatives of the nation, and, of course, would not be able to act with an equal degree of + +weight or efficacy. While the Union would, from this cause, lose a considerable advantage in the + +management of its external concerns, the people would lose the additional security which would + +result from the co-operation of the Executive. Though it would be imprudent to confide in him solely + +so important a trust, yet it cannot be doubted that his participation would materially add to the + +safety of the society. It must indeed be clear to a demonstration that the joint possession of the + +power in question, by the President and Senate, would afford a greater prospect of security, than + +the separate possession of it by either of them. And whoever has maturely weighed the circumstances + +which must concur in the appointment of a President, will be satisfied that the office will always + +bid fair to be filled by men of such characters as to render their concurrence in the formation of + +treaties peculiarly desirable, as well on the score of wisdom, as on that of integrity. +The remarks made in a former number, which have been alluded to in another part of this paper, will + +apply with conclusive force against the admission of the House of Representatives to a share in the + +formation of treaties. The fluctuating and, taking its future increase into the account, the + +multitudinous composition of that body, forbid us to expect in it those qualities which are + +essential to the proper execution of such a trust. Accurate and comprehensive knowledge of foreign + +politics; a steady and systematic adherence to the same views; a nice and uniform sensibility to + +national character; decision, secrecy, and despatch, are incompatible with the genius of a body so + +variable and so numerous. The very complication of the business, by introducing a necessity of the + +concurrence of so many different bodies, would of itself afford a solid objection. The greater + +frequency of the calls upon the House of Representatives, and the greater length of time which it + +would often be necessary to keep them together when convened, to obtain their sanction in the + +progressive stages of a treaty, would be a source of so great inconvenience and expense as alone + +ought to condemn the project. +The only objection which remains to be canvassed, is that which would substitute the proportion of + +two thirds of all the members composing the senatorial body, to that of two thirds of the members + +present. It has been shown, under the second head of our inquiries, that all provisions which + +require more than the majority of any body to its resolutions, have a direct tendency to embarrass + +the operations of the government, and an indirect one to subject the sense of the majority to that + +of the minority. This consideration seems sufficient to determine our opinion, that the convention + +have gone as far in the endeavor to secure the advantage of numbers in the formation of treaties as + +could have been reconciled either with the activity of the public councils or with a reasonable + +regard to the major sense of the community. If two thirds of the whole number of members had been + +required, it would, in many cases, from the non-attendance of a part, amount in practice to a + +necessity of unanimity. And the history of every political establishment in which this principle has + +prevailed, is a history of impotence, perplexity, and disorder. Proofs of this position might be + +adduced from the examples of the Roman Tribuneship, the Polish Diet, and the States-General of the + +Netherlands, did not an example at home render foreign precedents unnecessary. +To require a fixed proportion of the whole body would not, in all probability, contribute to the + +advantages of a numerous agency, better then merely to require a proportion of the attending + +members. The former, by making a determinate number at all times requisite to a resolution, + +diminishes the motives to punctual attendance. The latter, by making the capacity of the body to + +depend on a proportion which may be varied by the absence or presence of a single member, has the + +contrary effect. And as, by promoting punctuality, it tends to keep the body complete, there is + +great likelihood that its resolutions would generally be dictated by as great a number in this case + +as in the other; while there would be much fewer occasions of delay. It ought not to be forgotten + +that, under the existing Confederation, two members may, and usually do, represent a State; whence + +it happens that Congress, who now are solely invested with all the powers of the Union, rarely + +consist of a greater number of persons than would compose the intended Senate. If we add to this, + +that as the members vote by States, and that where there is only a single member present from a + +State, his vote is lost, it will justify a supposition that the active voices in the Senate, where + +the members are to vote individually, would rarely fall short in number of the active voices in the + +existing Congress. When, in addition to these considerations, we take into view the co-operation of + +the President, we shall not hesitate to infer that the people of America would have greater security + +against an improper use of the power of making treaties, under the new Constitution, than they now + +enjoy under the Confederation. And when we proceed still one step further, and look forward to the + +probable augmentation of the Senate, by the erection of new States, we shall not only perceive ample + +ground of confidence in the sufficiency of the members to whose agency that power will be intrusted, + +but we shall probably be led to conclude that a body more numerous than the Senate would be likely + +to become, would be very little fit for the proper discharge of the trust. +PUBLIUS + + + + +FEDERALIST No. 76. The Appointing Power of the Executive + +From the New York Packet. Tuesday, April 1, 1788. + +HAMILTON +To the People of the State of New York: +THE President is "to nominate, and, by and with the advice and consent of the Senate, to appoint + +ambassadors, other public ministers and consuls, judges of the Supreme Court, and all other officers + +of the United States whose appointments are not otherwise provided for in the Constitution. But the + +Congress may by law vest the appointment of such inferior officers as they think proper, in the + +President alone, or in the courts of law, or in the heads of departments. The President shall have + +power to fill up all vacancies which may happen during the recess of the Senate, by granting + +commissions which shall expire at the end of their next session." +It has been observed in a former paper, that "the true test of a good government is its aptitude and + +tendency to produce a good administration." If the justness of this observation be admitted, the + +mode of appointing the officers of the United States contained in the foregoing clauses, must, when + +examined, be allowed to be entitled to particular commendation. It is not easy to conceive a plan + +better calculated than this to promote a judicious choice of men for filling the offices of the + +Union; and it will not need proof, that on this point must essentially depend the character of its + +administration. +It will be agreed on all hands, that the power of appointment, in ordinary cases, ought to be + +modified in one of three ways. It ought either to be vested in a single man, or in a select assembly + +of a moderate number; or in a single man, with the concurrence of such an assembly. The exercise of + +it by the people at large will be readily admitted to be impracticable; as waiving every other + +consideration, it would leave them little time to do anything else. When, therefore, mention is made + +in the subsequent reasonings of an assembly or body of men, what is said must be understood to + +relate to a select body or assembly, of the description already given. The people collectively, from + +their number and from their dispersed situation, cannot be regulated in their movements by that + +systematic spirit of cabal and intrigue, which will be urged as the chief objections to reposing the + +power in question in a body of men. +Those who have themselves reflected upon the subject, or who have attended to the observations made + +in other parts of these papers, in relation to the appointment of the President, will, I presume, + +agree to the position, that there would always be great probability of having the place supplied by + +a man of abilities, at least respectable. Premising this, I proceed to lay it down as a rule, that + +one man of discernment is better fitted to analyze and estimate the peculiar qualities adapted to + +particular offices, than a body of men of equal or perhaps even of superior discernment. +The sole and undivided responsibility of one man will naturally beget a livelier sense of duty and a + +more exact regard to reputation. He will, on this account, feel himself under stronger obligations, + +and more interested to investigate with care the qualities requisite to the stations to be filled, + +and to prefer with impartiality the persons who may have the fairest pretensions to them. He will + +have fewer personal attachments to gratify, than a body of men who may each be supposed to have an + +equal number; and will be so much the less liable to be misled by the sentiments of friendship and + +of affection. A single well-directed man, by a single understanding, cannot be distracted and warped + +by that diversity of views, feelings, and interests, which frequently distract and warp the + +resolutions of a collective body. There is nothing so apt to agitate the passions of mankind as + +personal considerations whether they relate to ourselves or to others, who are to be the objects of + +our choice or preference. Hence, in every exercise of the power of appointing to offices, by an + +assembly of men, we must expect to see a full display of all the private and party likings and + +dislikes, partialities and antipathies, attachments and animosities, which are felt by those who + +compose the assembly. The choice which may at any time happen to be made under such circumstances, + +will of course be the result either of a victory gained by one party over the other, or of a + +compromise between the parties. In either case, the intrinsic merit of the candidate will be too + +often out of sight. In the first, the qualifications best adapted to uniting the suffrages of the + +party, will be more considered than those which fit the person for the station. In the last, the + +coalition will commonly turn upon some interested equivalent: "Give us the man we wish for this + +office, and you shall have the one you wish for that." This will be the usual condition of the + +bargain. And it will rarely happen that the advancement of the public service will be the primary + +object either of party victories or of party negotiations. +The truth of the principles here advanced seems to have been felt by the most intelligent of those + +who have found fault with the provision made, in this respect, by the convention. They contend that + +the President ought solely to have been authorized to make the appointments under the federal + +government. But it is easy to show, that every advantage to be expected from such an arrangement + +would, in substance, be derived from the power of nomination, which is proposed to be conferred upon + +him; while several disadvantages which might attend the absolute power of appointment in the hands + +of that officer would be avoided. In the act of nomination, his judgment alone would be exercised; + +and as it would be his sole duty to point out the man who, with the approbation of the Senate, + +should fill an office, his responsibility would be as complete as if he were to make the final + +appointment. There can, in this view, be no difference between nominating and appointing. The same + +motives which would influence a proper discharge of his duty in one case, would exist in the other. + +And as no man could be appointed but on his previous nomination, every man who might be appointed + +would be, in fact, his choice. +But might not his nomination be overruled? I grant it might, yet this could only be to make place + +for another nomination by himself. The person ultimately appointed must be the object of his + +preference, though perhaps not in the first degree. It is also not very probable that his nomination + +would often be overruled. The Senate could not be tempted, by the preference they might feel to + +another, to reject the one proposed; because they could not assure themselves, that the person they + +might wish would be brought forward by a second or by any subsequent nomination. They could not even + +be certain, that a future nomination would present a candidate in any degree more acceptable to + +them; and as their dissent might cast a kind of stigma upon the individual rejected, and might have + +the appearance of a reflection upon the judgment of the chief magistrate, it is not likely that + +their sanction would often be refused, where there were not special and strong reasons for the + +refusal. +To what purpose then require the co-operation of the Senate? I answer, that the necessity of their + +concurrence would have a powerful, though, in general, a silent operation. It would be an excellent + +check upon a spirit of favoritism in the President, and would tend greatly to prevent the + +appointment of unfit characters from State prejudice, from family connection, from personal + +attachment, or from a view to popularity. In addition to this, it would be an efficacious source of + +stability in the administration. +It will readily be comprehended, that a man who had himself the sole disposition of offices, would + +be governed much more by his private inclinations and interests, than when he was bound to submit + +the propriety of his choice to the discussion and determination of a different and independent body, + +and that body an entire branch of the legislature. The possibility of rejection would be a strong + +motive to care in proposing. The danger to his own reputation, and, in the case of an elective + +magistrate, to his political existence, from betraying a spirit of favoritism, or an unbecoming + +pursuit of popularity, to the observation of a body whose opinion would have great weight in forming + +that of the public, could not fail to operate as a barrier to the one and to the other. He would be + +both ashamed and afraid to bring forward, for the most distinguished or lucrative stations, + +candidates who had no other merit than that of coming from the same State to which he particularly + +belonged, or of being in some way or other personally allied to him, or of possessing the necessary + +insignificance and pliancy to render them the obsequious instruments of his pleasure. +To this reasoning it has been objected that the President, by the influence of the power of + +nomination, may secure the complaisance of the Senate to his views. This supposition of universal + +venalty in human nature is little less an error in political reasoning, than the supposition of + +universal rectitude. The institution of delegated power implies, that there is a portion of virtue + +and honor among mankind, which may be a reasonable foundation of confidence; and experience + +justifies the theory. It has been found to exist in the most corrupt periods of the most corrupt + +governments. The venalty of the British House of Commons has been long a topic of accusation against + +that body, in the country to which they belong as well as in this; and it cannot be doubted that the + +charge is, to a considerable extent, well founded. But it is as little to be doubted, that there is + +always a large proportion of the body, which consists of independent and public-spirited men, who + +have an influential weight in the councils of the nation. Hence it is (the present reign not + +excepted) that the sense of that body is often seen to control the inclinations of the monarch, both + +with regard to men and to measures. Though it might therefore be allowable to suppose that the + +Executive might occasionally influence some individuals in the Senate, yet the supposition, that he + +could in general purchase the integrity of the whole body, would be forced and improbable. A man + +disposed to view human nature as it is, without either flattering its virtues or exaggerating its + +vices, will see sufficient ground of confidence in the probity of the Senate, to rest satisfied, not + +only that it will be impracticable to the Executive to corrupt or seduce a majority of its members, + +but that the necessity of its co-operation, in the business of appointments, will be a considerable + +and salutary restraint upon the conduct of that magistrate. Nor is the integrity of the Senate the + +only reliance. The Constitution has provided some important guards against the danger of executive + +influence upon the legislative body: it declares that "No senator or representative shall during the + +time for which he was elected, be appointed to any civil office under the United States, which shall + +have been created, or the emoluments whereof shall have been increased, during such time; and no + +person, holding any office under the United States, shall be a member of either house during his + +continuance in office." +PUBLIUS + + + + +FEDERALIST No. 77. The Appointing Power Continued and Other Powers of the Executive Considered. + +From The Independent Journal. Wednesday, April 2, 1788. + +HAMILTON +To the People of the State of New York: +IT HAS been mentioned as one of the advantages to be expected from the co-operation of the Senate, + +in the business of appointments, that it would contribute to the stability of the administration. + +The consent of that body would be necessary to displace as well as to appoint. A change of the Chief + +Magistrate, therefore, would not occasion so violent or so general a revolution in the officers of + +the government as might be expected, if he were the sole disposer of offices. Where a man in any + +station had given satisfactory evidence of his fitness for it, a new President would be restrained + +from attempting a change in favor of a person more agreeable to him, by the apprehension that a + +discountenance of the Senate might frustrate the attempt, and bring some degree of discredit upon + +himself. Those who can best estimate the value of a steady administration, will be most disposed to + +prize a provision which connects the official existence of public men with the approbation or + +disapprobation of that body which, from the greater permanency of its own composition, will in all + +probability be less subject to inconstancy than any other member of the government. +To this union of the Senate with the President, in the article of appointments, it has in some cases + +been suggested that it would serve to give the President an undue influence over the Senate, and in + +others that it would have an opposite tendency—a strong proof that neither suggestion is true. +To state the first in its proper form, is to refute it. It amounts to this: the President would have + +an improper influence over the Senate, because the Senate would have the power of restraining him. + +This is an absurdity in terms. It cannot admit of a doubt that the entire power of appointment would + +enable him much more effectually to establish a dangerous empire over that body, than a mere power + +of nomination subject to their control. +Let us take a view of the converse of the proposition: "the Senate would influence the Executive." + +As I have had occasion to remark in several other instances, the indistinctness of the objection + +forbids a precise answer. In what manner is this influence to be exerted? In relation to what + +objects? The power of influencing a person, in the sense in which it is here used, must imply a + +power of conferring a benefit upon him. How could the Senate confer a benefit upon the President by + +the manner of employing their right of negative upon his nominations? If it be said they might + +sometimes gratify him by an acquiescence in a favorite choice, when public motives might dictate a + +different conduct, I answer, that the instances in which the President could be personally + +interested in the result, would be too few to admit of his being materially affected by the + +compliances of the Senate. The POWER which can originate the disposition of honors and emoluments, + +is more likely to attract than to be attracted by the POWER which can merely obstruct their course. + +If by influencing the President be meant restraining him, this is precisely what must have been + +intended. And it has been shown that the restraint would be salutary, at the same time that it would + +not be such as to destroy a single advantage to be looked for from the uncontrolled agency of that + +Magistrate. The right of nomination would produce all the (good, without the ill.)(E1) (good of that + +of appointment, and would in a great measure avoid its evils.)(E1) +Upon a comparison of the plan for the appointment of the officers of the proposed government with + +that which is established by the constitution of this State, a decided preference must be given to + +the former. In that plan the power of nomination is unequivocally vested in the Executive. And as + +there would be a necessity for submitting each nomination to the judgment of an entire branch of the + +legislature, the circumstances attending an appointment, from the mode of conducting it, would + +naturally become matters of notoriety; and the public would be at no loss to determine what part had + +been performed by the different actors. The blame of a bad nomination would fall upon the President + +singly and absolutely. The censure of rejecting a good one would lie entirely at the door of the + +Senate; aggravated by the consideration of their having counteracted the good intentions of the + +Executive. If an ill appointment should be made, the Executive for nominating, and the Senate for + +approving, would participate, though in different degrees, in the opprobrium and disgrace. +The reverse of all this characterizes the manner of appointment in this State. The council of + +appointment consists of from three to five persons, of whom the governor is always one. This small + +body, shut up in a private apartment, impenetrable to the public eye, proceed to the execution of + +the trust committed to them. It is known that the governor claims the right of nomination, upon the + +strength of some ambiguous expressions in the constitution; but it is not known to what extent, or + +in what manner he exercises it; nor upon what occasions he is contradicted or opposed. The censure + +of a bad appointment, on account of the uncertainty of its author, and for want of a determinate + +object, has neither poignancy nor duration. And while an unbounded field for cabal and intrigue lies + +open, all idea of responsibility is lost. The most that the public can know, is that the governor + +claims the right of nomination; that two out of the inconsiderable number of four men can too often + +be managed without much difficulty; that if some of the members of a particular council should + +happen to be of an uncomplying character, it is frequently not impossible to get rid of their + +opposition by regulating the times of meeting in such a manner as to render their attendance + +inconvenient; and that from whatever cause it may proceed, a great number of very improper + +appointments are from time to time made. Whether a governor of this State avails himself of the + +ascendant he must necessarily have, in this delicate and important part of the administration, to + +prefer to offices men who are best qualified for them, or whether he prostitutes that advantage to + +the advancement of persons whose chief merit is their implicit devotion to his will, and to the + +support of a despicable and dangerous system of personal influence, are questions which, + +unfortunately for the community, can only be the subjects of speculation and conjecture. +Every mere council of appointment, however constituted, will be a conclave, in which cabal and + +intrigue will have their full scope. Their number, without an unwarrantable increase of expense, + +cannot be large enough to preclude a facility of combination. And as each member will have his + +friends and connections to provide for, the desire of mutual gratification will beget a scandalous + +bartering of votes and bargaining for places. The private attachments of one man might easily be + +satisfied; but to satisfy the private attachments of a dozen, or of twenty men, would occasion a + +monopoly of all the principal employments of the government in a few families, and would lead more + +directly to an aristocracy or an oligarchy than any measure that could be contrived. If, to avoid an + +accumulation of offices, there was to be a frequent change in the persons who were to compose the + +council, this would involve the mischiefs of a mutable administration in their full extent. Such a + +council would also be more liable to executive influence than the Senate, because they would be + +fewer in number, and would act less immediately under the public inspection. Such a council, in + +fine, as a substitute for the plan of the convention, would be productive of an increase of expense, + +a multiplication of the evils which spring from favoritism and intrigue in the distribution of + +public honors, a decrease of stability in the administration of the government, and a diminution of + +the security against an undue influence of the Executive. And yet such a council has been warmly + +contended for as an essential amendment in the proposed Constitution. +I could not with propriety conclude my observations on the subject of appointments without taking + +notice of a scheme for which there have appeared some, though but few advocates; I mean that of + +uniting the House of Representatives in the power of making them. I shall, however, do little more + +than mention it, as I cannot imagine that it is likely to gain the countenance of any considerable + +part of the community. A body so fluctuating and at the same time so numerous, can never be deemed + +proper for the exercise of that power. Its unfitness will appear manifest to all, when it is + +recollected that in half a century it may consist of three or four hundred persons. All the + +advantages of the stability, both of the Executive and of the Senate, would be defeated by this + +union, and infinite delays and embarrassments would be occasioned. The example of most of the States + +in their local constitutions encourages us to reprobate the idea. +The only remaining powers of the Executive are comprehended in giving information to Congress of the + +state of the Union; in recommending to their consideration such measures as he shall judge + +expedient; in convening them, or either branch, upon extraordinary occasions; in adjourning them + +when they cannot themselves agree upon the time of adjournment; in receiving ambassadors and other + +public ministers; in faithfully executing the laws; and in commissioning all the officers of the + +United States. +Except some cavils about the power of convening either house of the legislature, and that of + +receiving ambassadors, no objection has been made to this class of authorities; nor could they + +possibly admit of any. It required, indeed, an insatiable avidity for censure to invent exceptions + +to the parts which have been excepted to. In regard to the power of convening either house of the + +legislature, I shall barely remark, that in respect to the Senate at least, we can readily discover + +a good reason for it. AS this body has a concurrent power with the Executive in the article of + +treaties, it might often be necessary to call it together with a view to this object, when it would + +be unnecessary and improper to convene the House of Representatives. As to the reception of + +ambassadors, what I have said in a former paper will furnish a sufficient answer. +We have now completed a survey of the structure and powers of the executive department, which, I + +have endeavored to show, combines, as far as republican principles will admit, all the requisites to + +energy. The remaining inquiry is: Does it also combine the requisites to safety, in a republican + +sense—a due dependence on the people, a due responsibility? The answer to this question has been + +anticipated in the investigation of its other characteristics, and is satisfactorily deducible from + +these circumstances; from the election of the President once in four years by persons immediately + +chosen by the people for that purpose; and from his being at all times liable to impeachment, trial, + +dismission from office, incapacity to serve in any other, and to forfeiture of life and estate by + +subsequent prosecution in the common course of law. But these precautions, great as they are, are + +not the only ones which the plan of the convention has provided in favor of the public security. In + +the only instances in which the abuse of the executive authority was materially to be feared, the + +Chief Magistrate of the United States would, by that plan, be subjected to the control of a branch + +of the legislative body. What more could be desired by an enlightened and reasonable people? +PUBLIUS +E1. These two alternate endings of this sentence appear in different editions. + + + + +FEDERALIST No. 78. The Judiciary Department + +From McLEAN'S Edition, New York. Wednesday, May 28, 1788 + +HAMILTON +To the People of the State of New York: +WE PROCEED now to an examination of the judiciary department of the proposed government. +In unfolding the defects of the existing Confederation, the utility and necessity of a federal + +judicature have been clearly pointed out. It is the less necessary to recapitulate the + +considerations there urged, as the propriety of the institution in the abstract is not disputed; the + +only questions which have been raised being relative to the manner of constituting it, and to its + +extent. To these points, therefore, our observations shall be confined. +The manner of constituting it seems to embrace these several objects: 1st. The mode of appointing + +the judges. 2d. The tenure by which they are to hold their places. 3d. The partition of the + +judiciary authority between different courts, and their relations to each other. +First. As to the mode of appointing the judges; this is the same with that of appointing the + +officers of the Union in general, and has been so fully discussed in the two last numbers, that + +nothing can be said here which would not be useless repetition. +Second. As to the tenure by which the judges are to hold their places; this chiefly concerns their + +duration in office; the provisions for their support; the precautions for their responsibility. +According to the plan of the convention, all judges who may be appointed by the United States are to + +hold their offices during good behavior; which is conformable to the most approved of the State + +constitutions and among the rest, to that of this State. Its propriety having been drawn into + +question by the adversaries of that plan, is no light symptom of the rage for objection, which + +disorders their imaginations and judgments. The standard of good behavior for the continuance in + +office of the judicial magistracy, is certainly one of the most valuable of the modern improvements + +in the practice of government. In a monarchy it is an excellent barrier to the despotism of the + +prince; in a republic it is a no less excellent barrier to the encroachments and oppressions of the + +representative body. And it is the best expedient which can be devised in any government, to secure + +a steady, upright, and impartial administration of the laws. +Whoever attentively considers the different departments of power must perceive, that, in a + +government in which they are separated from each other, the judiciary, from the nature of its + +functions, will always be the least dangerous to the political rights of the Constitution; because + +it will be least in a capacity to annoy or injure them. The Executive not only dispenses the honors, + +but holds the sword of the community. The legislature not only commands the purse, but prescribes + +the rules by which the duties and rights of every citizen are to be regulated. The judiciary, on the + +contrary, has no influence over either the sword or the purse; no direction either of the strength + +or of the wealth of the society; and can take no active resolution whatever. It may truly be said to + +have neither FORCE nor WILL, but merely judgment; and must ultimately depend upon the aid of the + +executive arm even for the efficacy of its judgments. +This simple view of the matter suggests several important consequences. It proves incontestably, + +that the judiciary is beyond comparison the weakest of the three departments of power(1); that it + +can never attack with success either of the other two; and that all possible care is requisite to + +enable it to defend itself against their attacks. It equally proves, that though individual + +oppression may now and then proceed from the courts of justice, the general liberty of the people + +can never be endangered from that quarter; I mean so long as the judiciary remains truly distinct + +from both the legislature and the Executive. For I agree, that "there is no liberty, if the power of + +judging be not separated from the legislative and executive powers."(2) And it proves, in the last + +place, that as liberty can have nothing to fear from the judiciary alone, but would have every thing + +to fear from its union with either of the other departments; that as all the effects of such a union + +must ensue from a dependence of the former on the latter, notwithstanding a nominal and apparent + +separation; that as, from the natural feebleness of the judiciary, it is in continual jeopardy of + +being overpowered, awed, or influenced by its co-ordinate branches; and that as nothing can + +contribute so much to its firmness and independence as permanency in office, this quality may + +therefore be justly regarded as an indispensable ingredient in its constitution, and, in a great + +measure, as the citadel of the public justice and the public security. +The complete independence of the courts of justice is peculiarly essential in a limited + +Constitution. By a limited Constitution, I understand one which contains certain specified + +exceptions to the legislative authority; such, for instance, as that it shall pass no bills of + +attainder, no ex post facto laws, and the like. Limitations of this kind can be preserved in + +practice no other way than through the medium of courts of justice, whose duty it must be to declare + +all acts contrary to the manifest tenor of the Constitution void. Without this, all the reservations + +of particular rights or privileges would amount to nothing. +Some perplexity respecting the rights of the courts to pronounce legislative acts void, because + +contrary to the Constitution, has arisen from an imagination that the doctrine would imply a + +superiority of the judiciary to the legislative power. It is urged that the authority which can + +declare the acts of another void, must necessarily be superior to the one whose acts may be declared + +void. As this doctrine is of great importance in all the American constitutions, a brief discussion + +of the ground on which it rests cannot be unacceptable. +There is no position which depends on clearer principles, than that every act of a delegated + +authority, contrary to the tenor of the commission under which it is exercised, is void. No + +legislative act, therefore, contrary to the Constitution, can be valid. To deny this, would be to + +affirm, that the deputy is greater than his principal; that the servant is above his master; that + +the representatives of the people are superior to the people themselves; that men acting by virtue + +of powers, may do not only what their powers do not authorize, but what they forbid. +If it be said that the legislative body are themselves the constitutional judges of their own + +powers, and that the construction they put upon them is conclusive upon the other departments, it + +may be answered, that this cannot be the natural presumption, where it is not to be collected from + +any particular provisions in the Constitution. It is not otherwise to be supposed, that the + +Constitution could intend to enable the representatives of the people to substitute their will to + +that of their constituents. It is far more rational to suppose, that the courts were designed to be + +an intermediate body between the people and the legislature, in order, among other things, to keep + +the latter within the limits assigned to their authority. The interpretation of the laws is the + +proper and peculiar province of the courts. A constitution is, in fact, and must be regarded by the + +judges, as a fundamental law. It therefore belongs to them to ascertain its meaning, as well as the + +meaning of any particular act proceeding from the legislative body. If there should happen to be an + +irreconcilable variance between the two, that which has the superior obligation and validity ought, + +of course, to be preferred; or, in other words, the Constitution ought to be preferred to the + +statute, the intention of the people to the intention of their agents. +Nor does this conclusion by any means suppose a superiority of the judicial to the legislative + +power. It only supposes that the power of the people is superior to both; and that where the will of + +the legislature, declared in its statutes, stands in opposition to that of the people, declared in + +the Constitution, the judges ought to be governed by the latter rather than the former. They ought + +to regulate their decisions by the fundamental laws, rather than by those which are not fundamental. +This exercise of judicial discretion, in determining between two contradictory laws, is exemplified + +in a familiar instance. It not uncommonly happens, that there are two statutes existing at one time, + +clashing in whole or in part with each other, and neither of them containing any repealing clause or + +expression. In such a case, it is the province of the courts to liquidate and fix their meaning and + +operation. So far as they can, by any fair construction, be reconciled to each other, reason and law + +conspire to dictate that this should be done; where this is impracticable, it becomes a matter of + +necessity to give effect to one, in exclusion of the other. The rule which has obtained in the + +courts for determining their relative validity is, that the last in order of time shall be preferred + +to the first. But this is a mere rule of construction, not derived from any positive law, but from + +the nature and reason of the thing. It is a rule not enjoined upon the courts by legislative + +provision, but adopted by themselves, as consonant to truth and propriety, for the direction of + +their conduct as interpreters of the law. They thought it reasonable, that between the interfering + +acts of an EQUAL authority, that which was the last indication of its will should have the + +preference. +But in regard to the interfering acts of a superior and subordinate authority, of an original and + +derivative power, the nature and reason of the thing indicate the converse of that rule as proper to + +be followed. They teach us that the prior act of a superior ought to be preferred to the subsequent + +act of an inferior and subordinate authority; and that accordingly, whenever a particular statute + +contravenes the Constitution, it will be the duty of the judicial tribunals to adhere to the latter + +and disregard the former. +It can be of no weight to say that the courts, on the pretense of a repugnancy, may substitute their + +own pleasure to the constitutional intentions of the legislature. This might as well happen in the + +case of two contradictory statutes; or it might as well happen in every adjudication upon any single + +statute. The courts must declare the sense of the law; and if they should be disposed to exercise + +WILL instead of JUDGMENT, the consequence would equally be the substitution of their pleasure to + +that of the legislative body. The observation, if it prove any thing, would prove that there ought + +to be no judges distinct from that body. +If, then, the courts of justice are to be considered as the bulwarks of a limited Constitution + +against legislative encroachments, this consideration will afford a strong argument for the + +permanent tenure of judicial offices, since nothing will contribute so much as this to that + +independent spirit in the judges which must be essential to the faithful performance of so arduous a + +duty. +This independence of the judges is equally requisite to guard the Constitution and the rights of + +individuals from the effects of those ill humors, which the arts of designing men, or the influence + +of particular conjunctures, sometimes disseminate among the people themselves, and which, though + +they speedily give place to better information, and more deliberate reflection, have a tendency, in + +the meantime, to occasion dangerous innovations in the government, and serious oppressions of the + +minor party in the community. Though I trust the friends of the proposed Constitution will never + +concur with its enemies,(3) in questioning that fundamental principle of republican government, + +which admits the right of the people to alter or abolish the established Constitution, whenever they + +find it inconsistent with their happiness, yet it is not to be inferred from this principle, that + +the representatives of the people, whenever a momentary inclination happens to lay hold of a + +majority of their constituents, incompatible with the provisions in the existing Constitution, + +would, on that account, be justifiable in a violation of those provisions; or that the courts would + +be under a greater obligation to connive at infractions in this shape, than when they had proceeded + +wholly from the cabals of the representative body. Until the people have, by some solemn and + +authoritative act, annulled or changed the established form, it is binding upon themselves + +collectively, as well as individually; and no presumption, or even knowledge, of their sentiments, + +can warrant their representatives in a departure from it, prior to such an act. But it is easy to + +see, that it would require an uncommon portion of fortitude in the judges to do their duty as + +faithful guardians of the Constitution, where legislative invasions of it had been instigated by the + +major voice of the community. +But it is not with a view to infractions of the Constitution only, that the independence of the + +judges may be an essential safeguard against the effects of occasional ill humors in the society. + +These sometimes extend no farther than to the injury of the private rights of particular classes of + +citizens, by unjust and partial laws. Here also the firmness of the judicial magistracy is of vast + +importance in mitigating the severity and confining the operation of such laws. It not only serves + +to moderate the immediate mischiefs of those which may have been passed, but it operates as a check + +upon the legislative body in passing them; who, perceiving that obstacles to the success of + +iniquitous intention are to be expected from the scruples of the courts, are in a manner compelled, + +by the very motives of the injustice they meditate, to qualify their attempts. This is a + +circumstance calculated to have more influence upon the character of our governments, than but few + +may be aware of. The benefits of the integrity and moderation of the judiciary have already been + +felt in more States than one; and though they may have displeased those whose sinister expectations + +they may have disappointed, they must have commanded the esteem and applause of all the virtuous and + +disinterested. Considerate men, of every description, ought to prize whatever will tend to beget or + +fortify that temper in the courts: as no man can be sure that he may not be to-morrow the victim of + +a spirit of injustice, by which he may be a gainer to-day. And every man must now feel, that the + +inevitable tendency of such a spirit is to sap the foundations of public and private confidence, and + +to introduce in its stead universal distrust and distress. +That inflexible and uniform adherence to the rights of the Constitution, and of individuals, which + +we perceive to be indispensable in the courts of justice, can certainly not be expected from judges + +who hold their offices by a temporary commission. Periodical appointments, however regulated, or by + +whomsoever made, would, in some way or other, be fatal to their necessary independence. If the power + +of making them was committed either to the Executive or legislature, there would be danger of an + +improper complaisance to the branch which possessed it; if to both, there would be an unwillingness + +to hazard the displeasure of either; if to the people, or to persons chosen by them for the special + +purpose, there would be too great a disposition to consult popularity, to justify a reliance that + +nothing would be consulted but the Constitution and the laws. +There is yet a further and a weightier reason for the permanency of the judicial offices, which is + +deducible from the nature of the qualifications they require. It has been frequently remarked, with + +great propriety, that a voluminous code of laws is one of the inconveniences necessarily connected + +with the advantages of a free government. To avoid an arbitrary discretion in the courts, it is + +indispensable that they should be bound down by strict rules and precedents, which serve to define + +and point out their duty in every particular case that comes before them; and it will readily be + +conceived from the variety of controversies which grow out of the folly and wickedness of mankind, + +that the records of those precedents must unavoidably swell to a very considerable bulk, and must + +demand long and laborious study to acquire a competent knowledge of them. Hence it is, that there + +can be but few men in the society who will have sufficient skill in the laws to qualify them for the + +stations of judges. And making the proper deductions for the ordinary depravity of human nature, the + +number must be still smaller of those who unite the requisite integrity with the requisite + +knowledge. These considerations apprise us, that the government can have no great option between fit + +character; and that a temporary duration in office, which would naturally discourage such characters + +from quitting a lucrative line of practice to accept a seat on the bench, would have a tendency to + +throw the administration of justice into hands less able, and less well qualified, to conduct it + +with utility and dignity. In the present circumstances of this country, and in those in which it is + +likely to be for a long time to come, the disadvantages on this score would be greater than they may + +at first sight appear; but it must be confessed, that they are far inferior to those which present + +themselves under the other aspects of the subject. +Upon the whole, there can be no room to doubt that the convention acted wisely in copying from the + +models of those constitutions which have established good behavior as the tenure of their judicial + +offices, in point of duration; and that so far from being blamable on this account, their plan would + +have been inexcusably defective, if it had wanted this important feature of good government. The + +experience of Great Britain affords an illustrious comment on the excellence of the institution. +PUBLIUS +1. The celebrated Montesquieu, speaking of them, says: "Of the three powers above mentioned, the + +judiciary is next to nothing."—Spirit of Laws. Vol. I, page 186. +2. Idem, page 181. +3. Vide Protest of the Minority of the Convention of Pennsylvania, Martin's Speech, etc. + + + + +FEDERALIST No. 79. The Judiciary Continued + +From MCLEAN's Edition, New York. Wednesday, May 28, 1788 + +HAMILTON +To the People of the State of New York: +NEXT to permanency in office, nothing can contribute more to the independence of the judges than a + +fixed provision for their support. The remark made in relation to the President is equally + +applicable here. In the general course of human nature, a power over a man's subsistence amounts to + +a power over his will. And we can never hope to see realized in practice, the complete separation of + +the judicial from the legislative power, in any system which leaves the former dependent for + +pecuniary resources on the occasional grants of the latter. The enlightened friends to good + +government in every State, have seen cause to lament the want of precise and explicit precautions in + +the State constitutions on this head. Some of these indeed have declared that permanent(1) salaries + +should be established for the judges; but the experiment has in some instances shown that such + +expressions are not sufficiently definite to preclude legislative evasions. Something still more + +positive and unequivocal has been evinced to be requisite. The plan of the convention accordingly + +has provided that the judges of the United States "shall at stated times receive for their services + +a compensation which shall not be diminished during their continuance in office." +This, all circumstances considered, is the most eligible provision that could have been devised. It + +will readily be understood that the fluctuations in the value of money and in the state of society + +rendered a fixed rate of compensation in the Constitution inadmissible. What might be extravagant + +to-day, might in half a century become penurious and inadequate. It was therefore necessary to leave + +it to the discretion of the legislature to vary its provisions in conformity to the variations in + +circumstances, yet under such restrictions as to put it out of the power of that body to change the + +condition of the individual for the worse. A man may then be sure of the ground upon which he + +stands, and can never be deterred from his duty by the apprehension of being placed in a less + +eligible situation. The clause which has been quoted combines both advantages. The salaries of + +judicial officers may from time to time be altered, as occasion shall require, yet so as never to + +lessen the allowance with which any particular judge comes into office, in respect to him. It will + +be observed that a difference has been made by the convention between the compensation of the + +President and of the judges, That of the former can neither be increased nor diminished; that of the + +latter can only not be diminished. This probably arose from the difference in the duration of the + +respective offices. As the President is to be elected for no more than four years, it can rarely + +happen that an adequate salary, fixed at the commencement of that period, will not continue to be + +such to its end. But with regard to the judges, who, if they behave properly, will be secured in + +their places for life, it may well happen, especially in the early stages of the government, that a + +stipend, which would be very sufficient at their first appointment, would become too small in the + +progress of their service. +This provision for the support of the judges bears every mark of prudence and efficacy; and it may + +be safely affirmed that, together with the permanent tenure of their offices, it affords a better + +prospect of their independence than is discoverable in the constitutions of any of the States in + +regard to their own judges. +The precautions for their responsibility are comprised in the article respecting impeachments. They + +are liable to be impeached for malconduct by the House of Representatives, and tried by the Senate; + +and, if convicted, may be dismissed from office, and disqualified for holding any other. This is the + +only provision on the point which is consistent with the necessary independence of the judicial + +character, and is the only one which we find in our own Constitution in respect to our own judges. +The want of a provision for removing the judges on account of inability has been a subject of + +complaint. But all considerate men will be sensible that such a provision would either not be + +practiced upon or would be more liable to abuse than calculated to answer any good purpose. The + +mensuration of the faculties of the mind has, I believe, no place in the catalogue of known arts. An + +attempt to fix the boundary between the regions of ability and inability, would much oftener give + +scope to personal and party attachments and enmities than advance the interests of justice or the + +public good. The result, except in the case of insanity, must for the most part be arbitrary; and + +insanity, without any formal or express provision, may be safely pronounced to be a virtual + +disqualification. +The constitution of New York, to avoid investigations that must forever be vague and dangerous, has + +taken a particular age as the criterion of inability. No man can be a judge beyond sixty. I believe + +there are few at present who do not disapprove of this provision. There is no station, in relation + +to which it is less proper than to that of a judge. The deliberating and comparing faculties + +generally preserve their strength much beyond that period in men who survive it; and when, in + +addition to this circumstance, we consider how few there are who outlive the season of intellectual + +vigor, and how improbable it is that any considerable portion of the bench, whether more or less + +numerous, should be in such a situation at the same time, we shall be ready to conclude that + +limitations of this sort have little to recommend them. In a republic, where fortunes are not + +affluent, and pensions not expedient, the dismission of men from stations in which they have served + +their country long and usefully, on which they depend for subsistence, and from which it will be too + +late to resort to any other occupation for a livelihood, ought to have some better apology to + +humanity than is to be found in the imaginary danger of a superannuated bench. +PUBLIUS +1. Vide Constitution of Massachusetts, Chapter 2, Section 1, Article 13. + + + + +FEDERALIST No. 80. The Powers of the Judiciary + +From McLEAN's Edition, New York. Wednesday, May 28, 1788. + +HAMILTON +To the People of the State of New York: +TO JUDGE with accuracy of the proper extent of the federal judicature, it will be necessary to + +consider, in the first place, what are its proper objects. +It seems scarcely to admit of controversy, that the judiciary authority of the Union ought to extend + +to these several descriptions of cases: 1st, to all those which arise out of the laws of the United + +States, passed in pursuance of their just and constitutional powers of legislation; 2d, to all those + +which concern the execution of the provisions expressly contained in the articles of Union; 3d, to + +all those in which the United States are a party; 4th, to all those which involve the PEACE of the + +CONFEDERACY, whether they relate to the intercourse between the United States and foreign nations, + +or to that between the States themselves; 5th, to all those which originate on the high seas, and + +are of admiralty or maritime jurisdiction; and, lastly, to all those in which the State tribunals + +cannot be supposed to be impartial and unbiased. +The first point depends upon this obvious consideration, that there ought always to be a + +constitutional method of giving efficacy to constitutional provisions. What, for instance, would + +avail restrictions on the authority of the State legislatures, without some constitutional mode of + +enforcing the observance of them? The States, by the plan of the convention, are prohibited from + +doing a variety of things, some of which are incompatible with the interests of the Union, and + +others with the principles of good government. The imposition of duties on imported articles, and + +the emission of paper money, are specimens of each kind. No man of sense will believe, that such + +prohibitions would be scrupulously regarded, without some effectual power in the government to + +restrain or correct the infractions of them. This power must either be a direct negative on the + +State laws, or an authority in the federal courts to overrule such as might be in manifest + +contravention of the articles of Union. There is no third course that I can imagine. The latter + +appears to have been thought by the convention preferable to the former, and, I presume, will be + +most agreeable to the States. +As to the second point, it is impossible, by any argument or comment, to make it clearer than it is + +in itself. If there are such things as political axioms, the propriety of the judicial power of a + +government being coextensive with its legislative, may be ranked among the number. The mere + +necessity of uniformity in the interpretation of the national laws, decides the question. Thirteen + +independent courts of final jurisdiction over the same causes, arising upon the same laws, is a + +hydra in government, from which nothing but contradiction and confusion can proceed. +Still less need be said in regard to the third point. Controversies between the nation and its + +members or citizens, can only be properly referred to the national tribunals. Any other plan would + +be contrary to reason, to precedent, and to decorum. +The fourth point rests on this plain proposition, that the peace of the WHOLE ought not to be left + +at the disposal of a PART. The Union will undoubtedly be answerable to foreign powers for the + +conduct of its members. And the responsibility for an injury ought ever to be accompanied with the + +faculty of preventing it. As the denial or perversion of justice by the sentences of courts, as well + +as in any other manner, is with reason classed among the just causes of war, it will follow that the + +federal judiciary ought to have cognizance of all causes in which the citizens of other countries + +are concerned. This is not less essential to the preservation of the public faith, than to the + +security of the public tranquillity. A distinction may perhaps be imagined between cases arising + +upon treaties and the laws of nations and those which may stand merely on the footing of the + +municipal law. The former kind may be supposed proper for the federal jurisdiction, the latter for + +that of the States. But it is at least problematical, whether an unjust sentence against a + +foreigner, where the subject of controversy was wholly relative to the lex loci, would not, if + +unredressed, be an aggression upon his sovereign, as well as one which violated the stipulations of + +a treaty or the general law of nations. And a still greater objection to the distinction would + +result from the immense difficulty, if not impossibility, of a practical discrimination between the + +cases of one complexion and those of the other. So great a proportion of the cases in which + +foreigners are parties, involve national questions, that it is by far most safe and most expedient + +to refer all those in which they are concerned to the national tribunals. +The power of determining causes between two States, between one State and the citizens of another, + +and between the citizens of different States, is perhaps not less essential to the peace of the + +Union than that which has been just examined. History gives us a horrid picture of the dissensions + +and private wars which distracted and desolated Germany prior to the institution of the Imperial + +Chamber by Maximilian, towards the close of the fifteenth century; and informs us, at the same time, + +of the vast influence of that institution in appeasing the disorders and establishing the + +tranquillity of the empire. This was a court invested with authority to decide finally all + +differences among the members of the Germanic body. +A method of terminating territorial disputes between the States, under the authority of the federal + +head, was not unattended to, even in the imperfect system by which they have been hitherto held + +together. But there are many other sources, besides interfering claims of boundary, from which + +bickerings and animosities may spring up among the members of the Union. To some of these we have + +been witnesses in the course of our past experience. It will readily be conjectured that I allude to + +the fraudulent laws which have been passed in too many of the States. And though the proposed + +Constitution establishes particular guards against the repetition of those instances which have + +heretofore made their appearance, yet it is warrantable to apprehend that the spirit which produced + +them will assume new shapes, that could not be foreseen nor specifically provided against. Whatever + +practices may have a tendency to disturb the harmony between the States, are proper objects of + +federal superintendence and control. +It may be esteemed the basis of the Union, that "the citizens of each State shall be entitled to all + +the privileges and immunities of citizens of the several States." And if it be a just principle that + +every government ought to possess the means of executing its own provisions by its own authority, it + +will follow, that in order to the inviolable maintenance of that equality of privileges and + +immunities to which the citizens of the Union will be entitled, the national judiciary ought to + +preside in all cases in which one State or its citizens are opposed to another State or its + +citizens. To secure the full effect of so fundamental a provision against all evasion and + +subterfuge, it is necessary that its construction should be committed to that tribunal which, having + +no local attachments, will be likely to be impartial between the different States and their + +citizens, and which, owing its official existence to the Union, will never be likely to feel any + +bias inauspicious to the principles on which it is founded. +The fifth point will demand little animadversion. The most bigoted idolizers of State authority have + +not thus far shown a disposition to deny the national judiciary the cognizances of maritime causes. + +These so generally depend on the laws of nations, and so commonly affect the rights of foreigners, + +that they fall within the considerations which are relative to the public peace. The most important + +part of them are, by the present Confederation, submitted to federal jurisdiction. +The reasonableness of the agency of the national courts in cases in which the State tribunals cannot + +be supposed to be impartial, speaks for itself. No man ought certainly to be a judge in his own + +cause, or in any cause in respect to which he has the least interest or bias. This principle has no + +inconsiderable weight in designating the federal courts as the proper tribunals for the + +determination of controversies between different States and their citizens. And it ought to have the + +same operation in regard to some cases between citizens of the same State. Claims to land under + +grants of different States, founded upon adverse pretensions of boundary, are of this description. + +The courts of neither of the granting States could be expected to be unbiased. The laws may have + +even prejudged the question, and tied the courts down to decisions in favor of the grants of the + +State to which they belonged. And even where this had not been done, it would be natural that the + +judges, as men, should feel a strong predilection to the claims of their own government. +Having thus laid down and discussed the principles which ought to regulate the constitution of the + +federal judiciary, we will proceed to test, by these principles, the particular powers of which, + +according to the plan of the convention, it is to be composed. It is to comprehend "all cases in law + +and equity arising under the Constitution, the laws of the United States, and treaties made, or + +which shall be made, under their authority; to all cases affecting ambassadors, other public + +ministers, and consuls; to all cases of admiralty and maritime jurisdiction; to controversies to + +which the United States shall be a party; to controversies between two or more States; between a + +State and citizens of another State; between citizens of different States; between citizens of the + +same State claiming lands and grants of different States; and between a State or the citizens + +thereof and foreign states, citizens, and subjects." This constitutes the entire mass of the + +judicial authority of the Union. Let us now review it in detail. It is, then, to extend: +First. To all cases in law and equity, arising under the Constitution and the laws of the United + +States. This corresponds with the two first classes of causes, which have been enumerated, as proper + +for the jurisdiction of the United States. It has been asked, what is meant by "cases arising under + +the Constitution," in contradiction from those "arising under the laws of the United States"? The + +difference has been already explained. All the restrictions upon the authority of the State + +legislatures furnish examples of it. They are not, for instance, to emit paper money; but the + +interdiction results from the Constitution, and will have no connection with any law of the United + +States. Should paper money, notwithstanding, be emited, the controversies concerning it would be + +cases arising under the Constitution and not the laws of the United States, in the ordinary + +signification of the terms. This may serve as a sample of the whole. +It has also been asked, what need of the word "equity". What equitable causes can grow out of the + +Constitution and laws of the United States? There is hardly a subject of litigation between + +individuals, which may not involve those ingredients of fraud, accident, trust, or hardship, which + +would render the matter an object of equitable rather than of legal jurisdiction, as the distinction + +is known and established in several of the States. It is the peculiar province, for instance, of a + +court of equity to relieve against what are called hard bargains: these are contracts in which, + +though there may have been no direct fraud or deceit, sufficient to invalidate them in a court of + +law, yet there may have been some undue and unconscionable advantage taken of the necessities or + +misfortunes of one of the parties, which a court of equity would not tolerate. In such cases, where + +foreigners were concerned on either side, it would be impossible for the federal judicatories to do + +justice without an equitable as well as a legal jurisdiction. Agreements to convey lands claimed + +under the grants of different States, may afford another example of the necessity of an equitable + +jurisdiction in the federal courts. This reasoning may not be so palpable in those States where the + +formal and technical distinction between LAW and EQUITY is not maintained, as in this State, where + +it is exemplified by every day's practice. +The judiciary authority of the Union is to extend: +Second. To treaties made, or which shall be made, under the authority of the United States, and to + +all cases affecting ambassadors, other public ministers, and consuls. These belong to the fourth + +class of the enumerated cases, as they have an evident connection with the preservation of the + +national peace. +Third. To cases of admiralty and maritime jurisdiction. These form, altogether, the fifth of the + +enumerated classes of causes proper for the cognizance of the national courts. +Fourth. To controversies to which the United States shall be a party. These constitute the third of + +those classes. +Fifth. To controversies between two or more States; between a State and citizens of another State; + +between citizens of different States. These belong to the fourth of those classes, and partake, in + +some measure, of the nature of the last. +Sixth. To cases between the citizens of the same State, claiming lands under grants of different + +States. These fall within the last class, and are the only instances in which the proposed + +Constitution directly contemplates the cognizance of disputes between the citizens of the same + +State. +Seventh. To cases between a State and the citizens thereof, and foreign States, citizens, or + +subjects. These have been already explained to belong to the fourth of the enumerated classes, and + +have been shown to be, in a peculiar manner, the proper subjects of the national judicature. +From this review of the particular powers of the federal judiciary, as marked out in the + +Constitution, it appears that they are all conformable to the principles which ought to have + +governed the structure of that department, and which were necessary to the perfection of the system. + +If some partial inconveniences should appear to be connected with the incorporation of any of them + +into the plan, it ought to be recollected that the national legislature will have ample authority to + +make such exceptions, and to prescribe such regulations as will be calculated to obviate or remove + +these inconveniences. The possibility of particular mischiefs can never be viewed, by a wellinformed + +mind, as a solid objection to a general principle, which is calculated to avoid general mischiefs + +and to obtain general advantages. +PUBLIUS + + + + +FEDERALIST No. 81. The Judiciary Continued, and the Distribution of the Judicial Authority. + +From McLEAN's Edition, New York. Wednesday, May 28, 1788. + +HAMILTON +To the People of the State of New York: +LET US now return to the partition of the judiciary authority between different courts, and their + +relations to each other. +"The judicial power of the United States is" (by the plan of the convention) "to be vested in one + +Supreme Court, and in such inferior courts as the Congress may, from time to time, ordain and + +establish."(1) +That there ought to be one court of supreme and final jurisdiction, is a proposition which is not + +likely to be contested. The reasons for it have been assigned in another place, and are too obvious + +to need repetition. The only question that seems to have been raised concerning it, is, whether it + +ought to be a distinct body or a branch of the legislature. The same contradiction is observable in + +regard to this matter which has been remarked in several other cases. The very men who object to the + +Senate as a court of impeachments, on the ground of an improper intermixture of powers, advocate, by + +implication at least, the propriety of vesting the ultimate decision of all causes, in the whole or + +in a part of the legislative body. +The arguments, or rather suggestions, upon which this charge is founded, are to this effect: "The + +authority of the proposed Supreme Court of the United States, which is to be a separate and + +independent body, will be superior to that of the legislature. The power of construing the laws + +according to the spirit of the Constitution, will enable that court to mould them into whatever + +shape it may think proper; especially as its decisions will not be in any manner subject to the + +revision or correction of the legislative body. This is as unprecedented as it is dangerous. In + +Britain, the judicial power, in the last resort, resides in the House of Lords, which is a branch of + +the legislature; and this part of the British government has been imitated in the State + +constitutions in general. The Parliament of Great Britain, and the legislatures of the several + +States, can at any time rectify, by law, the exceptionable decisions of their respective courts. But + +the errors and usurpations of the Supreme Court of the United States will be uncontrollable and + +remediless." This, upon examination, will be found to be made up altogether of false reasoning upon + +misconceived fact. +In the first place, there is not a syllable in the plan under consideration which directly empowers + +the national courts to construe the laws according to the spirit of the Constitution, or which gives + +them any greater latitude in this respect than may be claimed by the courts of every State. I admit, + +however, that the Constitution ought to be the standard of construction for the laws, and that + +wherever there is an evident opposition, the laws ought to give place to the Constitution. But this + +doctrine is not deducible from any circumstance peculiar to the plan of the convention, but from the + +general theory of a limited Constitution; and as far as it is true, is equally applicable to most, + +if not to all the State governments. There can be no objection, therefore, on this account, to the + +federal judicature which will not lie against the local judicatures in general, and which will not + +serve to condemn every constitution that attempts to set bounds to legislative discretion. +But perhaps the force of the objection may be thought to consist in the particular organization of + +the Supreme Court; in its being composed of a distinct body of magistrates, instead of being one of + +the branches of the legislature, as in the government of Great Britain and that of the State. To + +insist upon this point, the authors of the objection must renounce the meaning they have labored to + +annex to the celebrated maxim, requiring a separation of the departments of power. It shall, + +nevertheless, be conceded to them, agreeably to the interpretation given to that maxim in the course + +of these papers, that it is not violated by vesting the ultimate power of judging in a PART of the + +legislative body. But though this be not an absolute violation of that excellent rule, yet it verges + +so nearly upon it, as on this account alone to be less eligible than the mode preferred by the + +convention. From a body which had even a partial agency in passing bad laws, we could rarely expect + +a disposition to temper and moderate them in the application. The same spirit which had operated in + +making them, would be too apt in interpreting them; still less could it be expected that men who had + +infringed the Constitution in the character of legislators, would be disposed to repair the breach + +in the character of judges. Nor is this all. Every reason which recommends the tenure of good + +behavior for judicial offices, militates against placing the judiciary power, in the last resort, in + +a body composed of men chosen for a limited period. There is an absurdity in referring the + +determination of causes, in the first instance, to judges of permanent standing; in the last, to + +those of a temporary and mutable constitution. And there is a still greater absurdity in subjecting + +the decisions of men, selected for their knowledge of the laws, acquired by long and laborious + +study, to the revision and control of men who, for want of the same advantage, cannot but be + +deficient in that knowledge. The members of the legislature will rarely be chosen with a view to + +those qualifications which fit men for the stations of judges; and as, on this account, there will + +be great reason to apprehend all the ill consequences of defective information, so, on account of + +the natural propensity of such bodies to party divisions, there will be no less reason to fear that + +the pestilential breath of faction may poison the fountains of justice. The habit of being + +continually marshalled on opposite sides will be too apt to stifle the voice both of law and of + +equity. +These considerations teach us to applaud the wisdom of those States who have committed the judicial + +power, in the last resort, not to a part of the legislature, but to distinct and independent bodies + +of men. Contrary to the supposition of those who have represented the plan of the convention, in + +this respect, as novel and unprecedented, it is but a copy of the constitutions of New Hampshire, + +Massachusetts, Pennsylvania, Delaware, Maryland, Virginia, North Carolina, South Carolina, and + +Georgia; and the preference which has been given to those models is highly to be commended. +It is not true, in the second place, that the Parliament of Great Britain, or the legislatures of + +the particular States, can rectify the exceptionable decisions of their respective courts, in any + +other sense than might be done by a future legislature of the United States. The theory, neither of + +the British, nor the State constitutions, authorizes the revisal of a judicial sentence by a + +legislative act. Nor is there any thing in the proposed Constitution, more than in either of them, + +by which it is forbidden. In the former, as well as in the latter, the impropriety of the thing, on + +the general principles of law and reason, is the sole obstacle. A legislature, without exceeding its + +province, cannot reverse a determination once made in a particular case; though it may prescribe a + +new rule for future cases. This is the principle, and it applies in all its consequences, exactly in + +the same manner and extent, to the State governments, as to the national government now under + +consideration. Not the least difference can be pointed out in any view of the subject. +It may in the last place be observed that the supposed danger of judiciary encroachments on the + +legislative authority, which has been upon many occasions reiterated, is in reality a phantom. + +Particular misconstructions and contraventions of the will of the legislature may now and then + +happen; but they can never be so extensive as to amount to an inconvenience, or in any sensible + +degree to affect the order of the political system. This may be inferred with certainty, from the + +general nature of the judicial power, from the objects to which it relates, from the manner in which + +it is exercised, from its comparative weakness, and from its total incapacity to support its + +usurpations by force. And the inference is greatly fortified by the consideration of the important + +constitutional check which the power of instituting impeachments in one part of the legislative + +body, and of determining upon them in the other, would give to that body upon the members of the + +judicial department. This is alone a complete security. There never can be danger that the judges, + +by a series of deliberate usurpations on the authority of the legislature, would hazard the united + +resentment of the body intrusted with it, while this body was possessed of the means of punishing + +their presumption, by degrading them from their stations. While this ought to remove all + +apprehensions on the subject, it affords, at the same time, a cogent argument for constituting the + +Senate a court for the trial of impeachments. +Having now examined, and, I trust, removed the objections to the distinct and independent + +organization of the Supreme Court, I proceed to consider the propriety of the power of constituting + +inferior courts,(2) and the relations which will subsist between these and the former. +The power of constituting inferior courts is evidently calculated to obviate the necessity of having + +recourse to the Supreme Court in every case of federal cognizance. It is intended to enable the + +national government to institute or authorize, in each State or district of the United States, a + +tribunal competent to the determination of matters of national jurisdiction within its limits. +But why, it is asked, might not the same purpose have been accomplished by the instrumentality of + +the State courts? This admits of different answers. Though the fitness and competency of those + +courts should be allowed in the utmost latitude, yet the substance of the power in question may + +still be regarded as a necessary part of the plan, if it were only to empower the national + +legislature to commit to them the cognizance of causes arising out of the national Constitution. To + +confer the power of determining such causes upon the existing courts of the several States, would + +perhaps be as much "to constitute tribunals," as to create new courts with the like power. But ought + +not a more direct and explicit provision to have been made in favor of the State courts? There are, + +in my opinion, substantial reasons against such a provision: the most discerning cannot foresee how + +far the prevalency of a local spirit may be found to disqualify the local tribunals for the + +jurisdiction of national causes; whilst every man may discover, that courts constituted like those + +of some of the States would be improper channels of the judicial authority of the Union. State + +judges, holding their offices during pleasure, or from year to year, will be too little independent + +to be relied upon for an inflexible execution of the national laws. And if there was a necessity for + +confiding the original cognizance of causes arising under those laws to them there would be a + +correspondent necessity for leaving the door of appeal as wide as possible. In proportion to the + +grounds of confidence in, or distrust of, the subordinate tribunals, ought to be the facility or + +difficulty of appeals. And well satisfied as I am of the propriety of the appellate jurisdiction, in + +the several classes of causes to which it is extended by the plan of the convention. I should + +consider every thing calculated to give, in practice, an unrestrained course to appeals, as a source + +of public and private inconvenience. +I am not sure, but that it will be found highly expedient and useful, to divide the United States + +into four or five or half a dozen districts; and to institute a federal court in each district, in + +lieu of one in every State. The judges of these courts, with the aid of the State judges, may hold + +circuits for the trial of causes in the several parts of the respective districts. Justice through + +them may be administered with ease and despatch; and appeals may be safely circumscribed within a + +narrow compass. This plan appears to me at present the most eligible of any that could be adopted; + +and in order to it, it is necessary that the power of constituting inferior courts should exist in + +the full extent in which it is to be found in the proposed Constitution. +These reasons seem sufficient to satisfy a candid mind, that the want of such a power would have + +been a great defect in the plan. Let us now examine in what manner the judicial authority is to be + +distributed between the supreme and the inferior courts of the Union. +The Supreme Court is to be invested with original jurisdiction, only "in cases affecting + +ambassadors, other public ministers, and consuls, and those in which A STATE shall be a party." + +Public ministers of every class are the immediate representatives of their sovereigns. All questions + +in which they are concerned are so directly connected with the public peace, that, as well for the + +preservation of this, as out of respect to the sovereignties they represent, it is both expedient + +and proper that such questions should be submitted in the first instance to the highest judicatory + +of the nation. Though consuls have not in strictness a diplomatic character, yet as they are the + +public agents of the nations to which they belong, the same observation is in a great measure + +applicable to them. In cases in which a State might happen to be a party, it would ill suit its + +dignity to be turned over to an inferior tribunal. +Though it may rather be a digression from the immediate subject of this paper, I shall take occasion + +to mention here a supposition which has excited some alarm upon very mistaken grounds. It has been + +suggested that an assignment of the public securities of one State to the citizens of another, would + +enable them to prosecute that State in the federal courts for the amount of those securities; a + +suggestion which the following considerations prove to be without foundation. +It is inherent in the nature of sovereignty not to be amenable to the suit of an individual without + +its consent. This is the general sense, and the general practice of mankind; and the exemption, as + +one of the attributes of sovereignty, is now enjoyed by the government of every State in the Union. + +Unless, therefore, there is a surrender of this immunity in the plan of the convention, it will + +remain with the States, and the danger intimated must be merely ideal. The circumstances which are + +necessary to produce an alienation of State sovereignty were discussed in considering the article of + +taxation, and need not be repeated here. A recurrence to the principles there established will + +satisfy us, that there is no color to pretend that the State governments would, by the adoption of + +that plan, be divested of the privilege of paying their own debts in their own way, free from every + +constraint but that which flows from the obligations of good faith. The contracts between a nation + +and individuals are only binding on the conscience of the sovereign, and have no pretensions to a + +compulsive force. They confer no right of action, independent of the sovereign will. To what purpose + +would it be to authorize suits against States for the debts they owe? How could recoveries be + +enforced? It is evident, it could not be done without waging war against the contracting State; and + +to ascribe to the federal courts, by mere implication, and in destruction of a pre-existing right of + +the State governments, a power which would involve such a consequence, would be altogether forced + +and unwarrantable. +Let us resume the train of our observations. We have seen that the original jurisdiction of the + +Supreme Court would be confined to two classes of causes, and those of a nature rarely to occur. In + +all other cases of federal cognizance, the original jurisdiction would appertain to the inferior + +tribunals; and the Supreme Court would have nothing more than an appellate jurisdiction, "with such + +exceptions and under such regulations as the Congress shall make." +The propriety of this appellate jurisdiction has been scarcely called in question in regard to + +matters of law; but the clamors have been loud against it as applied to matters of fact. Some well- + +intentioned men in this State, deriving their notions from the language and forms which obtain in + +our courts, have been induced to consider it as an implied supersedure of the trial by jury, in + +favor of the civil-law mode of trial, which prevails in our courts of admiralty, probate, and + +chancery. A technical sense has been affixed to the term "appellate," which, in our law parlance, is + +commonly used in reference to appeals in the course of the civil law. But if I am not misinformed, + +the same meaning would not be given to it in any part of New England. There an appeal from one jury + +to another, is familiar both in language and practice, and is even a matter of course, until there + +have been two verdicts on one side. The word "appellate," therefore, will not be understood in the + +same sense in New England as in New York, which shows the impropriety of a technical interpretation + +derived from the jurisprudence of any particular State. The expression, taken in the abstract, + +denotes nothing more than the power of one tribunal to review the proceedings of another, either as + +to the law or fact, or both. The mode of doing it may depend on ancient custom or legislative + +provision (in a new government it must depend on the latter), and may be with or without the aid of + +a jury, as may be judged advisable. If, therefore, the re-examination of a fact once determined by a + +jury, should in any case be admitted under the proposed Constitution, it may be so regulated as to + +be done by a second jury, either by remanding the cause to the court below for a second trial of the + +fact, or by directing an issue immediately out of the Supreme Court. +But it does not follow that the re-examination of a fact once ascertained by a jury, will be + +permitted in the Supreme Court. Why may not it be said, with the strictest propriety, when a writ of + +error is brought from an inferior to a superior court of law in this State, that the latter has + +jurisdiction of the fact as well as the law? It is true it cannot institute a new inquiry concerning + +the fact, but it takes cognizance of it as it appears upon the record, and pronounces the law + +arising upon it.(3) This is jurisdiction of both fact and law; nor is it even possible to separate + +them. Though the common-law courts of this State ascertain disputed facts by a jury, yet they + +unquestionably have jurisdiction of both fact and law; and accordingly when the former is agreed in + +the pleadings, they have no recourse to a jury, but proceed at once to judgment. I contend, + +therefore, on this ground, that the expressions, "appellate jurisdiction, both as to law and fact," + +do not necessarily imply a re-examination in the Supreme Court of facts decided by juries in the + +inferior courts. +The following train of ideas may well be imagined to have influenced the convention, in relation to + +this particular provision. The appellate jurisdiction of the Supreme Court (it may have been argued) + +will extend to causes determinable in different modes, some in the course of the COMMON LAW, others + +in the course of the CIVIL LAW. In the former, the revision of the law only will be, generally + +speaking, the proper province of the Supreme Court; in the latter, the re-examination of the fact is + +agreeable to usage, and in some cases, of which prize causes are an example, might be essential to + +the preservation of the public peace. It is therefore necessary that the appellate jurisdiction + +should, in certain cases, extend in the broadest sense to matters of fact. It will not answer to + +make an express exception of cases which shall have been originally tried by a jury, because in the + +courts of some of the States all causes are tried in this mode(4); and such an exception would + +preclude the revision of matters of fact, as well where it might be proper, as where it might be + +improper. To avoid all inconveniencies, it will be safest to declare generally, that the Supreme + +Court shall possess appellate jurisdiction both as to law and fact, and that this jurisdiction shall + +be subject to such exceptions and regulations as the national legislature may prescribe. This will + +enable the government to modify it in such a manner as will best answer the ends of public justice + +and security. +This view of the matter, at any rate, puts it out of all doubt that the supposed abolition of the + +trial by jury, by the operation of this provision, is fallacious and untrue. The legislature of the + +United States would certainly have full power to provide, that in appeals to the Supreme Court there + +should be no re-examination of facts where they had been tried in the original causes by juries. + +This would certainly be an authorized exception; but if, for the reason already intimated, it should + +be thought too extensive, it might be qualified with a limitation to such causes only as are + +determinable at common law in that mode of trial. +The amount of the observations hitherto made on the authority of the judicial department is this: + +that it has been carefully restricted to those causes which are manifestly proper for the cognizance + +of the national judicature; that in the partition of this authority a very small portion of original + +jurisdiction has been preserved to the Supreme Court, and the rest consigned to the subordinate + +tribunals; that the Supreme Court will possess an appellate jurisdiction, both as to law and fact, + +in all the cases referred to them, both subject to any exceptions and regulations which may be + +thought advisable; that this appellate jurisdiction does, in no case, abolish the trial by jury; and + +that an ordinary degree of prudence and integrity in the national councils will insure us solid + +advantages from the establishment of the proposed judiciary, without exposing us to any of the + +inconveniences which have been predicted from that source. +PUBLIUS +1. Article 3, Sec. 1. +2. This power has been absurdly represented as intended to abolish all the county courts in the + +several States, which are commonly called inferior courts. But the expressions of the Constitution + +are, to constitute "tribunals INFERIOR TO THE SUPREME COURT"; and the evident design of the + +provision is to enable the institution of local courts, subordinate to the Supreme, either in States + +or larger districts. It is ridiculous to imagine that county courts were in contemplation. +3. This word is composed of JUS and DICTIO, juris dictio or a speaking and pronouncing of the law. +4. I hold that the States will have concurrent jurisdiction with the subordinate federal + +judicatories, in many cases of federal cognizance, as will be explained in my next paper. + + + + +FEDERALIST No. 82. The Judiciary Continued. + +From McLEAN's Edition, New York. Wednesday, May 28, 1788 + +HAMILTON +To the People of the State of New York: +THE erection of a new government, whatever care or wisdom may distinguish the work, cannot fail to + +originate questions of intricacy and nicety; and these may, in a particular manner, be expected to + +flow from the establishment of a constitution founded upon the total or partial incorporation of a + +number of distinct sovereignties. 'Tis time only that can mature and perfect so compound a system, + +can liquidate the meaning of all the parts, and can adjust them to each other in a harmonious and + +consistent WHOLE. +Such questions, accordingly, have arisen upon the plan proposed by the convention, and particularly + +concerning the judiciary department. The principal of these respect the situation of the State + +courts in regard to those causes which are to be submitted to federal jurisdiction. Is this to be + +exclusive, or are those courts to possess a concurrent jurisdiction? If the latter, in what relation + +will they stand to the national tribunals? These are inquiries which we meet with in the mouths of + +men of sense, and which are certainly entitled to attention. +The principles established in a former paper(1) teach us that the States will retain all pre- + +existing authorities which may not be exclusively delegated to the federal head; and that this + +exclusive delegation can only exist in one of three cases: where an exclusive authority is, in + +express terms, granted to the Union; or where a particular authority is granted to the Union, and + +the exercise of a like authority is prohibited to the States; or where an authority is granted to + +the Union, with which a similar authority in the States would be utterly incompatible. Though these + +principles may not apply with the same force to the judiciary as to the legislative power, yet I am + +inclined to think that they are, in the main, just with respect to the former, as well as the + +latter. And under this impression, I shall lay it down as a rule, that the State courts will retain + +the jurisdiction they now have, unless it appears to be taken away in one of the enumerated modes. +The only thing in the proposed Constitution, which wears the appearance of confining the causes of + +federal cognizance to the federal courts, is contained in this passage: "THE JUDICIAL POWER of the + +United States shall be vested in one Supreme Court, and in such inferior courts as the Congress + +shall from time to time ordain and establish." This might either be construed to signify, that the + +supreme and subordinate courts of the Union should alone have the power of deciding those causes to + +which their authority is to extend; or simply to denote, that the organs of the national judiciary + +should be one Supreme Court, and as many subordinate courts as Congress should think proper to + +appoint; or in other words, that the United States should exercise the judicial power with which + +they are to be invested, through one supreme tribunal, and a certain number of inferior ones, to be + +instituted by them. The first excludes, the last admits, the concurrent jurisdiction of the State + +tribunals; and as the first would amount to an alienation of State power by implication, the last + +appears to me the most natural and the most defensible construction. +But this doctrine of concurrent jurisdiction is only clearly applicable to those descriptions of + +causes of which the State courts have previous cognizance. It is not equally evident in relation to + +cases which may grow out of, and be peculiar to, the Constitution to be established; for not to + +allow the State courts a right of jurisdiction in such cases, can hardly be considered as the + +abridgment of a pre-existing authority. I mean not therefore to contend that the United States, in + +the course of legislation upon the objects intrusted to their direction, may not commit the decision + +of causes arising upon a particular regulation to the federal courts solely, if such a measure + +should be deemed expedient; but I hold that the State courts will be divested of no part of their + +primitive jurisdiction, further than may relate to an appeal; and I am even of opinion that in every + +case in which they were not expressly excluded by the future acts of the national legislature, they + +will of course take cognizance of the causes to which those acts may give birth. This I infer from + +the nature of judiciary power, and from the general genius of the system. The judiciary power of + +every government looks beyond its own local or municipal laws, and in civil cases lays hold of all + +subjects of litigation between parties within its jurisdiction, though the causes of dispute are + +relative to the laws of the most distant part of the globe. Those of Japan, not less than of New + +York, may furnish the objects of legal discussion to our courts. When in addition to this we + +consider the State governments and the national governments, as they truly are, in the light of + +kindred systems, and as parts of ONE WHOLE, the inference seems to be conclusive, that the State + +courts would have a concurrent jurisdiction in all cases arising under the laws of the Union, where + +it was not expressly prohibited. +Here another question occurs: What relation would subsist between the national and State courts in + +these instances of concurrent jurisdiction? I answer, that an appeal would certainly lie from the + +latter, to the Supreme Court of the United States. The Constitution in direct terms gives an + +appellate jurisdiction to the Supreme Court in all the enumerated cases of federal cognizance in + +which it is not to have an original one, without a single expression to confine its operation to the + +inferior federal courts. The objects of appeal, not the tribunals from which it is to be made, are + +alone contemplated. From this circumstance, and from the reason of the thing, it ought to be + +construed to extend to the State tribunals. Either this must be the case, or the local courts must + +be excluded from a concurrent jurisdiction in matters of national concern, else the judiciary + +authority of the Union may be eluded at the pleasure of every plaintiff or prosecutor. Neither of + +these consequences ought, without evident necessity, to be involved; the latter would be entirely + +inadmissible, as it would defeat some of the most important and avowed purposes of the proposed + +government, and would essentially embarrass its measures. Nor do I perceive any foundation for such + +a supposition. Agreeably to the remark already made, the national and State systems are to be + +regarded as ONE WHOLE. The courts of the latter will of course be natural auxiliaries to the + +execution of the laws of the Union, and an appeal from them will as naturally lie to that tribunal + +which is destined to unite and assimilate the principles of national justice and the rules of + +national decisions. The evident aim of the plan of the convention is, that all the causes of the + +specified classes shall, for weighty public reasons, receive their original or final determination + +in the courts of the Union. To confine, therefore, the general expressions giving appellate + +jurisdiction to the Supreme Court, to appeals from the subordinate federal courts, instead of + +allowing their extension to the State courts, would be to abridge the latitude of the terms, in + +subversion of the intent, contrary to every sound rule of interpretation. +But could an appeal be made to lie from the State courts to the subordinate federal judicatories? + +This is another of the questions which have been raised, and of greater difficulty than the former. + +The following considerations countenance the affirmative. The plan of the convention, in the first + +place, authorizes the national legislature "to constitute tribunals inferior to the Supreme + +Court."(2) It declares, in the next place, that "the JUDICIAL POWER of the United States shall be + +vested in one Supreme Court, and in such inferior courts as Congress shall ordain and establish"; + +and it then proceeds to enumerate the cases to which this judicial power shall extend. It afterwards + +divides the jurisdiction of the Supreme Court into original and appellate, but gives no definition + +of that of the subordinate courts. The only outlines described for them, are that they shall be + +"inferior to the Supreme Court," and that they shall not exceed the specified limits of the federal + +judiciary. Whether their authority shall be original or appellate, or both, is not declared. All + +this seems to be left to the discretion of the legislature. And this being the case, I perceive at + +present no impediment to the establishment of an appeal from the State courts to the subordinate + +national tribunals; and many advantages attending the power of doing it may be imagined. It would + +diminish the motives to the multiplication of federal courts, and would admit of arrangements + +calculated to contract the appellate jurisdiction of the Supreme Court. The State tribunals may then + +be left with a more entire charge of federal causes; and appeals, in most cases in which they may be + +deemed proper, instead of being carried to the Supreme Court, may be made to lie from the State + +courts to district courts of the Union. +PUBLIUS +1. No. 31. +2. Sec. 8, Art. 1. + + + + +FEDERALIST No. 83. The Judiciary Continued in Relation to Trial by Jury + +From MCLEAN's Edition, New York. Wednesday, May 28, 1788 + +HAMILTON +To the People of the State of New York: +THE objection to the plan of the convention, which has met with most success in this State, and + +perhaps in several of the other States, is that relative to the want of a constitutional provision + +for the trial by jury in civil cases. The disingenuous form in which this objection is usually + +stated has been repeatedly adverted to and exposed, but continues to be pursued in all the + +conversations and writings of the opponents of the plan. The mere silence of the Constitution in + +regard to civil causes, is represented as an abolition of the trial by jury, and the declamations to + +which it has afforded a pretext are artfully calculated to induce a persuasion that this pretended + +abolition is complete and universal, extending not only to every species of civil, but even to + +criminal causes. To argue with respect to the latter would, however, be as vain and fruitless as to + +attempt the serious proof of the existence of matter, or to demonstrate any of those propositions + +which, by their own internal evidence, force conviction, when expressed in language adapted to + +convey their meaning. +With regard to civil causes, subtleties almost too contemptible for refutation have been employed to + +countenance the surmise that a thing which is only not provided for, is entirely abolished. Every + +man of discernment must at once perceive the wide difference between silence and abolition. But as + +the inventors of this fallacy have attempted to support it by certain legal maxims of + +interpretation, which they have perverted from their true meaning, it may not be wholly useless to + +explore the ground they have taken. +The maxims on which they rely are of this nature: "A specification of particulars is an exclusion of + +generals"; or, "The expression of one thing is the exclusion of another." Hence, say they, as the + +Constitution has established the trial by jury in criminal cases, and is silent in respect to civil, + +this silence is an implied prohibition of trial by jury in regard to the latter. +The rules of legal interpretation are rules of common sense, adopted by the courts in the + +construction of the laws. The true test, therefore, of a just application of them is its conformity + +to the source from which they are derived. This being the case, let me ask if it is consistent with + +common-sense to suppose that a provision obliging the legislative power to commit the trial of + +criminal causes to juries, is a privation of its right to authorize or permit that mode of trial in + +other cases? Is it natural to suppose, that a command to do one thing is a prohibition to the doing + +of another, which there was a previous power to do, and which is not incompatible with the thing + +commanded to be done? If such a supposition would be unnatural and unreasonable, it cannot be + +rational to maintain that an injunction of the trial by jury in certain cases is an interdiction of + +it in others. +A power to constitute courts is a power to prescribe the mode of trial; and consequently, if nothing + +was said in the Constitution on the subject of juries, the legislature would be at liberty either to + +adopt that institution or to let it alone. This discretion, in regard to criminal causes, is + +abridged by the express injunction of trial by jury in all such cases; but it is, of course, left at + +large in relation to civil causes, there being a total silence on this head. The specification of an + +obligation to try all criminal causes in a particular mode, excludes indeed the obligation or + +necessity of employing the same mode in civil causes, but does not abridge the power of the + +legislature to exercise that mode if it should be thought proper. The pretense, therefore, that the + +national legislature would not be at full liberty to submit all the civil causes of federal + +cognizance to the determination of juries, is a pretense destitute of all just foundation. +From these observations this conclusion results: that the trial by jury in civil cases would not be + +abolished; and that the use attempted to be made of the maxims which have been quoted, is contrary + +to reason and common-sense, and therefore not admissible. Even if these maxims had a precise + +technical sense, corresponding with the idea of those who employ them upon the present occasion, + +which, however, is not the case, they would still be inapplicable to a constitution of government. + +In relation to such a subject, the natural and obvious sense of its provisions, apart from any + +technical rules, is the true criterion of construction. +Having now seen that the maxims relied upon will not bear the use made of them, let us endeavor to + +ascertain their proper use and true meaning. This will be best done by examples. The plan of the + +convention declares that the power of Congress, or, in other words, of the national legislature, + +shall extend to certain enumerated cases. This specification of particulars evidently excludes all + +pretension to a general legislative authority, because an affirmative grant of special powers would + +be absurd, as well as useless, if a general authority was intended. +In like manner the judicial authority of the federal judicatures is declared by the Constitution to + +comprehend certain cases particularly specified. The expression of those cases marks the precise + +limits, beyond which the federal courts cannot extend their jurisdiction, because the objects of + +their cognizance being enumerated, the specification would be nugatory if it did not exclude all + +ideas of more extensive authority. +These examples are sufficient to elucidate the maxims which have been mentioned, and to designate + +the manner in which they should be used. But that there may be no misapprehensions upon this + +subject, I shall add one case more, to demonstrate the proper use of these maxims, and the abuse + +which has been made of them. +Let us suppose that by the laws of this State a married woman was incapable of conveying her estate, + +and that the legislature, considering this as an evil, should enact that she might dispose of her + +property by deed executed in the presence of a magistrate. In such a case there can be no doubt but + +the specification would amount to an exclusion of any other mode of conveyance, because the woman + +having no previous power to alienate her property, the specification determines the particular mode + +which she is, for that purpose, to avail herself of. But let us further suppose that in a subsequent + +part of the same act it should be declared that no woman should dispose of any estate of a + +determinate value without the consent of three of her nearest relations, signified by their signing + +the deed; could it be inferred from this regulation that a married woman might not procure the + +approbation of her relations to a deed for conveying property of inferior value? The position is too + +absurd to merit a refutation, and yet this is precisely the position which those must establish who + +contend that the trial by juries in civil cases is abolished, because it is expressly provided for + +in cases of a criminal nature. +From these observations it must appear unquestionably true, that trial by jury is in no case + +abolished by the proposed Constitution, and it is equally true, that in those controversies between + +individuals in which the great body of the people are likely to be interested, that institution will + +remain precisely in the same situation in which it is placed by the State constitutions, and will be + +in no degree altered or influenced by the adoption of the plan under consideration. The foundation + +of this assertion is, that the national judiciary will have no cognizance of them, and of course + +they will remain determinable as heretofore by the State courts only, and in the manner which the + +State constitutions and laws prescribe. All land causes, except where claims under the grants of + +different States come into question, and all other controversies between the citizens of the same + +State, unless where they depend upon positive violations of the articles of union, by acts of the + +State legislatures, will belong exclusively to the jurisdiction of the State tribunals. Add to this, + +that admiralty causes, and almost all those which are of equity jurisdiction, are determinable under + +our own government without the intervention of a jury, and the inference from the whole will be, + +that this institution, as it exists with us at present, cannot possibly be affected to any great + +extent by the proposed alteration in our system of government. +The friends and adversaries of the plan of the convention, if they agree in nothing else, concur at + +least in the value they set upon the trial by jury; or if there is any difference between them it + +consists in this: the former regard it as a valuable safeguard to liberty; the latter represent it + +as the very palladium of free government. For my own part, the more the operation of the institution + +has fallen under my observation, the more reason I have discovered for holding it in high + +estimation; and it would be altogether superfluous to examine to what extent it deserves to be + +esteemed useful or essential in a representative republic, or how much more merit it may be entitled + +to, as a defense against the oppressions of an hereditary monarch, than as a barrier to the tyranny + +of popular magistrates in a popular government. Discussions of this kind would be more curious than + +beneficial, as all are satisfied of the utility of the institution, and of its friendly aspect to + +liberty. But I must acknowledge that I cannot readily discern the inseparable connection between the + +existence of liberty, and the trial by jury in civil cases. Arbitrary impeachments, arbitrary + +methods of prosecuting pretended offenses, and arbitrary punishments upon arbitrary convictions, + +have ever appeared to me to be the great engines of judicial despotism; and these have all relation + +to criminal proceedings. The trial by jury in criminal cases, aided by the habeas corpus act, seems + +therefore to be alone concerned in the question. And both of these are provided for, in the most + +ample manner, in the plan of the convention. +It has been observed, that trial by jury is a safeguard against an oppressive exercise of the power + +of taxation. This observation deserves to be canvassed. +It is evident that it can have no influence upon the legislature, in regard to the amount of taxes + +to be laid, to the objects upon which they are to be imposed, or to the rule by which they are to be + +apportioned. If it can have any influence, therefore, it must be upon the mode of collection, and + +the conduct of the officers intrusted with the execution of the revenue laws. +As to the mode of collection in this State, under our own Constitution, the trial by jury is in most + +cases out of use. The taxes are usually levied by the more summary proceeding of distress and sale, + +as in cases of rent. And it is acknowledged on all hands, that this is essential to the efficacy of + +the revenue laws. The dilatory course of a trial at law to recover the taxes imposed on individuals, + +would neither suit the exigencies of the public nor promote the convenience of the citizens. It + +would often occasion an accumulation of costs, more burdensome than the original sum of the tax to + +be levied. +And as to the conduct of the officers of the revenue, the provision in favor of trial by jury in + +criminal cases, will afford the security aimed at. Wilful abuses of a public authority, to the + +oppression of the subject, and every species of official extortion, are offenses against the + +government, for which the persons who commit them may be indicted and punished according to the + +circumstances of the case. +The excellence of the trial by jury in civil cases appears to depend on circumstances foreign to the + +preservation of liberty. The strongest argument in its favor is, that it is a security against + +corruption. As there is always more time and better opportunity to tamper with a standing body of + +magistrates than with a jury summoned for the occasion, there is room to suppose that a corrupt + +influence would more easily find its way to the former than to the latter. The force of this + +consideration is, however, diminished by others. The sheriff, who is the summoner of ordinary + +juries, and the clerks of courts, who have the nomination of special juries, are themselves standing + +officers, and, acting individually, may be supposed more accessible to the touch of corruption than + +the judges, who are a collective body. It is not difficult to see, that it would be in the power of + +those officers to select jurors who would serve the purpose of the party as well as a corrupted + +bench. In the next place, it may fairly be supposed, that there would be less difficulty in gaining + +some of the jurors promiscuously taken from the public mass, than in gaining men who had been chosen + +by the government for their probity and good character. But making every deduction for these + +considerations, the trial by jury must still be a valuable check upon corruption. It greatly + +multiplies the impediments to its success. As matters now stand, it would be necessary to corrupt + +both court and jury; for where the jury have gone evidently wrong, the court will generally grant a + +new trial, and it would be in most cases of little use to practice upon the jury, unless the court + +could be likewise gained. Here then is a double security; and it will readily be perceived that this + +complicated agency tends to preserve the purity of both institutions. By increasing the obstacles to + +success, it discourages attempts to seduce the integrity of either. The temptations to prostitution + +which the judges might have to surmount, must certainly be much fewer, while the co-operation of a + +jury is necessary, than they might be, if they had themselves the exclusive determination of all + +causes. +Notwithstanding, therefore, the doubts I have expressed, as to the essentiality of trial by jury in + +civil cases to liberty, I admit that it is in most cases, under proper regulations, an excellent + +method of determining questions of property; and that on this account alone it would be entitled to + +a constitutional provision in its favor if it were possible to fix the limits within which it ought + +to be comprehended. There is, however, in all cases, great difficulty in this; and men not blinded + +by enthusiasm must be sensible that in a federal government, which is a composition of societies + +whose ideas and institutions in relation to the matter materially vary from each other, that + +difficulty must be not a little augmented. For my own part, at every new view I take of the subject, + +I become more convinced of the reality of the obstacles which, we are authoritatively informed, + +prevented the insertion of a provision on this head in the plan of the convention. +The great difference between the limits of the jury trial in different States is not generally + +understood; and as it must have considerable influence on the sentence we ought to pass upon the + +omission complained of in regard to this point, an explanation of it is necessary. In this State, + +our judicial establishments resemble, more nearly than in any other, those of Great Britain. We have + +courts of common law, courts of probates (analogous in certain matters to the spiritual courts in + +England), a court of admiralty and a court of chancery. In the courts of common law only, the trial + +by jury prevails, and this with some exceptions. In all the others a single judge presides, and + +proceeds in general either according to the course of the canon or civil law, without the aid of a + +jury.(1) In New Jersey, there is a court of chancery which proceeds like ours, but neither courts of + +admiralty nor of probates, in the sense in which these last are established with us. In that State + +the courts of common law have the cognizance of those causes which with us are determinable in the + +courts of admiralty and of probates, and of course the jury trial is more extensive in New Jersey + +than in New York. In Pennsylvania, this is perhaps still more the case, for there is no court of + +chancery in that State, and its common-law courts have equity jurisdiction. It has a court of + +admiralty, but none of probates, at least on the plan of ours. Delaware has in these respects + +imitated Pennsylvania. Maryland approaches more nearly to New York, as does also Virginia, except + +that the latter has a plurality of chancellors. North Carolina bears most affinity to Pennsylvania; + +South Carolina to Virginia. I believe, however, that in some of those States which have distinct + +courts of admiralty, the causes depending in them are triable by juries. In Georgia there are none + +but common-law courts, and an appeal of course lies from the verdict of one jury to another, which + +is called a special jury, and for which a particular mode of appointment is marked out. In + +Connecticut, they have no distinct courts either of chancery or of admiralty, and their courts of + +probates have no jurisdiction of causes. Their common-law courts have admiralty and, to a certain + +extent, equity jurisdiction. In cases of importance, their General Assembly is the only court of + +chancery. In Connecticut, therefore, the trial by jury extends in practice further than in any other + +State yet mentioned. Rhode Island is, I believe, in this particular, pretty much in the situation of + +Connecticut. Massachusetts and New Hampshire, in regard to the blending of law, equity, and + +admiralty jurisdictions, are in a similar predicament. In the four Eastern States, the trial by jury + +not only stands upon a broader foundation than in the other States, but it is attended with a + +peculiarity unknown, in its full extent, to any of them. There is an appeal of course from one jury + +to another, till there have been two verdicts out of three on one side. +From this sketch it appears that there is a material diversity, as well in the modification as in + +the extent of the institution of trial by jury in civil cases, in the several States; and from this + +fact these obvious reflections flow: first, that no general rule could have been fixed upon by the + +convention which would have corresponded with the circumstances of all the States; and secondly, + +that more or at least as much might have been hazarded by taking the system of any one State for a + +standard, as by omitting a provision altogether and leaving the matter, as has been done, to + +legislative regulation. +The propositions which have been made for supplying the omission have rather served to illustrate + +than to obviate the difficulty of the thing. The minority of Pennsylvania have proposed this mode of + +expression for the purpose—"Trial by jury shall be as heretofore"—and this I maintain would be + +senseless and nugatory. The United States, in their united or collective capacity, are the OBJECT to + +which all general provisions in the Constitution must necessarily be construed to refer. Now it is + +evident that though trial by jury, with various limitations, is known in each State individually, + +yet in the United States, as such, it is at this time altogether unknown, because the present + +federal government has no judiciary power whatever; and consequently there is no proper antecedent + +or previous establishment to which the term heretofore could relate. It would therefore be destitute + +of a precise meaning, and inoperative from its uncertainty. +As, on the one hand, the form of the provision would not fulfil the intent of its proposers, so, on + +the other, if I apprehend that intent rightly, it would be in itself inexpedient. I presume it to + +be, that causes in the federal courts should be tried by jury, if, in the State where the courts + +sat, that mode of trial would obtain in a similar case in the State courts; that is to say, + +admiralty causes should be tried in Connecticut by a jury, in New York without one. The capricious + +operation of so dissimilar a method of trial in the same cases, under the same government, is of + +itself sufficient to indispose every wellregulated judgment towards it. Whether the cause should be + +tried with or without a jury, would depend, in a great number of cases, on the accidental situation + +of the court and parties. +But this is not, in my estimation, the greatest objection. I feel a deep and deliberate conviction + +that there are many cases in which the trial by jury is an ineligible one. I think it so + +particularly in cases which concern the public peace with foreign nations—that is, in most cases + +where the question turns wholly on the laws of nations. Of this nature, among others, are all prize + +causes. Juries cannot be supposed competent to investigations that require a thorough knowledge of + +the laws and usages of nations; and they will sometimes be under the influence of impressions which + +will not suffer them to pay sufficient regard to those considerations of public policy which ought + +to guide their inquiries. There would of course be always danger that the rights of other nations + +might be infringed by their decisions, so as to afford occasions of reprisal and war. Though the + +proper province of juries be to determine matters of fact, yet in most cases legal consequences are + +complicated with fact in such a manner as to render a separation impracticable. +It will add great weight to this remark, in relation to prize causes, to mention that the method of + +determining them has been thought worthy of particular regulation in various treaties between + +different powers of Europe, and that, pursuant to such treaties, they are determinable in Great + +Britain, in the last resort, before the king himself, in his privy council, where the fact, as well + +as the law, undergoes a re-examination. This alone demonstrates the impolicy of inserting a + +fundamental provision in the Constitution which would make the State systems a standard for the + +national government in the article under consideration, and the danger of encumbering the government + +with any constitutional provisions the propriety of which is not indisputable. +My convictions are equally strong that great advantages result from the separation of the equity + +from the law jurisdiction, and that the causes which belong to the former would be improperly + +committed to juries. The great and primary use of a court of equity is to give relief in + +extraordinary cases, which are exceptions(2) to general rules. To unite the jurisdiction of such + +cases with the ordinary jurisdiction, must have a tendency to unsettle the general rules, and to + +subject every case that arises to a special determination; while a separation of the one from the + +other has the contrary effect of rendering one a sentinel over the other, and of keeping each within + +the expedient limits. Besides this, the circumstances that constitute cases proper for courts of + +equity are in many instances so nice and intricate, that they are incompatible with the genius of + +trials by jury. They require often such long, deliberate, and critical investigation as would be + +impracticable to men called from their occupations, and obliged to decide before they were permitted + +to return to them. The simplicity and expedition which form the distinguishing characters of this + +mode of trial require that the matter to be decided should be reduced to some single and obvious + +point; while the litigations usual in chancery frequently comprehend a long train of minute and + +independent particulars. +It is true that the separation of the equity from the legal jurisdiction is peculiar to the English + +system of jurisprudence: which is the model that has been followed in several of the States. But it + +is equally true that the trial by jury has been unknown in every case in which they have been + +united. And the separation is essential to the preservation of that institution in its pristine + +purity. The nature of a court of equity will readily permit the extension of its jurisdiction to + +matters of law; but it is not a little to be suspected, that the attempt to extend the jurisdiction + +of the courts of law to matters of equity will not only be unproductive of the advantages which may + +be derived from courts of chancery, on the plan upon which they are established in this State, but + +will tend gradually to change the nature of the courts of law, and to undermine the trial by jury, + +by introducing questions too complicated for a decision in that mode. +These appeared to be conclusive reasons against incorporating the systems of all the States, in the + +formation of the national judiciary, according to what may be conjectured to have been the attempt + +of the Pennsylvania minority. Let us now examine how far the proposition of Massachusetts is + +calculated to remedy the supposed defect. +It is in this form: "In civil actions between citizens of different States, every issue of fact, + +arising in actions at common law, may be tried by a jury if the parties, or either of them request + +it." +This, at best, is a proposition confined to one description of causes; and the inference is fair, + +either that the Massachusetts convention considered that as the only class of federal causes, in + +which the trial by jury would be proper; or that if desirous of a more extensive provision, they + +found it impracticable to devise one which would properly answer the end. If the first, the omission + +of a regulation respecting so partial an object can never be considered as a material imperfection + +in the system. If the last, it affords a strong corroboration of the extreme difficulty of the + +thing. +But this is not all: if we advert to the observations already made respecting the courts that + +subsist in the several States of the Union, and the different powers exercised by them, it will + +appear that there are no expressions more vague and indeterminate than those which have been + +employed to characterize that species of causes which it is intended shall be entitled to a trial by + +jury. In this State, the boundaries between actions at common law and actions of equitable + +jurisdiction, are ascertained in conformity to the rules which prevail in England upon that subject. + +In many of the other States the boundaries are less precise. In some of them every cause is to be + +tried in a court of common law, and upon that foundation every action may be considered as an action + +at common law, to be determined by a jury, if the parties, or either of them, choose it. Hence the + +same irregularity and confusion would be introduced by a compliance with this proposition, that I + +have already noticed as resulting from the regulation proposed by the Pennsylvania minority. In one + +State a cause would receive its determination from a jury, if the parties, or either of them, + +requested it; but in another State, a cause exactly similar to the other, must be decided without + +the intervention of a jury, because the State judicatories varied as to common-law jurisdiction. +It is obvious, therefore, that the Massachusetts proposition, upon this subject cannot operate as a + +general regulation, until some uniform plan, with respect to the limits of common-law and equitable + +jurisdictions, shall be adopted by the different States. To devise a plan of that kind is a task + +arduous in itself, and which it would require much time and reflection to mature. It would be + +extremely difficult, if not impossible, to suggest any general regulation that would be acceptable + +to all the States in the Union, or that would perfectly quadrate with the several State + +institutions. +It may be asked, Why could not a reference have been made to the constitution of this State, taking + +that, which is allowed by me to be a good one, as a standard for the United States? I answer that it + +is not very probable the other States would entertain the same opinion of our institutions as we do + +ourselves. It is natural to suppose that they are hitherto more attached to their own, and that each + +would struggle for the preference. If the plan of taking one State as a model for the whole had been + +thought of in the convention, it is to be presumed that the adoption of it in that body would have + +been rendered difficult by the predilection of each representation in favor of its own government; + +and it must be uncertain which of the States would have been taken as the model. It has been shown + +that many of them would be improper ones. And I leave it to conjecture, whether, under all + +circumstances, it is most likely that New York, or some other State, would have been preferred. But + +admit that a judicious selection could have been effected in the convention, still there would have + +been great danger of jealousy and disgust in the other States, at the partiality which had been + +shown to the institutions of one. The enemies of the plan would have been furnished with a fine + +pretext for raising a host of local prejudices against it, which perhaps might have hazarded, in no + +inconsiderable degree, its final establishment. +To avoid the embarrassments of a definition of the cases which the trial by jury ought to embrace, + +it is sometimes suggested by men of enthusiastic tempers, that a provision might have been inserted + +for establishing it in all cases whatsoever. For this I believe, no precedent is to be found in any + +member of the Union; and the considerations which have been stated in discussing the proposition of + +the minority of Pennsylvania, must satisfy every sober mind that the establishment of the trial by + +jury in all cases would have been an unpardonable error in the plan. +In short, the more it is considered the more arduous will appear the task of fashioning a provision + +in such a form as not to express too little to answer the purpose, or too much to be advisable; or + +which might not have opened other sources of opposition to the great and essential object of + +introducing a firm national government. +I cannot but persuade myself, on the other hand, that the different lights in which the subject has + +been placed in the course of these observations, will go far towards removing in candid minds the + +apprehensions they may have entertained on the point. They have tended to show that the security of + +liberty is materially concerned only in the trial by jury in criminal cases, which is provided for + +in the most ample manner in the plan of the convention; that even in far the greatest proportion of + +civil cases, and those in which the great body of the community is interested, that mode of trial + +will remain in its full force, as established in the State constitutions, untouched and unaffected + +by the plan of the convention; that it is in no case abolished(3) by that plan; and that there are + +great if not insurmountable difficulties in the way of making any precise and proper provision for + +it in a Constitution for the United States. +The best judges of the matter will be the least anxious for a constitutional establishment of the + +trial by jury in civil cases, and will be the most ready to admit that the changes which are + +continually happening in the affairs of society may render a different mode of determining questions + +of property preferable in many cases in which that mode of trial now prevails. For my part, I + +acknowledge myself to be convinced that even in this State it might be advantageously extended to + +some cases to which it does not at present apply, and might as advantageously be abridged in others. + +It is conceded by all reasonable men that it ought not to obtain in all cases. The examples of + +innovations which contract its ancient limits, as well in these States as in Great Britain, afford a + +strong presumption that its former extent has been found inconvenient, and give room to suppose that + +future experience may discover the propriety and utility of other exceptions. I suspect it to be + +impossible in the nature of the thing to fix the salutary point at which the operation of the + +institution ought to stop, and this is with me a strong argument for leaving the matter to the + +discretion of the legislature. +This is now clearly understood to be the case in Great Britain, and it is equally so in the State of + +Connecticut; and yet it may be safely affirmed that more numerous encroachments have been made upon + +the trial by jury in this State since the Revolution, though provided for by a positive article of + +our constitution, than has happened in the same time either in Connecticut or Great Britain. It may + +be added that these encroachments have generally originated with the men who endeavor to persuade + +the people they are the warmest defenders of popular liberty, but who have rarely suffered + +constitutional obstacles to arrest them in a favorite career. The truth is that the general GENIUS + +of a government is all that can be substantially relied upon for permanent effects. Particular + +provisions, though not altogether useless, have far less virtue and efficacy than are commonly + +ascribed to them; and the want of them will never be, with men of sound discernment, a decisive + +objection to any plan which exhibits the leading characters of a good government. +It certainly sounds not a little harsh and extraordinary to affirm that there is no security for + +liberty in a Constitution which expressly establishes the trial by jury in criminal cases, because + +it does not do it in civil also; while it is a notorious fact that Connecticut, which has been + +always regarded as the most popular State in the Union, can boast of no constitutional provision for + +either. +PUBLIUS +1. It has been erroneously insinuated with regard to the court of chancery, that this court + +generally tries disputed facts by a jury. The truth is, that references to a jury in that court + +rarely happen, and are in no case necessary but where the validity of a devise of land comes into + +question. +2. It is true that the principles by which that relief is governed are now reduced to a regular + +system; but it is not the less true that they are in the main applicable to SPECIAL circumstances, + +which form exceptions to general rules. +3. Vide No. 81, in which the supposition of its being abolished by the appellate jurisdiction in + +matters of fact being vested in the Supreme Court, is examined and refuted. + + + + +FEDERALIST No. 84. Certain General and Miscellaneous Objections to the Constitution Considered and + +Answered. + +From McLEAN's Edition, New York. Wednesday, May 28, 1788 + +HAMILTON +To the People of the State of New York: +IN THE course of the foregoing review of the Constitution, I have taken notice of, and endeavored to + +answer most of the objections which have appeared against it. There, however, remain a few which + +either did not fall naturally under any particular head or were forgotten in their proper places. + +These shall now be discussed; but as the subject has been drawn into great length, I shall so far + +consult brevity as to comprise all my observations on these miscellaneous points in a single paper. +The most considerable of the remaining objections is that the plan of the convention contains no + +bill of rights. Among other answers given to this, it has been upon different occasions remarked + +that the constitutions of several of the States are in a similar predicament. I add that New York is + +of the number. And yet the opposers of the new system, in this State, who profess an unlimited + +admiration for its constitution, are among the most intemperate partisans of a bill of rights. To + +justify their zeal in this matter, they allege two things: one is that, though the constitution of + +New York has no bill of rights prefixed to it, yet it contains, in the body of it, various + +provisions in favor of particular privileges and rights, which, in substance amount to the same + +thing; the other is, that the Constitution adopts, in their full extent, the common and statute law + +of Great Britain, by which many other rights, not expressed in it, are equally secured. +To the first I answer, that the Constitution proposed by the convention contains, as well as the + +constitution of this State, a number of such provisions. +Independent of those which relate to the structure of the government, we find the following: Article + +1, section 3, clause 7—"Judgment in cases of impeachment shall not extend further than to removal + +from office, and disqualification to hold and enjoy any office of honor, trust, or profit under the + +United States; but the party convicted shall, nevertheless, be liable and subject to indictment, + +trial, judgment, and punishment according to law." Section 9, of the same article, clause 2—"The + +privilege of the writ of habeas corpus shall not be suspended, unless when in cases of rebellion or + +invasion the public safety may require it." Clause 3—"No bill of attainder or ex-post-facto law + +shall be passed." Clause 7—"No title of nobility shall be granted by the United States; and no + +person holding any office of profit or trust under them, shall, without the consent of the Congress, + +accept of any present, emolument, office, or title of any kind whatever, from any king, prince, or + +foreign state." Article 3, section 2, clause 3—"The trial of all crimes, except in cases of + +impeachment, shall be by jury; and such trial shall be held in the State where the said crimes shall + +have been committed; but when not committed within any State, the trial shall be at such place or + +places as the Congress may by law have directed." Section 3, of the same article—"Treason against + +the United States shall consist only in levying war against them, or in adhering to their enemies, + +giving them aid and comfort. No person shall be convicted of treason, unless on the testimony of two + +witnesses to the same overt act, or on confession in open court." And clause 3, of the same section + +—"The Congress shall have power to declare the punishment of treason; but no attainder of treason + +shall work corruption of blood, or forfeiture, except during the life of the person attainted." +It may well be a question, whether these are not, upon the whole, of equal importance with any which + +are to be found in the constitution of this State. The establishment of the writ of habeas corpus, + +the prohibition of ex post facto laws, and of TITLES OF NOBILITY, to which we have no corresponding + +provision in our Constitution, are perhaps greater securities to liberty and republicanism than any + +it contains. The creation of crimes after the commission of the fact, or, in other words, the + +subjecting of men to punishment for things which, when they were done, were breaches of no law, and + +the practice of arbitrary imprisonments, have been, in all ages, the favorite and most formidable + +instruments of tyranny. The observations of the judicious Blackstone,(1) in reference to the latter, + +are well worthy of recital: "To bereave a man of life, (says he) or by violence to confiscate his + +estate, without accusation or trial, would be so gross and notorious an act of despotism, as must at + +once convey the alarm of tyranny throughout the whole nation; but confinement of the person, by + +secretly hurrying him to jail, where his sufferings are unknown or forgotten, is a less public, a + +less striking, and therefore a more dangerous engine of arbitrary government." And as a remedy for + +this fatal evil he is everywhere peculiarly emphatical in his encomiums on the habeas corpus act, + +which in one place he calls "the BULWARK of the British Constitution."(2) +Nothing need be said to illustrate the importance of the prohibition of titles of nobility. This may + +truly be denominated the corner-stone of republican government; for so long as they are excluded, + +there can never be serious danger that the government will be any other than that of the people. +To the second that is, to the pretended establishment of the common and state law by the + +Constitution, I answer, that they are expressly made subject "to such alterations and provisions as + +the legislature shall from time to time make concerning the same." They are therefore at any moment + +liable to repeal by the ordinary legislative power, and of course have no constitutional sanction. + +The only use of the declaration was to recognize the ancient law and to remove doubts which might + +have been occasioned by the Revolution. This consequently can be considered as no part of a + +declaration of rights, which under our constitutions must be intended as limitations of the power of + +the government itself. +It has been several times truly remarked that bills of rights are, in their origin, stipulations + +between kings and their subjects, abridgements of prerogative in favor of privilege, reservations of + +rights not surrendered to the prince. Such was MAGNA CHARTA, obtained by the barons, sword in hand, + +from King John. Such were the subsequent confirmations of that charter by succeeding princes. Such + +was the Petition of Right assented to by Charles I., in the beginning of his reign. Such, also, was + +the Declaration of Right presented by the Lords and Commons to the Prince of Orange in 1688, and + +afterwards thrown into the form of an act of parliament called the Bill of Rights. It is evident, + +therefore, that, according to their primitive signification, they have no application to + +constitutions professedly founded upon the power of the people, and executed by their immediate + +representatives and servants. Here, in strictness, the people surrender nothing; and as they retain + +every thing they have no need of particular reservations. "WE, THE PEOPLE of the United States, to + +secure the blessings of liberty to ourselves and our posterity, do ordain and establish this + +Constitution for the United States of America." Here is a better recognition of popular rights, than + +volumes of those aphorisms which make the principal figure in several of our State bills of rights, + +and which would sound much better in a treatise of ethics than in a constitution of government. +But a minute detail of particular rights is certainly far less applicable to a Constitution like + +that under consideration, which is merely intended to regulate the general political interests of + +the nation, than to a constitution which has the regulation of every species of personal and private + +concerns. If, therefore, the loud clamors against the plan of the convention, on this score, are + +well founded, no epithets of reprobation will be too strong for the constitution of this State. But + +the truth is, that both of them contain all which, in relation to their objects, is reasonably to be + +desired. +I go further, and affirm that bills of rights, in the sense and to the extent in which they are + +contended for, are not only unnecessary in the proposed Constitution, but would even be dangerous. + +They would contain various exceptions to powers not granted; and, on this very account, would afford + +a colorable pretext to claim more than were granted. For why declare that things shall not be done + +which there is no power to do? Why, for instance, should it be said that the liberty of the press + +shall not be restrained, when no power is given by which restrictions may be imposed? I will not + +contend that such a provision would confer a regulating power; but it is evident that it would + +furnish, to men disposed to usurp, a plausible pretense for claiming that power. They might urge + +with a semblance of reason, that the Constitution ought not to be charged with the absurdity of + +providing against the abuse of an authority which was not given, and that the provision against + +restraining the liberty of the press afforded a clear implication, that a power to prescribe proper + +regulations concerning it was intended to be vested in the national government. This may serve as a + +specimen of the numerous handles which would be given to the doctrine of constructive powers, by the + +indulgence of an injudicious zeal for bills of rights. +On the subject of the liberty of the press, as much as has been said, I cannot forbear adding a + +remark or two: in the first place, I observe, that there is not a syllable concerning it in the + +constitution of this State; in the next, I contend, that whatever has been said about it in that of + +any other State, amounts to nothing. What signifies a declaration, that "the liberty of the press + +shall be inviolably preserved"? What is the liberty of the press? Who can give it any definition + +which would not leave the utmost latitude for evasion? I hold it to be impracticable; and from this + +I infer, that its security, whatever fine declarations may be inserted in any constitution + +respecting it, must altogether depend on public opinion, and on the general spirit of the people and + +of the government.(3) And here, after all, as is intimated upon another occasion, must we seek for + +the only solid basis of all our rights. +There remains but one other view of this matter to conclude the point. The truth is, after all the + +declamations we have heard, that the Constitution is itself, in every rational sense, and to every + +useful purpose, A BILL OF RIGHTS. The several bills of rights in Great Britain form its + +Constitution, and conversely the constitution of each State is its bill of rights. And the proposed + +Constitution, if adopted, will be the bill of rights of the Union. Is it one object of a bill of + +rights to declare and specify the political privileges of the citizens in the structure and + +administration of the government? This is done in the most ample and precise manner in the plan of + +the convention; comprehending various precautions for the public security, which are not to be found + +in any of the State constitutions. Is another object of a bill of rights to define certain + +immunities and modes of proceeding, which are relative to personal and private concerns? This we + +have seen has also been attended to, in a variety of cases, in the same plan. Adverting therefore to + +the substantial meaning of a bill of rights, it is absurd to allege that it is not to be found in + +the work of the convention. It may be said that it does not go far enough, though it will not be + +easy to make this appear; but it can with no propriety be contended that there is no such thing. It + +certainly must be immaterial what mode is observed as to the order of declaring the rights of the + +citizens, if they are to be found in any part of the instrument which establishes the government. + +And hence it must be apparent, that much of what has been said on this subject rests merely on + +verbal and nominal distinctions, entirely foreign from the substance of the thing. +Another objection which has been made, and which, from the frequency of its repetition, it is to be + +presumed is relied on, is of this nature: "It is improper (say the objectors) to confer such large + +powers, as are proposed, upon the national government, because the seat of that government must of + +necessity be too remote from many of the States to admit of a proper knowledge on the part of the + +constituent, of the conduct of the representative body." This argument, if it proves any thing, + +proves that there ought to be no general government whatever. For the powers which, it seems to be + +agreed on all hands, ought to be vested in the Union, cannot be safely intrusted to a body which is + +not under every requisite control. But there are satisfactory reasons to show that the objection is + +in reality not well founded. There is in most of the arguments which relate to distance a palpable + +illusion of the imagination. What are the sources of information by which the people in Montgomery + +County must regulate their judgment of the conduct of their representatives in the State + +legislature? Of personal observation they can have no benefit. This is confined to the citizens on + +the spot. They must therefore depend on the information of intelligent men, in whom they confide; + +and how must these men obtain their information? Evidently from the complexion of public measures, + +from the public prints, from correspondences with their representatives, and with other persons who + +reside at the place of their deliberations. This does not apply to Montgomery County only, but to + +all the counties at any considerable distance from the seat of government. +It is equally evident that the same sources of information would be open to the people in relation + +to the conduct of their representatives in the general government, and the impediments to a prompt + +communication which distance may be supposed to create, will be overbalanced by the effects of the + +vigilance of the State governments. The executive and legislative bodies of each State will be so + +many sentinels over the persons employed in every department of the national administration; and as + +it will be in their power to adopt and pursue a regular and effectual system of intelligence, they + +can never be at a loss to know the behavior of those who represent their constituents in the + +national councils, and can readily communicate the same knowledge to the people. Their disposition + +to apprise the community of whatever may prejudice its interests from another quarter, may be relied + +upon, if it were only from the rivalship of power. And we may conclude with the fullest assurance + +that the people, through that channel, will be better informed of the conduct of their national + +representatives, than they can be by any means they now possess of that of their State + +representatives. +It ought also to be remembered that the citizens who inhabit the country at and near the seat of + +government will, in all questions that affect the general liberty and prosperity, have the same + +interest with those who are at a distance, and that they will stand ready to sound the alarm when + +necessary, and to point out the actors in any pernicious project. The public papers will be + +expeditious messengers of intelligence to the most remote inhabitants of the Union. +Among the many curious objections which have appeared against the proposed Constitution, the most + +extraordinary and the least colorable is derived from the want of some provision respecting the + +debts due to the United States. This has been represented as a tacit relinquishment of those debts, + +and as a wicked contrivance to screen public defaulters. The newspapers have teemed with the most + +inflammatory railings on this head; yet there is nothing clearer than that the suggestion is + +entirely void of foundation, the offspring of extreme ignorance or extreme dishonesty. In addition + +to the remarks I have made upon the subject in another place, I shall only observe that as it is a + +plain dictate of common-sense, so it is also an established doctrine of political law, that "States + +neither lose any of their rights, nor are discharged from any of their obligations, by a change in + +the form of their civil government."(4) +The last objection of any consequence, which I at present recollect, turns upon the article of + +expense. If it were even true, that the adoption of the proposed government would occasion a + +considerable increase of expense, it would be an objection that ought to have no weight against the + +plan. +The great bulk of the citizens of America are with reason convinced, that Union is the basis of + +their political happiness. Men of sense of all parties now, with few exceptions, agree that it + +cannot be preserved under the present system, nor without radical alterations; that new and + +extensive powers ought to be granted to the national head, and that these require a different + +organization of the federal government—a single body being an unsafe depositary of such ample + +authorities. In conceding all this, the question of expense must be given up; for it is impossible, + +with any degree of safety, to narrow the foundation upon which the system is to stand. The two + +branches of the legislature are, in the first instance, to consist of only sixty-five persons, which + +is the same number of which Congress, under the existing Confederation, may be composed. It is true + +that this number is intended to be increased; but this is to keep pace with the progress of the + +population and resources of the country. It is evident that a less number would, even in the first + +instance, have been unsafe, and that a continuance of the present number would, in a more advanced + +stage of population, be a very inadequate representation of the people. +Whence is the dreaded augmentation of expense to spring? One source indicated, is the multiplication + +of offices under the new government. Let us examine this a little. +It is evident that the principal departments of the administration under the present government, are + +the same which will be required under the new. There are now a Secretary of War, a Secretary of + +Foreign Affairs, a Secretary for Domestic Affairs, a Board of Treasury, consisting of three persons, + +a Treasurer, assistants, clerks, etc. These officers are indispensable under any system, and will + +suffice under the new as well as the old. As to ambassadors and other ministers and agents in + +foreign countries, the proposed Constitution can make no other difference than to render their + +characters, where they reside, more respectable, and their services more useful. As to persons to be + +employed in the collection of the revenues, it is unquestionably true that these will form a very + +considerable addition to the number of federal officers; but it will not follow that this will + +occasion an increase of public expense. It will be in most cases nothing more than an exchange of + +State for national officers. In the collection of all duties, for instance, the persons employed + +will be wholly of the latter description. The States individually will stand in no need of any for + +this purpose. What difference can it make in point of expense to pay officers of the customs + +appointed by the State or by the United States? There is no good reason to suppose that either the + +number or the salaries of the latter will be greater than those of the former. +Where then are we to seek for those additional articles of expense which are to swell the account to + +the enormous size that has been represented to us? The chief item which occurs to me respects the + +support of the judges of the United States. I do not add the President, because there is now a + +president of Congress, whose expenses may not be far, if any thing, short of those which will be + +incurred on account of the President of the United States. The support of the judges will clearly be + +an extra expense, but to what extent will depend on the particular plan which may be adopted in + +regard to this matter. But upon no reasonable plan can it amount to a sum which will be an object of + +material consequence. +Let us now see what there is to counterbalance any extra expense that may attend the establishment + +of the proposed government. The first thing which presents itself is that a great part of the + +business which now keeps Congress sitting through the year will be transacted by the President. Even + +the management of foreign negotiations will naturally devolve upon him, according to general + +principles concerted with the Senate, and subject to their final concurrence. Hence it is evident + +that a portion of the year will suffice for the session of both the Senate and the House of + +Representatives; we may suppose about a fourth for the latter and a third, or perhaps half, for the + +former. The extra business of treaties and appointments may give this extra occupation to the + +Senate. From this circumstance we may infer that, until the House of Representatives shall be + +increased greatly beyond its present number, there will be a considerable saving of expense from the + +difference between the constant session of the present and the temporary session of the future + +Congress. +But there is another circumstance of great importance in the view of economy. The business of the + +United States has hitherto occupied the State legislatures, as well as Congress. The latter has made + +requisitions which the former have had to provide for. Hence it has happened that the sessions of + +the State legislatures have been protracted greatly beyond what was necessary for the execution of + +the mere local business of the States. More than half their time has been frequently employed in + +matters which related to the United States. Now the members who compose the legislatures of the + +several States amount to two thousand and upwards, which number has hitherto performed what under + +the new system will be done in the first instance by sixty-five persons, and probably at no future + +period by above a fourth or fifth of that number. The Congress under the proposed government will do + +all the business of the United States themselves, without the intervention of the State + +legislatures, who thenceforth will have only to attend to the affairs of their particular States, + +and will not have to sit in any proportion as long as they have heretofore done. This difference in + +the time of the sessions of the State legislatures will be clear gain, and will alone form an + +article of saving, which may be regarded as an equivalent for any additional objects of expense that + +may be occasioned by the adoption of the new system. +The result from these observations is that the sources of additional expense from the establishment + +of the proposed Constitution are much fewer than may have been imagined; that they are + +counterbalanced by considerable objects of saving; and that while it is questionable on which side + +the scale will preponderate, it is certain that a government less expensive would be incompetent to + +the purposes of the Union. +PUBLIUS +1. Vide Blackstone's Commentaries, Vol. 1, p. 136. +2. Idem, Vol. 4, p. 438. +3. To show that there is a power in the Constitution by which the liberty of the press may be + +affected, recourse has been had to the power of taxation. It is said that duties may be laid upon + +the publications so high as to amount to a prohibition. I know not by what logic it could be + +maintained, that the declarations in the State constitutions, in favor of the freedom of the press, + +would be a constitutional impediment to the imposition of duties upon publications by the State + +legislatures. It cannot certainly be pretended that any degree of duties, however low, would be an + +abridgment of the liberty of the press. We know that newspapers are taxed in Great Britain, and yet + +it is notorious that the press nowhere enjoys greater liberty than in that country. And if duties of + +any kind may be laid without a violation of that liberty, it is evident that the extent must depend + +on legislative discretion, respecting the liberty of the press, will give it no greater security + +than it will have without them. The same invasions of it may be effected under the State + +constitutions which contain those declarations through the means of taxation, as under the proposed + +Constitution, which has nothing of the kind. It would be quite as significant to declare that + +government ought to be free, that taxes ought not to be excessive, etc., as that the liberty of the + +press ought not to be restrained. +4. Vide Rutherford's Institutes, Vol. 2, Book II, Chapter X, Sections XIV and XV. Vide also Grotius, + +Book II, Chapter IX, Sections VIII and IX. + + + + +FEDERALIST No. 85. Concluding Remarks + +From MCLEAN's Edition, New York. Wednesday, May 28, 1788 + +HAMILTON +To the People of the State of New York: +ACCORDING to the formal division of the subject of these papers, announced in my first number, there + +would appear still to remain for discussion two points: "the analogy of the proposed government to + +your own State constitution," and "the additional security which its adoption will afford to + +republican government, to liberty, and to property." But these heads have been so fully anticipated + +and exhausted in the progress of the work, that it would now scarcely be possible to do any thing + +more than repeat, in a more dilated form, what has been heretofore said, which the advanced stage of + +the question, and the time already spent upon it, conspire to forbid. +It is remarkable, that the resemblance of the plan of the convention to the act which organizes the + +government of this State holds, not less with regard to many of the supposed defects, than to the + +real excellences of the former. Among the pretended defects are the re-eligibility of the Executive, + +the want of a council, the omission of a formal bill of rights, the omission of a provision + +respecting the liberty of the press. These and several others which have been noted in the course of + +our inquiries are as much chargeable on the existing constitution of this State, as on the one + +proposed for the Union; and a man must have slender pretensions to consistency, who can rail at the + +latter for imperfections which he finds no difficulty in excusing in the former. Nor indeed can + +there be a better proof of the insincerity and affectation of some of the zealous adversaries of the + +plan of the convention among us, who profess to be the devoted admirers of the government under + +which they live, than the fury with which they have attacked that plan, for matters in regard to + +which our own constitution is equally or perhaps more vulnerable. +The additional securities to republican government, to liberty and to property, to be derived from + +the adoption of the plan under consideration, consist chiefly in the restraints which the + +preservation of the Union will impose on local factions and insurrections, and on the ambition of + +powerful individuals in single States, who may acquire credit and influence enough, from leaders and + +favorites, to become the despots of the people; in the diminution of the opportunities to foreign + +intrigue, which the dissolution of the Confederacy would invite and facilitate; in the prevention of + +extensive military establishments, which could not fail to grow out of wars between the States in a + +disunited situation; in the express guaranty of a republican form of government to each; in the + +absolute and universal exclusion of titles of nobility; and in the precautions against the + +repetition of those practices on the part of the State governments which have undermined the + +foundations of property and credit, have planted mutual distrust in the breasts of all classes of + +citizens, and have occasioned an almost universal prostration of morals. +Thus have I, fellow-citizens, executed the task I had assigned to myself; with what success, your + +conduct must determine. I trust at least you will admit that I have not failed in the assurance I + +gave you respecting the spirit with which my endeavors should be conducted. I have addressed myself + +purely to your judgments, and have studiously avoided those asperities which are too apt to disgrace + +political disputants of all parties, and which have been not a little provoked by the language and + +conduct of the opponents of the Constitution. The charge of a conspiracy against the liberties of + +the people, which has been indiscriminately brought against the advocates of the plan, has something + +in it too wanton and too malignant, not to excite the indignation of every man who feels in his own + +bosom a refutation of the calumny. The perpetual changes which have been rung upon the wealthy, the + +well-born, and the great, have been such as to inspire the disgust of all sensible men. And the + +unwarrantable concealments and misrepresentations which have been in various ways practiced to keep + +the truth from the public eye, have been of a nature to demand the reprobation of all honest men. It + +is not impossible that these circumstances may have occasionally betrayed me into intemperances of + +expression which I did not intend; it is certain that I have frequently felt a struggle between + +sensibility and moderation; and if the former has in some instances prevailed, it must be my excuse + +that it has been neither often nor much. +Let us now pause and ask ourselves whether, in the course of these papers, the proposed Constitution + +has not been satisfactorily vindicated from the aspersions thrown upon it; and whether it has not + +been shown to be worthy of the public approbation, and necessary to the public safety and + +prosperity. Every man is bound to answer these questions to himself, according to the best of his + +conscience and understanding, and to act agreeably to the genuine and sober dictates of his + +judgment. This is a duty from which nothing can give him a dispensation. 'T is one that he is called + +upon, nay, constrained by all the obligations that form the bands of society, to discharge sincerely + +and honestly. No partial motive, no particular interest, no pride of opinion, no temporary passion + +or prejudice, will justify to himself, to his country, or to his posterity, an improper election of + +the part he is to act. Let him beware of an obstinate adherence to party; let him reflect that the + +object upon which he is to decide is not a particular interest of the community, but the very + +existence of the nation; and let him remember that a majority of America has already given its + +sanction to the plan which he is to approve or reject. +I shall not dissemble that I feel an entire confidence in the arguments which recommend the proposed + +system to your adoption, and that I am unable to discern any real force in those by which it has + +been opposed. I am persuaded that it is the best which our political situation, habits, and opinions + +will admit, and superior to any the revolution has produced. +Concessions on the part of the friends of the plan, that it has not a claim to absolute perfection, + +have afforded matter of no small triumph to its enemies. "Why," say they, "should we adopt an + +imperfect thing? Why not amend it and make it perfect before it is irrevocably established?" This + +may be plausible enough, but it is only plausible. In the first place I remark, that the extent of + +these concessions has been greatly exaggerated. They have been stated as amounting to an admission + +that the plan is radically defective, and that without material alterations the rights and the + +interests of the community cannot be safely confided to it. This, as far as I have understood the + +meaning of those who make the concessions, is an entire perversion of their sense. No advocate of + +the measure can be found, who will not declare as his sentiment, that the system, though it may not + +be perfect in every part, is, upon the whole, a good one; is the best that the present views and + +circumstances of the country will permit; and is such an one as promises every species of security + +which a reasonable people can desire. +I answer in the next place, that I should esteem it the extreme of imprudence to prolong the + +precarious state of our national affairs, and to expose the Union to the jeopardy of successive + +experiments, in the chimerical pursuit of a perfect plan. I never expect to see a perfect work from + +imperfect man. The result of the deliberations of all collective bodies must necessarily be a + +compound, as well of the errors and prejudices, as of the good sense and wisdom, of the individuals + +of whom they are composed. The compacts which are to embrace thirteen distinct States in a common + +bond of amity and union, must as necessarily be a compromise of as many dissimilar interests and + +inclinations. How can perfection spring from such materials? +The reasons assigned in an excellent little pamphlet lately published in this city,(1) are + +unanswerable to show the utter improbability of assembling a new convention, under circumstances in + +any degree so favorable to a happy issue, as those in which the late convention met, deliberated, + +and concluded. I will not repeat the arguments there used, as I presume the production itself has + +had an extensive circulation. It is certainly well worthy the perusal of every friend to his + +country. There is, however, one point of light in which the subject of amendments still remains to + +be considered, and in which it has not yet been exhibited to public view. I cannot resolve to + +conclude without first taking a survey of it in this aspect. +It appears to me susceptible of absolute demonstration, that it will be far more easy to obtain + +subsequent than previous amendments to the Constitution. The moment an alteration is made in the + +present plan, it becomes, to the purpose of adoption, a new one, and must undergo a new decision of + +each State. To its complete establishment throughout the Union, it will therefore require the + +concurrence of thirteen States. If, on the contrary, the Constitution proposed should once be + +ratified by all the States as it stands, alterations in it may at any time be effected by nine + +States. Here, then, the chances are as thirteen to nine(2) in favor of subsequent amendment, rather + +than of the original adoption of an entire system. +This is not all. Every Constitution for the United States must inevitably consist of a great variety + +of particulars, in which thirteen independent States are to be accommodated in their interests or + +opinions of interest. We may of course expect to see, in any body of men charged with its original + +formation, very different combinations of the parts upon different points. Many of those who form a + +majority on one question, may become the minority on a second, and an association dissimilar to + +either may constitute the majority on a third. Hence the necessity of moulding and arranging all the + +particulars which are to compose the whole, in such a manner as to satisfy all the parties to the + +compact; and hence, also, an immense multiplication of difficulties and casualties in obtaining the + +collective assent to a final act. The degree of that multiplication must evidently be in a ratio to + +the number of particulars and the number of parties. +But every amendment to the Constitution, if once established, would be a single proposition, and + +might be brought forward singly. There would then be no necessity for management or compromise, in + +relation to any other point—no giving nor taking. The will of the requisite number would at once + +bring the matter to a decisive issue. And consequently, whenever nine, or rather ten States, were + +united in the desire of a particular amendment, that amendment must infallibly take place. There + +can, therefore, be no comparison between the facility of affecting an amendment, and that of + +establishing in the first instance a complete Constitution. +In opposition to the probability of subsequent amendments, it has been urged that the persons + +delegated to the administration of the national government will always be disinclined to yield up + +any portion of the authority of which they were once possessed. For my own part I acknowledge a + +thorough conviction that any amendments which may, upon mature consideration, be thought useful, + +will be applicable to the organization of the government, not to the mass of its powers; and on this + +account alone, I think there is no weight in the observation just stated. I also think there is + +little weight in it on another account. The intrinsic difficulty of governing THIRTEEN STATES at any + +rate, independent of calculations upon an ordinary degree of public spirit and integrity, will, in + +my opinion constantly impose on the national rulers the necessity of a spirit of accommodation to + +the reasonable expectations of their constituents. But there is yet a further consideration, which + +proves beyond the possibility of a doubt, that the observation is futile. It is this that the + +national rulers, whenever nine States concur, will have no option upon the subject. By the fifth + +article of the plan, the Congress will be obliged "on the application of the legislatures of two + +thirds of the States (which at present amount to nine), to call a convention for proposing + +amendments, which shall be valid, to all intents and purposes, as part of the Constitution, when + +ratified by the legislatures of three fourths of the States, or by conventions in three fourths + +thereof." The words of this article are peremptory. The Congress "shall call a convention." Nothing + +in this particular is left to the discretion of that body. And of consequence, all the declamation + +about the disinclination to a change vanishes in air. Nor however difficult it may be supposed to + +unite two thirds or three fourths of the State legislatures, in amendments which may affect local + +interests, can there be any room to apprehend any such difficulty in a union on points which are + +merely relative to the general liberty or security of the people. We may safely rely on the + +disposition of the State legislatures to erect barriers against the encroachments of the national + +authority. +If the foregoing argument is a fallacy, certain it is that I am myself deceived by it, for it is, in + +my conception, one of those rare instances in which a political truth can be brought to the test of + +a mathematical demonstration. Those who see the matter in the same light with me, however zealous + +they may be for amendments, must agree in the propriety of a previous adoption, as the most direct + +road to their own object. +The zeal for attempts to amend, prior to the establishment of the Constitution, must abate in every + +man who is ready to accede to the truth of the following observations of a writer equally solid and + +ingenious: "To balance a large state or society (says he), whether monarchical or republican, on + +general laws, is a work of so great difficulty, that no human genius, however comprehensive, is + +able, by the mere dint of reason and reflection, to effect it. The judgments of many must unite in + +the work; EXPERIENCE must guide their labor; TIME must bring it to perfection, and the FEELING of + +inconveniences must correct the mistakes which they inevitably fall into in their first trials and + +experiments."(3) These judicious reflections contain a lesson of moderation to all the sincere + +lovers of the Union, and ought to put them upon their guard against hazarding anarchy, civil war, a + +perpetual alienation of the States from each other, and perhaps the military despotism of a + +victorious demagogue, in the pursuit of what they are not likely to obtain, but from TIME and + +EXPERIENCE. It may be in me a defect of political fortitude, but I acknowledge that I cannot + +entertain an equal tranquillity with those who affect to treat the dangers of a longer continuance + +in our present situation as imaginary. A NATION, without a NATIONAL GOVERNMENT, is, in my view, an + +awful spectacle. The establishment of a Constitution, in time of profound peace, by the voluntary + +consent of a whole people, is a PRODIGY, to the completion of which I look forward with trembling + +anxiety. I can reconcile it to no rules of prudence to let go the hold we now have, in so arduous an + +enterprise, upon seven out of the thirteen States, and after having passed over so considerable a + +part of the ground, to recommence the course. I dread the more the consequences of new attempts, + +because I know that POWERFUL INDIVIDUALS, in this and in other States, are enemies to a general + +national government in every possible shape. \ No newline at end of file diff --git a/Solution1.ipynb b/Solution1.ipynb index 966073f..7878bc8 100644 --- a/Solution1.ipynb +++ b/Solution1.ipynb @@ -1,3354 +1,3380 @@ { - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Written text as operational data\n", - "\n", - "Written text is one type of data\n", - "\n", - "### Why people write?\n", - "\n", - " - To communicate: their thoughts, feelings, urgency, needs, information\n", - "\n", - "### Why people communicate?\n", - "\n", - "1. To express emotions\n", - "1. To share information\n", - "1. To enable or elicit an action\n", - "1. ...\n", - "\n", - "### We will use written text for the purpose other than \n", - "1. To experience emotion\n", - "1. To learn something the author intended us to learn\n", - "1. To do what the author intended us to do\n", - "\n", - "### Instead, we will use written text to recognize who wrote it\n", - " - By calculating and comparing word frequencies in written documents" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Example 1. Dictionaries in python (associative arrays)\n", - "\n", - "Plot the frequency distribution of words on a web page." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import requests, re\n", - "# re is a module for regular expressions: to detect various combinations of characters\n", - "import operator\n", - "\n", - "# Start from a simple document\n", - "r = requests .get('http://eecs.utk.edu')\n", - "\n", - "# What comes back includes headers and other HTTP stuff, get just the body of the response\n", - "t = r.text\n", - "\n", - "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n", - "wds = re.split('\\s+',t)\n", - "\n", - "# now populate a dictionary (wf)\n", - "wf = {}\n", - "for w in wds:\n", - " if w in wf: wf [w] = wf [w] + 1\n", - " else: wf[w] = 1\n", - "\n", - "# dictionaries can not be sorted, so lets get a sorted *list* \n", - "wfs = sorted (wf .iteritems(), key = operator .itemgetter (1), reverse=True) \n", - "\n", - "# lets just have no more than 15 words \n", - "ml = min(len(wfs),15)\n", - "for i in range(1,ml,1):\n", - " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) " - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\t32\n", - "of\t32\n", - "the\t22\n", - "and\t20\n", - "\t16\n", - "Computer\t16\n", - "Engineering\t15\n", - "=\t14\n", - "\t14\n", - "in\t12\n", - "a\t11\n", - "var\t11\n" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Example 2\n", - "\n", - "Lots of markup in the output, lets remove it --- \n", - "\n", - "use BeautifulSoup and nltk modules and practice some regular expressions." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import requests, re, nltk\n", - "from BeautifulSoup import BeautifulStoneSoup\n", - "from nltk import clean_html\n", - "from collections import Counter\n", - "import operator\n", - "import pymongo, json\n", - "\n", - "# we may not care about the usage of stop words\n", - "nltk .download ('stopwords')\n", - "#stop_words = nltk.corpus.stopwords.words('english') + [\n", - "# 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", - "# '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", - "\n", - "#enhanced by rjlusk10\n", - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", - "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must']\n", - "\n", - "\n", - "# We most likely would like to remove html markup\n", - "def cleanHtml (html):\n", - " return BeautifulStoneSoup(clean_html(html),\n", - " convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", - "\n", - "# We also want to remove special characters, quotes, etc. from each word\n", - "def cleanWord (w):\n", - " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", - " # but we need to escape ' with \\'\n", - " # any character between the brackets [] is to be removed \n", - " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", - " \n", - "def saveUrl (URL):\n", - " client = pymongo.MongoClient(host=\"localhost\",port=37017)\n", - " # Get a reference to a particular database\n", - " db = client['Assignment1']\n", - " # Reference a particular collection in the database\n", - " coll = db['texts']\n", - " check = coll.find_one({'url':URL})\n", - " if check == None:\n", - " r = requests .get(URL)\n", - " check = { 'url' : URL, 'text': json.JSONEncoder ().encode (r.text) }\n", - " coll.insert( check )\n", - " #Unjsonify\n", - " return json.JSONDecoder ().decode (check['text'])\n", - " \n", - "# define a function to get text/clean/calculate frequency\n", - "def get_wf (URL):\n", - " # first get the web page\n", - " txt = saveUrl (URL)\n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (txt) .lower()\n", - " \n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split('\\s+',t)\n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None)\n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " \n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - "\n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 1:ml ] [::-1], tw)\n", - " \n", - "# Now populate two lists \n", - "(wf_ee, tw_ee) = get_wf('http://eecs.utk.edu')\n", - "(wf_bu, tw_bu) = get_wf('http://bus.utk.edu')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[nltk_data] Downloading package 'stopwords' to\n", - "[nltk_data] /home/audris/nltk_data...\n", - "[nltk_data] Package stopwords is already up-to-date!\n" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Plot the results: are there striking differences in language?\n", - "import numpy as np\n", - "import pylab\n", - "import matplotlib.pyplot as plt\n", - "\n", - "%matplotlib inline\n", - "def plotTwoLists (wf_ee, wf_bu, title):\n", - " f = plt.figure (figsize=(10, 6))\n", - " # this is painfully tedious....\n", - " f .suptitle (title, fontsize=20)\n", - " ax = f.add_subplot(111)\n", - " ax .spines ['top'] .set_color ('none')\n", - " ax .spines ['bottom'] .set_color ('none')\n", - " ax .spines ['left'] .set_color ('none')\n", - " ax .spines ['right'] .set_color ('none')\n", - " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", - "\n", - " # Create two subplots, this is the first one\n", - " ax1 = f .add_subplot (121)\n", - " plt .subplots_adjust (wspace=.5)\n", - "\n", - " pos = np .arange (len(wf_ee)+1) \n", - " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", - " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", - " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", - "\n", - " ax2 = f .add_subplot (122)\n", - " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", - " pos = np .arange (len(wf_bu)+1) \n", - " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", - " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", - "\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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r166hV69esLGxgZ2dHUaPHo1nz54BeHGZxcfHB/PmzYO1tTUqVaqEjRs3YvPm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\n+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- "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Assignment 1\n", - "\n", - "1. Compare word frequencies between two works of a single author.\n", - "1. Compare word frequencies between works of two authors.\n", - "1. Are there some words preferred by one author but used less frequently by another author?\n", - "\n", - "Extra credit\n", - "\n", - "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n", - "\n", - "Project Gutenberg is a good source of for fiction and non-fiction.\n", - "\n", - "E.g below are two most popular books from Project Gutenberg:\n", - "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n", - "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#Solution from djshouse" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Second solution" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Now populate two lists \n", - "(wf_par, tw_par) = get_wf('http://www.gutenberg.org/files/8799/8799-h/8799-h.htm')\n", - "(wf_hell, tw_hell) = get_wf('http://www.gutenberg.org/files/8789/8789-h/8789-h.htm')\n", - "print wf_par, tw_par, wf_hell, tw_hell\n", - "plotTwoLists (wf_par, wf_hell, 'Most Frequent Words From \"Paradise\" and \"Hell\"')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'shall', 72), (u'doth', 75), (u'whose', 77), (u'first', 83), (u'love', 86), (u'project', 87), (u'light', 92), (u'yet', 96), (u'hath', 97), (u'may', 97), (u'thus', 120), (u'thee', 132), (u'one', 134), (u'thy', 170)] 20277 [(u'hath', 63), (u'guide', 63), (u'shall', 64), (u'canto', 68), (u'enlarge', 75), (u'size', 77), (u'may', 78), (u'project', 87), (u'us', 91), (u'yet', 94), (u'thee', 131), (u'thy', 169), (u'one', 193), (u'thus', 198)] 21433\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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88+Lp6SnOzs5Su3ZtmTZtmmRkZDw05gfjr127ttr9Q0xMjEyYMCHHdzI5OVkG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- "text": [ - "" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Interpretation\n", - "As expected, virtually all of the words are the same between the two lists. The word \"full\" appears in the second list (\"Hell\"), and not in the first. Conversely, the word \"light\" appears in \"Paradise\" much more frequently than it does in \"Hell.\"\n", - "\n", - "### Part 2: Comparing two works from different authors: \"Moby Dick\" and \"The Adventures of Huckleberry Finn\"" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(wf_moby, tw_moby) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", - "(wf_huck, tw_huck) = get_wf('http://www.gutenberg.org/files/76/76-h/76-h.htm')\n", - "print wf_moby, tw_moby, wf_huck, tw_huck\n", - "plotTwoLists (wf_moby, wf_huck, 'Most Frequent Words From \"Moby Dick\" and \"Huck Finn\"')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'long', 310), (u'sea', 328), (u'yet', 334), (u'ship', 351), (u'though', 359), (u'ye', 369), (u'whales', 376), (u'ahab', 383), (u'man', 384), (u'would', 424), (u'old', 439), (u'upon', 567), (u'like', 569), (u'whale', 860)] 111800 [(u'time', 292), (u'went', 294), (u'could', 301), (u'jim', 316), (u'get', 333), (u'dont', 334), (u'didnt', 340), (u'one', 371), (u'come', 374), (u'would', 404), (u'well', 444), (u'see', 464), (u'said', 473), (u'says', 612)] 55532\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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kDgDmz5+PAwcOYN68edi/fz/at2+P7OxsbN++HZaWluJ9cqUREVq0aIH+/fvj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\nEcnj+PHj8PHxgUqlksoiIyNx+fJl+Pj4SIkdAHTq1Ak6nQ6nTp2qURt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- "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "I chose these two books because they were both written by American authors during roughly the same time period, and could both be considered adventure books. Noticably, though, only a few of the top 15 most common words match. This could be because the subject of the books is different, and that the authors came from different backgrounds and used different words.\n", - "\n", - "### Part 3:\n", - "\n", - "There are clearly some words that are more commonly used by one author than another. \"The Adventures of Huckleberry Finn\" includes the word \"says\" among the top 15, mostly because Mark Twain made frequent use of this word in grammatically incorrect ways to reflect the lack of education in his characters. Melville uses more formal words like \"upon\" and \"ye,\" which Twain does not.\n", - "\n", - "### Extra Credit:\n", - "\n", - "The word I will analyze is the word \"one.\" See the code below for the computation of binomial distributions for this word." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import decimal\n", - "\n", - "def get_wf1 (URL, word):\n", - " # first get the web page\n", - " txt = saveUrl(URL)\n", - " \n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (txt) .lower()\n", - " \n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split('\\s+',t)\n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None)\n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - "\n", - " #Return the count of the given word and the total words\n", - " decimal.getcontext().prec = 6\n", - " p = decimal.Decimal(wf[word]) / decimal.Decimal(tw)\n", - " n = decimal.Decimal(tw)\n", - " return (p, n)\n", - "\n", - "def binom_95_confint(URL, word, title):\n", - " p, n = get_wf1(URL, word)\n", - " high = p + (decimal.Decimal(1.96) * (p / n * (1 - p)) ** decimal.Decimal(0.5))\n", - " low = p - (decimal.Decimal(1.96) * (p / n * (1 - p)) ** decimal.Decimal(0.5))\n", - " print \"%s: P: %f, LB: %f, UB: %f\" % (title, p, low, high)\n", - "\n", - " \n", - "# Populate four lists \n", - "word = \"one\"\n", - "binom_95_confint('http://www.gutenberg.org/files/8799/8799-h/8799-h.htm', word, \"Paradise\")\n", - "binom_95_confint('http://www.gutenberg.org/files/8789/8789-h/8789-h.htm', word, \"Hell\")\n", - "binom_95_confint('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm', word, \"Moby Dick\")\n", - "binom_95_confint('http://www.gutenberg.org/files/76/76-h/76-h.htm', word, \"Huck Finn\")" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Paradise: P: 0.006608, LB: 0.005493, UB: 0.007724\n", - "Hell: P: 0.009005, LB: 0.007740, UB: 0.010270" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "Moby Dick: P: 0.007826, LB: 0.007310, UB: 0.008343" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "Huck Finn: P: 0.006681, LB: 0.006003, UB: 0.007358" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To perform this analysis, I modified the get_wf function from earlier and had it return instead the p and n values to be used in the binomial function. I then created a function binom_95_confint that calls get_wf and computes a 95% confidence interval based on the returned p and n values.\n", - "\n", - "The output above displays confidence intervals for the four different works analyzed in parts 1 and 2. P is the proportion of the word \"one\" relative to total words, LB is the lower bound of the 95% confidence interval, and UB is the upper bound of the interval (using a normal approximation).\n", - "\n", - "These results are exactly the opposite of what I expected. On the lists above showing \"Paradise\" and \"Hell,\" the word \"one\" occupies the second spot. It would seem, therefore, that the proportional use of this word would be similar for both works. The confidence intervals, however, do not overlap.\n", - "\n", - "Conversely, the word \"one\" is the most used word in \"Moby Dick,\" and is only the seventh most used word in \"Huck Finn.\" However, these confidence intervals overlap, indicating that the word is not necessarily more common to one author or the other." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Solution from ahota" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "local = False #Whether or not to use local copies\n", - "num_compare = 15 #How many words to display/compare\n", - "\n", - "#Function that returns a sorted list of the words in the page at 'URL'\n", - "def get_words(URL):\n", - " text = BeautifulStoneSoup(clean_html(saveUrl(URL)), convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", - " \n", - " #Separate out the words in the text\n", - " words = re.split('\\s+',text.lower())\n", - " \n", - " #Remove punctuation from words\n", - " for i in range(len(words)):\n", - " words[i] = re.sub(r'[.,\"\\.]', \"\", words[i]) #This isn't perfect\n", - " \n", - " #Get the frequency of each word\n", - " word_dict = Counter(words)\n", - " \n", - " #and remove stop words from it\n", - " for word in stop_words:\n", - " word_dict.pop(word, None)\n", - " \n", - " #Sort the list of words\n", - " result = sorted(word_dict.iteritems(), key = operator.itemgetter(1), reverse = True)\n", - " \n", - " #Return the words in the list in reverse order (for numpy)\n", - " return result\n", - "\n", - "%matplotlib inline\n", - "def plot_results(words1, words2, title):\n", - " \n", - " #Reverse order\n", - " words1 = words1[::-1]\n", - " words2 = words2[::-1]\n", - " \n", - " #Find the number of common words\n", - " common = 0\n", - " wc1 = [w[0] for w in words1]\n", - " wc2 = [w[0] for w in words2]\n", - " for word in wc1:\n", - " if word in wc2:\n", - " common = common + 1\n", - " \n", - " title = title + \"\\n- \" + str(common) + \" common words -\"\n", - " \n", - " fig = plt.figure(figsize = (10, 8))\n", - " fig.suptitle(title, fontsize = 20)\n", - " \n", - " ax = fig.add_subplot(111)\n", - " ax.spines['top'].set_color('none')\n", - " ax.spines['bottom'].set_color('none')\n", - " ax.spines['left'].set_color('none')\n", - " ax.spines['right'].set_color('none')\n", - " ax.tick_params(labelcolor = 'w', top = 'off', bottom = 'off', left = 'off', right = 'off', labelsize = 20)\n", - " \n", - " #Create the two plots\n", - " plot1 = fig.add_subplot(121)\n", - " plt.subplots_adjust(wspace = 0.5)\n", - " \n", - " pos = np.arange(len(words1) + 1) \n", - " plot1.tick_params(axis='both', which='major', labelsize=12)\n", - " pylab.yticks(pos, [ x[0] for x in words1 ])\n", - " plot1.barh(range(len(words1)), [ x[1] for x in words1 ], align='center')\n", - " \n", - " plot2 = fig.add_subplot(122)\n", - " plt.subplots_adjust(wspace = 0.5)\n", - " \n", - " pos = np.arange(len(words2) + 1) \n", - " plot2.tick_params(axis='both', which='major', labelsize=12)\n", - " pylab.yticks(pos, [ x[0] for x in words2 ])\n", - " plot2.barh(range(len(words2)), [ x[1] for x in words2 ], align='center')\n", - "\n", - "#The four books being used to compare authors:\n", - "# - The Adventures of Tom Sawyer - Mark Twain\n", - "# - Life on the Mississippi - Mark Twain\n", - "# - The Jungle - Upton Sinclair\n", - "# - Siddhartha - Hermann Hesse \n", - "\n", - "tom_sawyer = \"http://www.gutenberg.org/files/74/74-h/74-h.htm\"\n", - "mississippi = \"http://www.gutenberg.org/files/245/245-h/245-h.htm\"\n", - "jungle = \"http://www.gutenberg.org/files/140/140-h/140-h.htm\"\n", - "siddhartha = \"http://www.gutenberg.org/files/2500/2500-h/2500-h.htm\"\n", - "\n", - "#Grab the full list of words from each book\n", - "ts_words = get_words(tom_sawyer)\n", - "m_words = get_words(mississippi)\n", - "j_words = get_words(jungle)\n", - "s_words = get_words(siddhartha)\n", - "\n", - "#Get the total number of words overall from each book\n", - "ts_total = sum([w[1] for w in ts_words])\n", - "m_total = sum([w[1] for w in m_words])\n", - "j_total = sum([w[1] for w in j_words])\n", - "s_total = sum([w[1] for w in s_words])\n", - "\n", - "#Find each word's binomial distribution\n", - "ts_bdist = [ (w[0], w[1]/float(ts_total)) for w in ts_words ]\n", - "m_bdist = [ (w[0], w[1]/float(m_total)) for w in m_words ]\n", - "j_bdist = [ (w[0], w[1]/float(j_total)) for w in j_words ]\n", - "s_bdist = [ (w[0], w[1]/float(s_total)) for w in s_words ]\n", - "\n", - "#The above can be limited to [:num_compare] to reduce computation time\n", - "\n", - "title1 = \"Comparing the top \" + str(num_compare) + \" words in \\'The Adventures of Tom Sawyer\\' and \\'Life on the Mississippi\\'\"\n", - "plot_results( ts_words[:num_compare], m_words[:num_compare], title1 )\n", - "\n", - "title2 = \"Comparing the top \" + str(num_compare) + \" words in \\'The Jungle\\' and \\'Siddhartha\\'\"\n", - "plot_results( j_words[:num_compare], s_words[:num_compare], title2 )\n", - "\n", - "\n", - "print \"Word\\t\\tBinomial Dist.\"\n", - "for word in ts_bdist[:2]:\n", - " print word[0] + \":\\t\\t\" + str(word[1])\n", - "print \"--------------------\"\n", - "for word in m_bdist[:2]:\n", - " print word[0] + \":\\t\\t\" + str(word[1])\n", - "print \"--------------------\"\n", - "for word in j_bdist[:2]:\n", - " print word[0] + \":\\t\\t\" + str(word[1])\n", - "print \"--------------------\"\n", - "for word in s_bdist[:2]:\n", - " print word[0] + \":\\t\\t\" + str(word[1])\n", - "print \"--------------------\"" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Word\t\tBinomial Dist.\n", - "tom:\t\t0.0168415529906\n", - "would:\t\t0.00624344176285\n", - "--------------------\n", - "one:\t\t0.00911816985305\n", - "would:\t\t0.00648584105619\n", - "--------------------\n", - "would:\t\t0.0168088556723\n", - "jurgis:\t\t0.0145667348234\n", - "--------------------\n", - "siddhartha:\t\t0.017698230177\n", - "one:\t\t0.010898910109\n", - "--------------------\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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6QTFUz0tzfi5sy5YtmDp1Ki5cuAAg/7j19fVFs2bNsHv3br3jxJhjqrg2oFq1\namUua3mTt3VRw3uU1DaWtd5XVLtU3DiM8nxL2yYZo2PHjtBqtUqAc/78eZw6darYzo4K8/LywsGD\nBzFv3jzs3LkTK1aswIoVK2BlZYXx48dj7ty5pcpnyLp169CiRQusXr0aSUlJSEpKQmxsLFq0aIEV\nK1Yow54Ym68opbmWM5QXyL82LqrTJGOV2HVMly5dAOSPVF+cL774ArVr11b63dZoNHj48KHBHoYe\nP36MR48eVUh3hYZ64ZArtNyd3MaNGzFq1CjUqFED27Ztw7Vr1/DXX39hx44dz2wgQTliNbR9iuqV\nqSJYW1vjpZdeQl5ensFPbm5umUZs12g0ykVhYXKDWXj/G9p3WVlZePToUbl29Xnu3Dnll7rC5DKU\nNGCtfFwkJCQoPcN06NAB7dq1g4mJCfbu3YuffvoJRKTTg0pZtkth8gVyUUGfoV56wsPDkZiYiDt3\n7mDLli2IjIzE7du38dprr+H06dPFLu9597R1XO6FMTw8HCNHjtT7NGjQAOnp6di4cSOAsu0f+Zea\njRs3IiMjA7t27ULnzp11gqGKOlaLIp/oC/eKV5ogQe6GfdWqVUWWOTc3V7mQsLKywqxZs3DhwgWc\nO3cOS5YsQZs2bbB792707du32GWVx7FVVvKFbGUtX7Zu3TrUrl27yEGX7ezslN6x5Av6+/fvo1On\nTjh06BAWLFiAEydOIDMzE0ePHsW4ceP05hESEgJJkrB7926lh7XAwEB4eHigRo0a2Lt3Lw4cOID7\n9+/r9R7l5uYGPz8/fP/993jy5Am+/fZbVKtWDV27dlXyyHXm4sWLRdYZ+QmIp/Xbb7+hd+/eyM7O\nxoYNG5Camor09HQkJiY+1UCoxbUBxvai9izI2zoxMbHIbX379u0ip/+n1PvSKG2bZAxTU1N069YN\nSUlJuHfvHjZt2gQLC4tSdw/t5eWFDRs24K+//sKePXswZcoUWFpaYt68eToBv7H5ClOpVIiJicHJ\nkydx5coVfPnllwgJCVF6ZZN7kCspX+FfNQsrzbVcUT3npaWlPfV1X4kBTv/+/WFmZoZ//etfRV54\nP3z4ECtWrIAQQhl/xMfHB0SEX375RS///v37AVTMOBiHDh3SS5O71ZVHqv7666+Vf7t166YTQZ49\nexZAxd+BbtGiBYD8BrYwQ2lFeZpHjID8R2auXbtmcLDOH3/8Ee+++y5OnjxZ6jL4+PggLS3N4MXz\nvn37AOiX/fDYAAAgAElEQVTvf0P7Tt4WhkYZL6vXX38dnTp1Mtj1rFw35f1TlGbNmqFWrVpITExE\ncnIyvL29YWNjo9z927t3L+Lj41GtWjWdRxLKsl0Kc3d3h62tLZKTk/W+O3/+vM5J9eHDh5g9ezYW\nLVoEIP9OW3h4OFatWoW3334beXl5VX48jKep45mZmdiyZQtsbGywfv16LF26VO/zzjvvAPh7TBw3\nNzej94/Mw8MDPj4++P7777F9+3Y8efIEAwYMKLf1KImhY9jMzAxEpHdBVrAr35LId/oMXZDm5OQg\nNjZWebTv0KFDiImJUY55d3d3jB49Gvv374ebmxsOHz5cbBeu5XFslZWNjQ1cXV1x7tw5nWEGntXy\nZQ4ODrhx4wa2bNlSYl757npiYiL+/PNPjBkzBtHR0WjatKny5MWZM2cA6J4P7e3t0apVKyQmJmL/\n/v2oVq0amjZtCiA/0ElOTsaOHTsgSZJyI6igwYMH4/79+9i2bRv279+PPn366IxFVFyduXjxIqZM\nmYIdO3YYu0mKtWHDBhARli5dij59+ug86vY01wK+vr4A/j6fFGToPFdZitvW6enpmDhxotJtuSGV\nUe/L45oHMK5NKo2IiAjk5OTghx9+wObNm9G5c+dSBUnLly/H2LFjAeQHTAEBAfjggw+UrtHlumRs\nvsLOnTuH2NhY5dhxdnbGsGHDlLHdrl+/jsuXL+OPP/4oMV/h7tMLK8213JEjR/TyXrlyBTdu3Hjq\n674SAxxXV1dER0fjzp076Ny5M27evKnzfXp6OgYMGIALFy6gW7duyvO28jsO06ZN06n4t2/fxuTJ\nkyGE0PlZurxs3LhR54Lt5s2bmDt3LqytrZXB+eS784XXZd26ddi3bx+EEMjOzi73shXk5+eHRo0a\n4auvvtK50E5LSyvV6O2mpqZPVdbIyEgQEcaMGaMznxs3bmDEiBF4//33Df7MXrgMgO6zs/L+Hz9+\nvM4d30uXLmH27NkwMzNDv379dOaTnJysM87B/fv3MW3aNJiYmBgc7b6sevXqBQB4++23de5EJCcn\nY8WKFXBzc0Pnzp1LnE+XLl2wb98+/PrrrwgMDFTSAwMDcfbsWezcuROhoaE6j2iUZbsUplKp0L9/\nf6SmpmLhwoVKenZ2NmJjY3XyWlpaYtWqVZgxY4ZeoyT/bcz7Dc+zp6njmzdvxsOHD9GjR48iHxvq\n2bMnNBoN9u/fj/Pnz8PU1NTo/VPQwIEDkZqaio8//hg2NjZ49dVXy209SmKoHZGft96+fbuS9vjx\n41L9StShQwe4urpi5cqVOHjwoM53H374IT766CPlmfjMzEx88sknmDNnjk6+9PR03Lt3D46OjgYf\neZaVx7H1NCIjI/Ho0SNER0frtCtHjx7FkiVLYGdnV+ED/oWGhsLd3R1xcXE647PJsrKyEBMTo5QX\nKPp8ePXqVWWslMJ1IywsDKdPn8YPP/ygPJoG5Ld99+/fx/Lly9G6dWuDd+779u0Lc3NzTJkyRe/x\nNCD/ODAxMcH06dN1gvmcnByMHj0aH3/8scFxTcpCfrSt8LonJCQoN0LLcn5t1aoVGjdujLi4OL3r\nEfk9u3+CHj16wMbGBh9++CHOnz+v892kSZOwaNGiEm9oPOt6b+h6ozRK0yaVRmhoKKytrbF06VIc\nPXq01I9+Jycn47PPPlOeBJAVPk8bm68wMzMzfPTRR3jnnXfw5MkTJf3Jkye4ceMGLCws4OjoCFNT\nU6PylbQuxl7LXbt2Te88KbdR8phHZWZMTwS5ublKr2gWFhYUERFBU6ZMoQEDBij987dv316vJwS5\nO7tatWrRiBEjaMSIEVSrVi2SJEnpbUQmRH4/9IUV1XNCQEAACSGUZcq9c8hjGwwcOJBGjRpFjo6O\nZGJiQitXrlSmlXtxs7W1pZEjR9LkyZMpICCATE1NqVOnTjq9ARnqjURWVC9qhsprqFevffv2kbm5\nOVlaWtKgQYNo9OjR9NJLLynb1FAvVYUFBQWREPldx65bt46I9Hu2KMjW1lavd6oePXooPdGMHTuW\nRo0aRfb29iRJkl5PHYasXbuWhMjvAz82NlbpQUsej6F+/fo0evRoZUwKlUqldAlK9Pc2lseriIiI\noHHjxlG9evVICP2xFYxRXC9qWVlZ1LZtWxIif+ylmJgY6t27N5mampKNjQ0dPnzYqGVs3rxZ6Zmo\n4Lgru3btUtIL9sAjM3a7FLcO9+7dU8ZtCgkJoQkTJpCnpyfVrFmTNBqNThePck85Wq2WRowYQVOm\nTKGOHTsa7MXJkLp165JWq1X+NlTvZYWPy7Iythe1iq7jwcHBJITQ6XXKELmbWLlL3NLsH9mNGzfI\nxMSk2B4UjV2P4uqOoW1nqB05fvw4qVQqMjMzoyFDhlBMTAzVr1+ffH19ydramsLDw4udp2z//v1k\nbW1Npqam1KtXL536V79+faWnnry8PAoLC1POBTExMTR27FhydnYmSZL0erAzxNhji6j8e1F7/Pix\nMpaGl5cXjR8/XhkPRK1W67QRRe2f4s43RZ0jCzt79qwyBpObmxtFRUXRW2+9RcOHD1e6KJ40aZKS\nPzMzk1xdXUkIQWFhYTR16lQaMGAAaTQa6ty5M6lUKr2eHOVeQIUQtHjxYp1ly+lyr6WGFByvyJCF\nCxeSEILs7e1p2LBhFBMTQx4eHiRE/hhJcg9NxW0vY6SkpJCZmRlZWFjQkCFDKDY2lrp06UIqlUqp\niwXHoSrN+f23334jjUZD5ubmNHDgQHrzzTfJ0dFRGfOlrL2oabVaCggIMPiRrxmM7UWNiGjjxo1k\nampKVlZWNHDgQJo8eTK1atWKhBDUunXrErttLo96T1R8G1KQ3GW6q6srxcbG0o0bN4qtB3KvdQWP\nV2PbpKIUtby+ffuSEPk9At+/f19JN6YXNXl8G5VKRb169aKpU6dSv379yMzMjGrXrq300GZsvuLG\nwXF3d6fx48dTdHS0clwV7GHS2HxF9aJm7LWcEPndy5uYmFBoaKhynhRCv4fhCukmuqCffvqJevbs\nSW5ubqRWq8nW1pbat29Py5cv1+tDXhYXF0d+fn5kZWVFdnZ2FBQURFu3btXLV1Tj7eLiYnClAgMD\ndbowlQ+cSZMm0QcffEDOzs6k0WioQ4cOBgdv/Oabb6h58+ZkbW1N1atXp4iICDp27JjSjevgwYOJ\nqPgGdM2aNSRJkt5An8Y2gET5g30GBweTtbU1abVaGjRokDJewLhx4/TmU9ihQ4eoadOmZGFhoZyE\nIiMjSZIkgw2FVqvVu/jLzc2lxYsXk4+PD1laWlL16tUpICDAqEHliPIbuL59+5KVlRVptVplDKG8\nvDxasmQJNWvWjNRqNVWvXp1eeeUVvf7b5W3cu3dvWrVqFbm7u5OlpSW1aNHCYIBgjOIaUqL8blff\neecdcnd3JzMzM6pRowb1799fGSvJGBkZGWRmZkYqlUpnnKgHDx6QqakpqVQqnW4bZcZul5LW4c6d\nO/Tmm28qA5UGBwfTqVOnyNHRUa8r0R07dlBQUBDVrFmTLCwsyMPDg2bPnq10s16cwnXaUL2XFT4u\ny6qkAOdZ1HF5jIzatWuXWF6569FatWop3WiWZv/IQkJCSJKkIgMqY9ejuLpjaNsZakeI8tv8tm3b\nklqtJkdHRxo1ahSlpaWRVqvVaROL2x9E+V2w9+/fX6l/7u7uNGHCBL1xVx48eEBz5syhpk2bkkaj\nIVtbWwoODi5xLA6ZsccWUdFtdUlmzpxJkiTpBThE+e3KnDlzqFGjRmRubk6Ojo7Ut29fZaBMWUUG\nOET5bdN7771Hfn5+5ODgoIxPFR4eTj/++KNe/gsXLlBERATVrFmT1Go1tWjRQjmve3t7k5WVld6F\nrnyzsuA4LwXTC69zQd98843exVJhO3fupODgYLK1tSVra2tq1qwZLVq0SGfMqqcNcIjyu5729/cn\nW1tb0mq11LlzZ0pMTKQ7d+6QiYkJdejQQclb2vP7iRMnqHv37mRnZ0d2dnY0dOhQpa0oa4AjSVKR\nH7l+GNouxbXbBw4coFdffZXs7e1JrVZT48aNacaMGToX6cV52npPVHIbUtCYMWPI1taWNBoNJSYm\nFlsPPvnkE4PHq7FtkiFFLU8e06ngOGxEZHCgT0Pre+rUKerbty/VrVuXzM3NqU6dOjRixAi6fv26\nzvyMyWeojNnZ2bRkyRLy8fEhrVZL1tbW5OfnpzfcgrH5Cq9Daa/lhBDUsmVL2r59O3l5eZFaraYm\nTZrQkiVL9PKWpb0WRM+ou6MKlpSUhI4dO2LSpEn/qJ+Ai5KVlYUbN27gpZde0utOb8+ePQgODsb8\n+fMxadKkSirhs3P58mXUq1cPvXr1wrffflvZxWGMMVaBpk2bhg8//BAXLlxAvXr1Krs4jLFyUNpr\nOUmS0KJFiwp7L63Ed3BYxcjIyEC9evWUThlkubm5WLhwIYQQBsf0YYwxxp5X165dw8qVK9GxY0cO\nbhhjFabEcXBYxXBwcECvXr2wadMmtGzZEgEBAcjNzcXPP/+MM2fO4I033lB6YmGMMcaeZ3FxcVi0\naBEuXLiABw8eGBxkkTHGygsHOJXo3//+N/z8/LBu3Tqlm+1GjRph+fLleP311yu7eIwxxli5cHZ2\nxuXLl2FtbY0FCxYoPa4yxlhFqDLv4DDGGGOMMcYYv4PDGGOMMcYYqzI4wGGMMcYYY4xVGRzgMMbY\nU3BxcYEkScV+1q5dW9nFZJWsXbt2ekMCMMYYqxjcyQBjjD2F6OhopKen66U/fPgQH3/8MdRqNVq1\nalUJJWP/NEKIyi4CY4y9EDjAYYyxpzB+/HiD6ePGjUNeXh4WL14MDw+PZ1wqxhhj7MXFv5czxlg5\n279/P/71r38hJCQEQ4cOreziMMYYYy8UDnAYY6ycTZw4EaampliyZInR05w4cQL9+vWDo6MjNBoN\nfH19sXr1ar18hw8fRnh4OOzt7aFWq9GkSRO8//77ePLkiU6+wMBAuLu74+rVq+jTpw+0Wi3s7OzQ\np08f3LlzB2lpaYiKikL16tVhb2+P7t2748qVKzrzkCQJI0aMwN69e9G+fXtYWVnByckJ06dPR15e\nHs6cOYPOnTvDxsYGderUwbhx4/Do0SOdeeTl5WHZsmXw8fGBpaUltFotQkJCsHv3bp18ly9fhiRJ\nmDVrFr7//nu0atUKlpaWqFmzJqKiovDXX38Vu/169+4NSZJw+fJlnfSIiAhIkoRVq1bppH/yySeQ\nJAlJSUlK2s8//4xOnTrBxsYGlpaW8PX1xbJly1B4NAVJkjB06FDMmzdP2a6ffPIJAODRo0d4++23\n4erqCktLS7Rq1UpvXWVHjhxB165d4eTkBLVajYYNG2LatGm4f/9+sevKGGOsBMQYY6zcbN68mYQQ\n9MYbbxg9TUJCAqnVajI3N6e+ffvS5MmTycPDg4QQNGPGDCXf1q1bSaVSkVqtptdee42io6PJ09OT\nhBDUoUMHevLkiZI3MDCQatSoQXXq1CE/Pz+KjY0lPz8/EkJQUFAQ+fr6kqenJ02aNIk6d+5MQghq\n0aKFTrmEENS0aVMyNzeniIgImjRpErm4uJAQgoYPH052dnYUEhJCsbGx1LRpUxJCUHR0tDJ9bm4u\n9e7dm4QQ5ObmRmPGjKEhQ4aQVqslSZJo6dKlSt5Lly6REIJ8fX3JxMSEwsPDaerUqeTj40NCCPL3\n9y92G65atYqEELRy5UolLS8vj6pVq0ZCCBoyZIhO/tDQUNJqtZSTk0NERIsXLyYhBNnZ2VFkZCSN\nGTOG6tevT0II6tevn952cXR0JFtbW5owYQL169ePDh48SLm5uRQYGEhCCGrdujVNnDiRAgICyMzM\njBwcHEiSJGUe586dI1tbW7K3t6eRI0fStGnTqEOHDiSEoODg4GLXlTHGWPE4wGGMsXLk7+9PKpWK\nLly4YFT+nJwccnFxIUtLSzp48KCS/vjxY/L29iYzMzO6ffs2paenk52dHWm1Wjp27JjO9AMHDiQh\nBM2ZM0dJDwgIICEERURE6OStW7cuCSGoXbt2lJ2drXwXFBREQgg6e/askiaEICEEffrpp0rauXPn\nlPTJkycr6RkZGWRra0s1a9ZU0tatW0dCCOrSpQs9fPhQSb948SI5OTmRqakpXbx4kYj+DnCEELRp\n0yYlb3Z2thI8/ec//ylyO964cYMkSaL+/fsraUePHiUhBGk0GnJ1dVXSHz58SBYWFtSnTx8iIkpN\nTSWVSkUuLi506dIlJV9mZiYFBweTEIK++uorne0iSRL98MMPOmWQg6yhQ4fqpL/11lvKNLKJEyeS\nEIKSkpJ08nbt2pUkSaIzZ84Uua6MMcaKx4+oMcZYOTl27Bh+/fVXhIeHo379+kZNc/DgQVy5cgWD\nBg1C69atlXRzc3MsWLAAM2fOxKNHj7Bt2zakpaVh/PjxaNasmZLPxMQEixYtglqtxsqVK/XmX7AT\nBBMTE7Rs2RIAMHbsWKhUf/czI/f0VvgxNQsLC7z55pvK3w0aNIC9vT2EEJg0aZKSrtFo0KhRI9y+\nfRtZWVkAgDVr1kAIgaVLl0KtVit5XV1dMX36dOTk5GDdunU6y6tfvz4iIiKUv1UqFYKDgw2WrSBH\nR0c0a9YMiYmJSlpiYiIkScKwYcNw+fJlXL9+HQCwb98+ZGVl4ZVXXgEAxMXFITc3FzNmzICLi4sy\nvaWlJRYvXgwAettWrVYjLCxMJ239+vWQJAkffvihTvqsWbNQrVo1nTT6/8feDh06pJO+Zs0a3L59\nmzumYIyxp8ABDmOMlRP5Yj0qKsroaY4fPw4A8PPz0/suODgY06ZNg7OzM1JSUgAAHTp00MtXvXp1\nNGjQAFevXtV7f8PNzU3nbysrKwD5QUZBFhYWAKAEJzJnZ2edQEieh1qtRo0aNYqdR0pKCmrXrq0T\nNMj8/f0B5L97VFCDBg308tra2hosW2FhYWG4desWzpw5AyA/wGnWrBk6d+4MID+wAYD4+HgIIZQA\npbht27hxY9ja2uqV09nZWa/b5+PHj+Oll16Cg4ODTrpKpdLrKnzIkCGwsLBAbGwsnJ2d8cYbb+C7\n776DWq3WC4YYY4yVDncTzRhj/y8lJQXfffedTpoQAjNmzDBq+u3bt8Pe3l75xcEY9+7dAwDY2NgU\nmy8jIwPA3xf7hTk5OeH48eN4+PAhNBoNgPyyywFNYebm5kaVr6jpzczMSpw2IyMDTk5ORZYXyB8v\nqKRyyYEEFXrZv7CwsDC89957SEhIQIMGDfDLL78gKioK7dq1g4mJCfbt24fXXnsN8fHxaNWqFapX\nr66UUwhR7La9ePGiTlrBX6Rk9+7dg6Ojo8F5FA5avLy8cPDgQcybNw87d+7EihUrsGLFClhZWWH8\n+PGYO3dukev5tPWUMcaqOg5wGGPs/x0/fhyzZ8/WSTP2wvHcuXO4ePEihg0bVqoR662trQHAYM9Z\nOTk5yMvLg5mZmRK0XL9+Hb6+vnp57927ByEE7O3tjV52RdNoNMpjYYXJgV15lrdVq1aoVq0adu/e\njVatWuHBgwcIDAyEtbU1mjdvjr179+LatWs4d+6czn7WaDQgIly/ft1gee7du2dUOe3s7AwO+goA\nmZmZemleXl7YsGEDsrOz8euvv2LXrl1YvXo15s2bhzp16mDkyJEG5/U09ZQxxl4E/IgaY4z9vyFD\nhiAvL0/nk5uba9S0Bw8eBAC0a9euVMv08vICAPz22296333zzTdQq9WIi4uDj48PAOCXX37Ry5eR\nkYGUlBS4ubnpPU5WmXx8fJCWlobTp0/rfSc/LtakSZNyW56JiQlCQkKwb98+7N27F5IkoX379gCA\noKAg/Oc//8HatWsBQHn/Ri4nYHjbXrhwATdv3jSqnC1atMDVq1dx7do1nXQiwpEjR3TSli9fjrFj\nxwIATE1NERAQgA8++ACbN28GkD+WUlGepp4yxtiLgAMcxhgrB8eOHQMANG/evFTTdejQAc7Ozli3\nbp3yPg6Q/77JwoULYWpqio4dOyI8PBy2trZYunSpsiwg/1ee8ePH4/Hjxxg8eHD5rEw5iYyMBJDf\n0UHBR9EuXbqE2bNnw8zMDP369SvXZYaFhSE9PR3Lli2Dt7e38thZYGAgAGDBggVwcnJSghoAGDhw\nIFQqFebNm4dLly4p6ZmZmRg9ejQAGLVt5fWNiYlBTk6Okr5gwQK9X7KSk5Px2WefYePGjTrp8vLr\n1q1r5Bozxhgr7J9zq48xxp5jqampAFDkOydFMTExwapVq9C1a1e0bdsWPXv2hIODA3744QekpqZi\n0aJFqFWrFgBg1apV6Nu3L9q2bYsePXqgRo0aSExMxKlTp9ChQwfExsbqzLukd1YqQsFlDho0CN9/\n/z02b94MLy8vdO7cGQ8ePMC2bdvw4MEDLFmyRK+zg6fVuXNnCCFw5coV9OzZU0mX38NJT09H7969\ndaZxdXXFggULMH78eDRv3hzh4eGwsrLCrl27cOnSJbz22msYMGBAicvu3bs3Nm3ahI0bN6J58+YI\nDg7GmTNnkJCQABcXF51BSKdPn45t27ahf//++Pbbb+Hm5obLly9jy5YtcHJyUn7dYYwxVnr8Cw5j\njJWDu3fvFvuienGCg4ORnJyMl19+GTt27MDSpUuh0Wiwdu1ajBs3TsnXo0cP7N+/H506dUJ8fDxW\nrFgBSZLw8ccfIyEhQefxNCGEXi9fZUk3pKh8hubx7bffYvHixdBoNFi1ahV27NgBf39/7N69u8h3\nTJ6mbNWrV0fLli0hhFB+tQHy33Vq0aIFhBA6j6fJxo4di127dsHX1xdbtmzBunXr4ODggC+//BJx\ncXFGLRvI7yp6/vz5yMrKwueff46bN29i8+bNaN26tc46NGjQAMnJyYiIiMDhw4exaNEi7N+/H0OG\nDMGhQ4eK7KyAMcZYyQRVxi0+xhhjjDHGGKsA/AsOY4wxxhhjrMrgAIcxxhhjjDFWZXCAwxhjjDHG\nGKsyOMBhjDHGGGOMVRkc4DDGGGOMMcaqDA5wGGOMMcYYY1UGBziMMcYYY4yxKkNVchbG9EmSCYjy\nKrsYjL1wvL29kZKSUtnFYGXEbSdjlYPbzhcL/4LDyiT/BE2V+JnBy+flP2fLB4joqT/Hjx8He35x\n28nLfzGXXdHLB7edTAcHOIwxxhhjjLEqgwMcxhhjjDHGWJXBAQ57TgXy8nn5L/DyGSurQF7+C7v8\nylz2P2H57EUiiIgquxDs+SOEgPzcK2PMGALl0dwKUT7zYZWD207GKkLJ7SK3nS8W/gWHMcYYY4wx\nVmVwgMMYY4wxxhirMjjAqeJCQkJw9+7dyi4GY4wxxhhjzwS/g1PFSZKE27dvw97evlzny8+RM1Za\n/A4O47aTsYrB7+AwXfwLThU2dOhQAEDHjh2xd+9eBAUFwdvbG82aNcNXX30FAEhKSoKfnx969eoF\nDw8P+Pr64ocffkBISAjq1q2LmJiYylwFxhirFMuXL4enpyeaNWuG0NBQnD9/HpGRkRg3bhw6duwI\nd3d3dOvWDZmZmQCAs2fPIjQ0FC1atICPjw9Wr15dyWvAGGMvMGJVmhCC/vrrL6pXrx5t3bqViIj+\n97//UZ06dejAgQO0Z88eUqlUlJKSQkREXbp0obZt21J2djbduXOHzMzM6MaNG3rzBUAA8Yc//DH6\ng3I5prnZrngJCQnk5uZGd+7cISKiNWvWkIeHBw0ZMoT8/f3pyZMnlJ2dTc2bN6c1a9ZQdnY2NW7c\nmI4ePUpERGlpaeTh4UEHDx7Umze3nfzhT0V8UOJxzW3ni0VVmcEVezZOnz6NrKwshIeHAwBq1aqF\niIgIxMfHIygoCK6urvD29gYA1K9fH1qtFiqVCvb29rCxscHdu3fh6OhoYM4zC/w/ENzHPWPlLykp\nCUlJSZVdjBdKfHw8+vXrpzzaO2TIEIwfPx4A0KVLF5iamgIAPD09cffuXfzxxx+4ePEihg0bpswj\nKysLKSkpaN26tYElzCzw/0Bw28lY+eO288XGAc4LQJL0n0TMzc1FTk4OAMDc3FznO5XK2Gox8ylL\nxhgrSWBgIAIDA5W/Z82aVXmFeUEQEYhILy07OxsWFhZKmvxMf15eHrRaLY4dO6Z8d/PmTWi12iKW\nMLMCSs0YK4jbzhcbv4NTxZmYmKBu3bowMzPD1q1bAQD/+9//sGXLFnTq1EnvJM4YYy+60NBQfPPN\nN7hz5w4AYPXq1bC3ty/y5k/Dhg1hYWGBuLg4AMC1a9fg7e2tE/Awxhh7djjAqeJ69uyJoKAgbNu2\nDZ9++im8vb3RqVMnzJgxAwEBAQDkXn3+Vvhvxhh7kbz88suIjo5Gx44d0bRpU3z11VfYsWMHJEky\n2D6amppi27Zt+PLLL+Ht7Y3Q0FDMmTMHfn5+lVB6xhhj3E00KxPu6pSx0uJuohm3nYxVDO4mmuni\nX3AYY4wxxhhjVQYHOIwxxhhjjLEqgwMcxhhjjDHGWJXBAQ5jjDHGGGOsyuAAhzHGGGOMMVZlcIDD\nGGOMMcYYqzI4wGGMMcYYY4xVGRzgMMYYY4wxxqoMVWUXgD3P9Ef0ZowZptHYVXYR2D8Gt52MlSdu\nX1lhHOCwMuMRgRljrPS47WSMsYrFj6gxxhhjjDHGqgwOcBhjjDHGGGNVBgc4jDHGGGOMsSqDAxzG\nGGOMMcZYlcGdDLAyE4J7AjKWRmOHjIy7lV0Mxtg/ALedrKLwuYaxfIK4OxdWBvknaK46xhPccxIr\nF0JwXXqecdvJKha3D0XhtvPFwo+oMcYYY4wxxqoMDnAYY4wxxhhjVQYHOIwxxhhjjLEqgwMcxhhj\njDHGWJXBAQ5jjDHGGGOsyuAAhzHGGGOMMVZlcIDDkJSUBE9PT4Pfde3aFWvXrn3GJWKMsX8+bjsZ\nY+yfiQMcViwhBA9KxxhjpcRtJ2OMVR4OcJ4zPj4+SEhIAABs2LABarUaWVlZAIARI0Zg8eLFGDhw\nIOf7R8sAACAASURBVDw9PeHl5YXY2Fjk5uYCACRJwt27f49wXPhvAPjf//6HTp06oWnTpujSpQtu\n3rz5jNaMMcYqDredjDH24uAA5znTs2dPxMfHAwDi4+NRrVo17Nu3D3l5edixYwd27twJBwcHnDx5\nEkeOHMHx48fx8ccfGz3/0aNHo23btjh16hSWLl2Kc+fOVdSqMMbYM8NtJ2OMvThUlV0AVjo9evRA\nv3798NFHH2H//v2IiYnBzz//DI1GAzc3Nxw7dgyfffYZAMDMzAwjR47EJ598gtjYWKPmn5CQgIUL\nFwIAXF1d0alTp2Jyzyzw/8D//zDGylNSUhKSkpIquxjPPW47GXuxcNv5YuMA5znTtGlTPHnyBNu3\nb4ebmxu6du2KPn36QKVSISIiAnPnzgURKflzc3ORk5Oj/C1/9+TJE4PzF0IgLy9P+VulKq6KzHyq\ndWGMlSwwMBCBgYHK37Nmzaq8wjzHuO1k7MXCbeeLjR9Rew716NEDU6ZMQWhoKBo2bIj09HTExcUh\nIiICoaGhyl3IrKwsLF++XLmT6ODggMOHDwMAtmzZYnDenTt3xvLlywEA//3vf5Vn1hlj7HnHbSdj\njL0YOMB5DvXo0QN//PGHcvINCQmBk5MT6tSpg8WLF+PPP/9UXpT18PDA9OnTAQCLFy/G6NGj4evr\ni5SUFDg5OSnzlHv7+eyzz3DmzBk0btwYw4YNg7e397NfQcYYqwDcdjLG2ItBUMHf5BkzUv5JnauO\n8QT4UGPlQQiuS88zbjtZxeL2oSjcdr5Y+BccxhhjjDHGWJXBAQ5jjDHGGGOsyuAAhzHGGGOMMVZl\ncIDDGGOMMcYYqzI4wGGMMcYYY4xVGRzgMMYYY4wxxqoMDnAYY4wxxhhjVYaqsgvAnmeisgvw3NBo\n7Cq7CIyxfwxuO1nF4HMNY/k4wGFlxgNmMcZY6XHbyRhjFYsfUWOMMcYYY4xVGRzgMMYYY4wxxqoM\nDnAYY4wxxhhjVQYHOIwxxhhjjLEqgzsZYGUmBPcEVByNxg4ZGXcruxiMsX8YbjtZUfi8wVj5EMTd\nubAyyD9Bc9UpnuDekli5E4Lr1fOM205WPD6+Kwq3nS8WfkSNMcYYY4wxVmVwgMMYY4wxxhirMjjA\nYYwxxhhjjFUZHOAwxhhjjDHGqgwOcBhjjDHGGGNVBgc4jDHGGGOMsSqDAxwGAJgxYwa++uorvfQ7\nd+5AkriaMMZeDL///jt69+5d2cVgjDH2FHgcHFasO3fuoEaNGsjLy9NJ57EcjMF97rPyx2M5PN+4\n7WTF4+O7onDb+WLhW/NV1IMHD9C7d2/4+PjA19cXUVFRICKMHz8ebdq0QZMmTdC4cWP8+uuvAIDI\nyEgsWLAAALBlyxY0btwYLVq0wPTp0ytzNRhjrMIlJSXB29sb/v7+aNasGRo3boyMjAzY2Njg1q1b\nSr42bdrgxx9/RHZ2NqKjo+Hr64tmzZph6NChuH//PgDAxcUF/fr1Q+PGjbFt27bKWiXGGHuhcYBT\nRW3duhUPHjzAsWPHcPjwYQBAcnIybt68iYMHD+L06dMYPHgwPvjgAwD5dzaEELh16xaGDx+OLVu2\n4MiRI3B3d6/M1WCMsWfi9OnT2LBhAz799FOYmJjAxsYGPXv2xL///W8AwNmzZ3Hz5k2Ehobi/fff\nh6mpKX7//XekpKSgVq1amDp1KoD8ttTT0xNnzpxB9+7dK3OVGGPshaWq7AKwitG+fXtMnz4dQUFB\n6NSpEyZMmIDGjRujRo0aWLZsGS5evIikpCTY2Ngo0xAR9u/fD09PTzRq1AgAEBUVhSlTphSxlJkF\n/h/4/x/GWHlKSkpCUlJSZRejynN2doazszNSU1OVtBEjRmDUqFGYOHEiVq9ejWHDhgEAfvjhB6Sn\np+Pnn38GADx58gQ1a9ZUpmvfvn0JS5tZ4P+B4LaTsfLHbeeLjQOcKsrFxQUXLlxAUlISEhMT8fLL\nL+ODDz7AnDlzMGnSJISHh6NRo0bK3UmZJEk6z6iqVMVVkZkVU3jGmCIwMBCBgYHK37Nmzaq8wlRh\n1tbWemn+/v7IycnBoUOHsH79ehw4cAAAkJeXh8WLFyM0NBRA/iPBjx8/LnZeumaWV7EZY0XgtvPF\nxo+oVVHLli3D0KFDERISgg8++AChoaE4duwYunXrhjfeeAO+vr7YunUrcnNzAeT/eiOEQPv27XH6\n9GmcOHECALBmzZr/Y+/eo6Oo8/SPP0U6DCBBERBBlLCgEJKQNAkDURk7YBIuooQAMsJIMCp4QS6L\ngPJDEtwd2cNluCyiUVQmiOzAcL+DnEYRGUmAiIgKKoMMoiIrSZghCen6/RHtJdyEkKTSVe/XOTmn\nqtNd9SmsfMqn69vftvAoAMBajz76qIYPH66oqCg1a9ZMkpSUlKQ5c+aoqKhIPp9Pw4YN4/OKAFCN\nEHBsavDgwSopKVHbtm3VoUMH5efn68EHH9S2bdvkdrvVo0cPJSQk6PDhw/5wI0kNGzbUokWLNHDg\nQMXGxurQoUP+3wGAXZ3b585dHjx4sHJzc/Xoo4/6H5s4caJCQ0PldrsVHh4un8/nn6QFAGA9polG\nuTDV6ZVgSkpUPKY6DWz0Tlwef9+Vhd7pLNzBAQAAAGAbBBwAAAAAtkHAAQAAAGAbBBwAAAAAtkHA\nAQAAAGAbBBwAAAAAtkHAAQAAAGAbLqsLQCDjC0AvJySkvtUlAKiW6J24OK4bQMUg4KDc+MIsALh6\n9E4AqFwMUQMAAABgGwQcAAAAALZBwAEAAABgGwQcAAAAALbBJAMoN8NgJqBfhITUV17eSavLABAA\n6J3VB70bsCfDZDoXlEPpBZpT5/8YzIyEKmEYnGuBjN5Z3fD35BT0TmdhiBoAAAAA2yDgAAAAALAN\nAg4AAAAA2yDgAAAAALANAg4AAAAA2yDgAAAAALANAo4NLV26VPHx8eV6bWpqqoYMGSJJmjx5slat\nWlWRpQGAbUyaNElZWVkXPH7ixAnVqMHlFQCswhd9oozrrrvOf2HeunWrwsPDLa4IAKqnjIwMq0sA\nAFwEbzHZxAsvvKBWrVqpY8eOWr58uSQpLy9PgwYNUmRkpNq1a6dx48appKREklSrVi1lZGTo7rvv\n1r/9279p1qxZkqSOHTuqU6dOevnll5WTk6Nnn31WK1eutOy4AKCqFBQUqF+/fnK73YqJidHjjz8u\n0zQ1YsQIderUSeHh4Wrbtq127NghqfSO9/Tp0yVJy5YtU9u2bRUbG6sJEyZYeRgA4HgEHBtYuXKl\nli1bptzcXO3YsUOnT5+WJD3zzDNq1KiR9u3bp+zsbOXm5mratGmSpKKiIjVq1Ejbt2/X0qVLNX78\neBUVFenhhx/WwIED9eSTTyo2NlbTpk3TAw88YOXhAUCVWL58uQoKCrRnzx7t2rVLkvTBBx/o+PHj\n2rlzp/bv36+HH35YU6ZMkVT6zeiGYei7775TWlqali1bpuzsbN1+++1WHgYAOB5D1Gxgy5YtSklJ\n0XXXXSdJSktL04wZM7R+/Xr/O401a9bUsGHDNHPmTI0bN06S/MHF7XarsLBQp0+fVs2aNcts2zTN\ny+w5/Zxlz88/ACqS1+uV1+u1ugxH6Ny5syZMmKD4+HglJCRo5MiRatu2rW666SbNmzdPX331lbxe\nr+rVq+d/jWma2r59uyIjI9WmTRtJ0uOPP66xY8deZk/p5yx7RO8EKh6909kIODZQo0YN+Xw+/3pQ\nUJCk0gvvuQGlpKREZ8+e9a/Xrl1bUum7kL88/3y//O7i0q+hagBXwuPxyOPx+Nf53EflCQ0N1aFD\nh+T1erV161bde++9mjJlil588UWNGTNGvXv3Vps2bbRw4cIyr6tRo0aZ/uly/dqlNb3iiwdQBr3T\n2RiiZgPdunXTkiVLdOrUKfl8Pv+sPklJSZo7d64kqbCwUJmZmUpISLji7bpcLhUVFVVKzQBQ3cyb\nN09DhgxRYmKipkyZoqSkJO3Zs0e9evXS0KFDFRMTo+XLl/s/y2iapgzDUOfOnbV//359/PHHkqS3\n3nrLwqMAABBwbKB79+565JFHFBsbq06dOqlu3boyDEOzZs3S999/759kICwszP/h1/PvzFzsTk2v\nXr00ZsyYi06DCgB2M3jwYJWUlKht27bq0KGD8vPz9eCDD2rbtm1yu93q0aOHEhISdPjwYX+4kaSG\nDRtq0aJFGjhwoGJjY3Xo0KFfufsNAKhMhnn5D1kAF1V68ebU+T/Gr3xeCagYhsG5FsjondUNf09O\nQe90Fu7gAAAAALANAg4AAAAA2yDgAAAAALANAg4AAAAA2yDgAAAAALANAg4AAAAA2yDgAAAAALAN\nl9UFIJDxRXa/CAmpb3UJAAIGvbO6oHcD9kTAQbnxhVkAcPXonQBQuRiiBgAAAMA2CDgAAAAAbIOA\nAwAAAMA2CDgAAAAAbINJBlBuhuG8mYBCQuorL++k1WUACGBO7J3VFT0dsCfDZDoXlEPpBdqJp47B\nDEiwlGFwDgYy5/bO6oq/J6egdzoLQ9QAAAAA2AYBBwAAAIBtEHAAAAAA2AYBBwAAAIBtEHAAAAAA\n2AYBBwAAAIBtEHBswuv1KjIyskK2FRoaqt27d1fItgAgUCQmJurHH39Uz5499dlnn1ldDgCgnPii\nT1yAL6ED4ERbtmyRJK1du9biSgAA14I7ODZSUFCg3//+93K73QoLC9P27duVmpqq6dOn+59z7voX\nX3yh+Ph4RUREqF27dvrLX/5ywfZ+97vf6bnnnqvS4wCAqjZkyBBJUnx8vFwul3JycuT1ehUXF6e+\nffsqLCxMMTExWrNmjRITE9W8eXONHj3a//rVq1erU6dOat++ve6++27t3LnTqkMBAMcj4NjI0aNH\nNXr0aO3Zs0dDhw5Venr6BXdjDMPwPzZgwAA9+OCD+uSTT7Ru3TpNmDBB+fn5kqSffvpJiYmJ6tWr\nl1566aUqPxYAqEpvvvmmpNLhvrfeequ/T2ZnZ2vixIk6cOCAGjdurJdeeknr1q3T7t27NXfuXB0/\nflwHDx7UhAkTtH79eu3evVuvvvqq+vTpo3/+859WHhIAOBZD1GykZcuW6tChgyQpOjpab7zxhm69\n9daLPvfkyZP6+OOP9eijj0qSmjVrpoMHD0qSTNPUH/7wBwUHB2v48OGX2WP6Ocuen38AVCSv1yuv\n12t1GY5hmmaZ9RYtWigqKkpSaY+94YYb5HK51KBBA9WrV08//vijtm3bpm+//VZdunTxvy4oKEhf\nfvnlJT4bmX7Oskf0TqDi0TudjYBjI8HBwWXWTdOUYRhlLtiFhYVlnnvuHZ6DBw+qWbNmMgxDEydO\n1NatWzV27FjNnj37EntMr9D6AVzI4/HI4/H41zMyMqwrxoF+85vflFl3uS68bPp8PnXt2lWLFy/2\nP3bkyBE1a9bsEltNr8AKAVwMvdPZGKJmc40aNVJ2drYk6cSJE9q+fbskKSQkRDExMXrrrbckSd98\n843uvPNO5eXlSZJ++9vf6uWXX9aSJUu0efNmS2oHgKoUFBSkoqKiq3qNYRjq0qWLNm3apM8//1yS\ntGHDBkVHR/vfUAIAVC3u4NjIxT5vM3z4cA0cOFBt2rRRaGio4uPj/b9ftGiRnnzySc2ZM0eGYWj+\n/Plq3Lix//cNGzbUyy+/rEceeUSffPKJrr/++io7FgCoan369FHnzp11+vRpSWU/s/iLi80y2bZt\nW2VmZmrAgAEyTVPBwcFavXq1ateuXSV1AwDKMszzBxwDV6D0Iu/EU8e4YIw+UJXOH3aKwOLc3lld\n8ffkFPROZ2GIGgAAAADbIOAAAAAAsA0CDgAAAADbIOAAAAAAsA0CDgAAAADbIOAAAAAAsA0CDgAA\nAADb4Is+cQ0u/MI7uwsJqW91CQACnvN6Z3VFTwfsiYCDcuMLswDg6tE7AaByMUQNAAAAgG0QcAAA\nAADYBgEHAAAAgG0QcAAAAADYBpMMoNwMw/4zAYWE1Fde3kmrywBgI07onYGA/g7Yl2EynQvKofQC\n7YRTx2DGI1QrhsE5Gcic0zsDAX9LTkLvdBaGqAEAAACwDQIOAAAAANsg4AAAAACwDQIOAAAAANsg\n4AAAAACwDQIOAAAAANsg4NhQYmKifvzxR/Xs2VOfffaZ1eUAgG2FhoZq9+7dFzy+dOlSxcfHW1AR\nAIAv+rShLVu2SJLWrl1rcSUAYG98aScAVD/cwbGZIUOGSJLi4+PlcrmUk5Mjr9eruLg49e3bV2Fh\nYYqJidGaNWuUmJio5s2ba/To0f7Xr169Wp06dVL79u119913a+fOnVYdCgBUmjfeeEMRERGKiopS\n165ddfToUWVmZioyMlLR0dFKSkrSwYMHJUmpqamaPn26/7Xnr//ihRdeUKtWrdSxY0ctX768yo4F\nAFAWd3Bs5s0339SCBQvk9XoVExPjf3cxOztbr7zyiqKiotSjRw+99NJL2rZtm06dOqWmTZtq7Nix\nys/P14QJE7Rt2zbVr19f+/fvV0JCgg4dOqQ6depYfGQAUDFyc3M1fvx47dmzR7fccotmzZqlLl26\nyDRN7dy5Uw0aNNCCBQvUu3dv7d+/X4ZhlLlTc/66JK1cuVLLli1Tbm6uatWqpZSUFO7uAIBFCDg2\nZZpmmfUWLVooKipKktSyZUvdcMMNcrlcatCggerVq6cff/xR27Zt07fffqsuXbr4XxcUFKQvv/xS\nkZGRF9lL+jnLnp9/AFQkr9crr9drdRm28u6776pbt2665ZZbJEkjRozQsWPHVLNmTTVo0ECSNHjw\nYI0YMUKHDx+WdGFPPZdpmtqyZYtSUlJ03XXXSZLS0tI0Y8aMS7wi/Zxlj+idQMWjdzobAcchfvOb\n35RZd7ku/E/v8/nUtWtXLV682P/YkSNH1KxZs0tsNb0CKwRwMR6PRx6Px7+ekZFhXTE2ERwcXGb9\nzJkzOnjwoNq2bVvmcdM0VVxcLMMwygScwsLCC7ZZo0YN+Xw+/3pQUNBlKkgvV90Arhy909n4DI4N\nBQUFqaio6KpeYxiGunTpok2bNunzzz+XJG3YsEHR0dEXvZgDQKCKj4/Xli1bdPz4cUnSK6+8og0b\nNugvf/mLTpw4Ial0uG/Dhg3VqlUrNWrUSNnZ2ZKkEydOaPv27WW2ZxiGunXrpiVLlujUqVPy+XzK\nysqq2oMCAPhxB8eG+vTpo86dO+v06dOSLj5e/GJjw9u2bavMzEwNGDBApmkqODhYq1evVu3atauk\nbgCoChEREZo6daq6desmSWratKm++uorLVu2TF26dJHP59NNN92kNWvWyDAMDR8+XAMHDlSbNm0U\nGhp60emfu3fvrn379ik2Nlb169dXVFQUn8EBAIsY5uUGFgOXUHrhdsKpY1x27D1Q1c4fLoXA4pze\nGQj4W3ISeqezMEQNAAAAgG0QcAAAAADYBgEHAAAAgG0QcAAAAADYBgEHAAAAgG0QcAAAAADYBgEH\nAAAAgG3wRZ+4Bvb/EruQkPpWlwDAduzfOwMB/R2wLwIOyo0vzAKAq0fvBIDKxRA1AAAAALZBwAEA\nAABgGwQcAAAAALZBwAEAAABgG0wygHIzDPvPBBQSUl95eSetLgOAjTihd1qBfg3gF4bJdC4oh9IL\ntBNOHYMZj1CtGAbnZCBzTu+0An8buDR6p7MwRA0AAACAbRBwAAAAANgGAQcAAACAbRBwAAAAANgG\nAQcAAACAbRBwAAAAANgGAQeSpNDQUO3evfuCx5cuXar4+HgLKgIAayUmJurkSb5XBQACDQEHkvji\nOQA435YtW/jeDAAIQAScAPfGG28oIiJCUVFR6tq1q44eParMzExFRkYqOjpaSUlJOnjwoCQpNTVV\n06dP97/2/PVfvPDCC2rVqpU6duyo5cuXV9mxAEB1MWTIEElSo0aNdO+990qSiouLVa9ePb355puS\npA8++EAdO3aUpEv2XQBA1SPgBLDc3FyNHz9eGzduVG5uru6//3516dJFU6dOldfr1d69e/XQQw+p\nd+/ekkrv0px7p+b8dUlauXKlli1bptzcXO3YsUOnT5/m7g4Ax/klxPz973/XJ598Iqk00NStW1db\ntmyRVNov+/Xrp61bt16y7wIAqp7L6gJQfu+++666deumW265RZI0YsQIHTt2TDVr1lSDBg0kSYMH\nD9aIESN0+PBhSbrscAvTNLVlyxalpKTouuuukySlpaVpxowZl3hF+jnLnp9/AFQkr9crr9drdRmO\nVadOHTVr1kzZ2dnauHGjnnvuOU2ZMkWStGrVKq1fv17z5s3TgAEDLui7f//739W8efOLbDX9nGWP\n6J1AxaN3OhsBJ4AFBweXWT9z5owOHjyotm3blnncNE0VFxfLMIwyAaewsPCCbdaoUUM+n8+/HhQU\ndJkK0stVN4Ar5/F45PF4/OsZGRnWFeNAhmGoT58+Wrt2rTZt2qS1a9dq0aJFWrx4sWrXrq0WLVrI\nNM0L3jz6pe9eXHql1w04Hb3T2RiiFsDi4+O1ZcsWHT9+XJL0yiuvaMOGDfrLX/6iEydOSCodZtGw\nYUO1atVKjRo1UnZ2tiTpxIkT2r59e5ntGYahbt26acmSJTp16pR8Pp+ysrKq9qAAoJoICgpSUVGR\nkpOTtWjRIvl8Pt18881KTEzU2LFj1a9fP0lSUlKS/ud//ueifRcAUPW4gxPAIiIiNHXqVHXr1k2S\n1LRpU3311VdatmyZunTpIp/Pp5tuuklr1qyRYRgaPny4Bg4cqDZt2ig0NPSi0z93795d+/btU2xs\nrOrXr6+oqCg+gwPAkfr06aPOnTtrxYoVMgxDXbt2lVQ6ffR//Md/KCUlRZJ07733atSoURf0XQCA\nNQyTOTBRDqWhxwmnjsE0sahWzh9qisDinN5pBf42cGn0TmdhiBoAAAAA2yDgAAAAALANAg4AAAAA\n2yDgAAAAALANAg4AAAAA2yDgAAAAALANAg4AAAAA2yDgAAAAALANl9UFIJAZVhdQ6UJC6ltdAgDb\nsX/vtAL9GsAvCDgoN74RGACuHr0TACoXQ9QAAAAA2AYBBwAAAIBtEHAAAAAA2AYBBwAAAIBtMMkA\nys0w7DsTUEhIfeXlnbS6DAA2ZOfeWZnoywCulGEynQvKofQCbedTx2CmI1RLhsG5Gcjs3zsrE+c+\nyo/e6SwMUQMAAABgGwQcAAAAALZBwAEAAABgGwQcAAAAALZBwAEAAABgGwQcAAAAALZBwAEAAABg\nGwQcm8vMzFRkZKSio6OVlJSkgwcPKjU1Vc8884y6dOmi22+/Xb169dLp06clSQcOHFBSUpJiY2Pl\ndrv15ptvWnwEAFA1vF6v7rrrLj388MNq3769wsPD5fV6VVxcrFGjRikmJkbR0dEaMmSI8vPzNWvW\nLP3hD3+QJBUXF6tevXr+nvnBBx+oY8eOVh4OADgWAcfGtm7dqqlTp8rr9Wrv3r166KGH9MADD0iS\ndu/erY0bN+rAgQM6duyYli5dqrNnz6pv376aMmWKsrOz5fV6NXXqVP3tb3+z+EgAoGp89NFHGjNm\njHbv3q20tDSlp6drypQpCg4OVk5Ojvbu3asmTZpo/PjxSk5O1ubNmyWVBpq6detqy5YtkqSVK1eq\nX79+Vh4KADiWy+oCUHk2bNigAQMGqEGDBpKkwYMHa8SIEZKk7t27Kzg4WJIUGRmpkydP6osvvtBX\nX32lRx55xL+NwsJC7d27l3ciAThC8+bN1a5dO0lS+/bt9dZbb2nNmjX66aef/GGmqKhIjRs31m23\n3aZmzZopOztbGzdu1HPPPacpU6ZIklatWqX169dbdhwA4GQEHBszTVOmaV7wWHFxsWrVquV/zDAM\nmaYpn8+nG264QXv27PH/7vjx47rhhhsusYf0c5Y9P/8AqEher1der9fqMhyjdu3aZdZN01RJSYlm\nz56tpKQkSVJBQYHOnDkjSerTp4/Wrl2rTZs2ae3atVq0aJEWL16s2rVrq0WLFpfYS/o5yx7RO4GK\nR+90NgKOjSUlJemJJ57QyJEj1bBhQ7355ptq0KCBXK6L/2dv3bq1atWqpbffflsDBw7UN998o9jY\nWK1YsUJxcXEXeUV6pdYPQPJ4PPJ4PP71jIwM64pxqG7dumnOnDmKj4+Xy+XSsGHDVKdOHWVmZio5\nOVm9e/dWnTp1dPPNNysxMVFjx47VsGHDLrPF9KoqHXAseqez8RkcG7v33ns1atQodenSRREREcrK\nytLatWtVo0YNGYZxwfODg4O1cuVKvf7664qKilJSUpJefPHFS4QbALCf83ujYRiaOHGiQkND5Xa7\nFR4eLp/PpxkzZkiSwsLCZBiGunbtKklKTEzUP/7xD6WkpFR57QCAUoZ5/hgm4AqU/k+AnU8d44Lh\nfUB18MuQUgQm+/fOysS5j/KjdzoLd3AAAAAA2AYBBwAAAIBtEHAAAAAA2AYBBwAAAIBtEHAAAAAA\n2AYBBwAAAIBtEHAAAAAA2AYBBwAAAIBtuKwuAIHM+PWnBKiQkPpWlwDAtuzbOysTfRnAlSLgoNz4\nRmAAuHr0TgCoXAxRAwAAAGAbBBwAAAAAtkHAAQAAAGAbBBwAAAAAtsEkAyg3w7DvTEAhIfWVl3fS\n6jIA2JCde2dloi8DuFKGyXQuKIfSC7SdTx2DmY5QLRkG52Ygs3/vrEyc+yg/eqezMEQNAAAAgG0Q\ncAAAAADYBgEHAAAAgG0QcAAAAADYBgEHAAAAgG0QcAAAAADYBgEHlzR58mStWrXK6jIAAACAK0bA\nwSVt3bpVxcXFVpcBAAAAXDECjoNMmTJFd9xxh2JiYjRy5Ei1aNFCeXl5GjRokCIjI9WuXTuNGzdO\nJSUlmjt3rnJycvTss89q5cqVVpcOAJXK6/UqLi5Offv2VVhYmGJiYrRmzRolJiaqefPmGj16tEzT\n1IgRI9SpUyeFh4erbdu22rFjhyQpNTVVI0aMUJcuXXT77berV69eOn36tMVHBQDORMBxiI0bLoGQ\nQAAAIABJREFUN2rBggXKzs5WTk6OCgoKJEnPPPOMGjVqpH379ik7O1u5ubmaNm2annrqKcXGxmra\ntGl64IEHLK4eACpfdna2Jk6cqAMHDqhx48Z66aWXtG7dOu3evVtz587Vhx9+qOPHj2vnzp3av3+/\nHn74YU2ZMsX/+t27d2vjxo06cOCAjh07piVLllh4NADgXC6rC0DVWLdunfr376969epJkp566ilt\n2bJF69ev978DWbNmTQ0bNkwzZ87UuHHjJEmmaV5mq+nnLHt+/gFQkbxer7xer9VlOEKLFi0UFRUl\nSWrZsqVuuOEGuVwuNWjQQPXq1dMNN9ygF198UfPmzdNXX30lr9fr76mGYahbt24KDg6WJEVGRurk\nyZOX2FP6Ocse0TuBikfvdDYCjkMEBwfL5/P512vUKL15Z5pmmRBTUlKis2fP+tcNw7jMVtMrukwA\n5/F4PPJ4PP71jIwM64qxud/85jdl1l2uspfILVu2aM6cORozZox69+6tNm3aaOHChf7f16pVy79s\nGMZl3iBKr6iSAVwCvdPZGKLmED179tRf//pX5eXlSZLmz5+vGjVqKCkpSXPnzpUkFRYWKjMzUwkJ\nCZJKL+5FRUWW1QwA1YVpmlq9erV69eqloUOHKiYmRsuXL1dJSYn/9wCA6oGA4xDx8fF67LHHFBcX\npw4dOigvL0916tTR7Nmz9f333/snGQgLC9OECRMkSb169dKYMWOUlZVlcfUAUPnOv2N97nqNGjU0\na9Ysbdu2TW63Wz169FBCQoIOHz4s0zRlGMZlXw8AqDqGydtOjpCTk6MdO3Zo+PDhkqQZM2Zo165d\neuedd8q1vdILt51PncsNLwGsc/mhT6ju7N87KxPnPsqP3uksBByHyM/PV1pamg4cOCDDMNS8eXNl\nZmaqSZMm5dqe/S/SNEJUT1ykA5v9e2dl4txH+dE7nYWAg3Kx/0WaRojqiYt0YLN/76xMnPsoP3qn\ns/AZHAAAAAC2QcABAAAAYBsEHAAAAAC2QcABAAAAYBsEHAAAAAC24bK6AAQy+36JXUhIfatLAGBb\n9u2dlYm+DOBKEXBQbky3CABXj94JAJWLIWoAAAAAbIOAAwAAAMA2CDgAAAAAbIOAAwAAAMA2mGQA\n5WYYgT8TUEhIfeXlnbS6DAAOYofeWZnoywCulWEynQvKofQCbYdTx2BGIwQUw+CcDWT26Z2ViXMc\nFY/e6SwMUQMAAABgGwQcAAAAALZBwAEAAABgGwQcAAAAALZBwAEAAABgGwQcAAAAALZBwMEFQkND\nlZOTI6/Xq8jISKvLAYCAMnnyZK1atcrqMgDAsQg4uIBhGHwRHQCU09atW1VcXGx1GQDgWAQcm3K7\n3Xr33XclSYsXL1bt2rVVWFgoSXrsscc0Z84cjRo1SjExMYqOjtaQIUOUn59vZckAUC1NmTJFd9xx\nh2JiYjRy5Ei1aNFCeXl5GjRokCIjI9WuXTuNGzdOJSUlmjt3rnJycvTss89q5cqVVpcOAI5EwLGp\nPn36aMOGDZKkDRs26MYbb9R7770nn8+ndevW6aefflJwcLBycnK0d+9eNWnSROPHj7e4agCoXjZu\n3KgFCxYoOztbOTk5KigokCQ988wzatSokfbt26fs7Gzl5uZq2rRpeuqppxQbG6tp06bpgQcesLh6\nAHAml9UFoHIkJydrwIABmjp1qrZv367Ro0dr8+bNCgkJUcuWLbVmzRr99NNP2rx5sySpqKhIjRs3\nvsq9pJ+z7Pn5B0BF8nq98nq9VpfhWOvWrVP//v1Vr149SdJTTz2lLVu2aP369dqxY4ckqWbNmho2\nbJhmzpypcePGSZJM07zMVtPPWfaI3glUPHqnsxFwbCoiIkJFRUVavXq1WrVqpfvuu0/9+/eXy+VS\nSkqKsrKyNHv2bCUlJUmSCgoKdObMmavcS3qF1w2gLI/HI4/H41/PyMiwrhgHCg4Ols/n86/XqFE6\n8ME0zTIhpqSkRGfPnvWvX/5zjOkVXSaA89A7nY0hajaWnJyssWPHKikpSa1bt9apU6f09ttvKyUl\nRUlJSZozZ46Kiork8/k0bNgwTZgwweqSAaBa6dmzp/76178qLy9PkjR//nzVqFFDSUlJmjt3riSp\nsLBQmZmZSkhIkCS5XC4VFRVZVjMAOB0Bx8aSk5P1xRdf+C+6iYmJatq0qZo1a6aJEycqNDRUbrdb\n4eHh8vl8mj59epnXM5saAKeLj4/XY489pri4OHXo0EF5eXmqU6eOZs+ere+//94/yUBYWJj/TaJe\nvXppzJgxysrKsrh6AHAmw7z8QGHgokqDjx1OHeNXxsoD1YthcM5WpZycHO3YsUPDhw+XJM2YMUO7\ndu3SO++8U67t2ad3VibOcVQ8eqezEHBQLva5SNPwEFi4SFet/Px8paWl6cCBAzIMQ82bN1dmZqaa\nNGlSru3Zp3dWJs5xVDx6p7MQcFAu9rlI0/AQWLhIBzb79M7KxDmOikfvdBY+gwMAAADANgg4AAAA\nAGyDgAMAAADANgg4AAAAAGyDgAMAAADANlxWF4BAFvhfAhoSUt/qEgA4TuD3zspEXwZwrQg4KDem\nWwSAq0fvBIDKxRA1AAAAALZBwAEAAABgGwQcAAAAALZBwAEAAABgG0wygHIzjMCcCSgkpL7y8k5a\nXQYAhwrU3lnR6MUAKothMp0LyqH0Ah2op47BLEYIWIbB+RvIArt3VjTOZVQdeqezMEQNAAAAgG0Q\ncAAAAADYBgEHAAAAgG0QcAAAAADYBgEHAAAAgG0QcAAAAADYBgEHAIBfMXnyZK1atcrqMgAAV4CA\nAwDAr9i6dauKi4utLgMAcAUIODbg9XoVGRlZZj0iIkIZGRnq27ev7rnnHrVu3Vr9+/dXfn6+JGn/\n/v2Kj49XVFSUoqOjlZWV5X/tXXfdpYcffljt27dXeHi4vF6vFYcFABXK7Xbr3XfflSQtXrxYtWvX\nVmFhoSTpscce0+zZs5WYmKg777xToaGh6t27twoLCzV37lzl5OTo2Wef1cqVK1VcXKxRo0YpJiZG\n0dHRGjJkiL+3hoaGasCAAWrbtq1Wrlxp2bECgJMRcGyq9NuypQ8//FBLlizRZ599puDgYE2ePFkl\nJSW6//77NWLECOXm5mr9+vV6/vnntXPnTknSRx99pDFjxmj37t1KS0tTenq6hUcCABWjT58+2rBh\ngyRpw4YNuvHGG/Xee+/J5/Np3bp12r9/v1JTU7Vjxw4dOnRIX3/9tdatW6ennnpKsbGxmjZtmh54\n4AG99NJLCg4OVk5Ojvbu3asmTZpo/Pjxkkp7b2RkpD799FM98MADVh4uADiWy+oCULn69eunm266\nSZKUlpamkSNH6pFHHlFhYaF69+4tSWrSpIlSUlK0YcMGxcfHq3nz5mrXrp2k0nc833rrrUtsPf2c\nZc/PPwAqktfr5S5qBUlOTtaAAQM0depUbd++XaNHj9bmzZtVt25dtWzZUq+88oo2bdqkqVOn6vPP\nP9exY8dUUFBwwXbWrFmjU6dOafPmzZKkoqIiNW7c2P/7zp07/0ol6ecse0TvBCoevdPZCDg2YBiG\nTNP0rxcVFfmXg4KC/MslJSUKCgqSz+e7YBslJSU6e/asJKl27dqX3HZZ6ddWOIBf5fF45PF4/OsZ\nGRnWFRPgIiIiVFRUpNWrV6tVq1a677771L9/f7lcLqWkpGjAgAEqKSnRgw8+qJ49e+qbb765aP/z\n+XyaPXu2kpKSJEkFBQU6c+aM//d169b9lUrSK/CoAFwMvdPZGKJmA40aNdKRI0f0ww8/yDRNrVix\nwv+7VatW6dSpU/L5fHrttdd0//33q3Xr1qpZs6aWL18uSTp27JiWLVumhISEy4QZAAh8ycnJGjt2\nrJKSktS6dWudOnVKixYtUkpKijZt2qQXXnhB/fr1kyT97W9/U0lJiSTJ5XL53zxKSkrSnDlzVFRU\nJJ/Pp2HDhmnChAmWHRMAoCwCjg20bdtWQ4cOVWxsrOLi4tS0aVP/Z3Buvvlm9ezZU2FhYbr++uv1\n/PPPy+VyacWKFZo1a5aioqKUkJCgSZMm6Z577pH0f5/f+cX56wAQqJKTk/XFF18oISFBkpSYmKgm\nTZqoWbNm+uMf/6jk5GTdeeedmjx5slJSUnTo0CFJUq9evTRmzBhlZWVp4sSJCg0NldvtVnh4uHw+\nn6ZPn27lYQEAzmGYvGVvW+np6fruu+80b968Ct92aegJ1FPncsPugOrt8sNGUd0Fdu+saJzLqDr0\nTmfhDo6NGYbB3RcAAAA4CndwUC6B/S4k7+IgcPEuZGAL7N5Z0TiXUXXonc7CHRwAAAAAtkHAAQAA\nAGAbBBwAAAAAtkHAAQAAAGAbBBwAAAAAtuGyugAEssCcgjokpL7VJQBwtMDsnRWNXgygshBwUG5M\ntwgAV4/eCQCViyFqAAAAAGyDgAMAAADANgg4AAAAAGyDgAMAAADANphkAOVmGIE5E1BISH3l5Z20\nugwADhWovbMi0H8BVAXDZDoXlEPpBTpQTx2DWYwQsAyD8zeQBXbvrAicv7AGvdNZGKIGAAAAwDYI\nOAAAAABsg4ADAAAAwDYIOAAAAABsg4ADAAAAwDYIOAAAAABsg4DjQDk5OerXr5+ys7P1xBNPSJLS\n09MVHx9vcWUAcGW8Xq8iIyMrZdtLly6tkH5Yt25dHTlypAIqAgBcDQKOA8XExGjJkiX65JNPdPTo\nUUnSddddp7p161pcGQDYh5O/0BMArETAcSCv16uWLVtq0qRJev/995WWlqaYmBh17txZkjRv3jxF\nR0frt7/9rX73u9/pwIEDFlcMABcqKCjQ73//e7ndboWFhWn79u1KTU3V9OnT/c85dz00NFQZGRn6\n3e9+p9DQUI0bN87/vBdeeEGtWrVSx44dtXz5cn84SU1N1f3336+IiAg999xzKi4u1qhRoxQTE6Po\n6GgNGTJE+fn5kqT3339f0dHRat++vR5//HH5fL4q/NcAAPzCZXUBsEadOnU0ZswYLV26VPPnz5ck\ndenSRSUlJRo1apT+/ve/q3Hjxlq4cKE++OADhYWFWVwxAJR19OhRjR49Wh06dNDMmTOVnp6uW2+9\ntcxzDMPwhxXDMHT69Gm99957OnbsmFq1aqUnnnhCubm5WrZsmXJzc1WrVi2lpKSU2caZM2f0ySef\nSJImT56s4OBg5eTkSJKef/55jR8/XjNnzlS/fv30zjvvKD4+XkuXLtXrr79eBf8KAIDzEXBQRlBQ\nkPr166e4uDj17NlTiYmJeuihhy7x7PRzlj0//wCoSF6vV16v1+oyqqWWLVuqQ4cOkqTo6Gi98cYb\nFwSc8z3wwAOSpKZNm+qmm27SyZMntWXLFqWkpOi6666TJKWlpWnGjBmSSkPR3Xff7X/9mjVrdOrU\nKW3evFmSVFRUpMaNG2vfvn2qWbOm/7M7ffv2Vf369S9RRfo5yx7RO4GKR+90NgIOLpCVlaVPP/1U\nmzdv1n/9139p/vz5WrFixUWemV7VpQGO4/F45PF4/OsZGRnWFVPNBAcHl1k3TVOGYcg0Tf9jhYWF\nZZ5Tu3Zt//Ivz61Ro0aZ4WRBQUFlXvNL8JEkn8+n2bNnKykpSVLpMLkzZ87oyJEjZfYrSS7XpS6x\n6b96bACuDb3T2fgMjoO5XC4VFxeXeezEiRO67bbbdOONN2rEiBF68cUX9fHHH1tUIQBcnUaNGik7\nO1tSaT/bvn37ZZ9vGIa6deumJUuW6NSpU/L5fMrKyvL//vzQkpSUpDlz5qioqEg+n0/Dhg3ThAkT\n1K5dO5mmqfXr10uS1q1bpx9++KGCjw4AcCUIOA5lGIbi4uL02WeflRlv3rBhQ/2///f/1LVrV8XG\nxuq5555jHDmAaun8WcoMw9Dw4cP17bffqk2bNho0aNAVTffcvXt3PfLII4qNjVWnTp1Ut27dMp/b\nOXc/EydOVGhoqNxut8LDw+Xz+TR9+nS5XC6tWLFCEydOlNvt1tKlS9W4ceOKPWAAwBUxzPPfngKu\nQOkFP1BPHeOCd2WBQHH+ECwElsDunRWB8xfWoHc6C3dwAAAAANgGAQcAAACAbRB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WAeCNN97AmDFjoFKpEB4ejgcPHmD9+vVwdXXVeZWhovtq8eLFaNeuHV5++WX0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\n0tixYz2fnzm9JKWlpal169ay2+1q3769rrrqKs8ROAAVj82UdUGZxRQ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- "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#Discussion:\n", - "\n", - "From this limited sample, it's hard to really tell if this algorithm is capable\n", - "of detecting whether two works were written by the same author.\n", - "\n", - "In the two works by Mark Twain, we can see that there are 7 matches within the\n", - "top 15 words, or a 47% similarity. In the two different works, \"The Jungle\" and\n", - "\"Siddhartha\", there is a lower number of matches: 4 out of 15, or 27% similarity.\n", - "\n", - "Ideally we would want the two Twain books to be a very high similarity to\n", - "definitively say that they were written by the same author. My guess is that the\n", - "subject matter, though the books take place in similar settings, is different\n", - "enough to make any detection vague.\n", - "\n", - "The other two books were known to be quite different and only really had generic\n", - "words in common between them: would, one, man, and time. These words are expected\n", - "to be found in common in most cases. In fact, Twain's books had 3 of these 4 as\n", - "well.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#Solution from ctang7" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Now populate the lists\n", - "# Pride and prejudice, sense and sensitivity by Jane Austin\n", - "gb_pp, npp = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", - "gb_ss, nss = get_wf('http://www.gutenberg.org/cache/epub/161/pg161.txt')\n", - "\n", - "# Adventures of Huckleberry Finn by Mark Twain\n", - "gb_ah, nah = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", - "plotTwoLists (gb_pp, gb_ss, 'Most Frequent Words From Pride and Prejudice and Sense and Sensitivity by Jane Austen')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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Tp9CrVy88f/4cW7ZswdWrV/HgwQMcOXLkpeYOKkw6XhXt8UpJSTF6rM6cOWP0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+T27dtiMpnk6NGjStcpLy9P0tPTpb29XRoaGiQxMVEqKioC5trR5LA72Z2Twe70j91J3LiQX06n\nUwoLCyU8PFzMZrOcPHlyWs//84OviEhvb6+sXr1aQkNDZdGiRfLgwQOf7797964kJydLWFiY5Obm\nysuXLyedoaKiQnQ63bivoKAgGR0dVZLJ682bN7Jp0yaJiIgQs9ksVVVV2jGVubwOHDig/RE1lZls\nNpusWbNGux8fPnxYeaahoSEpLi6WyMhImTVrlpSXl4vb7VaaiaYOu5PdORnsTv/YnaQT+YsfLE9E\nRERERDQF+B4XIiIiIiIKeNy4EBERERFRwOPGhYiIiIiIAh43LkREREREFPC4cSEiIiIiooDHjQsR\nEREREQU8blyIiIiIiCjgceNCREREREQBjxsXIiIiIiIKeNy4EBERERFRwOPGhYiIiIiIAh43LkRE\nREREFPC4cSEiIiIiooD3D77/fQwuVSt5AAAAAElFTkSuQmCC\n", - "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Print the common words in the two books by Jane Austen\n", - "\n", - "list=[]\n", - "for key in gb_pp:\n", - " for key2 in gb_ss:\n", - " if (key[0] == key2[0]):\n", - " list.append(key[0])\n", - "\n", - "print \"Commonly used words in the two books by Jane Austen\\n\"\n", - "for item in list:\n", - " print \" \", item" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Commonly used words in the two books by Jane Austen\n", - "\n", - " though\n", - " know\n", - " one\n", - " miss\n", - " much\n", - " mrs\n", - " said\n", - " would\n", - " could\n" - ] - } - ], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#plotTwoLists (gb_pp, gb_ss, gb_ah, 'Most Frequent Words From Three Books')\n", - "plotTwoLists (gb_pp, gb_ah, 'Most Frequent Words From Books by Jane Austen and Mark Twain')\n", - "# Print the less common words in the two books by Jane Austen and Mark Twain, respectively\n", - "print \"Words Jane Austin liked to use but Mark Twain less likely to use: \"\n", - "i = 0\n", - "for item in list:\n", - " i=i+1\n", - " for key in gb_ah:\n", - " if (item == key[0]):\n", - " list.remove(item)\n", - " break\n", - "for item in list:\n", - " print item" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Words Jane Austin liked to use but Mark Twain less likely to use: \n", - "though\n", - "know\n", - "miss\n", - "much\n", - "mrs\n", - "would\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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oo4+Qk5NjcFvILzExUe8XfHJyMm7fvo1GjRrpjA8MDIRSqcTvv/+O6Oho2NjY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- "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#Answer:\n", - "\n", - "I compared the words frequencies of two books by Jane Austen: Pride and Prejudice and Sense and Sensitivity. The frequencies between the two books are shown above. The author Jane Austen seems like to use the words: think though know one miss must much mrs said would\n", - "\n", - "Both authors Jane Austen and Mark Twain liked to use \"could\" and \"would\".\n", - "\n", - "Words Jane Austin liked to use but Mark Twain less likely to use are: think though know mrs" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From jduggan1" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Problem 1\n", - "# Compare the word frequencies for two works of a single author\n", - "# (Mark Twain)\n", - "\n", - "# build the wf lists, re-using the code from the examples\n", - "# Adventures of Huckleberry Finn\n", - "(wf_hf,tw_hf) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", - "# The Adventures of Tom Sawyer\n", - "(wf_ts,tw_ts) = get_wf('http://www.gutenberg.org/ebooks/74.txt.utf-8')\n", - "\n", - "# plot the wf lists, again re-using the above code\n", - "plotTwoLists(wf_hf, wf_ts, 'Comparing the Words of Mark Twain\\'s Books: Huckleberry Finn vs. Tom Sawyer')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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Rotqzoc/69u2L6dOn49dff0VoaCiWL1+OatWqFXkipayV5PhpTNnCrKys0KVL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- "text": [ - "" - ] - } - ], - "prompt_number": 11 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Problem 2\n", - "# Compare the word frequencies for the most popular works \n", - "# of two different authors (Mark Twain vs. Victor Hugo)\n", - "\n", - "# build the wf lists, re-using the code from the examples\n", - "# Mark Twain (Huckleberry Finn)\n", - "(wf_mt,tw_mt) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", - "\n", - "# Victor Hugo (Les Miserable)\n", - "(wf_vh,tw_vh) = get_wf('http://www.gutenberg.org/ebooks/135.txt.utf-8')\n", - "\n", - "# plot the wf lists, again re-using the above code\n", - "plotTwoLists(wf_mt, wf_vh, 'Word Frequencies: Mark Twain vs. Victor Hugo')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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URLNmzSI3NzcyNzenFi1a0Lhx4ygnJ4eWLFlCEomE1qxZU+b2lHXcVCWRmzt3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- "text": [ - "" - ] - } - ], - "prompt_number": 12 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Let's grab the books (but only once)\n", - "# Also, let's sleep for 1 second between grabbing URLs\n", - "import pickle\n", - "import time\n", - "\n", - "# get the Robert Louis Stevenson books (Black Arrow and Kidnapped)\n", - "ba = saveUrl('http://www.gutenberg.org/ebooks/848.txt.utf-8')\n", - "time.sleep(10)\n", - "kn = saveUrl('http://www.gutenberg.org/ebooks/421.txt.utf-8')\n", - "time.sleep(10)\n", - "# get Around the World in 80 days\n", - "aw = saveUrl('http://www.gutenberg.org/ebooks/103.txt.utf-8')\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 13 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# I have simply hacked your get_wf() function to work with a pickled\n", - "# object :-)\n", - "def build_wf(txt): \n", - " # remove the html and other crud from the document\n", - " t = cleanHtml(txt).lower()\n", - " \n", - " # split the words into tokens based upon whitespace\n", - " wds = re.split('\\s+',t)\n", - " \n", - " # remove undesirable punctuation from the words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None)\n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " \n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - "\n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 1:ml ] [::-1], tw)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Problem 1\n", - "# Compare the word frequencies for two of Robert Louis Stevenson's\n", - "# books (Black Arrow & Kidnapped)\n", - "\n", - "# build the wf lists, re-using the code from the examples\n", - "# Black Arrow\n", - "(wf_ba,tw_ba) = build_wf(ba)\n", - "# Kidnapped\n", - "(wf_kn,tw_kn) = build_wf(kn)\n", - "\n", - "plotTwoLists(wf_ba, wf_kn, 'RLS\\'s Word Frequencies: Black Arrow vs. Kidnapped')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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0lFuaPXvzv2ZZ7733ntxyjYjo999/J1tbW7Kzs5P3n6enJymVSq2Wb0T/3Uj/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\nTlhbW4vCwkJp2vjx44VarRanTp0S27dv15m/b9++IioqSgghRHBwsOj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- "text": [ - "" - ] - } - ], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Problem 2\n", - "# Compare the word frequencies for two author's works\n", - "# Black Arrow (RLS) vs. Around the World in 80 Days (Verne)\n", - "\n", - "# build the wf lists, re-using the code from the examples\n", - "# Black Arrow\n", - "(wf_ba,tw_ba) = build_wf(ba)\n", - "# Kidnapped\n", - "(wf_aw,tw_aw) = build_wf(aw)\n", - "\n", - "plotTwoLists(wf_ba, wf_aw, 'Word Frequencies: RLS vs. Jules Verne')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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hX79++Oijj3Dp0iWsWrUKc+bMwbFjx+Dv74+1a9ca1BUR1K1bt5SWYku81sGS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\nu7s7YmJi4OLiAltbW2l5X19flJaWIjMzE97e3tVEiKrwXAXmTiLt02X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- "text": [ - "" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Problem 3: For my work, I chose to study two authors who wrote in a common genre (adventure novels, specifically) -- Robert Louis Stevenson and Jules Verne.\n", - "\n", - "For problem 1, I looked at two of RLS's works -- The Black Arrow: A Tale of Two Roses and Kinapped. The result is very interesting; we see that the words upon, ye, man, and one all show up in the word frequencies for the two books, so we would conclude that they are quite similar.\n", - "\n", - "For problem 2, I looked at Black Arrow again, and Around the World in Eighty Days by Jules Verne. Here, the result is again interesting. The word upon again is found in Around the World in Eighty Days, but it doesn't appear as high in the word frequency list as it did for the Robert Louis Stevenson work." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Extra Credit\n", - "# examination of the probability of the word 'upon' in the three works\n", - "# used in problems 1 & 2.\n", - "\n", - "# grab the data (same as above)\n", - "(wf_ba,tw_ba) = build_wf(ba)\n", - "(wf_kn,tw_kn) = build_wf(kn)\n", - "(wf_aw,tw_aw) = build_wf(aw)\n", - "\n", - "# calculate and display the probability of the word upon\n", - "# for the three books as percentages\n", - "for word in wf_ba:\n", - " if word[0] == 'upon':\n", - " print 'Black Arrow: ' + str(100.0*word[1] / tw_ba) + '%'\n", - "\n", - "for word in wf_kn:\n", - " if word[0] == 'upon':\n", - " print 'Kidnapped: ' + str(100.0*word[1] / tw_kn) + '%'\n", - " \n", - "for word in wf_aw:\n", - " if word[0] == 'upon':\n", - " print 'Around the World in Eighty Days: ' + str(100.0*word[1] / tw_aw) + '%'" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Black Arrow: 1.08496514312%\n", - "Kidnapped: 0.900464262027%\n", - "Around the World in Eighty Days: 0.349516844362%\n" - ] - } - ], - "prompt_number": 17 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Extra Credit: I took the three books from problems 1-3 and looked at the probability of the word 'upon' appearing in each work. The result fit in with problems 1-3 quite nicely. The distribution for the RLS works (Black Arrow & Kidnapped) were quite similar, while the Jules Verne work (Around the World in Eighty Days) had a much lower occurence of the word, which was expected looking at the above tables.\n" + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Written text as operational data\n", + "\n", + "Written text is one type of data\n", + "\n", + "### Why people write?\n", + "\n", + " - To communicate: their thoughts, feelings, urgency, needs, information\n", + "\n", + "### Why people communicate?\n", + "\n", + "1. To express emotions\n", + "1. To share information\n", + "1. To enable or elicit an action\n", + "1. ...\n", + "\n", + "### We will use written text for the purpose other than \n", + "1. To experience emotion\n", + "1. To learn something the author intended us to learn\n", + "1. To do what the author intended us to do\n", + "\n", + "### Instead, we will use written text to recognize who wrote it\n", + " - By calculating and comparing word frequencies in written documents" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 1. Dictionaries in python (associative arrays)\n", + "\n", + "Plot the frequency distribution of words on a web page." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "(unicode error) 'unicodeescape' codec can't decode bytes in position 2-3: truncated \\UXXXXXXXX escape (, line 9)", + "output_type": "error", + "traceback": [ + "\u001b[1;36m File \u001b[1;32m\"\"\u001b[1;36m, line \u001b[1;32m9\u001b[0m\n\u001b[1;33m f = open(\"C:\\Users\\Kevin\\Documents\\Papers.txt\")\u001b[0m\n\u001b[1;37m ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m (unicode error) 'unicodeescape' codec can't decode bytes in position 2-3: truncated \\UXXXXXXXX escape\n" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From bigjosher" + } + ], + "source": [ + "import requests, re\n", + "# re is a module for regular expressions: to detect various combinations of characters\n", + "import operator\n", + "\n", + "# Start from a simple document\n", + "#r = requests .get('http://eecs.utk.edu')\n", + "\n", + "#file = os.startfile(C:\\Users\\Kevin\\Documents\\Papers.txtl 'open')\n", + "f = open(\"C:\\Users\\Kevin\\Documents\\Papers.txt\")\n", + "\n", + "for line in file:\n", + " for word in line:\n", + " t += word;\n", + "# What comes back includes headers and other HTTP stuff, get just the body of the response\n", + "\n", + "# obtain words by splitting a string using as separator one or more (+) space/like characters (\\s) \n", + "wds = re.split('\\s+',t)\n", + "\n", + "# now populate a dictionary (wf)\n", + "wf = {}\n", + "for w in wds:\n", + " if w in wf: wf [w] = wf [w] + 1\n", + " else: wf[w] = 1\n", + "\n", + "# dictionaries can not be sorted, so lets get a sorted *list* \n", + "wfs = sorted (wf .items(), key = operator .itemgetter (1), reverse=True) \n", + "\n", + "# lets just have no more than 15 words \n", + "ml = min(len(wfs),15)\n", + "for i in range(1,ml,1):\n", + " print (wfs[i][0]+\"\\t\"+str(wfs[i][1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Example 2\n", + "\n", + "Lots of markup in the output, lets remove it --- \n", + "\n", + "use BeautifulSoup and nltk modules and practice some regular expressions." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "ImportError", + "evalue": "No module named 'BeautifulSoup'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mImportError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mrequests\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mre\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnltk\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mBeautifulSoup\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mBeautifulStoneSoup\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mnltk\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mclean_html\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mcollections\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mCounter\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0moperator\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mImportError\u001b[0m: No module named 'BeautifulSoup'" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Mark Twain\n", - "tom_sawyer = \"http://www.gutenberg.org/cache/epub/74/pg74.txt\"\n", - "huckleberry_finn = \"http://www.gutenberg.org/cache/epub/76/pg76.txt\"\n", - "(wf_ee, tw_ee) = get_wf(tom_sawyer)\n", - "time.sleep(10)\n", - "(wf_bu, tw_bu) = get_wf(huckleberry_finn)\n", - "\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words Between Two Books by the Same Author')\n", - "\n", - "# Oddly, the lower case letter 'i' has the highest frequency in Huckleberry Finn.\n", - "# You'll notice that with the same author most of the high frequent words are the same.\n", - "# It seems that the ones that differ are probably specific to that book or story (ex. 'huck', 'boys', etc)." - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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TktdjdT7//HPMnz+/UF1Q6FOHDh2QmpqKb7/9Fk+ePJHXX92tzddff42UlBSN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- "text": [ - "" - ] - } - ], - "prompt_number": 20 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Charles Dickens\n", - "great_expectations = \"http://www.gutenberg.org/cache/epub/1400/pg1400.txt\"\n", - "# Charlotte Bronte\n", - "jane_eyre = \"http://www.gutenberg.org/cache/epub/1260/pg1260.txt\"\n", - "(wf_ee, tw_ee) = get_wf(great_expectations)\n", - "(wf_bu, tw_bu) = get_wf(jane_eyre)\n", - "\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words Between Books from Different Authors')\n", - "\n", - "# Great Expectations and Jane Eyre were published within 20 years of each other.\n", - "# Notice that 'miss' is used frequently in Great Expectations while 'mrs' is used frequently in Jane Eyre.\n", - "# Similarly, 'said' is used commonly in Great Expectations, while 'says:' and 'says' are used often in Jane Eyre." - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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cuHGYM2eOvJO99tpr8Pf3x7p167R2jitXruA///mPzrR9fX3x5MkTrV8ut27d\nkg+0GpaWlggLC0Nqaipmz56tNW7Pnj0YOXIkvvnmG53LjMWhWaf6DpKFad26NW7fvo1vv/0Wbm5u\n8PHx0SnTpk0bpKam4tChQzpPh+jatSvs7Ozw5Zdfah0wc3JyMHLkSDx+/FjePooSEREBIYROX2nr\n16/H/v37tQLdiRMnsHjxYp2zKJrtU9+TUEoiIyMD69atg7m5uXyZtCTbDlD49t2+fXsQEeLj4+Ho\n6Ij69esD+Pcs1qxZs2Bubq71dI6WLVuiVq1a+Prrr3Uuo8bHx2PGjBnyj4xatWqhZcuW2LJli04f\nX2vWrMHkyZOxZcuWcr0PJj4+HgDQuXNnAHmXwXr37o3Lly9r9QsH5F1WXrt2Lby8vOR7SPv164dH\njx5h9OjRWmdwjx49igULFsDBwUF+jmhBlpaWmDdvHnJzcxEVFSWfKfn111+xcOFCrFu3Tqt8aW1D\nBUVGRj73MpQXzT6bmpqKjh074o033iiV6fbp0wcmJib48MMPtZKxnJwcDBs2DDNnzsQ///zzzOlE\nRkaCiDB8+HCtHyRXrlxBVFQUPvvsM/lsaEmZmZk980eO5nLre++9V2gZTR92+fuk8/X1RUZGBlJT\nU+VhFy5ckKdXsB7A8x8XS3K8LkpSUhKmT5+u83jIsto/Sp3BmmOUMX2tZu7evUvm5uYkhG4/ZEX1\nQ2dvb0+RkZE0bNgw8vT0JCEE9e7dWy6n6YdOCEGBgYEUExNDgwcPJkdHRzI3N6cdO3bIZePi4uRy\nhfUHplHSfug0rVzzt77SWLduHZmZmZG1tTX16dOHYmJi6PXXXychBL3xxhtafXQdP36c7O3tycLC\ngnr37k1DhgwhV1dXqlKlik4r18TERLkLivfff5+io6PplVdekfu2yt9two0bN8jLy4uEyOunbdy4\ncdSzZ08yNzcnKysrreXU9/1pFGyZlZWVRZaWlqRQKGjMmDFaTdwLc/36dbk1Yv7uSfL75Zdf5DKr\nVq3SGb9x40YyMzMjS0tL6tWrF40cOVLuh65Vq1Za/cIV1ZpM0yrR09OToqOj6Z133iFJkuS+owr2\nQyeEoPbt29OECROoX79+ZG1tTba2tnIXCIUprNuSjz/+mN577z2ysrIiSZK0+sciKtm2U9j2nZub\nK/chWLD/qKpVq5IQeX0TFrRv3z6ysbEhMzMz6tatG40fP56CgoJICEG1a9emq1evymVPnTpFLi4u\n8vqJiYmiPMyfAAAgAElEQVShzp07k4mJCTk5OVFaWppctqjW5oW1zitIX7clU6ZMoZiYGHk7qFGj\nhlYL5Pz90DVr1ozGjBlDXbt2JUmSyMHBgQ4dOiSXffz4sdznnr+/P40cOVLuw02hUNBPP/0kl9XX\nTRARUefOnUkIQXPmzJHXkZ2dHZmamlK3bt3ogw8+kPfB6tWr67TCLqioVq76WpmXxjIUNf0X+a4m\nTpxI/fv3l/epxo0ba3UvQlR4K9eCcbaweDV79mwSQpCjoyP179+fxowZQ76+viREXn9umtbqz2qp\n//bbb8utYKOjo2nIkCHk6OhIkiRptVgubB0S6d/mW7duTULkdYmiL8ZdvHhR3o6L8ujRI7K1tSUh\nhNz1zRdffEFCCHJ2dqYRI0bQoEGDyMHBQT425N+GVq5cKW8jEyZMoKysrCKXZeTIkTrHxuIer4kK\n325++eUXMjc3J4VCQX379qUPPviAOnfuTJIkkZ+fn1YL34qo0iZ0sbGxJEmSzg7Wvn17kiSJfvzx\nR63hmqCaP6EjItq6dSu1adOGbG1tSalU0htvvEFff/21zvxu3rxJ48aNIx8fH7KysiJHR0fq1KmT\nVl9AmnLBwcGkUCjI2dm5yA0kMjKSJEkqUcfCBZvT57d//37q3LkzOTo6kkKhoLp169KUKVP09q1z\n8uRJ6tq1K9na2lKVKlVo8ODBtGbNGp2Ejiiv766GDRuSpaUl1ahRgyZNmkRXr17VuzPeunWLxo0b\nR7Vr1yYLCwtyd3en7t27a/V5R1T490eU11dZweTo66+/purVq5NCodDq/60ofn5+JEmSTtcVGpqu\nViRJ0ul+RuPgwYPUqVMncnBwICsrK2rQoAHNmjWLcnJynlnngvVv0KABKRQK8vLyoiVLltAHH3yg\ns01euHCBoqKiqHbt2mRpaUlVq1alXr160cmTJ5+5vCtWrCAh8rq70SSqQuT181StWjXq0KFDoZ2L\nFnfbKWr7DgsLI0mSdPqs6tmzJ0mSRHPnztU779TUVOrduzdVrVqVLC0tycvLi0aNGiV3O5PfX3/9\nRYMGDSI3NzeysLCgWrVqUb9+/bT6piL6d996kYTOw8NDZ11qukOoX78+xcTE0I0bN3Q+d/v2bRo3\nbhzVqlVL3gcGDBhAGRkZOmUfPXpEU6dOpVdffZUsLCzI1dWVwsLC6Pjx41rlCjv4nT9/nqysrEip\nVNJff/1FRHndgISFhVHNmjXJwsKC3NzcKCoqii5fvvzMZV6xYgVJklTshK40lqE0Ejp935Um0W/V\nqhUtWLBAqyNwDX1xSF+cLSpeJSUlUZs2bcjOzo5sbGyoYcOGNGfOHK35PWsd5ubm0vz58ykgIICs\nrKzkehecX1FJkL5t/tChQ+Tn50eWlpYUEhKi85np06eTJElanVMXZvDgwSRJEo0dO1YeNm/ePPLx\n8SELCwvy8vKimTNn0tGjR3USusePH1NYWBhZW1uTvb09nT59ushl0XSCXvDYWNzjdVHbzW+//UYd\nO3ak6tWrk4WFBXl6etLYsWP1dp5c0QgifngaK57ExER07txZp9sLxhhjjBnWS3UPHWOMMcZYZcQJ\nHWOMMcaYkeOEjjHGGGPMyPE9dIwxxhhjRo7P0DHGGGOMGTlO6BhjjDHGjBwndIwxxhhjRo4TOsYY\nY4wxI8cJHWOMMcaYkeOEjjHGGGPMyHFCxxhjjDFm5DihY4wxxhgzcpzQMcYYY4wZOU7oGGOMMcaM\nHCd0jDHGGGNGjhM6xhhjjDEjxwkdY4wxxpiR44SOMcYYY8zImRq6AqVFkkxA9NTQ1WDspdSgQQMc\nP37c0NVgz4FjJ2OGUdpxs9KcocsLSFSOryk8P56fEcwPIKIyfyUnJ4MZp/KPnRVxfzHmenGdDFcn\nVKi4WWkSOsYYY4yxlxUndIwxxhhjRo4Tuuem4vnx/Hh+jJUJlaErUAiVoSugh8rQFdBDZegK6KEy\ndAXKnCAiMnQlSoMQAppr2owxDYHy2MWFKJ/5sNLHsZOx5/Vica+046ZBz9CdP38ekiRh8+bN8PDw\ngFKpxLhx45CSkoLGjRvDxsYGXbp0wcOHDxEZGYmIiAgEBATA2dkZJ06cMGTVGWOszF26dAk9evSA\no6MjnJ2dER0djaysLKxYsQItWrTAJ598AhcXF9jb22PUqFFaB4clS5bA09MTSqUSgYGBOHLkiAGX\nhDFW1ipEtyXx8fFITExEcnIywsPDkZiYiEWLFsHU1BSdOnXC8uXLIYTA6tWrsWHDBri5uaFu3bqG\nrjZjjJWZ7OxsBAUFwdvbG3v27MHNmzcxcOBAEBFee+01HD58GDVq1MCvv/6KQ4cOISIiAqGhoQgN\nDcXmzZsxefJkLF26FHXr1sXatWsRFBSE06dPw9XV1dCLxhgrC2RA586dIyEEbdmyRR7m6OhIsbGx\n8vsuXbrQsGHDKDIykl577bVCpwWAAOIXv/il9UKZ7sP59z9WuhISEsjKyopu374tD9u6dSuZmprS\nvHnzSJIkyszMlMc1atSIpk6dSkRELVq0oDlz5mhNr3Xr1vL4/Dh28otfz/vCC+3jpR03K0SjCE9P\nT/l/hUKBmjVrar3PysoCAK3hjDFWmaWlpaFOnTqwt7eXhzVr1gy5ubl48uQJnJycoFQq5XG2trZ4\n8uSJ/NlJkyZBqVTKr19//RVnzpwp9+VgjJWPCnHJ1dRUuxqSpD/PtLS0fMaUYvP9r8LL0KqFMUNQ\nq9VQq9WGrkalplAodIbl5ubKf83NzXXG5/3ozxs/e/ZsBAcHa42zsbEpZG6x+f5XgWMnY6WvrONm\nhUjoSk+soSvA2EtBpVJBpVLJ7+Pi4gxXmUrK19cXZ8+exe3bt+Hg4AAA2L9/P0xMTHR+BBfk4+OD\nixcval39GDZsGFq2bImwsDA9n4gtxZozxvQp67hZIS65MsYY09a2bVt4e3sjPDwcKSkpUKvVGDFi\nBHr16gVHR0ed8pqzcwAwZswYzJ8/H6tWrUJ6ejri4uLw9ddfw9fXtzwXgTFWjgye0OX1gVS8MsUp\nyxhjlYEQAps2bYIQAk2bNkVYWBi6dOmCZcuWgYh04mH+9z169MDnn3+OuLg4+Pn5ISEhAQkJCfD3\n9y/vxWCMlRPuWJixSo07FmZF49jJ2PPijoUZY4wxxlgp4oSOMcYYY8zIcULHGGOMMWbkOKFjjDHG\nGDNylawfOm4Fy1h+SqWDoavAjALHTsZKqqLF10qV0HErO8YYKzmOnYwZP77kyhhjjDFm5DihY4wx\nxhgzcpzQMcYYY4wZuUp1Dx0/GowZI6XSAZmZtwxdDfYS49jJWOGMJUbzo78YMzjjf2wWP/rLeHHs\nZOxZyia+8aO/GGOMMcaYFk7oGGOMMcaMnEESuvPnz0OSJGRkZBhi9owxxhhjlYpB7qF7+vQpbt68\nCScnJ0hS6eSUfB8IM17Gf/8Z30NnvDh2MvYsxnEPHTeKYMzgjD8Z4oTOeHHsZOxZjCOhM/gl19u3\nb2PQoEFwdXWFnZ0d+vTpg9u3b8tlT5w4gaCgIFhZWcHLywuzZ882RJUZY6zC0MTQzZs3w8PDA0ql\nEuPGjUNKSgoaN24MGxsbdOnSBQ8fPkRkZCQiIiIQEBAAZ2dnnDhxwtDVZ4yVAYP2Q0dEePvtt/H4\n8WMkJiYCAIYMGYLw8HAkJibi0aNHCA0NRUREBJYuXYozZ85g0KBBMDc3x/Dhww1ZdcYYM7j4+Hgk\nJiYiOTlZjpuLFi2CqakpOnXqhOXLl0MIgdWrV2PDhg1wc3ND3bp1DV1txlgZMMgl1/Pnz8PT0xPJ\nyclo0KAB0tLS4OPjAwA4deoUfH198eeff2L//v1YsGABjh8/Ln925cqVmDp1Ks6ePas1Tb5swIyX\n8V+u5Euu5UsTQ5OSkhAaGgoAcHJyQnR0NKZMmQIA6Nq1K9zc3PDgwQOcOHEChw4d0jstjp2MPYtx\nXHI16Bm6LVu2QKlUyskcAPj4+MDBwQFpaWlIS0vDiRMnoFQq5fFPnz5FdnY2cnJyYGpasPqx+f5X\n/e/FGCttarUaarXa0NV46Xl6esr/KxQK1KxZU+t9VlYWAGgN1y823/8qcOxkrPSVddw0aEKnUCj0\nDs/NzZVfKpUKixcv1hpPRDAxMdHzydjSryRjTIdKpYJKpZLfx8XFGa4yL7GCP2oL6zXA0tLyGVOK\nLZ0KMcYKVdZx06AdC4eEhODevXs4efKkPCw1NRWZmZl49dVX4ePjg9OnT6NmzZrw9PSUL9N+/vnn\n/OxBxhhjjLH/MWhCZ2Jigo4dOyIiIgJHjhzB4cOHERERgcDAQPj7+6NPnz7IysrCwIEDcfLkSWzf\nvh1Dhw6Fk5OTIavNGGOMMVahGDShE0Jg5cqV8PLyQps2bRASEoL69evjp59+AgDY2Nhg69atOH/+\nPBo1aoTIyEhERkZi2rRphqw2Y4wZXHGuUmjK8BUNxio/g7RyPXv2LLy9vXHx4kW4ubmVyjS5pRYz\nXsbfQpRbuRovjp2MPYtxtHIt9zN0ly9fxtatW2Fubg5nZ+fynj1jjDHGWKVT7q1c58yZg2XLlmHS\npEmwsLAo79kzxhhjjFU6/CxXxgzO+C9X8iVX48Wxk7Fn4UuujDHGGGOsHBi0Y+HSxy25mPFRKh0M\nXQX20uPYyVhhjCVGV6qEji/5MMZYyXHsZMz48SVXxhhjjDEjxwkdY4wxxpiR44SOMcYYY8zIVap7\n6PjxNqyiUSodkJl5y9DVYKxIHDsZ02aMsZv7oWOsTL0c/bNxP3TGi2MnY/qUfUzjfugYY4wxxpiW\nCpfQxcbGIjAwsNDxbdu2RVxcXDnWiDHGKr4VK1bA3d290PEDBw5Ev379yrFGjLHyVOESumcRQvD9\nHowxVkDPnj1x/PjxQsdz7GSscqtUjSIYY+xlZWlpCUtLyyLL8H2OjFVeJTpD17BhQ8ybN09+37Vr\nVzRs2FB+v3HjRnh7e+POnTsYNGgQXF1dYWdnhz59+uD27dsAALVaDUmS8PTpU/lzkZGRCA8P1zvP\nhIQEvPrqq7C2tsbQoUORm5vLQYkxVql9+eWX8PT0hEKhQIMGDfDzzz8DAPbv34/AwEBYW1vDxsYG\n7dq1w99//w1A95Lrr7/+ikaNGsHKygrdunXDgwcPDLIsjLHyUaKELjQ0FGq1GkDeL71ffvkFqamp\nuH//PgBg+/btCA0NRdeuXfHHH38gMTERO3fuxKlTpwpN2IDCLwWkpqaie/fuGDRoEI4dOwZTU1Oo\n1Wq+bMAYq7SOHTuG0aNHY968eTh9+jTCwsLQo0cPXLp0CR06dEBwcDBSU1Oxbds2ZGRkYNq0aTrT\nuHHjBtq3b482bdogOTkZjRs3xvfff8+xk7FKrESXXENCQrB06VIAQEpKChwdHeHi4oLffvsNwcHB\n2LFjB0aMGIEvvvgCaWlp8PHxAQCsXr0avr6+SEtL0zvdws64ffPNN2jevDnGjBkDAJg7dy5++umn\nklSZMcaMyvnz5yGEQI0aNeDu7o6JEyfi9ddfh4mJCT766CM5HtasWRPvvPMO9u/frzONH374AU5O\nTpgxYwYAYOLEiUhKSirX5WCMla8SJXTNmzdHdnY2kpOTsXfvXgQGBiI3Nxf79u2Dl5cXLl26BDs7\nOyiVSjmZAwAfHx84ODggLS0NVapUeeZ8NL8iU1NTtS7pSpKEgICAIj4Zm+9/1f9ejLHSplar5bP1\nrHSFhoYiICAAAQEB8PPzQ+fOnTFgwABUq1YNffv2xezZs5GcnIzU1FQkJyejadOmOtNITU2Fv7+/\n1rAmTZrgzp07hcw1Nt//KnDsZKz0lXXcLFFCZ25uDpVKBbVajX379qFjx47IycnBd999B3d3d7Rq\n1QoODg56P5ubm4vc3Fy9p/xzcnIgSbpXf4UQWvfaAYCZmVkRNYwtyeIwxp6TSqWCSqWS33NXQqVH\noVBg//792LdvHxITE7F+/Xp88cUX+OmnnxAWFobGjRsjJCQEgwYNQmJiIvbt26d3OgVjp6lpUeE+\ntvQWgDGmV1nHzRJ3WxISEoJdu3Zh3759CAwMRGBgIA4ePIjExES0a9cOPj4+uHfvHk6ePCl/JjU1\nFZmZmfDx8YG5uTkAIDMzUx6fkZGhNQ/NJVg/Pz8cPnxYa3hRzfIZY8zY7dy5E5988glatGiBzz//\nHGlpaahatSrUajXs7OyQmJiI6OhoNG/eHOnp6Xqn4efnh2PHjiE3N1ceduzYMb6HjrFK7LkSuq1b\nt0KSJHh6esLb2xs2NjZyQuft7Y2OHTsiIiICR44cweHDhxEREYHAwED4+/ujXr16UCgU+Oyzz3Du\n3DnMnj270CQtKioKx48fx9SpU3Hq1CmMHz9eJ/ljjLHKxMLCAlOnTsWSJUtw/vx5JCQk4K+//oKn\npycuX76MHTt2ICMjA/Hx8UhMTMTjx491ptGzZ09kZWUhOjoap06dwuzZs7Fnzx4DLA1jrLyUOKHz\n8vJC9erVtZ7m0LJlS3h4eMDb2xsAsHLlSnh5eaFNmzYICQlB/fr15cYMtra2WLp0KdauXSv/ihw5\ncqQ8rfwtXmvXro3ExESsW7cOAQEB+Ouvv/D222+/0AIzxlhF1qJFC3z11VeYNWsWfH19ERMTgzlz\n5qB3794IDw9Hjx490KRJE2RkZGDt2rU4deoUsrKyAPx7/7GDgwO2bduGY8eOISAgAFu3bkVUVJQh\nF4sxVsYEVZJO3fgB06xiejkeWl/aD5lm5YdjJ2P6lH1MK+24aXSP/mKMMcYYY9o4oWOMMcYYM3Kc\n0DHGGGOMGTlO6BhjjDHGjFyJOhau+LiPJVaxKJX6O9pmrGLh2MlYfsYYuytVQset7BhjrOQ4djJm\n/PiSK2OMMcaYkeOEjjHGGGPMyHFCxxhjjDFm5CrVPXT84GlWkFLpgMzMW4auBmMVGsdO9jKo7McD\nfvQXq+T4kVTlgR/9Zbw4drKXR8WKU/zoL8YYY4wxpoUTOsYYqwQiIyMRHh5e6Pg6depg5cqV5Vgj\nxlh54oSOMcYqASFEkffCPWs8Y8y4cULHGGOVABFVqPuDGGPlq1wSukuXLqFHjx5wdHSEs7MzoqOj\nkZWVhRUrVqBFixb45JNP4OLiAnt7e4waNUorKC1ZsgSenp5QKpUIDAzEkSNHyqPKjDFWZs6dO4eO\nHTvC1tYW7u7u+OyzzwAUHisBYMWKFXB3d9eajkqlwscff6x3HkuXLkXNmjVhZ2eHuLi4sl0gxpjB\nlXm3JdnZ2QgKCoK3tzf27NmDmzdvYuDAgSAivPbaazh8+DBq1KiBX3/9FYcOHUJERARCQ0MRGhqK\nzZs3Y/LkyVi6dCnq1q2LtWvXIigoCKdPn4arq2tZV50xxkpdVlYWgoOD4e/vjwMHDuDSpUsICwtD\n9erV8emnn+qNlV988YXeaRW8jKr5f9u2bYiOjsaSJUvw+uuvY/LkyUhPTy+X5WOMGQiVsYSEBLKy\nsqLbt2/Lw7Zu3UqmpqY0b948kiSJMjMz5XGNGjWiqVOnEhFRixYtaM6cOVrTa926tTw+PwAEEL/4\nVeCFMtqyWX68nosvMTGRrK2tteLed999RytXriw0Vt69e5e++eYbcnNz05qWSqWijz/+mIiIIiIi\nKDw8nIiIunXrRpGRkXK5u3fvkrW1Na1cuVKnPhw7+fXyvFCq+/KLKu36lPkZurS0NNSpUwf29vby\nsGbNmiE3NxdPnjyBk5MTlEqlPM7W1hZPnjyRPztp0iStSwrZ2dk6lx3+FZvvf9X/Xoyx0qZWq6FW\nqw1dDaOUmpqKOnXqaMW9Xr16IT4+vtBYeebMmRLNIy0tDVFRUfJ7W1tbeHl5FfGJ2Hz/q8Cxk7HS\nV9Zxs8wTOoVCoTMsNzdX/mtubq4zPi9xzRs/e/ZsBAcHa42zsbEpZG6xL1xfxtizqVQqqFQq+T3f\no1V8+mIeUHSsfPr0qd4Wqjk5OYXORxNHNczMzIqoVWwR4xhjpaGs42aZN4rw9fXF2bNncfv2bXnY\n/v37YWJiAlPTovNJHx8fXLx4EZ6envJr9uzZfGaAMWa0vL29kZ6ejnv37snDpkyZgvj4+EJjZZ06\ndWBubq71GSJCRkaG3nn4+fnh0KFD8vsHDx7g9OnTZbA0jLGKoswTurZt28Lb2xvh4eFISUmBWq3G\niBEj0KtXLzg6OuqUz/+rcsyYMZg/fz5WrVqF9PR0xMXF4euvv4avr29ZV5sxxspESEgI3N3dERUV\nhZMnT2LLli1YsGAB5s6dW2isdHBwQJMmTZCZmYn58+cjIyMDMTExWskf8G/8HD58ODZs2IDFixfj\n5MmTeP/993H//n1DLC5jrJyUeUInhMCmTZsghEDTpk0RFhaGLl26YNmyZSAincsI+d/36NEDn3/+\nOeLi4uDn54eEhAQkJCTA39+/rKvNGGNlQpIkJCQk4NatW2jUqBGGDh2KKVOmoHv37oXGSgDw8vLC\nzJkzMX36dAQEBCAnJwdhYWHydPO3eG3RogVWrVqFGTNmoEmTJrC3t0ezZs0MsryMsfIhqOCNFkaK\nHzDN9KtYD2OurEr7IdOs/HDsZC+PihWnSjtu8pMiGGOMMcaMHCd0jDHGGGNGjhM6xhhjjDEjxwkd\nY4wxxpiRK/OOhcuXbseb7OWmVDoYugqMGQGOnazyq+zHg0qV0FWk1iuMMWYsOHYyZvz4kitjjDHG\nmJHjhI4xxhhjzMhxQscYY4wxZuQq1T10BR8jxl5eSqUDMjNvGboajBkFjp2MY6bx40d/sUqqYj3i\npbLjR38ZL46dLA/vw+WNH/3FGGOMMca0cELHGGOMMWbkKmRCFxkZifDw8ELH16lTBytXrizHGjHG\nmOGcP38ekiQhPT0dkiRh165dAAAPDw98/fXXBq4dY6wiqJCNIoQQRd6k+6zxjDFWGQkhcPXqVTg4\nOMjvORYyxoAKmtAREd+cyRhjeri4uBi6CoyxCuiFL7meO3cOHTt2hK2tLdzd3fHZZ58BAC5duoQe\nPXrA0dERzs7OiI6ORlZWFgBgxYoVcHd315qOSqXCxx9/rHceS5cuRc2aNWFnZ4e4uLgXrTJjjBkl\nItK65Jrf77//DqVSiYULFwIAsrKyMGrUKLi4uMDJyQlhYWG4fv16eVeZMVZOXiihy8rKQnBwMCws\nLHDgwAF8/fXX+M9//oNVq1YhKCgIDx8+xJ49e7Bu3Tps2bIFY8eOLXRaBS8daP7ftm0boqOjMXXq\nVBw8eBAnTpxAenr6i1SbMcYqlYyMDHTo0AETJkzAsGHDAACTJk3CwYMH8fPPP2Pv3r14+vQpOnbs\naOCaMsbKygtdct2xYweuXLmCo0ePQqlUom7duvjyyy/x5MkTXL58GYcOHYK9vT0AYOHChejYsSOm\nT59eonksXboUvXr1Qt++fQEAy5YtQ1JS0otUmzHGKo3r168jNDQUvXv3xkcffQQAePjwIRYuXIgD\nBw6gYcOGAIBVq1bByckJ+/btQ4sWLQxZZcZYGXihhC41NRV16tSBUqmUh/Xq1Qvx8fGoU6eOnMwB\nQLNmzZCbm4szZ86UaB5paWmIioqS39va2sLLy6uQ0rH5/lf978UYK21qtRpqtdrQ1XjpERHi4uLw\n5MkT1KhRQx6ekZGB7OxsBAYGapXPysrCmTNn9CR0sfn+V4FjJ2Olr6zj5gsldObm5nqHKxQKnWG5\nubkAgKdPn+ptlZWTk1PofAo2kDAzMyukZGyh02CMlR6VSgWVSiW/53tbDSc4OBgdOnRATEwMwsLC\nUK1aNTme7t27F3Z2dnJZIoKzs7OeqcSWT2UZe4mVddx8oXvovL29kZ6ejnv37snDpkyZgvj4eJw9\nexa3b9+Wh+/fvx8mJiaoU6cOzM3NtT5DRMjIyNA7Dz8/Pxw6dEh+/+DBA5w+ffpFqs0YY5WCEAJd\nunRBVFQUfHx85PuUa9euDRMTE9y4cQOenp7w9PSEs7MzxowZgwsXLhi41oyxsvBCCV1ISAjc3d0R\nFRWFkydPYsuWLViwYAHmzp0Lb29vhIeHIyUlBWq1GiNGjECvXr3g4OCAJk2aIDMzE/Pnz0dGRgZi\nYmK0kj/g37Nyw4cPx4YNG7B48WKcPHkS77//Pu7fv/8i1WaMsUpFCIH58+dj7dq12L17N5RKJaKi\nojB8+HDs3r0bJ0+eRN++fZGSkgJvb29DV5cxVgZeKKGTJAkJCQm4desWGjVqhKFDh2LKlCno3r07\nNm3aBCEEmjZtirCwMHTp0gXLli0DAHh5eWHmzJmYPn06AgICkJOTg7CwMHm6+Vu8tmjRAqtWrcKM\nGTPQpEkT2Nvbo1mzZi9SbcYYMzrP6kC4adOmeO+99zB8+HDk5ORg1qxZCA4ORlhYGF5//XU8fvwY\n27Ztg4WFRTnVmDFWngRVkh5884JdpVgUVioEd05djoTg9W2sOHayPLwPl7fSjpsV8lmujDHGGGOs\n+DihY4wxxhgzcpzQMcYYY4wZuRfqh67iKfqmYfbyUCodDF0FxowIx86XHcdM41epEjq+oZMxxkqO\nYydjxo8vuTLGGGOMGTlO6BhjjDHGjBwndIwxxhhjRq5S3UP3rJ7UmeEplQ7IzLxl6GowxvLh2Ply\n4ThcOfGTIlg5497IKyN+UoTx4tj5MuL9tSLgJ0UwxhhjjDEtnNAxxhhjjBk5gyV0kZGRCA8PN9Ts\nGWOswjp//jwkSUJ6ejokScKuXbsAANevX8cPP/wgl8vIyEBSUpLWZzIyMgxSZ8aYYRmsUcSCBQsM\nNWvGGDMKQghcvXoVDg55vfhPmDABOTk56NGjBwBgwIABCAwMRPv27Q1ZTcZYBWCwhE6pVBpq1owx\nZjRcXFzk/wveQE1EfHM7YwxAKV9y1Zzy37x5Mzw8PKBUKjFu3DikpKSgcePGsLGxQZcuXfDw4UOt\nS653795FWFgYHB0dYWdnh3fffRfXrl175jjGGKvMiAiSJGHnzp2IjY3FqlWrsGbNGtSqVQv9+vXD\n3qls0nEAACAASURBVL17MW3aNAQFBel0PXL37l1ERETA3t4e1apVw+DBg3H//n0DLQljrKyVyRm6\n+Ph4JCYmIjk5GeHh4UhMTMSiRYtgamqKTp06Yfny5RBCyAFo8uTJuHDhAvbu3QtJkjBo0CCMGTMG\na9as0Ttu9OjR+O6778qi6owxVuEIIRATE4OTJ0/i6dOnWLRoEczMzHD69Gk0bdoUH3/8Me7cuaP1\nmf79+yM7Oxv79u1DdnY2xowZg8jISKxfv95AS8EYK0tlktB99NFH8PPzg5+fH0aOHIlevXqhdevW\nAACVSoWTJ09qlb9w4QJsbGzg4eEBa2trfPvtt3JwKmocY4y9LKytrWFpaYnc3Fw4OjoCAMzNzWFt\nbQ17e3utuJieno5Nmzbh5s2b8v13K1euRK1atXD58mVUr17dIMvAGCs7ZZLQeXp6yv8rFArUrFlT\n631WVhaAf+8HGT16NDp37gxnZ2e0bt0ab7/9Nvr27fvMcbpi8/2v+t+LMVba1Go11Gq1oavBCpGW\nlgYiQo0aNbSGCyFw+vRpPQldbL7/VeDYyVjpK+u4WSYJnamp9mQlqehb9Vq1aoVLly5h8+bNSEpK\nwtixY/Hdd99h165dRY7TFVt6C8EYK5RKpYJKpZLfx8XFGa4yTEdOTg5sbGxw/PhxreFEhGrVqun5\nRGy51Iuxl1lZx02DdiysuYdu2rRpOHjwIHr37o3Vq1cjKSkJarUa169fL3TcjRs3DFl1xhgrdwUb\nPhT2DFYfHx/cv38fOTk58PT0hKenJ4QQGD16NDIzM8ujqoyxcmbQhE5zyfXChQuIjo7G/v37kZGR\ngdWrV6NmzZpwcnIqchxjjL1MlEolLly4gL///hsAYGNjgzNnzuj8wPX19UVoaCjCw8Nx6NAhJCcn\no0+fPrhx4wZcXV0NUXXGWBkr9YSusF+M+spo/s6aNQtvvPEGunTpAj8/P5w+fRqJiYmQJKnQccWZ\nD2OMGSt9Ma5v375IT09Hw4YNAQCDBw/Gtm3b0K5dO62eAwDg22+/hZeXF4KDg6FSqeDm5oaEhIRy\nqz9jrHwJqiS9UuYFskqxKJWc4I5QKyEh+Hs1Vhw7X0a8v1YEpR03DXrJlTHGGGOMvThO6BhjjDHG\njBwndIwxxhhjRo4TOsYYY4wxI1cmHQsbDrd8reiUSgdDV4ExpoNj58uE43DlVKkSOm61wxhjJcex\nkzHjx5dcGWOMMcaMHCd0jDHGGGNGjhM6xhhjjDEjV6nuoePHgVVMSqUDMjNvGboajLFCcOw0Thxb\nWX786C9WDvgxM5UdP/rLeHHsNGa83xkzfvQXY4wxxhjTUqYJ3fnz5yFJEtLT0yFJEnbt2gUAuH79\nOn744Qe5XEZGBpKSkrQ+k5GRUZZVY4yxSk2tVkOSJDx9+pTjKmMvgXI5QyeEwNWrVxEYGAgAmDBh\nAjZv3iyPHzBgAA4cOFAeVWGMMcYYq3TKrVGEi4uL/H/Ba8ZExPcBMMYYY4w9p3I5Q0dEkCQJO3fu\nRGxsLFatWoU1a9agVq1a6NevH/bu3Ytp06YhKChIp7XV3bt3ERERAXt7e1SrVg2DBw/G/fv3y6Pa\njDFmEA0bNsS8efPk9127dkXDhg3l9xs3boS3tzcyMzM5PjLGAJRzowghBGJiYtCjRw9069YNR44c\nwbx589CsWTOMHj0aGzdu1DlT179/f9y6dQv79u3Dzz//jFOnTiEyMrI8q80YY+UqNDQUarUaQN4P\n4l9++QWpqalysrZ9+3aEhoaiX79+HB8ZYwAM0A+dtbU1LC0tkZubC0dHRwCAubk5rK2tYW9vjzt3\n7shl09PTsWnTJty8eRMODnkPE165ciVq1aqFy5cvo3r16uVdfcYYK3MhISFYunQpACAlJQWOjo5w\ncXHBb7/9huDgYOzYsQOjR4/GwoULC42PjLGXS4XuWDgtLQ1EhBo1amgNF0Lg9OnTehK62Hz/q/73\nYoyVNrVaLZ9BYqWvefPmyM7ORnJyMvbu3YvAwEDk5uZi37598PLywqVLl+Du7l5kfCxZZ8Gx+f5X\ngWMnY6WvrONmhU7ocnJyYGNjg+PHj2sNJyJUq1ZNzydiy6VejL3sVCoVVP/f3p2HRVXvfwB/z2Di\nAAOKAioihAuiuIB7go6ZaJlbXkVJkzTt5nJNlF/XLSGvN73lnmmZuWR1LbIQDEtNUgw1SxEVruxp\n7rmg10SWz+8P41wmXEadM8Pg+/U853HmnDPn+z0zc95+mLMZDMrzmJgY63WmCqpevToMBgOSkpKQ\nnJyMZ599FsXFxfjkk0/g5eWFbt26obS09K75uH///vtoMdqs/SeiitTOTatcWPjPfzne6S9JPz8/\nXLt2DcXFxfD19YWvry80Gg0mT56MgoICS3SViMgqevXqhe+++w7JyckICQlBSEgI9u3bh4SEBDz9\n9NPMRyIyYpWCTq/XIz8/H6dOnQIAODk5ITMzE+fPnzeaz9/fH71798aIESOwf/9+pKamYvjw4Th/\n/jzq1q1rja4TEVlEr169sHXrVmi1Wvj6+qJp06ZwcnJSCrpmzZoxH4lIoXpBd7tf31544QVkZ2cr\np+G//PLL+Pbbb/H0009Do9EYveajjz5CkyZNEBoaCoPBgAYNGiAuLk7tbhMRWVWTJk3g6empXJAd\nALp27QofHx80bdoUwL3zsXyW3t8xdURkazRSRa7oyxtMV2a8gXRVZ+6bTJPlMDttGbc7W2bu3LTK\nLlciIiIiMh8WdEREREQ2jgUdERERkY1jQUdERERk4yr1hYXvH8/iqoz0+lrW7gIR3RWz0xYxW6m8\nKlXQ8WwfIqL7x+wksn3c5UpERERk41jQEREREdk4FnRERERENq5KHUPHW9tUPnp9LRQUXLR2N4jo\nLpidton5SuXx1l+kMt6a5lHAW3/ZLmanLeN2Z8t46y8iIiIiMsKCjojIhkRERGDEiBHW7gYRVTLc\n5Uoq4y6BRwF3uVrO1atXAQB6vd4sy2N22jJud7bM3LnJgo5UxsB5FLCgs13MTlvG7c6WVcpj6PLy\n8qDVapGTk6OMi46ORkhICNatW4fg4GD8/e9/h7OzMxo2bIhVq1YZvX7t2rVo3rw5HBwc0K5dO3z/\n/ffKNB8fHyxfvhxPPPEEdDod2rRpgwMHDpij20RElUJZhsbHx8PHxwd6vR5Tp05FWloa2rZtCycn\nJ/Tv3x/Xr1832uV65coVhIWFoXbt2nBxccGgQYNw9uzZe04joqpHtWPoyp8G/+OPP+Lo0aPYt28f\nYmJiMGHCBCQmJgK4VcxNmDAB06dPx+HDhxEaGopnnnkGJ06cUF4fExODv//97zh8+DBq1qyJCRMm\nqNVtIiKrmT9/PhISErBy5UosXLgQgwcPxttvv43ExER8//33+PDDD6HRaJR8ff3115Gfn49du3Zh\n7969OHfuHCIjI+84bfLkydZcPSJSkWrXoSv/M6KdnR3WrVsHV1dX+Pv74/vvv8f777+Pp59+GkuX\nLsXEiRMxfPhwAMA///lPJCUlYdmyZfjXv/4FjUaDkSNHol+/fgCAKVOmYODAgWp1m4jIambOnImA\ngAAEBARg0qRJGDZsGLp37w4AMBgMyMjIMJo/Pz8fTk5O8PHxgaOjIz766CNcvnz5ntOIqOqxyFmu\nfn5+cHV1VZ63bdsW6enpAICMjAx07NjRaP7OnTsbBVejRo2Ux3q9HqWlpTxugIiqHF9fX+WxTqeD\nt7e30fPCwkIA//uDefLkyfjxxx/h5uaGPn36YPv27WjevPk9pxFR1WOWX+hud5Xx4uLi/zVSzbiZ\nkpISZZxOp7vta0tKSpTn1atXrzCPiNym3ehyjw1/DERkbklJSUhKSrJ2N6qcP2elVnv3v7m7deuG\nkydPIj4+Hl9//TWmTJmCTz75BN99991dp1UUXe6xAcxOIvNTOzfNUtCVFVwFBQXKuPInSGRmZuL6\n9etwcHAAABw4cACtW7cGADRr1gx79+7FgAEDlPn37t2LLl26PEBPoh/gNUR0vwwGAwwGg/I8JibG\nep15BJX9MTt37lx07NgR4eHhCA8Px549exASEoJz585h1apVt512/vx5uLm5/WmJ0RZfB6JHjdq5\naZZdrh4eHvDy8sKCBQuQk5ODjz76CF9//bUyvaCgAC+//DIyMjKwatUqxMbGKic2TJkyBcuXL8dH\nH32E48ePY9q0aUhLS8OYMWPM0TUioiqnbJdrfn4+Jk6ciJSUFOTk5GDDhg3w9vZGnTp17jqNiKoe\ns/xCp9VqsXr1akycOBEtWrTAk08+iVmzZiEuLg4A4OXlhbp166Jdu3bw9PTExx9/jM6dOwMAnnvu\nOZw+fRqvv/46zpw5g8DAQHzzzTfw9/e/Y3u8kTQRVTWm5FrZPGX/LliwABMnTkT//v1x7do1dO7c\nGQkJCdBqtXecxvwkqppUv7Dw2rVrERMTg9zcXDWb4cUxKy1e+PJRwAsL2y5mpy3jdmfLKuWFhYmI\niIjIelQv6MpfBJOIiIiIzI/3ciWVcZfAo4C7XG0Xs9OWcbuzZdzlSkRERERGVLv1l3Vw125lo9fX\nsnYXiOiemJ22iPlK5VWpgo4/PRMR3T9mJ5Ht4y5XIiIiIhvHgo6IiIjIxrGgIyIiIrJxVeoYOl7v\nrnLR62uhoOCitbtBRPfA7Kz8mKd0L7wOHamI10h6VPA6dLaL2WkruI1VNbwOHREREREZYUFHRERE\nZOMeqqDLy8uDVqtFTk6OufpDRERERPeJv9ARERER2TgWdEREREQ2zqwF3fvvvw9nZ2fs27cPWq0W\nmzZtQuPGjaHT6dCnTx/89ttvyrwpKSkIDg6Gk5MTHn/8cbz77rsAgK+++gq1a9dW5jt06BC0Wi2+\n+uorZVyrVq3w6aefmrPrRESqKjtE5U65mJycjA4dOsDBwQEBAQHYsGEDACAjIwNarRZZWVnKsk6f\nPg07OzscO3YMwK3s9fX1hV6vR0hICA4cOKDM6+Pjg//7v/+Dp6cnWrRogdLSUguuNRFZjDyE3Nxc\n0Wg0kp2dLXFxceLo6Cg7duyQvLw80Wg00r59e9m/f7/s27dPPDw85LXXXhMRkWPHjkmNGjVkxowZ\nkpmZKevWrRNHR0f5/PPPpaCgQB577DFJTU0VEZHFixeLVquVqVOniojI6dOnxc7OTi5cuGDUFwAC\nCIdKNTzU14tsCD/reyvLy9vl4unTp8XZ2VmWLl0q2dnZsnHjRqlZs6bEx8eLiEhgYKDMnz9fWday\nZcukZcuWIiKyefNm8fDwkM2bN0tWVpbMnTtX9Hq9nDlzRkREvL29pX79+pKWlqbkannMTlsZuI1V\nNeb+TB9qaWUBtX79enFycpJNmzYZjU9ISFDmjYyMlCeffFJERCZPniydOnUyWtbf//53ad++vYiI\ndO3aVRYvXiwiIgMHDpQ+ffpI586dRUTko48+ko4dO1ZcEYZSJRwYQI8Kftb3drdcnDVrlvTv399o\n/ujoaOnRo4eIiMyfP186dOigTOvatavMnTtXRESCg4Nl0aJFRq/t3r27zJkzR0REfHx8JCoq6o79\nYnbaysBtrKox92dqljtFjB07FiUlJfD29jYa36hRI+WxXq9HcXExACA9PR0dO3Y0mrdz585Yvnw5\nAKBXr15ISkrCpEmTsHv3bsTGxqJXr164ceMGtm3bht69e9+hJ9HlHhv+GIjI3JKSkpCUlGTtbtik\nP+diUVER0tPTkZiYCL1er0wrLi6Gu7s7ACAsLAzTp0/Hr7/+Cjs7O+zZswdr1qwBcCtPp0+fjlmz\nZimvvXnzJry8vJTnPj4+9+hVdLnHBjA7icxP7dw0S0H3xhtvIC0tDa+88gr27t2rjK9evbrRfLcK\nUsDBwUF5XKakpEQp+EJDQ7FgwQKkpaXB0dER3bp1g5ubG/bv348dO3bgiy++uENPos2xOkR0DwaD\nAQaDQXkeExNjvc7YmPK5WHal+OLiYoSHhxsVZSICOzs7AIC3tzc6duyIL774AnZ2dggKCoKvry+A\nW9m5cOFChIaGGr3WyclJeV6jRo179Cr64VeMiO5K7dw0y0kRgwYNwvz585Geno5Vq1bdcb6yIq5Z\ns2bYt2+f0bSUlBQ0a9YMABAUFAQ7Ozu888476Nq1KwAgJCQEK1asQGFhITp06GCObhMRWVVZJvr5\n+eH48ePw9fVVhm3btuGDDz5Q5h02bBji4+MRFxeHoUOHKuP9/Pzwyy+/GL124cKF/AWV6BFjtrNc\n69WrhxkzZmD69Om4cOHCXecdN24c0tLSMGPGDBw/fhzr16/Hu+++iwkTJtzqlFaLnj17Yt26dQgJ\nCQEAdO3aFRs3bkTPnj15I2kiqlLGjRuHgwcPYvr06cjMzERsbCyioqKMdpsOHjwYe/bsQXJyMsLC\nwpTxkZGRWLp0KdavX4/s7GzExMRg9erV8Pf3t8aqEJGVPHRBV764mjx5MmrVqoXXXnutQtGl0WiU\ncZ6entiyZQu++eYbtGrVCnPnzsWiRYswatQoZf5evXqhqKhIKehCQkKg0WjucvwcEVHldqdcbNiw\nIRISErB9+3a0bNkSUVFRiImJwcsvv6zM6+HhgS5duqBdu3bw9PRUxg8ZMgTz5s1DTEwMAgICEBcX\nh7i4OLRq1cpi60VE1qeRPx/MZqNuBWWVWJUqRFPhWEmqmsqOBSPbw+y0FdzGqhpz5ybvFEFERERk\n41jQEREREdk4FnRERERENs4s16GrPHj2a2Wi19eydheIyCTMzsqOeUr3UqUKOh4wSkR0/5idRLaP\nu1yJiIiIbBwLOiIiIiIbx4KOiIiIyMZVqWPoeEuwykGvr4WCgovW7gYRmYjZWfkxV+leeKcIUgGv\naP6o4Z0ibBez01ZwG6tqeKcIIiIiIjLCgo6IiIjIxrGgIyJSgcFgwKxZs1RZ9s6dO3H06FFVlk1E\ntokFHRGRCjQajWonG/To0QNnz55VZdlEZJtY0BER2SAeIE9E5T1UQZebm4tnn30Wzs7O8PLywptv\nvgkAOHnyJIYMGYLatWvDzc0NEydORGFhIQBg7dq1CA4Oxj//+U+4urqiXr16+PTTT/HZZ5+hYcOG\ncHV1xYwZM5Q2CgsL8eqrr8Ld3R116tRBWFgYzp079zDdJiK6rby8PGi1WvzjH/+Aq6srRo8ejYSE\nBAQFBcHBwQHNmzdHbGysMn9JSQlef/11NGjQAC4uLhgwYADOnDmjTD916hSeeeYZ6HQ6+Pn54dtv\nv1WmXblyBSNHjkTNmjVRr149vPzyy7h27ZoyvWy5Op0OTzzxBPbu3QsA8PHxAQD07NkTb7zxBgAg\nOTkZHTp0gIODAwICArBhwwZlORERERg5ciQCAwPh5ubGXbVEVZU8oBs3bkjjxo3lueeek6NHj8o3\n33wjNWvWlHXr1kmTJk2kT58+kpaWJjt37pRGjRrJ+PHjRURkzZo1Ym9vLy+++KJkZ2fL3/72N3F0\ndJRu3brJkSNHZOXKlaLRaOTIkSMiIhIZGSmdOnWS/fv3y9GjR+Uvf/mLtG/fvkJ/AAggHCrF8MBf\nK7JRVeUzz83NFY1GI6GhoZKTkyPvvfeeVK9eXZYsWSKZmZmyaNEieeyxx2T//v0iIjJz5kypX7++\nJCYmSkZGhoSGhkrPnj1FRKRbt25SvXp1+fDDDyUnJ0eef/55cXd3V9p67rnn5Nlnn5W0tDT56aef\npFu3bjJo0CAREdm0aZO4urrK999/L3l5eTJ+/Hjx9PQUEZHz58+LRqOR2NhY+e9//yunT58WZ2dn\nWbp0qWRnZ8vGjRulZs2aEh8fLyIiI0eOFDs7O/nqq6/kwIEDUlpaarTOzE5bGarGNkb/Y+7P9IGX\nlpCQII6OjlJQUKCM++STT2TdunXi4OAgly5dUsZv3bpVqlWrJleuXJE1a9ZItWrV5Nq1ayIicvjw\nYdFoNJKUlKTM7+LiooSVvb29HDx4UJl2/fp1cXBwkN27dxuvCEOpEg0MnkdNVfnMywq6LVu2iIjI\nwIEDZejQoUbzDB06VAYPHiwiIm5ubrJ69WplWnZ2tsyYMUNKS0ulW7duEhYWpkxLTU0VjUYjp06d\nkqysLNFqtXLx4kVlel5enmg0Gjlx4oQsXLhQPDw8JDc3V0RErl69Kjt37pTi4mIREdFoNLJjxw4R\nuVVU9u/f36iP0dHR0qNHDxG5VdDd7o/gMsxOWxmqxjZG/2Puz/SB7xRx7NgxNG7cGHq9Xhk3bNgw\nzJ8/H40bN0bNmjWV8Z07d0ZJSQmysrIAAHXq1IGjoyMAQKfTAQC8vb2V+XU6HQoLC5GTk4ObN28i\nJCTEqO3CwkJkZmYiODj4T72KLvfY8MdAROaWlJSEpKQka3dDNWW7NTMyMjB27FijaZ07d8aqVatw\n4cIFXLhwAW3btlWm+fr64h//+AeAWydFNGrUSJnm7OwMALhx4wbS09MhImjYsKHRsjUaDTIzMxEe\nHo6VK1eiUaNGaN++Pfr164fRo0fDzs6uQl/T09ORmJholMXFxcVwd3evsD53Fl3usQHMTiLzUzs3\nH7igq169+m3HlxVo5ZWUlBj9W61axWa12oqH8xUXFwMAdu3aBRcXF2W8iMDNze02rUffq9tEZAYG\ngwEGg0F5HhMTY73OqKBGjRoA7pxnpaWld8zA8m5XgIkIiouL4eTkhEOHDlWYVq9ePTg4OODYsWPY\nsWMHtmzZgvfeew/Lly/HTz/9hLp161boT3h4uNElUkTEqG17e/t79DT6nutCRA9H7dx84JMimjZt\niuzsbFy9elUZN3v2bMyfPx9ZWVm4dOmSMj4lJQV2dnZo3LjxfbXRuHFj2NnZ4fz58/D19YWvry/c\n3NwQGRmJ/Pz8B+06EZFJmjVrppyMUCYlJQV+fn5wdnaGm5sbfv75Z2VaZmYm6tata5R/t+Pn54dr\n166huLhYyTaNRoPJkyejoKAAn3/+OVasWIHQ0FAsWbIEx48fx9WrV7F79+7bLuv48ePKcnx9fbFt\n2zZ88MEH5nkTiMgmPHBB16tXL3h5eWHMmDHIyMhAYmIili1bhsWLF6Np06YYMWIE0tLSkJSUhL/9\n7W8YNmwYatWqdV9tODk5YcyYMZgwYQJ27tyJjIwMvPDCC0hLS0PTpk0ftOtERCaJjIzEpk2bsGTJ\nEmRmZmLx4sX48ssvMX78eADApEmTMHv2bGzfvh3p6ekYP3482rZti1q1akFEcOswmYr8/f3Ru3dv\njBgxAvv370dqaiqGDx+O8+fPo27durh58yZee+01fPHFF8jLy8OGDRtw48YNtGnTBsCtbDxy5AgK\nCgowbtw4HDx4ENOnT0dmZiZiY2MRFRUFLy8vi71PRFQJPMwBeMePH5eePXuKTqcTHx8fWbx4sYjc\nOrj32WefFQcHB3F3d5fIyEgpLCwUEZG1a9eKl5eXsozMzEzRarWSn5+vjKtbt658/PHHInLrJIjx\n48eLm5ub6PV66d27t2RmZlboC3hgbyUaePDuo6aqfOa5ubmi1WolOztbGff555+Lv7+/2NvbS+vW\nreXLL79UphUXF0tUVJS4ubmJi4uLhIWFyfnz50VExGAwyKxZs+647AsXLsjzzz8vLi4uUrNmTRky\nZIicPXtWmX/u3Lni7e0t9vb20rJlS9m0aZMy7fXXXxedTieRkZEiIrJjxw5p37692Nvbi4+PjyxY\nsECZNyIiQkaMGHHHdWZ22spQNbYx+h9zf6aaPxZq825dkb1KrEoVoEEV+VqRiTQafua2itlpK7iN\nVTXmzk3eKYKIiIjIxrGgIyIiIrJxLOiIiIiIbBwLOiIiIiIb98AXFq6cNNbuAAHQ6+/v8jREZG3M\nzsqOuUr3UqUKOp4BRER0/5idRLaPu1yJiIiIbBwLOiIiIiIbx4KOiIiIyMZVqWPobl3xnKxFr6+F\ngoKL1u4GEd0nZmflwRylB8Vbf5EZ8dY0jyre+st2MTsrG25Ljwre+ouIiIiIjKi2y/XQoUO4du0a\niouL8eSTT6K4uBhaLetHIiIiInNTrcIaOHAgjh8/ji5duuDMmTMs5oiIiIhUomqVJSJ47LHH4O7u\nrmYzRERERI80VQo6g8GA/Px8jBkzBo8//ji0Wi1KS0uRl5cHrVaL+Ph4+Pj4QK/XY+rUqUhLS0Pb\ntm3h5OSE/v374/r168qy3n//ffj6+kKv1yMkJAQHDhxQo8tERJXSu+++C19fX+h0OrRu3RpbtmwB\nAJw8eRIDBgyAk5MTvL29MW3aNBQVFSmvS05ORocOHeDg4ICAgABs2LDBWqtARJYgKrh48aJ4eXnJ\nokWLJC4uTjQajZSUlEhubq5oNBrp0qWLpKWlyYYNG0Sj0Yifn5989913smvXLnFxcZFly5aJiMjm\nzZvFw8NDNm/eLFlZWTJ37lzR6/Vy+vTpCm0CEEA4WHVQ5etENoCfvTp+/vlnqV69umzevFl++eUX\nmTt3rjg4OMilS5ekXbt2MmrUKPnPf/4ju3fvloCAAJkyZYqIiJw+fVqcnZ1l6dKlkp2dLRs3bpSa\nNWtKfHx8hTaYnZVt4Lb0qDD3Z63aN8fHx0dWr14tO3furFDQJSYmKvPVrl1boqOjlef9+/eXCRMm\niIhIcHCwLFq0yGi53bt3lzlz5lRoj6FUGQYG0aOKn706Nm3aJPb29nLo0CERESktLZVt27ZJQkKC\n1K5dW0pKSpR5k5KSxN7eXoqLi2XmzJnSv39/o2VFR0dLjx49KrTB7KxsA7elR4W5P2urXFjY19dX\neazT6eDt7a08r1GjBgoLCwEA6enpmD59OmbNmqVMv3nzJry8vO6w5Ohyjw1/DERkbklJSUhKSrJ2\nN6q83r17IzAwEIGBgQgICEC/fv0wevRobNmyBZcvX4aLi4syr4igqKgI+fn5SE9PR2JiIvR6vTK9\nuLj4LsczR5d7bACzk8j81M5NqxR01aoZN3unM2BLSkqwcOFChIaGKuNEBE5OTndYcrSZekhEdgqR\n5wAAH1JJREFUd2MwGGAwGJTnMTEx1utMFabT6ZCSkoLk5GQkJCQgNjYW77zzDqZMmYImTZoox9OV\nERF4eXmhpKQE4eHhRn8Miwjs7Ozu0FK0eitBRADUz03VznJ90FvJlH+dn58ffvnlF/j6+irDwoUL\n+csAET0SduzYgTfeeAPBwcGYN28e0tPT4eHhARHBiRMn4OrqqmTj2bNnMW3aNJSWlsLPzw/Hjx83\nys5t27bhgw8+sPYqEZFKVCvonJyckJ6ejosX7++edCKCW7uWgcjISCxduhTr169HdnY2YmJisHr1\navj7+6vRZSKiSsXe3h5z5szB+++/j7y8PMTFxeHEiRPo1KkTHn/8cTz//PM4fPgwUlJS8OKLL8LO\nzg729vYYN24cDh48iOnTpyMzMxOxsbGIioq6y+EqRGTzzHpEXjnvvfee6PV6cXV1Fa1Wq5wUodVq\nJTs7W5mvQYMGsm7dOuX50KFDZcyYMcrzZcuWia+vr9SoUUMCAwNl69att20PPLC3Egw8mPdRxc9e\nPR988IE0bdpUatSoIY0bN5aVK1eKiEhubq707dtXHB0dpU6dOjJ27Fi5du2a8rodO3ZI+/btxd7e\nXnx8fGTBggW3XT6zs7IN3JYeFeb+rDV/LNTm8QbTlQFvKv2oMvdNpslymJ2VDbelR4W5c5P34yIi\nIiKycSzoiIiIiGwcCzoiIiIiG8eCjoiIiMjGWeXCwup5sGvfkXno9bWs3QUieiDMzsqCOUoPqkoV\ndDwziIjo/jE7iWwfd7kSERER2TgWdEREREQ2jgUdERERkY2rUsfQ3briOalJr6+FgoL7uz8vEVVu\nzE7LYo6SGnjrL7pPvC0NVcRbf9kuZqc1cHsh3vqLiIiIiP7krgVdXl4etFotcnJyHqqR6OhohISE\nPNQyypw8eRJarRa//PKLWZZHREREZOv4Cx0RERGRjWNBR0RERGTjTC7oLl26hLFjx6Ju3bpwcXHB\n8OHDcenSJWV6eno6evfuDRcXF3h6eiImJua2B/sVFhaie/fuMBgMKCwsBAB89dVXaNGiBRwdHdG2\nbVt88803yvxFRUWYNGkSXF1d0aBBA2zevPlh1peIyCaUHfISHx8PHx8f6PV6TJ06FWlpaWjbti2c\nnJzQv39/XL9+HRERERg5ciQCAwPh5uaGI0eOIDY2Fs2bN4dOp0PTpk2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- "text": [ - "" - ] - } - ], - "prompt_number": 19 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From tbwhite2" + } + ], + "source": [ + "import requests, re, nltk\n", + "from BeautifulSoup import BeautifulStoneSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "import pymongo, json\n", + "\n", + "# we may not care about the usage of stop words\n", + "nltk .download ('stopwords')\n", + "#stop_words = nltk.corpus.stopwords.words('english') + [\n", + "# 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + "# '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "#enhanced by rjlusk10\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must']\n", + "\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " return BeautifulStoneSoup(clean_html(html),\n", + " convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "def saveUrl (URL):\n", + " client = pymongo.MongoClient(host=\"localhost\",port=37017)\n", + " # Get a reference to a particular database\n", + " db = client['Assignment1']\n", + " # Reference a particular collection in the database\n", + " coll = db['texts']\n", + " check = coll.find_one({'url':URL})\n", + " if check == None:\n", + " r = requests .get(URL)\n", + " check = { 'url' : URL, 'text': json.JSONEncoder ().encode (r.text) }\n", + " coll.insert( check )\n", + " #Unjsonify\n", + " return json.JSONDecoder ().decode (check['text'])\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('http://eecs.utk.edu')\n", + "(wf_bu, tw_bu) = get_wf('http://bus.utk.edu')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'wf_ee' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 31\u001b[0m \u001b[0max2\u001b[0m \u001b[1;33m.\u001b[0m\u001b[0mbarh\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mrange\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwf_bu\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mwf_bu\u001b[0m \u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malign\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'center'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 32\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 33\u001b[1;33m \u001b[0mplotTwoLists\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mwf_ee\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwf_bu\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'Most Frequent Words From Two Departments'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'wf_ee' is not defined" ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#The following code compares Darwin's Origin of Species to his Journey of the Beagle\n", - "wf_origin, no = get_wf('http://www.gutenberg.org/files/1228/1228-h/1228-h.htm')\n", - "time.sleep(10)\n", - "wf_Beagle, nb = get_wf('http://www.gutenberg.org/cache/epub/944/pg944.html')\n", - "print wf_Beagle\n", - "plotTwoLists (wf_Beagle, wf_origin, 'Most Frequent Words From two of Darwin\\'s Works')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'like', 286), (u'day', 287), (u'feet', 287), (u'species', 287), (u'found', 303), (u'may', 315), (u'country', 316), (u'much', 334), (u'water', 344), (u'many', 368), (u'would', 377), (u'little', 411), (u'two', 480), (u'great', 507)]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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ZkY2NDf3666+Vtvlx+9nT1x/k+fPnydHRkQShrM/EadOmSf3JtWzZUm8/ew9/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- "text": [ - "" - ] - } - ], - "prompt_number": 22 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Now to compare Homer's Iliad and HG Well's The War of the Worlds\n", - "wf_Iliad, ni = get_wf('http://www.gutenberg.org/files/2199/2199-h/2199-h.htm')\n", - "time.sleep(10)\n", - "wf_WotW, nww = get_wf('http://www.gutenberg.org/files/36/36-h/36-h.htm')\n", - "print wf_WotW\n", - "plotTwoLists (wf_Iliad, wf_WotW, 'Most Frequent Words From the Iliad and War of the Worlds')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'men', 101), (u'us', 101), (u'little', 110), (u'man', 111), (u'could', 117), (u'time', 118), (u'black', 120), (u'saw', 128), (u'towards', 129), (u'came', 150), (u'said', 160), (u'people', 160), (u'martians', 161), (u'upon', 173)]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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Tq7pcv35denq3dHc2pf3xxx9SmW+//VZr+vbt28nAwICUSiW99tpr9O6770r9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- "text": [ - "" - ] - } - ], - "prompt_number": 23 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Are there some words preferred by one author but used less frequently by another author?\n", - "\n", - "Based on the preceeding analysis, the similarity of most commonly occuring words appears to be more context specific than writer specific. There are many similarities in the most frequent words in Darwin's texts. Of the top 10 most commonly used words appear 4 words appear in both works with great (250+) frequency. The Iliad and The War of the Worlds share fewer words (3), but if the Martians counted as Archeons (both invaders) then the number of similar words is th same. A possible extension of this argument would find the proportion of times a word appears in the document. This would control for different sized documents.\n" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " f = plt.figure (figsize=(10, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Assignment 1\n", + "\n", + "1. Compare word frequencies between two works of a single author.\n", + "1. Compare word frequencies between works of two authors.\n", + "1. Are there some words preferred by one author but used less frequently by another author?\n", + "\n", + "Extra credit\n", + "\n", + "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n", + "\n", + "Project Gutenberg is a good source of for fiction and non-fiction.\n", + "\n", + "E.g below are two most popular books from Project Gutenberg:\n", + "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n", + "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Solution from djshouse" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Second solution" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'shall', 72), (u'doth', 75), (u'whose', 77), (u'first', 83), (u'love', 86), (u'project', 87), (u'light', 92), (u'yet', 96), (u'hath', 97), (u'may', 97), (u'thus', 120), (u'thee', 132), (u'one', 134), (u'thy', 170)] 20277 [(u'hath', 63), (u'guide', 63), (u'shall', 64), (u'canto', 68), (u'enlarge', 75), (u'size', 77), (u'may', 78), (u'project', 87), (u'us', 91), (u'yet', 94), (u'thee', 131), (u'thy', 169), (u'one', 193), (u'thus', 198)] 21433\n" ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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ihXh5eanPv/rqK1EURSIjI3PM/++//xZnZ2fR6XTqOMMv/ezFS/ZY9u/fn2M+tWrVMirq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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "#From cdaffron" + "output_type": "display_data" + } + ], + "source": [ + "# Now populate two lists \n", + "(wf_par, tw_par) = get_wf('http://www.gutenberg.org/files/8799/8799-h/8799-h.htm')\n", + "(wf_hell, tw_hell) = get_wf('http://www.gutenberg.org/files/8789/8789-h/8789-h.htm')\n", + "print wf_par, tw_par, wf_hell, tw_hell\n", + "plotTwoLists (wf_par, wf_hell, 'Most Frequent Words From \"Paradise\" and \"Hell\"')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpretation\n", + "As expected, virtually all of the words are the same between the two lists. The word \"full\" appears in the second list (\"Hell\"), and not in the first. Conversely, the word \"light\" appears in \"Paradise\" much more frequently than it does in \"Hell.\"\n", + "\n", + "### Part 2: Comparing two works from different authors: \"Moby Dick\" and \"The Adventures of Huckleberry Finn\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'long', 310), (u'sea', 328), (u'yet', 334), (u'ship', 351), (u'though', 359), (u'ye', 369), (u'whales', 376), (u'ahab', 383), (u'man', 384), (u'would', 424), (u'old', 439), (u'upon', 567), (u'like', 569), (u'whale', 860)] 111800 [(u'time', 292), (u'went', 294), (u'could', 301), (u'jim', 316), (u'get', 333), (u'dont', 334), (u'didnt', 340), (u'one', 371), (u'come', 374), (u'would', 404), (u'well', 444), (u'see', 464), (u'said', 473), (u'says', 612)] 55532\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Question 1\n", - "(wf_ts, tw_ts) = get_wf('http://www.gutenberg.org/cache/epub/74/pg74.txt')\n", - "time.sleep(10)\n", - "(wf_ahf, tw_ahf) = get_wf('http://www.gutenberg.org/cache/epub/76/pg76.txt')\n", - "plotTwoLists (wf_ts, wf_ahf, 'Most Frequent Words From The Same Author')\n", - "\n", - "print wf_ts\n", - "print wf_ahf" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'go', 135), (u'see', 136), (u'little', 140), (u'upon', 148), (u'boys', 164), (u'got', 171), (u'one', 175), (u'could', 178), (u'time', 180), (u'well', 192), (u'huck', 195), (u'dont', 209), (u'would', 235), (u'said', 349)]\n", - "[(u'time', 292), (u'went', 293), (u'could', 295), (u'dont', 304), (u'get', 332), (u'didnt', 335), (u'well', 349), (u'one', 356), (u'come', 365), (u'would', 392), (u'see', 462), (u'said', 466), (u'\\xa0i', 572), (u'says', 603)]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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M9S3MtmqIuUzgLI8iwgdUEuUnPj4eL7zwAmJiYiz+YehERFR+8Bo4IiIiIgvD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- "text": [ - "" - ] - } - ], - "prompt_number": 24 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Question 2\n", - "(wf_pp, tw_pp) = get_wf('http://www.gutenberg.org/cache/epub/1342/pg1342.txt')\n", - "(wf_ahf, tw_ahf) = get_wf('http://www.gutenberg.org/cache/epub/76/pg76.txt')\n", - "plotTwoLists (wf_pp, wf_ahf, 'Most Frequent Words From Two Different Authors')\n", - "print wf_pp\n", - "print wf_ahf" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'though', 221), (u'know', 228), (u'bingley', 237), (u'jane', 247), (u'one', 259), (u'bennet', 281), (u'miss', 283), (u'much', 320), (u'mrs', 343), (u'darcy', 345), (u'said', 399), (u'would', 465), (u'could', 523), (u'elizabeth', 571)]\n", - "[(u'time', 292), (u'went', 293), (u'could', 295), (u'dont', 304), (u'get', 332), (u'didnt', 335), (u'well', 349), (u'one', 356), (u'come', 365), (u'would', 392), (u'see', 462), (u'said', 466), (u'\\xa0i', 572), (u'says', 603)]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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bi1gZKu0+ZlZuIiMjSRRFjc4+iZ70mSWKIv36668a5aGhoRrdeKjt2bOHOnfu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kDgDmz5+PAwcOYN68edi/fz/at2+P7OxsbN++HZaWluJ9cqUREVq0aIH+/fvj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\nEcnj+PHj8PHxgUqlksoiIyNx+fJl+Pj4SIkdAHTq1Ak6nQ6nTp2qURt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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "### Question 3\n", - "\n", - "The words would, could, said, and one are prefered by both of the authors. The words Elizabeth and I are strongly prefered by one author, but not the other." + "output_type": "display_data" + } + ], + "source": [ + "(wf_moby, tw_moby) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "(wf_huck, tw_huck) = get_wf('http://www.gutenberg.org/files/76/76-h/76-h.htm')\n", + "print wf_moby, tw_moby, wf_huck, tw_huck\n", + "plotTwoLists (wf_moby, wf_huck, 'Most Frequent Words From \"Moby Dick\" and \"Huck Finn\"')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I chose these two books because they were both written by American authors during roughly the same time period, and could both be considered adventure books. Noticably, though, only a few of the top 15 most common words match. This could be because the subject of the books is different, and that the authors came from different backgrounds and used different words.\n", + "\n", + "### Part 3:\n", + "\n", + "There are clearly some words that are more commonly used by one author than another. \"The Adventures of Huckleberry Finn\" includes the word \"says\" among the top 15, mostly because Mark Twain made frequent use of this word in grammatically incorrect ways to reflect the lack of education in his characters. Melville uses more formal words like \"upon\" and \"ye,\" which Twain does not.\n", + "\n", + "### Extra Credit:\n", + "\n", + "The word I will analyze is the word \"one.\" See the code below for the computation of binomial distributions for this word." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Paradise: P: 0.006608, LB: 0.005493, UB: 0.007724\n", + "Hell: P: 0.009005, LB: 0.007740, UB: 0.010270\n", + "Moby Dick: P: 0.007826, LB: 0.007310, UB: 0.008343\n", + "Huck Finn: P: 0.006681, LB: 0.006003, UB: 0.007358\n" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Extra Credit\n", - "\n", - "Frequency of 'would'" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Frequency of 'would' in works by the same author\n", - "print 'Tom Swift: ' + str(wf_ts[12][1]/float(tw_ts))\n", - "print 'Adventures of Huckleberry Finn: ' + str(wf_ahf[9][1]/float(tw_ahf))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Tom Swift: 0.00620970299123\n", - "Adventures of Huckleberry Finn: 0.00673134712802\n" - ] - } - ], - "prompt_number": 28 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Frequency of 'would' in works by different authors\n", - "print 'Pride and Prejudice: ' + str(wf_pp[11][1]/float(tw_pp))\n", - "print 'Adventures of Huckleberry Finn: ' + str(wf_ahf[9][1]/float(tw_ahf))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Pride and Prejudice: 0.00817251924496\n", - "Adventures of Huckleberry Finn: 0.00673134712802\n" - ] - } - ], - "prompt_number": 29 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# From dmercer2" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Same Author Analysis: \"The Iliad\" and \"The Odyssey\" by Homer\n", - "(wf_ill, wc_ill) = get_wf('http://www.gutenberg.org/cache/epub/6130/pg6130.txt') # word frequencies and count for The Iliad\n", - "time.sleep(10)\n", - "(wf_od, wc_od) = get_wf('http://www.gutenberg.org/cache/epub/1727/pg1727.txt') # work frequencies and count for The Odyssey\n", - "\n", - "plotTwoLists (wf_ill, wf_od, 'Most Frequent Words From The Iliad and They Odyssey by Homer')\n", - "print wf_ill\n", - "print wf_od" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'first', 280), (u'troy', 281), (u'war', 291), (u'yet', 313), (u'jove', 314), (u'one', 341), (u'thou', 343), (u'hector', 349), (u'oer', 359), (u'achilles', 390), (u'arms', 416), (u'great', 468), (u'shall', 511), (u'thus', 610)]\n", - "[(u'son', 268), (u'telemachus', 269), (u'upon', 270), (u'may', 274), (u'go', 274), (u'come', 287), (u'us', 295), (u'went', 301), (u'man', 313), (u'men', 319), (u'would', 385), (u'house', 386), (u'said', 480), (u'one', 554)]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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Qe/bsWSxbtkzjdqJq/9TVX1Rpc3R0lHrvz5+XFStW4PDhw+jYsaN0C7c8ldYf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- "text": [ - "" - ] - } - ], - "prompt_number": 30 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The two works by the same author, The Iliad and They Odyssey by Homer, do not share many words when looking at only their 15 most frequent. They only share one, which is the word \"one.\" Interestingly, the top 15 words from The Iliad do a good job of making it clear that the story is about The Trojan War. The core of the Odyssey is not so clear from its tops words however." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Another Same-Author Analysis, this time with Fyodor Dostoyevsky: \"The House of the Dead\" and \"Notes From the Underground\"\n", - "(wf_hod, wc_hod) = get_wf('http://www.gutenberg.org/cache/epub/37536/pg37536.txt')\n", - "time.sleep(10)\n", - "(wf_notes, wc_notes) = get_wf('http://www.gutenberg.org/cache/epub/600/pg600.txt')\n", - "\n", - "plotTwoLists(wf_hod, wf_notes, 'Most Frequent Words from Two Works By Fyodor Dostoyevsky')\n", - "print wf_hod\n", - "print wf_notes" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'went', 195), (u'day', 206), (u'first', 212), (u'us', 215), (u'like', 219), (u'without', 223), (u'prison', 238), (u'time', 249), (u'could', 278), (u'convict', 283), (u'said', 289), (u'man', 331), (u'would', 409), (u'convicts', 429)]\n", - "[(u'come', 70), (u'course', 72), (u'may', 79), (u'go', 81), (u'like', 82), (u'time', 82), (u'know', 85), (u'project', 86), (u'could', 106), (u'man', 116), (u'', 121), (u'though', 132), (u'even', 143), (u'one', 195)]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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orZcLq5OhF0xXr15NQhQ1Z2FnZ6dTi7Jk5Y6srCwyNzfXq2p/79496tOnDwkh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\nMnZaXOJnCAxgloLBr7Zh4md6V65cwfHjx9G9e3d52YwZM5CcnIzdu3c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- "text": [ - "" - ] - } - ], - "prompt_number": 31 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Just wanted to check two works by another author to see if it was equally as dissimilar as Homer. Dostoyevsky's two works share a couple more words in common with one another." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Comparing Two Works From Two Different Authors: \"Alice's Adventures in Wonderland\" by Lewis Carroll\n", - "# and \"The Adventures of Sherlock Holmes\" by Arthur Conan Doyal\n", - "(wf_alice, wc_alice) = get_wf('http://www.gutenberg.org/cache/epub/11/pg11.txt')\n", - "(wf_sherlock, wc_sherlock) = get_wf('http://www.gutenberg.org/cache/epub/1661/pg1661.txt')\n", - "\n", - "plotTwoLists(wf_alice, wf_sherlock, 'Most Frequent Words from Two Different Authors')\n", - "print wf_alice\n", - "print wf_sherlock" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "[(u'*', 60), (u'time', 62), (u'queen', 65), (u'see', 67), (u'thought', 72), (u'could', 77), (u'know', 78), (u'like', 82), (u'went', 83), (u'would', 83), (u'project', 86), (u'one', 98), (u'little', 125), (u'alice', 358)]\n", - "[(u'shall', 171), (u'think', 172), (u'well', 180), (u'us', 182), (u'may', 212), (u'see', 227), (u'little', 268), (u'mr', 274), (u'man', 284), (u'could', 287), (u'would', 327), (u'one', 368), (u'holmes', 445), (u'upon', 466)]\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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UVL9+/XJ37MjISJIkqVKDKj88XENpBw8epJdffplcXV1JoVDQ008/TbGxsQbH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- "text": [ - "" - ] - } - ], - "prompt_number": 32 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These two books do not share a lot in common. They both have little, see, would, and could in their top 15, but that is about it. It may be worth noting that would, could, and one appeared in almost all of the 6 books I analyzed for this assignment. It seems as though the code missed some *'s and had some kind of trouble with \"Notes From the Underground\" (a blank appeared amongst the most popular words. If doing comparisons from Project Gutenberg, then it might be worth including the words \"project\" and \"gutenberg\" as stop words or somehow cut out the legal text that follows the stories." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from math import sqrt\n", - "# comparing distribution for the word \"man\" in Dostoyevsky's novels\n", - "print \"house of death word count: %s \\nnotes from the underground word count: %s\\n\" % (wc_hod, wc_notes)\n", - "print \"proportion of all words that are \\\"man\\\" in \\\"House of Death\\\": \" + str( float(wf_hod[11][1])/wc_hod )\n", - "print \"proportion of all words that are \\\"man\\\" in \\\"Notes From the Underground\\\": \" + str( float(wf_notes[9][1])/wc_notes ) \\\n", - " + \"\\n\"\n", - "\n", - "# differenct of proportions\n", - "pManHod = float(wf_hod[11][1])/wc_hod\n", - "pManNotes = float(wf_notes[9][1])/wc_notes\n", - "\n", - "diff = pManHod - pManNotes\n", - "\n", - "SEhod = pManHod * (1 - pManHod) / wc_hod\n", - "SEnotes = pManNotes * (1 - pManNotes) / wc_notes\n", - "SEtest = sqrt( SEhod + SEnotes )\n", - "\n", - "LCI = diff - SEtest # lower bound of confidence interval (CI)\n", - "UCI = diff + SEtest # upper bound of CI\n", - "\n", - "print \"Difference between the proportions = \" + str(round(diff, 4))\n", - "print \"Lower bound 95% confidence interval = \" + str(round(LCI, 4))\n", - "print \"Upper bound 95% confidence interval = \" + str(round(UCI, 4))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "house of death word count: 58133 \n", - "notes from the underground word count: 20810\n", - "\n", - "proportion of all words that are \"man\" in \"House of Death\": 0.00569383998761\n", - "proportion of all words that are \"man\" in \"Notes From the Underground\": 0.00557424315233\n", - "\n", - "Difference between the proportions = 0.0001\n", - "Lower bound 95% confidence interval = -0.0005\n", - "Upper bound 95% confidence interval = 0.0007\n" - ] - } - ], - "prompt_number": 33 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The 95% confidence interval for the difference between the proportions of the word \"man\" in Dostoyevsky's \"House of the Dead\" and \"Notes From the Underground\" contains 0. This is evidence that there is no statistically significant difference between the relative frequency of occurence for this word." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# comparing distribution for the word \"little\" in \"Alice's Adventures in Wonderland\" and \"The Adventures of Sherlock Holmes\"\n", - "print \"Alice's Adventures in Wonderland word count: \" + str(wc_alice)\n", - "print \"The Adventures of Sherlock Holmes word count: \" + str(wc_sherlock) + \"\\n\"\n", - "print \"proportion of all words that are \\\"little\\\" in \\\"Alice's Adventures in Wonderland\\\": \" \\\n", - " + str( float(wf_alice[1][1])/wc_alice )\n", - "print \"proportion of all words that are \\\"little\\\" in \\\"The Adventures of Sherlock Holmes\\\": \" \\\n", - " + str( float(wf_sherlock[6][1])/wc_sherlock ) + \"\\n\"\n", - "\n", - "# differenct of proportions\n", - "pA = float(wf_alice[1][1])/wc_sherlock\n", - "pS = float(wf_sherlock[9][1])/wc_sherlock\n", - "\n", - "diff = pA - pS\n", - "\n", - "SEalice = pA * (1 - pA) / wc_alice\n", - "SEsherlock = pS * (1 - pS) / wc_sherlock\n", - "SEtest = sqrt( SEalice + SEsherlock )\n", - "\n", - "LCI = diff - SEtest # lower bound of confidence interval (CI)\n", - "UCI = diff + SEtest # upper bound of CI\n", - "\n", - "print \"Difference between the proportions = \" + str(round(diff, 4))\n", - "print \"Lower bound 95% confidence interval = \" + str(round(LCI, 4))\n", - "print \"Upper bound 95% confidence interval = \" + str(round(UCI, 4))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Alice's Adventures in Wonderland word count: 14389\n", - "The Adventures of Sherlock Holmes word count: 48422\n", - "\n", - "proportion of all words that are \"little\" in \"Alice's Adventures in Wonderland\": 0.00430884703593\n", - "proportion of all words that are \"little\" in \"The Adventures of Sherlock Holmes\": 0.00553467432159\n", - "\n", - "Difference between the proportions = -0.0046\n", - "Lower bound 95% confidence interval = -0.0051\n", - "Upper bound 95% confidence interval = -0.0042\n" - ] - } - ], - "prompt_number": 34 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The 95% confidence interval for the difference between the proportions of the word \"little\" in \"Alice's Adventures in Wonderland\" and \"The Adventures of Sherlock Holmes\" does not contain 0. Both the upper and lower bound of the confidence interval are negative, offering evidence that \"little\" has a statistically significantly higher probability of occurrence in Arthur Conan Doyal's books than they do in Lewis Carroll's." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From rcm684" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "##Q1\n", - "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/805/805-h/805-h.htm')\n", - "time.sleep(10)\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/6695/pg6695.html')\n", - "plotTwoLists (wf_ee, wf_bu, 'Fitzgerald')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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4QkND8cUXX0AUxSpPhz26PHDgQHzyySeIi4tD+/btkZCQgISEhCp9UYiIlMLX1xcrV67E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\nrJ08skdERERkx+rYNXu8U9daXF0bqZ0CEVkNa6c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- "text": [ - "" - ] - } - ], - "prompt_number": 35 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "##Q2\n", - "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/cache/epub/6695/pg6695.html')\n", - "time.sleep(10)\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/245/245-h/245-h.htm')\n", - "plotTwoLists (wf_ee, wf_bu, 'Different Author')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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3N7788ksz6xYgInPm7+8PjUYD4EkvwvHjx5GRkYEHDx4AAA4fPgx/f38EBQXh/PnziIuL\nw7fffousrKxnFmnAs7tIMzIyMGTIEEyYMAEpKSmwtLSERqNh3iQyYzrvTs3NzYUgCHBycoKjoyNm\nzZqFrl27wsLCAnPmzMG7774LAGjRogXefPNNnDx5slwbX331FRo2bIilS5cCAGbNmoUDBw7oOlQi\nIr3x8/PDhg0bAADp6elwcHBA48aN8d1338HX1xcJCQmYOnUqVq1ahczMTLi7uwMAtm3bhrZt2yIz\nM7PCdp91Ze3TTz9Fjx49pBz78ccfY9++fXo4MyIyFTov4vz9/eHl5QUvLy94eHhg4MCBGDt2LJo2\nbYpRo0YhOjoaaWlpyMjIQFpaGrp161aujYyMDHTs2LHMus6dO+PevXu6DpeISC969OiBR48eIS0t\nDYmJiVCpVNBqtUhKSoKrqyvy8vJgZ2cHpVIpFXAA4O7uDnt7e2RmZqJBgwbPPU7JlbaMjIwy3bUK\nhQJeXl66PzEiMhk6L+Ksra1x8uRJJCUlIS4uDrt27cKqVauwb98+BAcHw9vbG35+fpgwYQLi4uKQ\nlJRUYTul7wEBAEvLykKNLPVejZp+oyORPmg0Gql7kJ7PysoKarUaGo0GSUlJ6N+/P4qKivD555/D\n0dERvXv3hr29fYWf1Wq10Gq1FXaFFhUVQaEofyeMIAjl8matWrWeE2VkqfdqMHcS6Z4+c6fOi7hv\nv/0WJ06cwLx589CzZ08sXrwYbdq0gUajgZ2dHeLi4qR9S9/0W5qHhwf2798PrVYLCwsLAE/utXNy\ncnrGUSN1fBZE9DS1Wg21Wi0tc/yx5/Pz88Phw4dx+vRpLFmyBEVFRZg2bZr0YJe7uzvu37+Pixcv\nok2bNgCeXFHLz8+Hu7u79EBXfn4+6tevDwDIyclB69atpWOUdK96eHggMTGxzPrU1FR4eHhUEmGk\nbk+YiMrRZ+7U+YMNtWvXxsKFC7F+/Xrk5uYiNjYWP//8M1xcXHDt2jUkJCQgJycHS5YsQVxcHH7/\n/fdybQwbNgyFhYUIDw9HVlYWoqOjcezYMV2HSkSkV35+fjh48CAUCgVcXFzg5uYGW1tbxMXFISAg\nAG5ubujfvz/CwsKQnJyMM2fOICwsDCqVCh07dkT79u1hbW2NxYsX48qVK4iOjn7meJrjx49Hamoq\nFi5ciKysLPz9739HTk6Ogc+YiAxJ50Vcz549ERMTg48++ght27ZFREQEli9fjuHDhyM0NBRDhw5F\n586dkZOTgx07diArKwuFhYUA/ndvh729PQ4dOoSUlBR4eXnh4MGDGD9+vK5DJSLSK1dXVzRr1qzM\nrAq9evWCs7Mz3NzcAABbtmyBq6sr+vTpAz8/P3To0EF6IKFevXrYsGEDduzYAQ8PD6SkpGDatGlS\nW6WfVG3VqhXi4uKwc+dOeHl54eeff8agQYMMeLZEZGiCKPNBhJ4kMFmfApEJE575NKQgPHsbmT7m\nTiJdq1pO1GXuNJlpt4iIiIio6ljEEREREckQizgiIiIiGWIRR0RERCRDOh8nzjg4NyCRPiiVFQ9G\nS+aCuZNIV4yRL82iiOMTckRE1cfcSSRv7E4lIiIikiEWcUREREQyxCKOiIiISIbM4p64kmlniMyd\nUmmP/Pw7xg6DzARzJ9V0cs+pnHaLSFZMZ6orTrslb8ydRIAxciqn3SIiIiKq4VjEEREREckQizgi\nIhMRGRkJlUpl7DCISCZ4TxyRrJjOfWi8J073Hj58iMePH6N+/fp6PxZzJxEg93viWMQRyYrpFE4s\n4uSNuZMIkHsRp9Pu1NzcXCgUCuzfvx/Ozs5QKpWYOXMm0tPT4e3tDVtbWwQGBqKgoACPHz9GREQE\nHB0dYWVlBWdnZ8TExEhtOTs7Y/Xq1Xj11VdhbW0NT09PJCcn6zJcIiKjKsmZixYtQoMGDTB27Fio\nVCqIoohmzZph48aNZfZv164d1qxZAwBISkpC165dUbduXXh4eGDbtm3SfqNHj0ZYWBi8vLzQqFEj\n/PDDDwY9LyIyEFGHrly5IgqCIPbo0UNMT08Xt23bJgqCILq7u4tHjhwRExMTRTs7O/Ff//qXuHDh\nQtHd3V38/vvvxStXrojz588Xa9WqJV6/fl0URVFs0aKF2KhRIzE2Nla8dOmS2Lt3b/Evf/lLuWMC\nEAGRL75qyAu6/Mq+FFOKRa5Kcqavr6+Yk5MjDh8+XFSpVKIoiuL06dPFgIAAad/09HTR0tJSvHnz\npnj9+nWxXr164sqVK8Xs7Gxxx44dYv369cX9+/eLoiiKYWFhooWFhbh3714xOTlZLC4uLnds5k6+\n+BJFY+QxXR5Tp9GXJKT4+HhpnYODgxgZGSktBwYGim+//bYYGxsrJiUlSet///13URAEUaPRiKIo\nis7OzuLMmTOl7fv27RMtLCzKnwCYiPiqSS/o8iv7UkwpFrkqyZlff/21KIqiOH/+fLFnz56iKIri\nqVOnRCsrKzE/P18URVGcN2+e2LdvX1EURXHOnDliYGBgmbYiIyPFPn36iKL4pIjr0qVLpcdm7uSL\nL1GUexGnlxkbXFxcpPfW1tZo0aJFmeVHjx5h4MCBOHz4MGbMmIGsrCycO3cOAKDVaqV9W7VqJb1X\nKpUoLi6GKIoVjDIeWeq9+o8XEemSRqOBRqMxdhhmydnZudy6v/zlL3B0dMS+ffswYsQI7Ny5EzNn\nzgQAZGZmIj4+HkqlUtq/qKgIjRs3rrTN8iJLvVeDuZNI9/SZO/VSxFlalm1WoSh7650oipgzZw7W\nr1+PsWPHYtSoUVizZk25pGNlZVWu7ecXcUSkD2q1Gmq1WlqOiooyXjBmpk6dOhWuDw4Oxu7du+Hp\n6Yns7Gz89a9/BfDkx+7w4cMxd+5caV9RFGFhYSEt165duwpHjnyZsImoCvSZO402d+q6deuwatUq\nBAcHAwAyMjIAPElEREQEhISEoHv37ujQoQP8/PxgZ2cHAHB3d8fx48fL9HrExMQgLy8PixYtMla4\nRGRgRhvs18HBAfv370dOTg6SkpIQFhYGS0tLFBYWGiskIiKT4uHhgRYtWmD58uUYNmyYtH7y5MlI\nSUnB7NmzcfnyZezatUt62p+Iag6dF3Hluzor3ueTTz5Beno62rdvj/DwcERFRaFnz55ISUl5qbaJ\niOSkdF4TBKFcngsJCUFxcTECAwOldU5OToiLi0NCQgI6dOiAiIgIREVFYeLEic9sh4jMDwf7JZIV\n0xlgl4P9yhtzJxHAwX6JiIiIyOBYxBERERHJEIs4IiIiIhliEUdEREQkQ0YbJ063+BQW1QxKpb2x\nQyCzwtxJNZvcc6pZFHF8Qo6IqPqYO4nkjd2pRERERDLEIo6IiIhIhljEEREREcmQWdwTx+llSA6U\nSnvk598xdhhEEuZOelHMZ6aB024RGYx5TVPFabfkjbmTXg6//y+K024RERER1XAmU8RFRkZCpVI9\nc/vrr7+OqKgoA0ZERGT6Nm/eDEdHx2duHzduHMaMGWPAiIjIUEymiHseQRB4/wYR0VOGDRuG1NTU\nZ25n7iQyX2bxYAMRUU1Vp04d1KlTp9J9eO8SkXmq0pU4T09PrFixQloOCgqCp6entLxnzx64ubnh\n3r17mDBhApo0aQI7OzuMHDkSd+/eBQBoNBooFAoUFxdLnxs9ejRCQ0MrPGZsbCzatGkDGxsbTJ48\nGVqtlomIiMzamjVr4OLiAmtra7zyyiv4+uuvAQAnT56ESqWCjY0NbG1tERAQgF9++QVA+e7UEydO\noFOnTqhbty4GDx6Mhw8fGuVciEj/qlTE+fv7Q6PRAHjyi+748ePIyMjAgwcPAACHDx+Gv78/goKC\ncP78ecTFxeHbb79FVlbWM4s04NmX+TMyMjBkyBBMmDABKSkpsLS0hEajYZcAEZmtlJQUTJ8+HStW\nrMClS5cQHByMoUOHIi8vD/369YOvry8yMjJw6NAh5OTk4IMPPijXxq1bt/DGG2+gT58+SEtLg7e3\nN7788kvmTiIzVaXuVD8/P2zYsAEAkJ6eDgcHBzRu3BjfffcdfH19kZCQgKlTp2LVqlXIzMyEu7s7\nAGDbtm1o27YtMjMzK2z3WVfWPv30U/To0QPvvvsuAODjjz/Gvn37qn1yRERykZubC0EQ4OTkBEdH\nR8yaNQtdu3aFhYUF5syZI+XDFi1a4M0338TJkyfLtfHVV1+hYcOGWLp0KQBg1qxZOHDggEHPg4gM\np0pFXI8ePfDo0SOkpaUhMTERKpUKWq0WSUlJcHV1RV5eHuzs7KBUKqUCDgDc3d1hb2+PzMxMNGjQ\n4LnHKfm1mJGRUaa7VqFQwMvLq5JPRpZ6r/7jRUS6pNFopCvypHv+/v7w8vKCl5cXPDw8MHDgQIwd\nOxZNmzbFqFGjEB0djbS0NGRkZCAtLQ3dunUr10ZGRgY6duxYZl3nzp1x7969Zxw1stR7NZg7iXRP\nn7mzSkWclZUV1Go1NBoNkpKS0L9/fxQVFeHzzz+Ho6MjevfuDXt7+wo/q9VqodVqK7ycX1RUBIWi\nfI+uIAhl7p0DgFq1alUSYWRVToOIXoJarYZarZaWOeSPbllbW+PkyZNISkpCXFwcdu3ahVWrVmHf\nvn0IDg6Gt7c3/Pz8MGHCBMTFxSEpKanCdp7OnZaWlaX5SN2dABFVSJ+5s8pDjPj5+eHIkSNISkqC\nSqWCSqXC999/j7i4OAQEBMDd3R3379/HxYsXpc9kZGQgPz8f7u7usLKyAgDk5+dL23Nycsoco6R7\n1cPDA2fOnCmzvrJH6ImI5O7bb7/FggUL0LNnT/zjH/9AZmYm/vSnP0Gj0cDOzg5xcXEIDw9Hjx49\nkJ2dXWEbHh4eSElJgVarldalpKTwnjgiM1WtIu7gwYNQKBRwcXGBm5sbbG1tpSLOzc0N/fv3R1hY\nGJKTk3HmzBmEhYVBpVKhY8eOaN++PaytrbF48WJcuXIF0dHRzyzMxo8fj9TUVCxcuBBZWVn4+9//\nXq7gIyIyJ7Vr18bChQuxfv165ObmIjY2Fj///DNcXFxw7do1JCQkICcnB0uWLEFcXBx+//33cm0M\nGzYMhYWFCA8PR1ZWFqKjo3Hs2DEjnA0RGUKVizhXV1c0a9aszKwKvXr1grOzM9zc3AAAW7Zsgaur\nK/r06QM/Pz906NBBeiChXr162LBhA3bs2CH9Wpw2bZrUVuknVVu1aoW4uDjs3LkTXl5e+PnnnzFo\n0CCdnDARkSnq2bMnYmJi8NFHH6Ft27aIiIjA8uXLMXz4cISGhmLo0KHo3LkzcnJysGPHDmRlZaGw\nsBDA/+4ntre3x6FDh5CSkgIvLy8cPHgQ48ePN+ZpEZEeCaLMB1/jJM4kH+Y1YbQuJ3Emw2PupJfD\n7/+L0mXulM20W0RERET0PyziiIiIiGSIRRwRERGRDLGIIyIiIpKhKg32a/o4BhKZPqWy4gGxiYyH\nuZNeDPOZaTCLIo5PyBARVR9zJ5G8sTuViIiISIZYxBERERHJEIs4IiIiIhkyi3viOLkzGYNSaY/8\n/DvGDoPohTF3UnUw55keTrtF9MJq9rQznHZL3pg7qfr4ndcFTrtFREREVMMZpIjLzc2FQqFAdnY2\nFAoFjhw5AgBwdnbGpk2bDBECEZHJSk1NRVJSEjQaDRQKBYqLi40dEhHJgEGvxAmCgBs3bkClUknL\nvCeDiGq6QYMG4dKlS+jRowdu3LgBhYKdJET0fAZ/sKFx48aGPiQRkckTRRG1atVijiSiKjPozz1R\nFMt0p5Z29uxZKJVKrF69GgBQWFiId955B40bN0bDhg0RHByMmzdvGjJcIiK9U6vVuHr1KsaPH4+W\nLVtK3aklt6Hs378fzs7OUCqVmDlzJtLT0+Ht7Q1bW1sEBgaioKBAamv9+vVwcXGBUqmESqVCcnKy\nEc+MiPTNJK7Z5+TkoF+/fnjvvffw9ttvAwBmz56N77//Hl9//TUSExNRXFyM/v37GzlSIiLd+ve/\n/43mzZsjOjoaK1asKLd9yZIliIuLQ0xMDKKjozFkyBAsW7YM8fHxOHbsGD755BMAwP79+zFv3jys\nWLECqampCAgIwGuvvYYbN24Y+pSIyECMXsTdvHkT/v7+GD58OObMmQMAKCgowOrVq7F27Vp06dIF\n7dq1w9YHNHvBAAAgAElEQVStW/HDDz8gKSnJyBETEemOvb09LCwsUK9ePdSrV6/c9jlz5sDDwwMj\nRoxAgwYNEBISAh8fH6hUKqjVamRlZQEA/vnPf+L999/HgAED0KpVK8yePRudO3fGxo0bDX1KRGQg\nRh3sVxRFREVF4fHjx3BycpLW5+Tk4NGjR9IDECUKCwtx+fJl9OzZ86mWIku9V//xIiJd0mg00Gg0\nxg6jxnFxcZHeW1tbo0WLFtJynTp1UFhYCADIzMzE7NmzMXfuXGn7o0eP4OjoWEnrkaXeq8HcSaR7\n+sydRp+xwdfXF/369UNERASCg4PRtGlTFBUVAQASExNhZ2cn7SuKIho1alRBK5GGCZaoBlOr1VCr\n1dJyVFSU8YKpQSwty6bpZz25qtVqER0dDV9fX2mdKIqwtbWtpPVIHURIRJXRZ+40aneqIAgIDAzE\n+PHj4e7ujhkzZgAAWrVqBQsLC9y6dQsuLi5wcXFBo0aN8O677+Lq1avGDJmISOdedKil0p9zd3fH\nTz/9JOVMFxcXREdH8+opkRkz+j1xwJNEtHLlSuzYsQNHjx6FUqnE+PHjMWXKFBw9ehQXL17EqFGj\nkJ6eDjc3N2OHS0SkU7a2tsjMzMSdO9Wbl1IURWn6nnfffRcrV67E1q1bkZ2djaioKGzatAlt27bV\nR8hEZAIM1p36vF+a3bp1w4gRIzBlyhSkpaXho48+krpYf//9d/To0QOHDh1C7dq1DRQxEZFhTJky\nBTNnzsQnn3xSJlc+L2+WHjB96NChuHnzJqKiovDLL7+gbdu2iI2NRceOHfUaOxEZjyDKfDZbTuJM\nxlOzJ4PW5STOZHjMnVR9/M7rgi5zp0l0pxIRERFR9bCIIyIiIpIhFnFEREREMsQijoiIiEiGjD7Y\nr2682BhLRC9DqbQ3dghEL4m5k6qOOc/0mEURx6dliIiqj7mTSN7YnUpEREQkQyziiIiIiGSIRRwR\nERGRDJnFPXEvOnk0UXUplfbIz6/e/JZEpoq5k6qCec90cdotomrhtDMlOO2WvDF3UtXxu65LnHaL\niIiIqIZjEUdEREQkQyziiIhkbPTo0QgNDX3m9tatW2PLli0GjIiIDIVFHBGRjAmCUOkDCs/bTkTy\nxSKOiEjGRFHkTedENZRRirjc3FwoFArs378fzs7OUCqVmDlzJtLT0+Ht7Q1bW1sEBgaioKAAo0eP\nRlhYGLy8vNCoUSP88MMPxgiZiOilXblyBf3790e9evXg6OiIxYsXAwDy8vIwdOhQODg4oFGjRggP\nD0dhYSEAYPPmzXB0dCzTjlqtxty5cys8xoYNG9CiRQvY2dkhKipKvydEREZl1HHilixZgri4OKSl\npSE0NBRxcXFYu3YtLC0tMWDAAHzyyScQBAHbtm3D7t270bx5c7Rr186YIRMRvZDCwkL4+vqiY8eO\nOHXqFPLy8hAcHIxmzZph0aJFcHNzw7Fjx3D79m2MGzcOoihi1apVFbb1dBdpyftDhw4hPDwc69ev\nR9euXTFv3jxkZ2cb5PyIyPCMWsTNmTMHHh4e8PDwwLRp0xASEgIfHx8AT35pXrx4EQDQqVMnBAYG\nGjNUIqKXkpCQgOvXr+PcuXNQKpVo164d1qxZg8ePH+PatWs4ffo06tevDwBYvXo1+vfvjw8//LBa\nx9iwYQNCQkIwatQoAMDGjRtx4MABnZ8LEZkGoxZxLi4u0ntra2u0aNGizHJJd0Lp9RWLLPVe/ceL\niHRJo9FAo9EYOwzZysjIQOvWraFUKqV1ISEhWLJkCVq3bi0VcADQvXt3aLVaXL58uVrHyMzMxPjx\n46XlevXqwdXVtZJPRJZ6rwZzJ5Hu6TN3GrWIs7Qse3iFouJb9OrUqfOcliJ1ExARPZNarYZarZaW\neb9V9VhZWVW43trautw6rVYLACguLq7wydKioqJnHufphxxq1apVSVSRlWwjIl3QZ+7k06lERAbg\n5uaG7Oxs3L9/X1o3f/58LFmyBD/++CPu3r0rrT958iQsLCzQunVrWFlZlfmMKIrIycmp8BgeHh44\nffq0tPzw4UNcunRJD2dDRKaARRwRkQH4+fnB0dER48ePx8WLFxEfH49//etf+Pjjj+Hm5obQ0FCk\np6dDo9Fg6tSpCAkJgb29PTp37oz8/HysXLkSOTk5iIiIKFPwAf+7+jZlyhTs3r0b69atw8WLF/HW\nW2/hwYMHxjhdIjIAoxVxVRl8smQfDlRJRHKnUCgQGxuLO3fuoFOnTpg8eTLmz5+PIUOGYO/evRAE\nAd26dUNwcDACAwOxceNGAICrqyuWLVuGDz/8EF5eXigqKkJwcLDUbuknVXv27ImtW7di6dKl6Ny5\nM+rXr4/u3bsb5XyJSP8EUeajRD5JXrI+BZIVgQOr/kEQ+LeQM+ZOqjp+13VJl7mT3alEREREMsQi\njoiIiEiGWMQRERERyZBRx4nTHT74QIahVNobOwQiHWLupOdj3jNdZlHE8YZLIqLqY+4kkjd2pxIR\nERHJEIs4IiIiIhliEUdEREQkQ2ZxTxxndKhZlEp75OffMXYYRLLH3GnemCvNH2dsIBni6OGmgDM2\nyBtzZ03A76gp4owNRERERDUcizgiIiIiGdJ7EZeamoqkpCR9H4aIyKwwdxLR8+i9iBs0aBAuXbqk\n78MQEZkV5k4ieh6DdKfyxkoioupj7iSiyui1iFOr1bh69SrGjx+Phg0bIjY2Vtrm6emJoKAgaTk6\nOhq+vr4AgLy8PAwdOhQODg5o1KgRwsPDUVhYqM9QiYhMBnMnEVWFXou4f//732jevDmio6PRq1cv\naDQaAMDdu3dx4cIFnDx5Utr38OHDCAgIwOPHj/Haa6+hoKAAx44dw86dOxEfH48ZM2boM1QiIpPB\n3ElEVaHXIs7e3h4WFhZQKpUYMGCAlIiOHz+OXr164eHDh7h8+TIePXqE48ePIyAgAPHx8bh27Rq2\nbdsGDw8PqNVqrF69GuvWrcP9+/f1GS4RkUlg7iSiqjDIjA2CIMDX1xfjx4/H3bt3cezYMfj4+KC4\nuBjHjx9HXl4eGjZsiDZt2iA2NhatW7dG/fr1pc93794dWq0Wly9fRqdOnSo4QmSp9+o/XkSkSxqN\nRiomyDCYO4nkT5+502DTbjVr1gxt27ZFYmIiEhMTsXTpUjx69AgnTpxAdnY2AgICAADW1tblPqvV\nasv8b3mReoqaiEqo1Wqo1WppOSoqynjB1CDMnUTyps/cqfenU0vPzefn54fY2Fj88MMP6NatG1Qq\nFY4fP45vvvkG/v7+AIA2bdrgxx9/xN27d6XPnTx5EhYWFmjdurW+wyUiMgnMnUT0PHq/Emdra4vM\nzEzcvXsXfn5+6N+/Pzp37ow6derg1VdfxZUrV2BpaYnXX38dANC3b1+4ubkhNDQUixcvxq+//oqp\nU6ciJCQE9vb2+g6XiMgkMHcS0fPovYibMmUKZs6ciStXrmD79u2wtLSESqUC8CRJeXl5wdbWFjY2\nNgCe/Prcu3cvpkyZgm7dusHW1hYjR47E4sWL9R0qEZHJYO4koucRRJmPJvmky0HWp0DVJnAQVBMg\nCPx3kDPmzpqA31FTpMvcaZAZG4iIiIhIt1jEEREREckQizgiIiIiGWIRR0RERCRDBhvsV7+E5+9C\nZkOp5HAJRLrB3GnOmCvNn1kUcXz6hoio+pg7ieSN3alEREREMsQijoiIiEiGWMQRERERyZBZ3BNX\neqJokjel0h75+XeMHQZRjcDcKX/MmTUbp90iE8NpYuSC027JG3OnueD3UG447RYRERFRDaeXIi43\nNxcKhQLZ2dlQKBQ4cuQIAODmzZv46quvpP1ycnJw4MCBMp/JycnRR0hEREREZkWvV+IEQcCNGzeg\nUqkAAO+99x72798vbR87dixOnTqlzxCIiIiIzJLeH2xo3Lix9P7pPmBRFNmXT0RERPQC9HolThRF\nKBQKfPvtt4iMjMTWrVuxfft2tGzZEmPGjEFiYiI++OADvPbaa+Wekvrtt98QFhaG+vXro2nTppg4\ncSIePHigz3CJiIyi5HaSPXv2oHXr1rC2tka/fv3w66+/AgCSkpLQtWtX1K1bFx4eHti2bRsAYO/e\nvXBwcJDaSU1NhUKhwN69e6V1HTt2xBdffGHYEyIigzDIECOCICAiIgIXL15EcXEx1q5di1q1auHS\npUvo1q0b5s6di3v37pX5zN/+9jc8evQISUlJePToEd59912MHj0au3btMkTIREQG949//ANffPEF\nRFHEwIEDsXTpUrzzzjvo168fFi1ahH79+iE5ORkTJ05E/fr10adPH9y/fx/nz59Hx44dcezYMQiC\ngBMnTiAoKAg3btxARkYGfH19jX1qRKQHBhsnzsbGBnXq1IFWq5V+OVpZWcHGxgb169cvU8RlZ2dj\n7969uH37Nuztn0zgu2XLFrRs2RLXrl1Ds2bNDBU2EZHBzJ8/H126dAEAjBgxAmfOnMGaNWvg4+OD\n8PBwAICLiwsyMzPx8ccfo3///ujevTuOHj0qFXEBAQE4ceIEACAhIQGdO3cuc7WOiMyHSQ72m5mZ\nCVEU4eTkVGa9IAi4dOlSBUVcZKn36j9eRKRLGo0GGo3G2GGYtVatWknvlUolHj9+jMzMTMTHx0Op\nVErbioqKpPuN/fz8oNFoMG3aNBw/fhy7du2Cn58ffv/9dxw+fBj+/v6VHDGy1Hs1mDuJdE+fudMk\ni7iioiLY2toiNTW1zHpRFNG0adMKPhFpkLiIajK1Wg21Wi0tR0VFGS8YM2VlZSW9LxkQtKioCMOH\nD8fcuXOlbaIowsLCAsCTIu6jjz5Ceno6bGxs0Lt3bzRq1AinT5/Gt99+i927d1dyxEg9nQkRldBn\n7jToYL9PP7zwrClf3N3d8eDBAxQVFcHFxQUuLi4QBAHTp09Hfn6+IUIlIjKqkif33d3dcenSJSkX\nuri44PDhw9i4cSMAwMvLCxYWFli1ahV69eoFAFCpVFi7di0KCwvRtWtXo50DEemXQYs4pVKJq1ev\n4pdffgEA2Nra4vLly7h161aZ/dq2bQt/f3+Ehobi9OnTSEtLw8iRI3Hr1i00adLEkCETERnV5MmT\nkZKSgtmzZ+Py5cvYtWsXIiIi4OjoCABQKBTo27cvtmzZIo3J2atXL+zYsQN9+/bl/KhEZkxvRVxF\niWPUqFHIzs6Gp6cnAGDixIk4dOgQAgICIAhCmc989tlncHV1ha+vL9RqNZo3b47Y2Fh9hUtEZFQV\n9VQIggAnJyfExcUhISEBHTp0QEREBKKiojBx4kRpXz8/Pzx+/Fgq4lQqFQRBeM79cEQkd4Io89F2\nOYmzueFkznKhy0mcyfCYO80Fv4dyo8vcadDuVCIiIiLSDRZxRERERDLEIo6IiIhIhljEEREREcmQ\nSQ72W318hN5cKJX2xg6BqAZh7pQ75syazSyKOD6ZQ0RUfcydRPLG7lQiIiIiGWIRR0RERCRDLOKI\niIiIZMgs7onj3IDmQam0R37+HWOHQVRjMHfKF/MlAZx2i0wKp4+RE067JW/MnXLH759ccdotIiIi\nohrOqEVcbm4uFAoFcnJyjBkGERERkewYtTu1uLgYt2/fRsOGDaFQvFg9yS4Bc8LuATlhd6q8MXfK\nHb9/cqXL3Ml74siEMCnJCYs4eWPulDt+/+TKbO6JK+lOzc7OhkKhwI4dO9C2bVvY2Nhg5MiRuHLl\nCnx8fGBjYwO1Wo0bN24YM1wiIr0oyYX79++Hs7MzlEolZs6cifT0dHh7e8PW1haBgYEoKCjA48eP\nERERAUdHR1hZWcHZ2RkxMTFSW87Ozli9ejVeffVVWFtbw9PTE8nJyUY8OyLSF6NeicvNzYWLiwsu\nX74MV1dXuLu7Y8uWLXjw4AH8/f3RqFEjrFq1Cs7Ozhg0aBAGDx6MZcuWlWmDvybNCX9ZygmvxOlO\nSS589dVXERMTg7S0NISGhsLNzQ1r166FpaUlBgwYgEWLFuHevXvYtm0btm7disaNG2Pz5s348MMP\n8dNPP6FJkyZwdnZGQUEBNm7ciLZt22L8+PH4/fffcerUqTLHZO6UO37/5EqXudOkxombNm0aunbt\nCgDo2LEjOnTogEGDBgEAgoKCcPHiRWOGR0SkV3PmzIGHhwc8PDwwbdo0hISEwMfHBwCgVqtx8eJF\n+Pr6YtOmTVKunDVrFhYsWICsrCw0adIEgiAgLCwMAwcOBADMmDFDyqNEZF5MaogRFxcX6b21tTVa\ntGghLdepUweFhYXGCIuIyCAqy4HW1tZ49OgRBg4ciIKCAsyYMQP9+/dHy5YtAQBarVbat1WrVtJ7\npVKJ4uJiXrUhMkMmdSXO0rJsOFV/YjWy1Hv1Hy8i0iWNRgONRmPsMMza83KgKIqYM2cO1q9fj7Fj\nx2LUqFFYs2YNnJ2dy+xnZWVVrm1RFCuYoSGy1Hs1mDuJdE+fudOkirgXF2nsAIjMnlqthlqtlpaj\noqKMF0wNtm7dOqxatQrBwcEAgIyMDAB4wSttkboLjIgqpM/caVLdqaWJosjL/0RET3FwcMD+/fuR\nk5ODpKQkhIWFwdLSkrebENVARi/injUBsyAIZbY9vUxEZE6qkt8EQcAnn3yC9PR0tG/fHuHh4YiK\nikLPnj2RkpLyUm0TkfxwsF8yIXxkXk44xIi8MXfKHb9/cmU2g/0SERER0YthEUdEREQkQyziiIiI\niGSIRRwRERGRDJnJOHF88socKJX2xg6BqIZh7pQr5ksCzKSI4xM6RETVx9xJJG/sTiUiIiKSIRZx\nRERERDLEIo6IiIhIhszinjhOKSNfSqU98vPvGDsMohqJudM0MS9SVXHaLTIyTh0jV5x2S96YO00Z\nv1vmjNNuEREREdVwLOKIiIiIZIhFHBGRGRJFETExMeyWIzJjvCeOjIz3fsgV74kzbceOHYOPjw+K\nioqgUJT/vc7cacr43TJnvCeOiIgqVfJ/EiwGiMxXpUXcpEmT0K9fvzLrZs2ahYEDB+LatWsYOnQo\nHBwc0KhRI4SHh6OwsBAAsHnzZjg6Opb5nFqtxty5cwEAo0ePxrRp0xASEgJbW1s4Ojpiy5Yt0r7/\n/e9/MW7cONSvXx/NmzfHpk2bYGlpiZ9++kknJ01EJBc5OTl4/fXXYWNjg44dO2LZsmVo2bIlACAz\nMxP+/v6ws7NDs2bNEBUVBVEUkZubi9deew0AUKtWLSQmJhrzFIhITyot4oYPH46EhATcu3dPWrdz\n504MHjwYPj4+KCgowLFjx7Bz507Ex8djxowZz2xLEIQyYxLFxMTA29sbFy5cwODBgzFp0iTpOFOn\nTsV3332Hb775Bjt27MA///lP/pokohqnqKgI/fv3h52dHc6ePYtZs2ZhwYIFEAQBv/76K1QqFZo3\nb47Tp09j7dq1WL16NT766CM4OTlh9+7dAIBr166he/fuRj4TItILsRLFxcWik5OT+Omnn4qiKIqn\nT58WbWxsxNjYWLFu3bri3bt3pX0PHjwoWlpair/99pv46aefis2bNy/TllqtFufOnSuKoiiGhYWJ\nnTt3lrbl5+eLgiCIx48fF+/fvy/Wrl1bPHz4sLT9m2++EQVBEK9evVouRgAiIPIl21el/wmSCeO/\nnf598803oo2Njfjbb79J62bNmiU6OzuLK1euFB0dHcWioiJpW0xMjNioUSNRFEXx6NGjoiAIolar\nrbBt5k5TfvG7Zc50+e9b6YwNgiBg2LBh+OqrrzB69Gjs2LEDgYGBuHjxIlq3bo369etL+3bv3h1a\nrRaXL1+uUvHYqlUr6b1SqQQAPH78GBcvXsSjR4/QpUsXaXu3bt2e01pkqffqP15EpEsajQYajcbY\nYdQo58+fR+vWrVGvXj1pXbdu3fDFF18gMzMTXl5esLCwkLZ1794dt2/fxp07VR3tP7LUezWYO4l0\nT5+587nTboWEhODjjz/GvXv3sGvXLqxatQpXrlwpt59WqwUAFBcXVziVS1FRUZnlWrVqldtHFEVY\nWlpK70uvr1zkc7YT0ctSq9VQq9XSclRUlPGCqSEsLS3L5b+SZWtr63L7l+Thkv99vsiXCY+IqkCf\nufO5T6d6enqiVatWWLZsGfLz8+Hv7w93d3f8+OOPuHv3rrTfyZMnYWFhgdatW8PKygr379+Xtomi\niJycnCoFVPL55ORkad3Zs2erc05ERGbBw8MD2dnZyM/Pl9aV5MM2bdrg3LlzZX4gnzx5UnrYjPOi\nEpm/Kg0xMnz4cERHR2Pw4MGwtLRE37594ebmhtDQUKSnp0Oj0WDq1KkICQmBvb09OnfujPz8fKxc\nuRI5OTmIiIgoU/BVxtbWFmPGjMH06dPx/fff49SpU5g6dWq5ByOIiMxdnz590KJFC4wbNw4XL17E\n7t27sWLFCigUCgwfPhxarRYTJ05EZmYm9u3bh8jISEyaNAnAk1wKPCn6SkYOICLzUqUiLjg4GL//\n/jtCQkIAPLlXbu/evRAEAd26dUNwcDACAwOxceNGAICrqyuWLVuGDz/8EF5eXigqKkJwcLDU3vMK\nsmXLlsHT0xOvv/46hgwZgpEjR0IURVhZWb3MuRIRyYogCNizZw9u3LgBT09PLFq0CGPHjkWtWrVg\nY2ODgwcPIjs7G506dUJ4eDjeeecdqaumY8eO8PPzg0qlQnx8vJHPhIj0oUozNiQmJiIkJATXrl0z\nREzYu3cv+vbtCxsbGwDAmTNn0LNnTxQUFJS5iRfgqOPyx5HJ5YozNujfrVu3cO7cOfj5+Unrli5d\nivj4eBw5cuSl2mbuNGX8bpkzg83YcPPmTezatQszZ87E2LFjdXLAqliwYAGmTZuGH3/8ESkpKYiI\niEBQUFC5Ao6IyJyJoojAwECsXbsWV69eRUJCAlasWIEhQ4YYOzQiMgGVXom7fPkyvL290blzZ+zf\nv1+6MqZvmZmZCA8Px+nTp2FlZYWgoCAsX75cGoqkNP6alDv+4pQrXokzjH379mHu3Lm4dOkS/vSn\nP2HSpEl47733Xrpd5k5Txu+WOdNl7qxSd6opYyKSOyYruWIRJ2/MnaaM3y1zpsvc+dxx4uSBT63K\nlVJpb+wQiGow5k5TxLxIVWUWRRx/sRARVR9zJ5G8VWmIESIiIiIyLSziiIiIiGSIRRwRERGRDJnF\nPXGcjku+lEp75OffMXYYRDUSc6dxMO+RrnCIETIyPkovVxxiRN6YO42J352azGAzNhARERGRaWIR\nR0RERCRDJlvEaTQaKBQKFBcXIzc3FwqFAjk5OcYOi4jIKI4ePYoffvjB2GEQkQkx2SKOiIj+p0+f\nPvjPf/5j7DCIyISwiCMikgneDE9EpemliPP09MSKFSuk5aCgIHh6ekrLe/bsgZubG/Lz8xEWFob6\n9eujadOmmDhxIh48eKCPkIiIjKKq+TArKwsBAQGoV68erK2toVKpkJGRAQBwdnYGAPTt2xcLFiwA\nACQlJaFr166oW7cuPDw8sG3bNqnN0aNHIywsDF5eXmjUqBG7YYnMlF6KOH9/f2g0GgBPfjkeP34c\nGRkZUoF2+PBh+Pv7Y8yYMbhz5w6SkpLw9ddfIysrC6NHj9ZHSERERlHVfDhw4EC0bNkSaWlp+O67\n76DVahEREQEASE5OBgDs3LkTM2fOxI0bN9CvXz+EhobiwoULmDdvHsLDwxEXFycdd/v27YiMjMTB\ngwfRrl07w540ERmEXgb79fPzw4YNGwAA6enpcHBwQOPGjfHdd9/B19cXCQkJmD59OlavXo3bt2/D\n3t4eALBlyxa0bNkS165d00dYREQGV5V8uHLlSrRo0QJvvfUWbGxsAABhYWFYvHgxAKBhw4YAAHt7\ne9StWxeLFy+Gj48PwsPDAQAuLi7IzMzExx9/jP79+wMAOnXqhMDAQEOfLhEZkF6KuB49euDRo0dI\nS0tDYmIiVCoVtFotkpKS4Orqiry8PDg6OkIURTg5OZX5rCAIuHTpUjVHEo8s9V79x4uIdEmj0UhX\nlKjqqpIPfXx8oFKpsHXrViQnJyMrKwvnzp2TirenZWZmIj4+HkqlUlpXVFSExo0bS8slXbCViyz1\nXg3mTiLd02fu1EsRZ2VlBbVaDY1Gg6SkJPTv3x9FRUX4/PPP4ejoiN69e6O4uBi2trZITU0t81lR\nFNG0aVOcPn26GkeM1Gn8RFSeWq2GWq2WlqOioowXjIw8Lx+q1WpotVp06dIFDRs2RFBQEEaMGIHM\nzEz84x//qLBNrVaL4cOHY+7cudI6URRhYWEhLdeuXbsK0UW+5NkR0fPoM3fqbe5UPz8/HD58GKdP\nn8aSJUtQVFSEadOmwdbWFgEBAXB3d8eDBw9QVFQENzc3AMCVK1fwzjvvYP369foKi4jI4CrLh/7+\n/jh69Cjy8vJw4cIFqRA7ePDgM59GdXd3x/Hjx+Hi4iKti4mJQV5eHhYtWmSQcyIi49PbECN+fn44\nePAgFAoFXFxc4ObmBltbW8TFxSEgIABt2rSBv78/QkNDcfr0aaSlpWHkyJG4desWmjRpoq+wiIgM\n7nn50MHBAQUFBdi9ezdyc3OxceNGbNiwAYWFhVIbtra2uHDhAvLz8zF58mSkpKRg9uzZuHz5Mnbt\n2oWIiAg4Ojoa8SyJyND0VsS5urqiWbNmUKlU0rpevXrB2dlZuvL22WefwdXVFb6+vlCr1WjevDli\nY2Ol/UvfF1e9e+SIiEzH8/Jh9+7dMX/+fISHh6NDhw44fPgwDhw4gDt37iAvLw8AMH36dLz//vuI\nioqCk5MT4uLikJCQgA4dOiAiIgJRUVGYOHEigCf5kjmTyPwJosxHj3ySqGR9CjWcwAFMZUoQ+G8n\nZ8ydxsTvTk2my9zJGRuIiIiIZIhFHBEREZEMsYgjIiIikiEWcUREREQypLdx4gyLT2HJlVJpb+wQ\niGow5k5jYN4jXTGLIo5P+RARVR9zJ5G8sTuViIiISIZYxBERERHJEIs4IiIiIhkyi3viOL2MPCmV\n9iOU55kAACAASURBVMjPv2PsMIhqLOZO/WKOI33jtFtkRJx6Rs447Za8MXcaAr8jVB6n3SIiIiKq\n4UymiNu8eTMcHR2fuX3cuHEYM2aMASMiInoiNzcXCoUCOTk5ej9WUlISFArdpea8vDwoFAr89NNP\nOmuTiEyDyRRxzyMIAu/fICIiIvqDbIo4gANTEhEREZUweBGXl5eHoUOHwsHBAY0aNUJ4eDgKCwvL\n7XfixAl06tQJdevWxeDBg/Hw4UNDh0pEVEZsbCxat26NunXrYsCAAbhz506Ft4Ko1WrMnTsXADB6\n9GhMmzYNISEhsLW1haOjI7Zs2SLte//+fYwYMQJ2dnZwdXXF999/L20r6cZdtGgRGjRogHHjxgEA\n9u7di/bt28PGxgbe3t745ptvpM88fvwY06ZNQ4MGDdC8eXPs27dPn38SIjIigxZxjx49wmuvvYaC\nggIcO3YMO3fuRHx8PGbMmFGmq/TWrVt444030KdPH6SlpcHb2xtffvklu1OJyKg2b96ML7/8EhqN\nBikpKVi8eHGFeenp2z9iYmLg7e2NCxcuYPDgwZg0aRLu3bsHAJg4cSIyMjKg0WgQExOD5cuXl2vz\n+PHjOHv2LN5//32kpaVh1KhRmD17Ni5cuIAJEyZg0KBBSEtLAwDMnz8fe/fuRWxsLPbs2YPVq1cz\ndxKZK9GAYmNjxbp164p3796V1h08eFC0tLQUV6xYITZv3lwURVFctWqV6OLiUuazPXv2FMeMGVOu\nTQAiIPIly5dB//MjHatJ/35XrlwRBUEQ4+P/v707j4uqXv8A/jmgjCADCoSaG6KoJAIa5RIULiXm\nrqmIGi6pZZqZ8Uvcgla6oqXW1VJfWaaWKWZiaLiMimFuiAuDiqKpSbduGhnJMjy/P8xzHUFQmVU/\n79drXs35fs/yzPGcp4ezpqhtkydPlieffFKWLVum5q7rwsPDZebMmSIiEh0dLSEhIWpffn6+KIoi\nu3btksuXL0u1atVEp9Op/UuWLBFFUYyWu3HjRrV/2LBhMmnSJKPljRgxQkaPHi0iIg888IAsW7ZM\n7duyZYsoiiJnz541moa5kzmOrMOU24VFH/ar1+vRrFkz1KpVS23r0KEDDAYDiouL1basrCwEBgYa\nTRsSEqL+5VpW3A3fw//5EJEp6XQ66HQ6a4dhVU2bNlW/u7m54erVq3c8nVarBXDttOeJEydgMBgQ\nHBys9j/88MNlpvfx8VG/6/V6HD16FEuXLlXbiouL0a5dO/z222/47bffKp3f/8Td8D0czJ1EpmfO\n3GnRIs7Z2blMm8FgMPrvdaWlpUbD1apVFGpcVUMjokqEh4cjPDxcHY6Pj7deMFbi6OhoNCwi5Z6q\nLCkpMRquXr16mXGu/UFe9nt549aoUUP9bjAYEBMTY/TIJRGBRqNR51PZ/P4nroI+IjIFc+ZOi14T\n5+/vj5ycHFy6dEltS09Ph6Ojo1GRFhAQgIyMDKPCLiMjg9d1EJHNcXJywp9//qkOi8htP0+uRYsW\nqF69Ovbu3au2ZWRkVDrNqVOn4Ovrq36++OILrFu3Dg888ADq1KlzR/MjIvtl0SKua9euaN68OYYP\nH44jR45Ap9PhpZdewpAhQ+Dp6amOFxkZicLCQkycOBHHjx/H3LlzsWPHDkuGSkR0W0JCQpCfn4/5\n8+fj9OnTiImJMfpDtSJubm6Ijo7GpEmTsGfPHuzcuROzZs2qcJrJkyfj66+/xgcffICcnBx8/PHH\nePvtt+Hn5wcAmDhxIuLi4pCamooDBw7g5ZdfrvJvJCLbZNEiTlEUfPPNN1AUBe3bt8fgwYPRp08f\nLFmyxOi0RO3atfH9998jIyMDbdq0waZNmzBmzBhLhkpEZOTmMwHX70Bt1qwZEhMT8c4776BNmzYo\nKSnB4MGDy4x3KwsWLMDjjz+OiIgIPPvss3j55ZeNxr952nbt2mHFihVYvHgxAgIC8MEHH+DTTz9F\nREQEACA2NhajRo1CVFQUevTogbFjx/IsBtE9SpEbL56wQ3yJsz3jy6HtmSlf4kyWx9xpCdxHqCxT\n5k67emMDEREREV3DIo6IiIjIDrGIIyIiIrJDLOKIiIiI7JBFH/ZrPrzzyh5ptbWtHQLRfY6505yY\n48jc7okijnf/EBHdOeZOIvvG06lEREREdohFHBEREZEdYhFHREREZIfuiWvi+EoZ26LV1kZ+/u/W\nDoOIKsHcaT7Mg2QJfO0WmQFfNXM/4Gu37Btzp7lx/6Dy8bVbRERERPc5FnFEREREdohFHBEREZEd\nYhFHREREZIdMUsSdP38effv2haurKxo3bozY2FgUFRXB398fs2fPNhq3Q4cOeP/99wEAaWlpePTR\nR+Hi4oKAgAB88cUX6njnzp1D9+7d4e7uDk9PT4waNQp//fWXKcIlIrKqM2fOwMHBAadPn1bb4uLi\nEBYWhs8++wyhoaGYOnUq3Nzc0KhRIyxevNho+mXLluGhhx6Ci4sLQkJCsGPHDrXPx8cHH330ETp2\n7AhnZ2cEBwdj//79FvttRGQ5VS7iRAT9+vWDp6cnDh48iBUrViA5ORnTpk1DVFQUVq9erY579uxZ\n7Nu3D5GRkcjLy0OPHj0wfPhwHD16FLNmzcLEiRORnJwMAJgwYQI0Gg0OHDiA1NRUpKen45133qlq\nuERENunGx33s27cPx44dw48//oj4+HhMmDABKSkpAK4VcBMmTMC0adNw+PBhPPXUU3j66adx7tw5\ndfr4+HhMnToVhw8fRq1atTBhwgSL/x4isgCpoi1btoinp6cYDAa1TafTiUajkZycHFEURc6cOSMi\nIv/617+kU6dOIiIyY8YM6dOnj9G84uLipEuXLiIiEhQUJMOHD5eioiIREcnKypLs7OwyywcggPBj\nU58qb1ZkB/jvfPdyc3NFURQ5deqU2vb6669LaGioLFu2TJydneW///2v2hcdHS19+/YVEZE2bdrI\n1KlTjebXoUMHiYmJERERHx8fefXVV9W+b7/9VhwdHcvEwNzJPEjWYcpto8pH4vR6PS5fvgx3d3do\ntVpotVr06NEDxcXFUBQFjzzyCL766isAwFdffYUhQ4ao06WkpKjTaLVaJCQk4OTJkwCAqVOnYvXq\n1fDy8sLAgQORmZmJ5s2bVzVcIiKb16JFC3h4eKjDDz/8MPR6PQAgOzsb7dq1Mxq/Q4cOyM7OVoeb\nNm2qftdqtSgtLcW1/3cQ0b2kym9sKCkpgZ+fHzZu3GjULiJo2LAhoqKisGLFCgwaNAhHjhzBM888\nAwAwGAyIiorCzJkzjaZxdHQEAERGRqJr16745ptvkJKSgpEjR2Lz5s349NNPy4ki7obv4f98iMiU\ndDoddDqdtcO4J5T3poSSkhL1e7VqxqnZYDCobc7OzuVOazAY1GEnJ6cy44hIOcuNu+F7OJg7iUzP\nrLmzqofyUlJSpGbNmnLp0iW17YcffpCBAwdKYWGh/Pzzz1KtWjWZPn269OzZUx3ntddek44dOxrN\na+HChTJ9+nQpLS2VV155RTIyMtS+5cuXi7Ozc5nlg6cEbPDD0wj3A/47372ff/5ZFEUxynFDhgxR\nT6e6u7vLX3/9pfYNHTpUoqKiRESkY8eO8tprrxnN79FHH5XJkyeLyLXTqUuXLlX7tm/fLoqiGF3y\nIsLcyTxI1mLKbaPKp1OfeuopNGnSBEOHDsXhw4eRnp6OkSNHwtHREU5OTqhXrx6eeOIJzJ07Vz2V\nCgDjx49HRkYGpk2bhpMnT2LNmjWIiYlBw4YNoSgKjhw5ggkTJuDQoUM4fvw41q5di5CQkKqGS0Rk\ndXXq1EHDhg0xZ84cnD59GsuXL8d3332n9ufn52PcuHHIzs7G4sWLsWbNGvXmhClTpuCjjz7C8uXL\nceLECcTGxuLIkSMYM2aMtX4OEVlJlYs4BwcHbNiwAY6OjujYsSN69+6NJ554AkuWLFHHGTx4MBRF\nQZ8+fdS2Ro0aITk5GVu2bEHr1q0RExOD+Ph4jBs3DsC1O7C8vb3RuXNntXhbuXJlVcMlIrI6BwcH\nLF26FPv370erVq3w5ZdfYubMmerpzoYNG6Ju3boICQlBYmIiVqxYgQ4dOgAA+vfvj4SEBMyaNQtB\nQUHYsWMHNm/eDH9//1sujy+6J7o3Kf8c2jOrN954A3q9HqtWrTL5vPkSZ1vEFz/fD0z5Emf6n2XL\nliE+Ph65ublmXQ5zp7lx/6DymTJ3VvnGhoocPXoUGRkZWLBggXqHKhERERFVnVlfu3XgwAG88MIL\nGDZsGDp37mzORRER3RMUReHpTyK6LRY5nWpOPCVgi3ga4X7A06n2jbnT3Lh/UPlMmTvNeiSOiIiI\niMzDrNfEWQ5PPdgSrba2tUMgotvC3GkuzINkCfdEEcdD1kREd465k8i+8XQqERERkR1iEUdERERk\nh1jEEREREdmhe+KaOD5TyfK02trIz//d2mEQURUwd5oW8yJZGp8TR3eJz0C63/E5cfaNudMcuE9Q\n5ficOCIiIqL7HIs4IiIiIjvEIo6IiIjIDrGIIyIiIrJDLOKIiIiI7JDZi7h///vf8PX1hbOzM4KC\ngrBx40YAwPnz59G3b1+4urqicePGiI2NRXFxsTpdWloaHn30Ubi4uCAgIABffPGFuUMlIrKK4OBg\nzJs3Tx3u27cvgoOD1eGkpCQ0b94cx48fR/fu3eHm5gZnZ2eEhYUhKysLANC9e3e8+OKLRvMdMmQI\nXnrpJcv8CCKyOLMWcRkZGZg8eTLmzZuHEydOYPDgwRg0aBAuX76Mfv36wdPTEwcPHsSKFSuQnJyM\n2NhYAEBeXh569OiB4cOH4+jRo5g1axYmTpyI5ORkc4ZLRGQVERER0Ol0AK69z3TXrl3IysrClStX\nAACpqamIiIhA79690aRJE2RmZuKHH36AwWBATEwMACAqKgpJSUkoLS0FABQUFCA5ORlDhw61ym8i\nIgsQM0pKShKNRiOHDh0SEZHS0lJJTU2V5ORk8fT0FIPBoI6r0+lEo9FISUmJzJgxQ/r06WM0r7i4\nOOnSpUuZZQAQQPix+Mesmw7ZAW4DprNt2zbx8PAQEZHMzEzx8/OTli1byubNm0VEpFmzZvLdd99J\nYmKiXLlyRZ1u0aJF0rhxYxERyc/PFxcXF9m+fbuIiKxevVp8fX1vuUzmTuZFsg5TbidmfWNDREQE\n2rRpgzZt2iAgIAC9e/fG6NGjsXHjRly+fBnu7u43FpMoLi7G2bNnodfrkZKSAq1Wq/aXlJTA29v7\nFkuKu+F7+D8fIjIlnU6nHi0i03rsscdQVFSEzMxM7Ny5E2FhYTAYDEhLS4Ofnx/Onz+PTp06ISws\nDJ9//jn279+P48eP4+DBg/Dy8gIAaLVa9OzZE6tXr0Z4eDi++uorREZGVrLkuBu+h4O5k8j0zJk7\nLfLGhrS0NCQnJ+Obb75BXl4epkyZgpUrV6rXx10nImjUqBEGDRqEWrVqYebMmUZ9jo6O8PHxMf4B\nfOq4lfDJ5Pc7vrHBtHr16oWuXbsiLS0NPXv2RElJCVauXInIyEgkJSVhzZo1CAkJgZeXF/r27Ys2\nbdpAr9cjISEB586dAwCsX78e48aNQ05ODurUqYMff/wRAQEB5S6PudMcuE9Q5UyZO816JG7r1q3Y\nvXs3Zs2ahdDQULz77rto2bIlRATnzp2Dh4cHatWqBQBIT0/H+++/j+XLl6NFixbYtWsXfH191Xkt\nWrQI58+fx1tvvWXOkImIrKJbt25ITU3F3r178d5776GkpASTJk2Cq6srIiIisH37dpw/fx5Hjx6F\no6MjAGDTpk1G/zOIiIhAUVEREhIS4Ovre8sCjojuDWa9sUGj0eDNN9/EJ598gjNnzmD9+vU4d+4c\n2rdvjyZNmmDo0KE4fPgw0tPTMXLkSDg6OkKj0WD8+PHIyMjAtGnTcPLkSaxZswYxMTFo2LChOcMl\nIrKabt26YdOmTXBwcICvry+aN28OV1dXJCcno3v37vD09ERBQQHWrl2LM2fOYMmSJVi8eDEKCwvV\neWg0GvTv3x9z587FkCFDrPhriMgiTHZ13S0sWbJEmjdvLjVq1JBmzZrJokWLREQkNzdXevXqJTVr\n1hQvLy8ZO3as0QW7W7dulUceeUQ0Go34+PjInDlzyp0/eHEuL+Alq+A2YHpNmjSRwYMHq8MDBw40\nujkhPj5evL29xdXVVQYNGiQ//PCDODg4yLlz59Rxvv/+e1EURU6dOlXhspg7mRfJOky5nVjkmjhz\n4nUd1sJrP+53vCbONn3++edYuHAh0tPTKxyPudMcuE9Q5ezmmjgiIrKM3Nxc7N27F2+++ab6zE0i\nurfxtVtERPeA3NxcjB49Gm3btsXIkSOtHQ4RWQBPp9Jd4mmD+x1Pp9o35k5z4D5BlTNl7uSROCIi\nIiI7dI9cE6dYO4D7jlZb29ohEFGVMXeaEvMiWdo9UcTx8DUR0Z1j7iSybzydSkRERGSHWMQRERER\n2aF74nTqtbusyNy02trIz//d2mEQkYkwd5oWcyRZGh8xQneAt8/T//ARI/aNudMcuE9Q5fiIESIi\nIqL7HIs4IiIiIjtk0iLuzJkzcHBwwOnTpyscT6fTwcHBAaWlpaZcPBER/UNEsGjRIp7eI7qHmbSI\na9SoEfLy8uDj42PK2RIR0R3auXMnxo8fzyKO6B5m0rtTHRwc4O3tbcpZEhHRXbhevLGII7p3me10\n6qVLlzB27FjUrVsX7u7uGDZsGC5dumQ0/ieffIIGDRrA1dUV0dHRKCwsBADExcUhMjISEyZMQK1a\nteDt7Y2EhARThkpEZBdOnz6Nrl27ombNmggMDERiYiKaNGkCADh27Bg6d+4MFxcX+Pn5Ye7cuQCu\n5eLOnTsDAKpXr46dO3daLX4iMh+z3NggIujXrx8OHz6M5ORkbN26FcePH8fw4cONxvv666+xefNm\nrF+/HklJSViyZInat27dOjg5OeHgwYP4v//7P0ybNg16vd4c4RIR2aSSkhL07NkT7u7uOHDgAGJj\nY/HGG29AURRcvXoVERER6NixI44cOYIFCxbggw8+wIcffohGjRph7dq1AIALFy6gQ4cOVv4lRGQW\nYkK5ubmiKIocPnxYFEWR7OxstS87O1sURZGsrCzZvn27KIoier1e7e/Xr5+MHTtWRERef/11qVOn\njpSWlqr9np6esnz58jLLBCCA8GORj0k3F7Jz3B7Mb/PmzVKzZk35448/1LbY2Fjx8fGRpUuXSlBQ\nkNH4y5Ytk6ZNm4qIqHnWYDCUO2/mTuZIsg5TbidmeWNDSko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- "text": [ - "" - ] - } - ], - "prompt_number": 36 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### question 3. \n", - "* There did appear to be a greater tendency for the same author to use the same words. \n", - "* The books by the same author had 6 words in common compared to only 4 by the book with a different author.\n", - "* All the books had the words man, would, said as the most frequently most occuring words. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From deytia" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "print \" Comparing books from different authors \\n a) words used are different, Pride and Prejudice include character names and Adventures of Huckleberry is written mostly in first person. \\r\\n b) most common word used is would for both authors \\r\\n c) literary style is really different since the first is written in passive and the second one is written in active voice \\r\\n d) i and says are preffered words for Adventures of Huckleberry Finn \\r\\n e) Besides third person names the favorite words for Pride and Prejudice are could and would\"\n", - "\n", - "(wf_g1, tw_g1) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", - "time.sleep(10)\n", - "(wf_g2, tw_g2) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", - "plotTwoLists (wf_g1, wf_g2, 'Most Frequent Words From Two books of different author')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - " Comparing books from different authors \n", - " a) words used are different, Pride and Prejudice include character names and Adventures of Huckleberry is written mostly in first person. \r\n", - " b) most common word used is would for both authors \r\n", - " c) literary style is really different since the first is written in passive and the second one is written in active voice \r\n", - " d) i and says are preffered words for Adventures of Huckleberry Finn \r\n", - " e) Besides third person names the favorite words for Pride and Prejudice are could and would\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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x48bk6+srlb969SrZ2dmRKIo0ZMgQmjNnDrVt25Y8PDzI3d2dAgMDpbL6Yq6+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- "text": [ - "" - ] - } - ], - "prompt_number": 37 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "print \"Comparing books of same author \\n a) literary style is the same, passive voice, narrative of past events \\r\\n referred to somedy else \\r\\n b) most common words used are would and could \\r\\n c) it seems that Elizabeth and Marianne are the main characters for each novel\"\n", - "\n", - "(wf_g1, tw_g1) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", - "time.sleep(10)\n", - "(wf_g2, tw_g2) = get_wf('http://www.gutenberg.org/ebooks/161.txt.utf-8')\n", - "plotTwoLists (wf_g1, wf_g2, 'Most Frequent Words From Two books of same author')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Comparing books of same author \n", - " a) literary style is the same, passive voice, narrative of past events \r\n", - " referred to somedy else \r\n", - " b) most common words used are would and could \r\n", - " c) it seems that Elizabeth and Marianne are the main characters for each novel\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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tromIiPr160eCIFCjRo1ozJgxUj+DxsbGWt3tqLtcqVu3LoWHh1N4eDjVrVuX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- "text": [ - "" - ] - } - ], - "prompt_number": 38 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "print \"hola \\n mundo \\r\\n es to no puede ser\"" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From rjlusk10" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(wf_abw, tw_abw) = get_wf('http://www.gutenberg.org/files/3021/3021-h/3021-h.htm')\n", - "time.sleep(10)\n", - "(wf_nb, tw_nb) = get_wf('http://www.gutenberg.org/files/3026/3026-h/3026-h.htm')\n", - "plotTwoLists (wf_abw, wf_nb, 'Most Frequent Words From Robert Frost Novels')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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y5csyduxYCQgIECcnJ/H09JTOnTvLzp07Tdq1bdtWHB0dpVy5cnLz5s0C+xAR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- "text": [ - "" - ] - } - ], - "prompt_number": 39 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##Discussion\n", - "It seems that, aside from the commmon words related to Gutenberg's legal statements, that the first book \"A Boy's Will\"\n", - "Has much smaller total frequencies compared to the second document, \"North of Boston.\"\n", - "\n", - "While both books are roughly equal in terms of overall number of words (length), it may be the case that \"A Boy's Will\"\n", - "uses a richer and variety of vocabulary compared to the other novel. In terms of frequency, a handful of words in \"North of Boston\" \n", - " are used considerably more with no near equivalents in \"A Boy's Will\".\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(wf_lg, tw_lg) = get_wf('http://www.gutenberg.org/files/1322/1322-h/1322-h.htm')\n", - "time.sleep(10)\n", - "(wf_nb, tw_nb) = get_wf('http://www.gutenberg.org/files/3026/3026-h/3026-h.htm')\n", - "plotTwoLists (wf_lg, wf_nb, 'Most Frequent Words from Leaves of Grass (W. Whitman) and North of Boston (R. Frost)')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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kwMzMDJUqVUKlSpWQnJyMmJgYJCYmIikpCX///TeioqIghNB51kDfOcDa2lpZ\nblb29vYAkO0zGWq1WumWODExEadPn8b58+dx8uRJ5fmbrPUQQujUJWs95HhYp04dnXV++OGHBuuT\nk06dOmHNmjXYunUrvvrqK4SEhOiUyS4myOuPjY3F8ePHUbZsWWV6Xp9VNbRPERGePHmi95nRvNTv\nxIkTens4zY3AwECsWLFC+fvFixf4999/sXz5csycORP79u3D0aNHYWZmlqcY6unpifr16yM6OhpO\nTk7w8fFBixYt0KZNm1zVNT/n0rzu95nJz7fKx4I+mbvvvXPnDtatW4e7d+8iJCQE06ZN03q+Jb/0\nHc/ZedV2SGBgIJYsWYKQkBAsWLBAOR80bdoU5ubmua6HqakprKyscnyuK0+JCAB06NABGzZswNat\nW9GtWzdERETAysoKzZo101v+0aNHEEIoX3xWpUuXxj///AMAykON06ZNw8aNG7Fp0yZs2rQJkiTh\nk08+wbfffmvw4HwdMvcjDwAPHjwAAIMPQAshlEbHw4cPAWR0Y5ZVdjt1TuQ6nDlzRm8jTa5H1t5g\n9D1cJoR4pR4pGjVqBCDjwdMWLVogMjISjRs31joAGjdujHnz5iEyMhLvvfcekpOTtR4+lRvQ2e0f\nx48fx7Nnz5SGYNbvBcjoJlOtVus96EuUKKH1d6lSpRAbG4upU6diy5YtWLt2LdauXQtTU1MEBgZi\nwYIFBjtdyIm+uj169AilS5fWW16envVhLjnxyKowxrqR97FDhw7pPGQsk/f10qVL4/Llyxg2bBh+\n++03EBEkSYK7uzs++ugjHDt2TGsfs7CwwMcff4z169fj+vXrKFWqFNavX69ceAD+O3Zu3LiR7T4u\nH2sDBgxAyZIlsWDBAuzbtw/x8fGYOXMmypQpgzlz5qBTp04GtzU/+19ulS9fHjExMTh37hxq166t\nNW/NmjVYs2aN8vf8+fP1Dpqnb39KTk5GaGgovv32W+UBZmdnZzRs2BAODg5aD6s2b94cf/31F778\n8kvs3r0bCxYswIIFC1CiRAmEhYUp3QXntpwhDx8+1FtXIONhYW9vbxw8eBDAf2N5ZB7Do3r16nBw\ncFAeWD5w4ABq1apl8HvJSalSpeDu7q70nLVz506UKFFC60JFo0aNYGRkhKioKAQGBiImJkbrIklm\n2Y0Vk98YaugYz03sISJMnz4ds2fPVo5XR0dHfPjhh3B1dUVCQoJOvQydA+TlGaqfvkQ6s7179yIo\nKEh52FjG9cl7AAAgAElEQVSlUqFmzZqoXbs2rly5onfZWeuStR7yOvUdc1njeV4tXrwYkZGRCA8P\n1zu2S25iAqAbsw3t/4bkd5/Kb/1ehampKSpUqIAZM2bg/PnziIiIwOrVq9G/f/88x9A///wTs2bN\nwtq1a7Fjxw7s2LEDw4YNQ+PGjbFs2bJsE5L8nEvzut9nJp+Lsmt8Z+2+d+LEiWjYsCFmzpwJOzs7\npTOdwvSq7RBPT08cOnQI06dPx/bt27Fs2TIsW7YMFhYWGD58OKZOnZrrulhYWOQYQ/KcqrVo0QJq\ntVrpxvfnn39GmzZtDF4102g0ICJcvXpV7/z79+9rdStnb2+PuXPn4sqVKzh27BhmzpyJqlWrIiIi\nQqtbyKIgJxXyFb2sr7S0NCXzkxOm69ev6yxHX3YohEB6errO9KwHlVyHXr166a2DXI/MvQ+9LvLJ\nPjY2FrGxsXj69KnOIIUNGjSAsbExDh48qLdrTPlEk93+IYTIsetBW1tbPHv2TO9VA33j2ri6umL5\n8uW4efMmDh06hLCwMJQqVQpLly4t8P66NRpNttsHvFldAcv72MSJE7Pdx9577z0QEVq1aoWtW7di\n/PjxOHLkCJ4+fYpTp04ZDFY9evQAEWHjxo1ITEzE8ePH0blzZyWJlNffsGHDbNc/ePBgZZnt2rXD\nnj17cOfOHWzatAmBgYG4ffs2unbtilOnThnc1oLa//SRuzw31NNgZnlpzI4aNQrz5s1D69atERkZ\niXv37uHy5cv44YcfYGVlpVO+YcOG+O2333Dnzh3s2LEDgwcPxosXLzBs2DCt7kxzW06fEiVK4Nmz\nZ3pjGJDR6L958yauXr2KPXv2wMvLS+uikhACvr6+iI2Nxc2bN3H27NlX7kK3UaNGOH78OJKTk7Fv\n3z6dwQutra1Ru3ZtHDhwAMePH8fTp08LdWyjV/HVV19hwoQJ8PLywu+//44bN27g+vXr+Pnnn7Wu\n0r8KOcHJroF96dIlNG/eHJcvX8ayZcuQkJCAp0+f4uDBg1o9TeaVvG/IDcHMXnWcMmdnZ0yfPh3J\nycn47LPPdObnJiYARRezi7p+8q+N8tXzvMZQCwsLhIeHIykpCWfPnsXXX3+NevXqYdeuXTnuM4V9\nLpWTXn37oSH29vbYtGkT1Go1QkJC8McffxRYfV5FXj87T09PrF+/Hnfv3sVff/2FMWPGwNzcHNOn\nT89Tj5QPHjzIMUnPcyJiYWGBZs2aYceOHYiNjcW5c+eyveIod2W4b98+nXlJSUm4ceMG3nvvPQAZ\n3UcOHTpU+YXE09MTwcHBOHz4MCwsLJRbPYCiGSFa/sk+NjZWZ97Dhw8xatQo5XYL+fYk+SpgZvIt\nXpmZmprqdM8IQKvbYgBwd3eHmZkZjhw5oreOixYtwrRp03R+EcmN/Hymvr6+OHr0qMHR0jUaDerW\nrYvjx4/j0KFDKFOmjNZPpdntH48ePcKxY8dQsWJFnVsYsqpduzbS0tJ0xg4AgMOHD2v9/dNPP2Hg\nwIF4/PgxJElCnTp1MHHiRKUOmfezguDl5YUHDx7obRDL3XnKx8CbILv9HACmTp2KL7/8EqmpqThx\n4gROnTqFDh06YPLkyahVq5ZyBer06dMAdBvZTZs2RcmSJfHrr78qA6Z1795dmW9tbY2yZcvi5MmT\ners9XLduHSZPnoxLly7h2bNnmDx5stK1sbW1Ndq1a4cVK1bgf//7H9LT0/XuE7KC2v/0kUem/uWX\nX/QuPzNDDXh9fvzxRzg6OmLDhg1o2LChcjvU8+fPcenSJa2yM2fOxIQJEwBkXNVr1qwZvv76ayxe\nvBjAf/t6bssZUqpUKaSnpxvsElNOArZv346kpCSdOAFk3JqbnJysdIn8qkmBPNbRDz/8gOfPn+td\nZ+PGjXHhwgX8+eefBbLOrF7XeerHH3+EsbExtmzZohxPQMaxdubMmVf+tRvIuM0EyLjNw5DNmzcj\nOTkZkydPxqeffgp3d3dlmxMSEpQ65ZWXlxeEEHr3u6zxPD8GDx6MunXrYs+ePVq/TAJQbrMxtM/v\n3bsXkiTlODo58Hq+fzlmFUT98kNutMq/gOQlhh4+fBgjR45UbtOsVKkSBg8ejP3796NixYqIjY3F\ny5cvAej/7Ar7XFqqVCkA/x0LuVWlShVMmzYNRIS+ffsW6K3T+ZWXz27p0qXKiOgmJiZo1KgRvvji\nC/z8888AkOu2eHJyMp49e5ZtDAHykYgAGbdnPXv2DMOHD4dGo0Hz5s0Nlu3RoweMjY0xffp0rf7/\nnz59qlzRlH/Wunr1KhYtWoTZs2drLePGjRt4/vy51k928i8wOd3jV5Dat28PKysrzJw5E+fOndOa\nN3r0aMydO1dJHD744AN4enpi48aNWgfo9evXMWvWLJ1lV61aFampqVpXHu/du6czEqpKpULnzp1x\n+vRpnT7eo6KiMHz4cKxcuTJfP1/Ln2nWfr+z4+vri/v372PNmjVwdnaGu7u7Thl/f3+cPn0ahw8f\n1jnRt2vXDtbW1li8eLFWP+IvX77E8OHDkZycrHfU0qx69+4NIYTOOBcRERGIjo7WOlhOnTqFb7/9\nVierl/fP/N5Xa0hgYCAAYPjw4Vq/cF24cAGTJ0+GqakpunTpUqDrNCQ3DRRXV1c0bNgQO3bsUAKP\nbO3atZg4cSJ27NgBExMT5faCrOOv3Lt3D8HBwQCgMw6FkZEROnfujH379mHdunWoVKmSzrNUgYGB\nuHfvHsaOHatV39OnT+Pzzz/HnDlzlHF8VqxYgUmTJumML5Kb77Og9j99VCqV0shp166d3sFgX758\niRUrVmDq1KkQQuTqfmKVSoXk5GTlijWQcR++XF95uUBGw3/69Ok6Y2pk/WxyW86Q6tWrA8gY90Gf\n999/HxqNBl9//TUA3QsWwH9JwMqVK6FSqeDt7Z3tOnMiX7mVB9QytE4iwqpVq1C2bFmd0d9fVX5i\nam6oVCq8fPlSa4wmAJgyZYqSjL7qiO7yd6nvmRmZfKUz69gaJ06cUJ4bzU89nJyc0Lx5c+zZs0cr\nBj1+/Fhn9Pr8EEJg2bJlMDEx0TruAaBs2bLw9fXFkSNHdM4Ry5cvx8GDB+Hr62vwNpfMXkc7xcXF\npcDql1d3797F8uXLIYRQxtXISwx9+vQp5s2bhylTpmgt9+HDh7h//z6cnJyUiz76PrvCPpfKcS27\nX9UNGT58OD744ANcv34dY8eOLbA65VdePrsDBw5g0aJFyoXCzGUB6LTFDR3juYkhAHI/jkjmngse\nPnxIpqamJITuOBLZjSNiY2NDgYGBNHjwYHJzcyMhtLv2lMcREUJQgwYNKDg4mD777DOys7MjU1NT\nrW78wsPDlXKZe5/SJ6/jiMg9ezx8+FBn3saNG8nExIQsLCyoR48eFBwcrPRSUbduXa3xFY4dO0Y2\nNjZkZmZG3bp1o4EDB5KTk5PS33/mem/dulXpFenzzz+noUOHUunSpZW+mzP3eHH79m2qVKkSCZHR\nR/fo0aOpS5cuZGpqSubm5lrbmV0vP1l7O0hJSSGVSkVqtZpGjhyptyeUrG7duqX03pC1Sz7Zvn37\nlDKrV6/Wmb9p0yYyMTEhlUpFXbt2peHDhyt9kDdq1EirZ5nsemgYM2aM0uPU0KFD6ZNPPiFJkpQx\nJbKOIyKEoJYtW1JISAj16dOHLCwsyMrKSmuMCn2y6wknc485mXXs2JGEEFShQgUaPHiw0n+3sbGx\nVjfM2fVcZmj52X0mmcn7dd26dalRo0Y6Lx8fH6WHp7Nnz1LJkiWVzyg4OJjatm1LRkZGZG9vTwkJ\nCUSU0S2qPC5OgwYNKCQkhD799FOyt7enDz74gEqWLKm356fDhw8r+4S+4/f58+dUr149EiJj3JKg\noCDq06cPWVpakpGREa1fv14pK/dmZ2NjQ/3796cxY8Yo3Vv6+fnl+LnkZf/LS69Zsj/++EP5LCtX\nrkz9+/ensWPHUs+ePZXpFhYWNHXqVGVd2e0HwcHByr40cuRIGjZsGLm7u5OjoyPVrl2bhBBKr3L7\n9u0jU1NTUqvV1KtXLxo7diy1bduWJEkiDw8PpVex3JYz5NChQySEoMmTJxssI4/Vk7mb3qzk8aX0\nfW8rV66kSZMmaXUxnJP33nuPhBBaPZ9llpKSQmq1moQQ1LdvX5352fU4JPe8kzneZj1GL126REII\nsre3p+DgYGWcjLwey1nPSXIvN05OTjR06FAaNWoU1apViywtLZVzhtyLXHb7Unb7c82aNcne3j7b\ncUSuXr1Ktra2ZGxsTAEBATR27Fjq0KEDqVQq5fv+7LPPDG6HTF8d//nnH3JyciJJkuiTTz6hYcOG\nkZubmxLP89NrVlZyt9NCaHffe+7cOXJyciIhMnr9GzlypDJOh7Ozs95xRPT14KmvnSL3mqVvzB19\n7Sd98lK/gui+d+LEidSvXz9l/LGsY6blNoamp6crPex5eXnRyJEjaejQoeTi4kKSJGl1Rfv999+T\nEII8PT0pJCRE6Za/IM6luY3jqampZGVlpTce5WYckWPHjpGxsTFJkkQHDx5UpuclluVnHJFXbYfI\n44gYGxtTx44daezYsUobs0yZMlq9lvr6+pIQgnr06KHTvpPHncmp98McE5GwsDCSJEnnC5P7lM7a\nrVm7du20ukqV/f777+Tv709WVlak0Wiobt26On1gE2V0DzZ69Ghyd3cnc3NzsrOzozZt2tChQ4d0\nyjVt2pTUajU5ODhke6IMDAwkSZLyNKChJEl6ExEioujoaGrbti3Z2dmRWq2matWq0aRJk/T2tX/m\nzBlq164dWVlZUYkSJeizzz6jtWvX6m2A/fjjj1SzZk1SqVRUtmxZCg0NpRs3bugNIvfu3aPRo0dT\nhQoVyMzMjFxcXKhTp05aY5YQGf7+iDIGB8wapL/77jsqU6YMqdXqXA0GR0Tk4eFBkiTRDz/8oHe+\n3OWwJEk63TDLYmJiqE2bNmRra0vm5uZUo0YNmj17tk4XpfrqnLX+NWrUILVaTZUqVaKlS5fS2LFj\ndfbJS5cuUf/+/alChQqkUqnI0dGRunbtmmO/4kT5S0TS09Pp66+/ppo1a5JarSZ7e3tq1aqVTj/d\n+UlEcvpMZPJ+re8lREY31plPpv/++y8NGDCAnJ2dyczMjMqXL099+vTR6f7vxo0b1KdPH3J2diaV\nSkUeHh40a9YsSk5Opo8//pgkSdI6Mcrc3d0Ndm9LlJGMTJ48mapVq0YqlYqcnJyoRYsWWuNRyLZt\n20a+vr7k6OhIKpWKqlatSpMnTzbY4M0qt/tfdsdTdu7du0cLFiyghg0bUpkyZcjU1JScnJzI39+f\nvvzyS50uEbPbD168eEGTJ0+mSpUqKbFi6NChdOPGDZo7dy5JkkQrVqxQyh88eJBat25NZcqUITMz\nM3Jzc6NRo0bpdLWb23L6pKenU6lSpbLtpvGrr74iIfR3hSsbMGAASZKkt7txef/NbRwn+m9sIH1d\npcqaNm1qMH5l14gbMWKETn30HaPTpk0jBwcHsrCwUBoteT2W9Z2TFi5cSO+99x6p1WoqVaoU9e7d\nm5KSkpTubSdOnEhE2e9Lhvbn69evk5GREQ0aNEjnPVn9/fff1LRpU7Kzs1MSoYiICEpLS6MSJUpo\nJYGGzq2G6njx4kXq0aMHOTg4kEajofbt2ytd5ecmEckpNiYnJytxKGuD8sqVKzRgwACt42HEiBF0\n+/ZtrXJy+0JfIpK1nfL06VNauXIlSZKkNxEx1H7SJ7f1y0siIg87IJ8T5JexsTE5ODiQv7+/zrgV\nstzG0CdPntCUKVPIw8ODNBoNWVtbk7+/v86YVcnJydS5c2eysLAgGxsbZcyVgjiX5iWOd+7cmczN\nzXXad/IysktEiIhGjx5NQgiqXr268lnkJZa5uroWWCKS28+OiOjkyZPUuXNnKleuHJmZmZGzszP1\n799f6RZcdvjwYfLw8CCVSkXNmjXTmteyZUsqUaKE1thueutM9Io3krI827p1K9q2bYuwsLACfzCa\nMcaKwsyZMzFu3DgkJibqdD/NipdZs2YhNDQUZ86c4e+SvdNiYmJQv359LF26FP369Svq6hQb165d\nQ7ly5RAaGorw8PBsy756B8eMMcbeeYMHD4atrS2WLVtW1FVhryA9PR3fffcdAgICOAlh77y6devC\n398fy5cvL+qqFCsrV66EWq3GiBEjcizLiQhjjLFXZmlpienTp2Px4sU6D1Gz4uOHH37AtWvXMGPG\njKKuCmNvhDlz5iAuLg7btm0r6qoUCw8ePMCcOXMwadKkXI39x4kIY4yxAvHZZ5+hXr16BgeiZG+2\nlJQUTJo0CTNnzizw3gMZK66qV6+OCRMmIDQ0tKirUizMnDkTlStXxsiRI3NVnp8RYYwxxhhjjBU6\n/kWEMcYYY4wxVug4EWGMMcYYY4wVOk5EGGOMMcYYY4WOExHGGGOMMcZYoeNEhDHGGGOMMVboOBFh\njDHGGGOMFTpORBhjjDHGGGOFjhMRxhhjjDHGWKHjRIQxxhhjjDFW6DgRYYwxxhhjjBU6TkQYY4wx\nxhhjhY4TEcYYY4wxxlih40SEMcYYY4wxVug4EWGMMcYYY4wVOuOirgB7c0iSEYjSi7oajL1zatSo\ngWPHjhV1NVg+cexkrGhw7Cz++BcRpsg4kdJrfk3idbwRy+d1FPw6ACLK1+v48eNgxRfHzjdl+byO\nN2sd+paPfMdJjp1vJ05EGGOMMcYYY4WOExHGGGNvpalTp8LX1/eVl3Pr1i389NNPBVAjxhhjmXEi\nwgqZD6/jjVg+r+PNWwd7U4WEhOC3334r4lr4vAXreN3L53W8Wet43ctnbwNORFgh8+F1vBHL53W8\neetgbyoiKuoq4O3Yz1/38nkdb9Y6Xvfy2duAE5FiZPHixXBzc4NarUaNGjWwbds2AMCVK1fQrl07\nWFpaoly5chg3bhxSU1OV9+3fvx916tSBubk5PDw88MMPPxTVJjDG2GuTkJCAhg0bwsLCAr6+vrh1\n65YyLzo6Gt7e3rC0tET58uWxePFiZV5gYCCGDx+Orl27wtLSEi4uLvj+++8BAGFhYVi9ejXWrl0L\nNze3Qt8mxhh7m3EiUkzExcUhKCgI8+fPR2JiIjp37oyAgAA8ePAA7du3h52dHY4ePYq1a9di69at\nGDduHADgxo0baNWqFXr27ImTJ09i4sSJGDp0KLZu3VrEW8QYYwUnJSUFLVu2RLly5XD06FF0794d\n3377LYQQSEhIgJ+fH3x8fHDs2DGEh4djzJgxiIiIUN6/ZMkSvP/++zh58iQ6duyIgQMH4sGDBwgO\nDkZAQAA6duyI2NjYItxCxhh7+wh6M35zZjn45Zdf0LVrV8TExKBGjRogIuzevRspKSno3bs3bt26\nBUnKyCujoqLQrFkzPH36FGFhYYiPj8fmzZuVZYWHh2Pfvn3YtWuX1jqEEJC712OM5ZXI9y08QuT/\nvSzDtm3b0KVLF9y4cQMWFhYAgJ49e+LKlSuoVasWDh48iOjoaKX8uHHjsHv3bhw+fBiBgYE4deqU\nkmg8fvwY1tbW2Lt3L7y9vREYGIi0tDSsWbNG77o5djKWWwUb6zh2Fn88oGEx0bx5c3h5ecHLywse\nHh5o27YtPv30U2zbtg0PHjyAtbW1UpaIkJqaikuXLiEhIQE7duyARqNR5r98+RIlS5Ysis1gjLHX\n4vTp06hQoYKShABA7dq1ceXKFSQkJKBu3bpa5evXr49FixYpf1eoUEH5vxwvM9/iyhhjrOBxIlJM\nqNVqREdHY//+/di6dSsiIiKwcOFCjBo1CpUqVVKeF5EREVxcXJCWloZu3bphwoQJWvOMjIwMrCks\n0/99wA+bMVbwIiMjERkZWdTVeOtkvTJqbJxxilOr1Trz0tLS8PLlS+VvExOTHJeXvbBM//cBx07G\nCh7HzrcPJyLFxO7du3HgwAFMnDgR3t7emDFjBqpUqQIiwr///osSJUrAxsYGQMZDmXPnzsWaNWvg\n7u6Offv2aT1kuWTJEly5cgVTp07Vs6awwtkgxt5hPj4+8PHxUf4ODw8vusq8JapXr46kpCQ8ePBA\niYVxcXEAgCpVqmD37t1a5aOjo1GlSpVcLTvj1quchOWluoyxfODY+fbhh9WLCTMzM0yZMgVLly7F\nxYsXsWXLFvz777+oV68eypcvj+7du+PEiROIjo5Gnz59YGRkBDMzMwwaNAhxcXEIDQ3FuXPnEBER\ngeDgYLi4uBT1JjHGWIFp3LgxXF1d0bdvXyQkJGDNmjVYt24dhBAYNGgQ4uPjMX78eCQmJmL16tVY\nvHgxhgwZkqtlazQaXLp0CdeuXXvNW8EYY+8YYsXG8uXLqXLlyqRSqahixYq0ZMkSIiK6cOECtWnT\nhiwsLMje3p4GDBhAT548Ud63e/du+uCDD8jMzIxcXV1p9uzZepcPgADiF7/4la8X8n1scyguGJcu\nXaImTZqQubk51alTh0JDQ8nX15eIiP766y96//33yczMjCpXrkxLly5V3hcYGEg9e/bUWpYQgnbv\n3k1ERLGxsVS6dGlycHDQu16OnfziV25fKNBjnmNn8ce9ZjEF9/zC2KvgXrPeVRw7Gcst7jWLaeNb\nsxhjjDHGGGOFjhMRxhhjjDHGWKHjRIQxxhhjjDFW6DgRYYwxxhhjjBU6HkeEZZGb/vIZY1lpNLZF\nXQVWpDh2MpYTjpMsK05EmBbufYIxxvKOYydjjOUd35rFGGOMMcYYK3SciDDGGGOMMcYKHScijDHG\nGGOMsULHz4gwLRkjBDP2ZtBobPHo0b2irgZjOeLYyZg2jt8sNwTxE3bs/2WcSHl3YG8S8U48BCzE\nu7GdbyuOnYzp8/rjGsfO4o9vzWKMMcYYY4wVOk5EGGOMMcYYY4WOExHGGGOMMcZYoeNEhDHGGGOM\nMVboOBFhjDHGGGOMFTpORIqJK1euICAgAHZ2dnBwcMDQoUORkpKCVatWwdvbG5MnT0bJkiVhY2OD\nESNGaPUisXTpUri5uUGj0aBBgwY4cuRIEW4JY4wVHo6djDH25uJxRIqBFy9ewM/PD5UrV0ZUVBTu\n3LmDfv36gYjwwQcfIDY2FmXLlsWBAwdw+PBh9O7dG82bN0fz5s3x22+/YeLEiVi2bBmqVauGDRs2\nwM/PD4mJiXBycirqTWOMsdeGYydjjL3hiL3xtmzZQubm5nT//n1l2u+//07GxsY0f/58kiSJHj16\npMyrVasWTZkyhYiIvL29ae7cuVrL8/X1VeZnBoAA4he/3qAXXtNR9WZ5V7azsHHs5Be/ivKF13Rk\nax97rHjjX0SKgYSEBFSsWBE2NjbKtPr16yMtLQ2pqamwt7eHRqNR5llZWSE1NVV5b2hoKCZMmKDM\nf/HiBVxcXAysLSzT/33+/8UYK0iRkZGIjIws6mq89Th2MvZ24dj59uFEpBhQq9U609LS0pR/TU1N\ndeYTkTJ/zpw5aNq0qdY8S0tLA2sLe+X6Msay5+PjAx8fH+Xv8PDwoqvMW4xjJ2NvF46dbx9+WL0Y\nqFq1KpKSknD//n1lWnR0NIyMjGBsnH0u6e7ujsuXL8PNzU15zZkzh68oMMbeehw7GWPszcaJSDHQ\nuHFjVK5cGT179kR8fDwiIyMxbNgwdO3aFXZ2djrl5St6ADBy5EgsWLAAq1evxvnz5xEeHo7vvvsO\nVatWLcxNYIyxQsexkzHG3myciBQDQghs3rwZQgjUq1cPnTt3xscff4zly5eDiCCE0CkvCwgIwBdf\nfIHw8HB4eHhgy5Yt2LJlCzw9PQt7MxhjrFBx7GSMsTeboMyXgNg7LeMkzLsDe5MIvAshSoh3Yzvf\nVhw7GdPn9cc1jp3FH/8iwhhjjDHGGCt0nIgwxhhjjDHGCh0nIowxxhhjjLFCx4kIY4wxxhhjrNDx\ngIYsC5FzEcYKiUZjW9RVYCyXOHYylhnHb5YbnIgwLdz7BGOM5R3HTsYYyzu+NYsxxhhjjDFW6DgR\nYYwxxhhjjBU6TkQYY4wxxhhjhY6fEWFaMkYIZix3NBpbPHp0r6irwViR49jJ3kV8DmCvShA/Ycf+\nX8aJlHcHlheCH9ItAELw51iccexk766ijV0cO4s/vjWLMcYYY4wxVug4EXkLrVq1Ci4uLgbn9+vX\nD3369CnEGjHGWMG5ePEiJEnCP//8U9RVYYwx9go4EXkHCSH4fmbGGGOMMVakOBF5R/E9lYwxxhhj\nrChxIlKMXblyBQEBAbCzs4ODgwOGDh2KlJQUnXIHDhxArVq1YG5ujo4dO+Lp06dFUFvGGHs9li5d\nCisrK8TExECSJGzatAkVK1aEWq1Gq1atcPfuXaVsdHQ0vL29YWlpifLly2Px4sUAgM2bN8POzk4p\nd+zYMUiShM2bNyvTPD09sW7dusLbMMYYe8txIlJMvXjxAn5+fnj27BmioqKwceNG7NixA6NGjdK6\n7er27dto2bIl/P39cfz4cbz//vtYv34935rFGHsr/Prrrxg5ciQ2b94MJycnAMAXX3yBdevWISoq\nCn///Te+/PJLAEBCQgL8/Pzg4+ODY8eOITw8HGPGjEFERAT8/f3x+PFjnDhxAgAQFRUFIQQOHDgA\nALhx4wZOnz6Npk2bFs2GMsbYW4jHESmmfv/9d1y9ehWHDx+GjY0NAGDRokVo3bo1KleurJT76aef\nYG9vr5yIx40bh+3btxdJnRljrCAdOHAAgwYNwpo1a+Dn54eLFy8CACZNmoQPPvgAANC9e3fExsYC\nAJYtW4aaNWti6tSpAICKFSsiISEBs2bNQseOHVG/fn389ddf8PT0RFRUFFq0aKEkIrt27ULt2rW1\nfjVhjDH2ajgRKaYSEhJQsWJFJQkBgPr16yMtLQ2pqanKtNOnT8PT01PrvbVr18aDBw8MLDks0/99\n/v/FGCtIkZGRiIyMLOpqFHsDBgxAWloaypUrpzW9QoUKyv81Gg1evnwJICNu1q1bV6ts/fr1sWjR\nIlHdpiMAACAASURBVABAs2bNEBkZieHDh2Pfvn2IiIhAs2bNkJycjJ07d6J58+bZ1CYs0/99wLGT\nsYLHsfPtw4lIMaVWq3WmpaWlaf0rS09P1/rb2Di7rz3sVavGGMuBj48PfHx8lL/Dw8OLrjLF2OTJ\nkxEfH4+BAwfi0KFDynRTU1OtcnLnHObm5joddaSlpSmJStOmTTF79mzEx8fDwsICjRo1goODAw4f\nPozdu3fj559/zqY2YQWyTYwxwzh2vn34GZFiqmrVqkhKSsL9+/eVadHR0TAyMtJKNDw8PBAXF6eV\nnMTFxfEzIoyxYq9Dhw6YOXMmEhISsGzZMoPl5OSjSpUqiImJ0ZoXHR2NKlWqAABq1aoFIyMjLFy4\nEA0bNgQANGjQAN988w1SUlJQp06d17QljDH2buJEpJhq3LgxKleujJ49eyI+Ph6RkZEYNmwYunbt\nqnUPc5cuXZCSkoKhQ4fi7NmzmDNnDqKiooqw5owxVnBKlSqF8ePHIzQ0FHfu3Mm27KBBgxAfH4/x\n48cjMTERq1evxuLFizFkyBAAgCRJaNKkCb7//ns0aNAAANCwYUNs2LABTZo04Qs4jDFWwDgRKaaE\nENi8eTOEEKhXrx46d+6Mjz/+GMuXLwcRKSdMW1tb/Pnnn4iLi4OXlxd+//139O/fv4hrzxhjryZz\nUhAUFARbW1uEhIToJAuZB3AtU6YMtm3bhj/++AOenp6YNm0a5s6di759+yrlmzVrhtTUVCURadCg\nAYQQOTwfwhhjLD8E8ch27P9lnKx5d2B5IXhwzAIgBH+OxRnHTvbuKtrYxbGz+ONfRBhjjDHGGGOF\njhMRxhhjjDHGWKHjRIQxxhhjjDFW6DgRYYwxxhhjjBU6HtCQZcHdU7Lc02hsi7oKjL0hOHaydw+f\nA9ir4kSEaeHeJxhjLO84djLGWN7xrVmMMcYYY4yxQseJCGOMMcYYY6zQcSLCGGOMMcYYK3T8jAjT\nkjFCMHvXaTS2ePToXlFXg7Fig2Mne9vxeYG9DoL4CTv2/zJOpLw7MAAQ/PBtIRKCP+/ijGMneze8\neXGKY2fxx7dmMcYYY4wxxgodJyLFxMWLFyFJEv755598vT8wMBA9e/YEAISFhaFBgwYFWT3GGGOM\nMcbyhBORd4QQgu9hZowxxhhjbwxORN4RfA8lY4wxxhh7k3Ai8gZavHgx3NzcoFarUaNGDWzbtk2Z\nt2XLFlSsWBHm5uZo06YN7t37rweLlStXomrVqjAzM4ODgwMGDRqEtLS0otgExhh7IxiKp1euXEG7\ndu1gaWmJcuXKYdy4cUhNTVXet3//ftSpUwfm5ubw8PDADz/8UFSbwBhjby1ORN4wcXFxCAoKwvz5\n85GYmIjOnTsjICAADx8+BACsWrUK69evR2RkJOLi4jBjxgwAGSfNwYMHY8aMGUhKSsKSJUuwcuVK\nbNq0qSg3hzHGioyhePrgwQO0b98ednZ2OHr0KNauXYutW7di3LhxAIAbN26gVatW6NmzJ06ePImJ\nEydi6NCh2Lp1axFvEWOMvV14HJE3zMWLFyGEQNmyZeHi4oJx48ahTp06MDU1BQDMnDkTtWvXBgAE\nBATg+PHjAABzc3OsWLEC7dq1AwC4uLhg9uzZOH36dNFsCGOMFTFD8fTAgQO4cOECYmJiIEkSKleu\njIULF6JZs2aYOXMmFi1aBF9fXwwdOhQA4ObmhoSEBMybNw+tW7cu4q1ijLG3Bycib5jmzZvDy8sL\nXl5e8PDwQNu2bfHpp58qD5pXqFBBKWtlZYXk5GQAQK1ataBSqTBp0iScPn0a8fHxOHfuHBo3bpzH\nGoRl+r/P/78YYwUpMjISkZGRRV2Nt56heLpt2zY8ePAA1tbWSlkiQmpqKi5duoSEhATs2LEDGo1G\nmf/y5UuULFkym7WFZfq/Dzh2MlbwOHa+fTgRecOo1WpER0dj//792Lp1KyIiIrBw4ULs27cPAGBk\nZKRVXn4I/Y8//kC7du3Qu3dvtGjRApMmTcKgQYPyUYOwV9wCxlhOfHx84OPjo/wdHh5edJV5ixmK\np6NGjUKlSpW0nr8DMuKpi4sL0tLS0K1bN0yYMEFrXtb4qy3s9WwEY0zBsfPtw8+IvGF2796NyZMn\nw9vbG1988QUSEhLg6OiIHTt26C0v/1KybNkyBAYGYsmSJejbty+qVKmCpKQk7i2LMfbOMhRPiQj/\n/vsvSpQoATc3N7i5ueHmzZsYN24c0tPT4e7ujsTERGWem5sbdu7cieXLlxf1JjHG2FuFE5E3jJmZ\nGaZMmYKlS5fi4sWL2LJlC/7991/Y2dnpLS8nGvb29jh48CDi4+Nx6tQpBAYG4t69e8qtW5nLMsbY\nu8BQPK1Xrx7Kly+P7t2748SJE4iOjkafPn1gZGQEMzMzDBo0CHFxcQgNDcW5c+cQERGB4OBguLi4\nFPUmMcbYW4UTkTeMt7c3lixZgtmzZ6Nq1aoIDg7G3Llz0bhx4/9j7/7ja67//4/fzpms2c5mzMq7\n+dHYEPkxEjV1EJtIqMyGqIx3oqT0/uiXLQr5ESGt9E69lZCVTCh00mrye8T8nAmler/9mPwY217f\nP+R8za82zs6v3a+Xy7k45/V6ndfz+dw5r8fL47yez+frohsSnn+TwqSkJKpWrUrLli259957ady4\nMcOHD2fjxo0XbaubG4pIWXC5eNq+fXsWLlyIj48Pd9xxB507d+buu++2X/GoXr06aWlpLFu2jFtv\nvZVhw4aRnJzMgAEDXNwiERHvYjL0M7n85Wxyoq+DAJh0Bc2JTCb9vT2ZYqeUDe4XpxQ7PZ+uiIiI\niIiIiNMpEREREREREadTIiIiIiIiIk6nRERERERERJxONzSUC2g2LQGLJdjVVRDxMIqd4t10XpDS\noEREitDsEyIiJafYKSJScuqaJSIiIiIiTqdEREREREREnE6JiIiIiIiIOJ3GiEgRZ+8QLN7IYgkm\nN/eQq6sh4pUUO8Ub6DwhzmYyNMJO/nL2RKqvg/cyaUCtmzKZ9Nl4MsVO8R6eFYsUOz2fumaJiIiI\niIjTKRERERERERGnUyJSxnz66af89ttvrq6GiIjT5OTkYDab2b17N2azmRUrVgBQs2ZN3nvvPRfX\nTkSk7NJg9TJk7969dO/enV27drm6KiIiTmcymTh48CDBwcH21xpkLiLiOkpEypBzA7o0sEtEyqrQ\n0FBXV0FERP6irlke6PHHH6djx45Flg0fPpzOnTtz4MABunTpQkBAADVq1GD48OGcOXMGgPDwcAAi\nIiL48MMPnV5vERFXMgyjSNes861btw6LxcK0adMAyMvLY8iQIYSGhhISEkJcXBy///67s6ssIuLV\nlIh4oISEBJYtW8aRI0fsy+bNm0dCQgJdunShcuXKrF+/no8++oi0tDSGDx8OwOrVqwFYtWoV3bt3\nd0ndRUTcTXZ2Nh07duRf//oXTzzxBADPP/88P/74I4sWLWLlypUUFhbSqVMnF9dURMS7KBHxQNHR\n0dx44418/vnnAKxZs4aDBw8SGBjInj17ePfdd4mMjCQ6OpqpU6cydepUCgsLCQkJASAkJITrr7/e\nlU0QEXELv//+O7GxsSQkJPDiiy8CcOLECaZNm8b06dO57bbbuOWWW/jwww/ZsmUL6enpLq6xiIj3\n0BgRD2QymejRowdz586lb9++zJkzh/vvv589e/Zw5MgRgoKC7NsahsGZM2fYu3dvMQdlJp333PrX\nQ0QcyWazYbPZXF2NMs8wDJKTkzlz5gzVq1e3L8/Ozub06dO0atWqyPZ5eXns3LmT6OjoS+wt6bzn\nVhQ7RRxPsdP76M7qHmrjxo3cfvvt/PbbbzRu3JipU6eye/du3n77bRYtWlRkW8MwqF69OgcOHCA8\nPJxdu3bZx4ucT3cH9na6A6270t2BS1dOTg7h4eHs3LmTiIgIli1bRps2bahZsyaNGjWiY8eODBs2\njG3btlG1alU2btxIVFQU69atu+iHnSpVqhAYGFhk/4qd4j08KxYpdno+dc3yUI0bN6ZWrVqMHz+e\n3NxcYmNjiYyMZN++fVSqVInw8HDCw8P57bffGD58OIZhaJpKEZHzmEwm7r//fhITE6lTpw7PPPMM\nALVq1cLHx4c//vjDHkurVKnC0KFD2bt3r4trLSLiPZSIeLCEhAQmTpzIgw8+SLly5YiJieHmm2+m\nZ8+ebNq0iYyMDB555BF8fHwoX748AQEBwNmrKcePH3dx7UVE3IPJZOLNN99kzpw5fPPNN1gsFhIT\nExk0aBDffPMN27Zt4+GHH2bz5s1ERka6uroiIl5DiYgHi4uL49SpU8THxwNgNptZuHAhPj4+3HHH\nHXTu3Jm7776bGTNmAFC5cmX69u1LQkKC7iYsImXK310RbtGiBT179mTQoEHk5+czYcIE2rdvT1xc\nHM2bN+fUqVN89dVX+Pr6OqnGIiLeT2NEPNjKlSuJj4/nwIEDDtmf+jl7O/WldVfq5+zZFDvFe3hW\nLFLs9HyaNcsD/f7776xcuZLXX3+dxx57zNXVEREREREpMV0R8UA7d+6kadOmNGvWjIULF+Lv7++Q\n/epXPW+nX47clX7V82yKneI9PCsWKXZ6PiUiYqeTqbdTwHZXOpl6NsVO8R6eFYsUOz2fumbJBTTF\nr7eyWIJdXQURL6bYKZ5P5wlxNiUiUoR+WRARKTnFThGRktP0vSIiIiIi4nRKRERERERExOmUiIiI\niIiIiNNpjIgU8Xd3Hxb3Z7EEk5t7yNXVEClTFDvlWil2S1mk6XvFTlNQegtNZ+hpNAWlZ1PsFMdQ\nHCgpxU7Pp65ZIiIiIiLidEpERERERETE6ZSIuLGcnBzMZjPZ2dmuroqIiFdSnBURcR0NVhcRkTKr\nevXqHDx4kJCQEFdXRUSkzFEiIiIiZZbZbCY0NNTV1RARKZPUNctDHD58mP79+3PjjTcSFBREr169\nOHz4MAAtWrTgxRdfLLJ9hw4dGDZsGABbtmyhTZs2VKhQgYiICCZOnOj0+ouIuKNzXbN2796N2Wxm\nzpw51KtXD39/f3r16sWePXto3bo1/v7+WK1WDh486Ooqi4h4DSUiHsAwDLp27cqmTZtIS0tj+fLl\nbN++nd69ewOQkJBAamqqffvDhw+zYsUK4uPjOXnyJLGxsdxxxx1s3ryZKVOmMGnSJKZOneqq5oiI\nuK2kpCQ++OADFi5cyNy5c4mOjubJJ58kPT2dnJwcxo8f7+oqioh4DXXN8gAnTpxg5cqVZGVlUadO\nHQBmzZpFvXr1yMrK4qGHHmLo0KFs27aNunXr8vnnn1OzZk2ioqJ47733qFy5MqNGjQKgVq1ajBw5\nkpEjRzJo0CBXNktExO089dRTNG/eHICGDRty66230rVrVwC6dOnCtm3bXFk9ERGvokTEAyxevBiL\nxWJPQgDq1KlDcHAwWVlZdOvWjbvvvpv58+fzwgsvMG/ePOLi4gDIyspiy5YtWCwW+3sLCws5ffo0\n+fn5lCt34Vcg6bzn1r8eIuJINpsNm83m6mrIJYSHh9uf+/n5UaNGDfvr66+/nry8vMu8M+m851YU\nO0UcT7HT+ygR8QB+fn6XXF5QUEBBQQEAPXr0YPr06QwaNIjly5fbuw/k5+djtVpJSUkp8l7DMPDx\n8bnEXpMcWXURuQSr1YrVarW/Tk5Odl1lpIgLf5wxm4vbgznJ4XURkaIUO72Pxoh4gJiYGI4dO1ak\nS8DWrVvJzc21XyV54IEH2LJlCykpKdSpU4dbbrkFgLp167Jjxw5q1KhBeHg44eHhZGZmMmbMGEwm\nk0vaIyIiIiKiRMQD+Pj40KlTJ/r06cPatWtZs2YNffr0oVWrVjRs2BCASpUq0a5dO0aNGkWPHj3s\n7+3Vqxd5eXn069ePbdu28fXXXzNw4EDNmS8i8jcMw8AwDFdXQ0TEaykRcXMmkwmTycQHH3xAREQE\nbdu2JSYmhltvvZUvvviiyLbx8fEcP368SCISEBDAkiVLyMnJISoqir59+9K3b19effVVZzdFRMQt\nXe7q8Ln4e7nXIiJybUyGfu6Rv5w9werr4PlM+hXXw5hM+sw8mWKnOIbiQEkpdno+XRERERERERGn\nUyIiIiIiIiJOp0REREREREScTomIiIiIiIg4nW5oKBfQjDCezmIJdnUVRMogxU65NordUhYpEZEi\nNPuEiEjJKXaKiJScumaJiIiIiIjTKRERERERERGnUyIiIiIiIiJOpzEiUsTZOwSLp7JYgsnNPeTq\naoiUOYqdcrUUt6UsMxkaYSd/OXsi1dfBs5k0aNYDmUz63DyZYqdcGx3/V0ux0/Opa5aIiIiIiDid\nEhEPlpOTg9lsZvfu3ZjNZlasWAHAH3/8wZ133omfnx8vv/yyi2spIiIiInIxjRHxAiaTiYMHDxIc\nfPZmSB999BHZ2dlkZmZSpUoVF9dORERERORiSkS8RGhoqP350aNHqVWrFpGRkS6skYiIiIjI5alr\nlhcwDAOz2czy5cvp27cvycnJ/PDDD5jNZn7++Wfy8vIYMmQIoaGhhISEEBcXx++//+7qaouIOMVb\nb71FeHg4fn5+NGrUiEWLFgGQkZFBq1at8Pf3JyAggA4dOvDLL78AUK9ePcaNG1dkPy1btuSNN95w\nev1FRLyVEhEvYjKZePPNN3nmmWdo3rw5Bw8eJCwsjOeff54ff/yRRYsWsXLlSgoLC+nUqZOrqysi\nUuo2bNjA008/zeTJk9mxYwdxcXF0796d/fv307FjR9q3b8/WrVv56quvyM7O5tVXXwUgISGBuXPn\n2vezd+9e1qxZQ48ePVzVFBERr6OuWV4mMDAQf39/rrvuOkJDQzlx4gTTpk1j1apVNG7cGIAPP/yQ\nkJAQ0tPTiY6OdnGNRURKT05ODiaTierVq1OtWjWGDx9O8+bN8fHx4cUXX2To0KEA1KhRg27dupGR\nkQFAfHw8I0aMYO/evdSoUYO5c+dy1113UbVqVVc2R0TEqygR8XLZ2dmcPn2aVq1aFVmel5fHzp07\nL5GIJJ333PrXQ0QcyWazYbPZXF2NMiE2NpYmTZrQpEkTGjRoQOfOnXnssceoWrUqDz/8MBMnTiQz\nM5OtW7eSmZlJixYtAKhduza33XYbc+bM4bnnnmPOnDkMGDDgCiUlnffcimKniOMpdnof3dDQg+Xk\n5BAeHs7OnTuJiIhg2bJltGnThqSkJJYvX853333Hxo0biYqKYt26dQQFBdnfaxgGVapUITAw0L5M\nN+XyBrq5kyfSTblKX3p6OmlpaXz++eccPHiQL774gri4OJo2bUpMTAxRUVGkpaWRnp7Od999B8Dk\nyZP56KOPmDt3LnXq1CkyO+H5FDvl2uj4v1qKnZ5PY0S8XK1atfDx8eGPP/4gPDyc8PBwqlSpwtCh\nQ9m7d6+rqyciUqqWL1/OK6+8QnR0NGPGjCErK4sbbrgBm81GUFAQaWlpDB48mDvvvJPdu3cXeW9c\nXBwbNmxgxowZtG/f/pJJiIiIXD11zfJyFouFxMREBg0aREpKClWrVmX48OFs3rxZ0/uKiNfz9fVl\n5MiR3HjjjbRv356NGzeyb98+wsPDOXDgAMuWLSM8PJx58+aRlpZG/fr17e+98cYbufvuu5k4cSIz\nZsxwYStERLyTroh4uLNdAi5edv7yCRMm0L59e+Li4mjevDmnTp3iq6++wtfX15lVFRFxuujoaN5+\n+20mTJhAvXr1GDZsGG+88QYJCQn07t2b7t2706xZM7Kzs5kzZw7bt28nLy/P/v64uDhMJhP333+/\nC1shIuKdNEZE7NTP2Ruov6wnUj9n9/XKK6+QlZXF7NmzL7uNYqdcGx3/V0ux0/Opa5aIiMgFfvrp\nJzZs2MCUKVOYM2eOq6sjIuKV1DVLRETkAuvWrePxxx+nV69etGnTxtXVERHxSuqaJXbqXuANdJna\nE6l7gWdT7JRro+P/ail2ej5dEREREREREafTGBG5wMWzcInnsFh0nwMR11DslKujuC1lmRIRKUKX\nOEVESk6xU0Sk5NQ1S0REREREnE6JiIiIiIiIOJ0SERERERERcTqNEZEizk5DKZ7IYgkmN/eQq6sh\nUiYpdkpxKE6LFKX7iIid5sL3dJpP3VNpLnzPptgpxadj3ZEUOz2fumaJiIiIiIjTqWuWm9q4cSN/\n/vkn+fn5tGnThvz8fMxm5Y0iIiIi4h30P1s31bVrV3bs2KF+xyIiIiLilZSIuDHDMNT3UURERES8\nkhIRN2S1Wtm7dy+JiYk88sgjALzzzjuEhYUREBBAnz59yMvLs2//+eefU79+ffz9/WnatClLly4t\nsr9Ro0YRFhZGxYoV6dChA7t27XJqe0REnKVx48ZMnjzZ/rpLly40btzY/jo1NZXIyEi2b99Ohw4d\nCAwMxM/Pj1atWrF161YAOnTowBNPPFFkv/Hx8Tz55JPOaYSISBmhRMQNffbZZ4SFhTFx4kT7CXXe\nvHksXbqUBQsWkJqayowZMwDIzMzk4Ycf5vnnn+enn36if//+dO3alczMTACmTJnCf/7zH2bNmsXq\n1aupXbs2bdq04eTJky5rn4hIaYmNjcVmswFnryp/9913bN26lT///BOAr7/+mtjYWDp37szNN99M\nZmYmP/zwAwUFBQwbNgyAhIQEUlNTKSwsBODEiROkpaXRs2dPl7RJRMRbKRFxQ8HBwfj4+BAYGEhg\nYCAA06ZNo379+rRt25Z27dqxadMmAMaPH8+jjz5Kz549ufnmmxkwYABxcXFMmTIFgNdff53XX38d\nq9VKZGQkb775Jtdddx3z5893WftEREpLTEwMK1euBGDz5s1UrlyZWrVq8cMPPwCwbNkyOnToQP/+\n/Rk3bhw333wzTZo0oU+fPmzZsgU4exUlNzfXvp9FixYRGhrK7bff7ppGiYh4Kc2a5SFq1aplfx4Y\nGMipU6cAyMrK4qeffuK9996zrz9z5gy33347x48f58CBAyQkJBSZcSsvL4+dO3c6r/IiIk5y5513\ncvr0aTIzM1m5ciWtWrWioKCA9PR0IiIi2L9/P61bt6ZVq1Z8+OGHrF27lu3bt7N+/XpCQkIAsFgs\ndOrUiblz52K1WpkzZw49evRwcctERLyPEhEP4ePjU+T1uUHs57oTnBtLcm6dr68vZ86cAWDOnDnc\ncsstRdZXrFjxMiUlnffc+tdDRBzJZrPZuw+JY5UvXx6r1YrNZiM9PZ1OnTqRn5/Pxx9/TLVq1bBa\nrRQUFHDbbbcREhJCly5d6NmzJ1lZWYwZM8a+n4SEBAYMGMDrr7/O4sWLSUpK+puSz19vRbFTxPEU\nO72PEhE3Vdxpe+vUqcPu3bsJDw+3L0tOTqZSpUoMHjyY0NBQfvnlFzp16gRAYWEhCQkJ9O/fnzZt\n2lxij0kOqL2IXInVasVqtdpfJycnu64yXigmJoavv/6a1atXM3bsWPLz83nqqacICAggNjaWb775\nhv379/PTTz/Zf+RZsmRJkVkKY2NjOX36NGPGjCE8PJwGDRr8TalJpdcgEQEUO72Rxoi4qYCAALKy\nsjh06NAl1587YT799NPMmzePSZMmsWvXLlJSUnj11VeJiIgAYOjQobz00kssWLCAXbt2MXDgQL7+\n+usiV0hERLxJTEwMS5YswWw2Ex4eTmRkJAEBAaSlpdGhQwcqV67MiRMnmD9/Pjk5OcyYMYN33323\nyGyEvr6+dOvWjYkTJxIfH+/C1oiIeC8lIm5q0KBBpKSkkJiYeNHVEZPJZF92++2389FHH/Huu+/S\noEEDJk2axPvvv09sbCwAzz77LP/85z954oknaNSoEVu2bGHp0qXceOONTm+TiIgzREREcNNNN9Gq\nVSv7srvuuouaNWsSGRlJy5YtGTFiBIMHD+bWW2/l66+/5ssvv+TQoUPs37/f/p64uDhOnTql8SEi\nIqXEZOiOefKXs8mNvg6ey6QbYHook0mfnTv68MMPmT59OhkZGVfcTrFTik/HuiMpdno+jRERERE5\nz549e1i9ejUjR45k+PDhrq6OiIjXUtcsERGR8+zZs4fHHnuMqKioIjMSioiIY6lrltipe4Gn0yVq\nT6XuBZ5NsVOKT8e6Iyl2ej5dEREREREREafTGBG5QPHuXyLux2IJdnUVRMowxU75e4rTIkUpEZEi\ndIlTRKTkFDtFREpOXbNERERERMTplIiIiIiIiIjTKRERERERERGn0xgRKeLsNJTiSSyWYHJzD7m6\nGiJlmmKnd1J8FSlduo+I2GkufE+ledQ9nebC92yKnd5Mx6Y7U+z0fOqaJSIiIiIiTqdERERERERE\nnE6JiIfauHEj6enp2Gw2zGYzhYWFrq6SiIhHmzlzJtWqVbvs+n79+vHII484sUYiIt5NiYiH6tq1\nKzt27NAASRERB+nRowcbN2687HqTyaSYKyLiQJo1y4MZhqFBWiIiDnL99ddz/fXXX3EbxVwREcfR\nFREPZLVa2bt3L4mJifZuAu+88w5hYWEEBATQp08f8vLyyMvLo2LFisybN8/+3sLCQm666SY+++wz\nV1VfRKTUvfXWW4SHh+Pn50ejRo1YtGgRABkZGbRq1Qp/f38CAgLo0KEDv/zyC3Bx16zvv/+eqKgo\nKlSowIMPPsjx48dd0hYREW+lRMQDffbZZ4SFhTFx4kQmT54MwLx581i6dCkLFiwgNTWVGTNm4Ovr\nywMPPMDcuXPt701PT+f48eN07NjRVdUXESlVGzZs4Omnn2by5Mns2LGDuLg4unfvzv79++nYsSPt\n27dn69atfPXVV2RnZ/Pqq69etI8//viDe++9l7Zt25KZmUnTpk355JNP1DVLRMSB1DXLAwUHB+Pj\n40NgYCCBgYEATJs2jbp161K/fn3atWtHZmYmAPHx8dx///2cPHkSPz8/5syZQ7du3ShfvrwrmyAi\nUmpycnIwmUxUr16datWqMXz4cJo3b46Pjw8vvvgiQ4cOBaBGjRp069aNjIyMi/Yxd+5cQkJCeS6W\n/gAAIABJREFUGDduHADDhw/nyy+/dGo7RES8nRIRL1GrVi3786CgIE6dOgVAmzZtCAoKIi0tjW7d\nujF//nz+85//XGFPSec9t/71EBFHstls2Gw2V1fDa8XGxtKkSROaNGlCgwYN6Ny5M4899hhVq1bl\n4YcfZuLEiWRmZrJ161YyMzNp0aLFRfvYunUrDRs2LLKsWbNmHDly5DKlJp333Ipip4jjKXZ6HyUi\nXsLHx8f+/PxB7Gazmbi4OObNm0dISAiGYdC2bdsr7CmpdCsqIlitVqxWq/11cnKy6yrjhfz8/MjI\nyCA9PZ20tDQ+/fRTpk6dyhdffEFcXBxNmzYlJiaG/v37k5aWRnp6+iX3c+G06OXKXemUmeS4BojI\nJSl2eh8lIh7qSv2UL1wXHx9Pu3bt+Mc//kH37t0xmzU0SES81/Lly/n+++95+eWXiY6OZvTo0dSt\nWxebzWa/QnzOuXF2F2rQoAELFy6koKDA/kPPhg0bqF69ulPaICJSFuh/pB4qICCArKwsDh06dNG6\nC6eXbN68OaGhobzzzjvEx8c7q4oiIi7h6+vLyJEjeeedd8jJyWHBggXs27eP8PBwDhw4wLJly8jO\nzmbs2LGkpaXZu7Ker0ePHuTl5TF48GC2b9/OxIkT+fbbb13QGhER76VExEMNGjSIlJQUEhMTL7oC\ncqmbbsXFxREaGsodd9zhzGqKiDhddHQ0b7/9NhMmTKBevXoMGzaMN954g4SEBHr37k337t1p1qwZ\n2dnZzJkzh+3bt5OXlwf8/yvKwcHBfPXVV2zYsIEmTZqwZMkSEhMTXdksERGvYzJ0d6Yy4dFHH+WG\nG25g9OjRl93m7AlYXwfPY9JN1jycyaTP0JMpdnozHZvuTLHT82mMiJdbvXo169evZ968eaxfv97V\n1RERERERAdQ1y+t99dVXPPfccyQlJREREeHq6oiIiIiIAOqaJedR9wJPpUvTnk7dCzybYqc307Hp\nzhQ7PZ+6ZskFLj8tsLgniyXY1VUQEcVOr6T4KlK6lIhIEfplQUSk5BQ7RURKTmNERERERETE6ZSI\niIiIiIiI0ykRERERERERp9MYESniwjuyi3uyWILJzT3k6mqIyF8UO72TYq1I6dL0vWKnKSg9iaYs\n9CaagtKzKXZ6Mx2b7kyx0/Opa5aIiIiIiDidEhEREREREXE6JSJuLCc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Vs1m/34mIOIoi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- "text": [ - "" - ] - } - ], - "prompt_number": 40 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Discussion\n", - "Walt Whitman's work is considerably larger in overall volume compared to \"North of Boston.\"\n", - "the word \"Love\" is used more than 200 times within Leaves of Grass and is the 6th overall most used word in the book.\n", - "\n", - "The same word does not appear in the top 15 of Frost's book.\n", - "\n", - "Similar to the results from the first section of this assignment, The first document has considerably more specific and a rich\n", - "vocabulary compared to \"North of Boston\". It may be the case that, due to the large frequency for words \n", - "such as \"love\" and \"soul\" and \"night\" , while relatively in general, they are mainstays within this writers\n", - "vernacular.\n", - "\n", - "~~These results are preliminary, because it is highly important to account for over-represented terms\n", - "that are used frequently for the Gutenberg's terms-of-use statements within the document\n", - "and do not best represent the terms within the actual corpus' of these books.~~\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From markdcarringer" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Assignment 1.1\n", - "# Compare word frequencies between two works of a single author.\n", - "\n", - "(wf_pi, tw_pi) = get_wf('https://archive.org/stream/APassageToIndia_109/APassageToIndia_djvu.txt') # A Passage to India\n", - "time.sleep(10)\n", - "(wf_he, tw_he) = get_wf('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", - "plotTwoLists (wf_pi, wf_he, 'Most Frequent Words From Two Books by E. M. Forster')\n", - "print(wf_pi, tw_pi)\n", - "print(wf_he, tw_he)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "([(u'dont', 175), (u'know', 177), (u'never', 183), (u'come', 192), (u'mr', 196), (u'miss', 225), (u'could', 228), (u'mrs', 229), (u'fielding', 230), (u'like', 233), (u'aziz', 320), (u'one', 339), (u'would', 377), (u'', 430)], 49756)\n", - "([(u'know', 188), (u'never', 207), (u'like', 222), (u'mrs', 226), (u'mr', 229), (u'dont', 237), (u'little', 239), (u'wilcox', 288), (u'could', 294), (u'helen', 324), (u'\\xa0\\xa0\\xa0\\xa0i', 328), (u'one', 398), (u'margaret', 412), (u'would', 415)], 57163)\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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mjU6CR/SyY+CAgACytrYmd3d3mjx5Mt28eVPvP+l79+7R+PHjqU6dOmRlZUVu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- "text": [ - "" - ] - } - ], - "prompt_number": 41 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Assignment 1.2\n", - "# Compare word frequencies between works of two authors.\n", - "\n", - "(wf_md, tw_md) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", - "time.sleep(10)\n", - "(wf_bh, tw_bh) = get_wf('http://www.gutenberg.org/files/1023/1023-h/1023-h.htm')\n", - "plotTwoLists (wf_md, wf_bh, 'Most Frequent Words From Moby Dick and Bleak House')\n", - "print(wf_md, tw_md)\n", - "print(wf_bh, tw_bh)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "([(u'long', 310), (u'sea', 328), (u'yet', 334), (u'ship', 351), (u'though', 359), (u'ye', 369), (u'whales', 376), (u'ahab', 383), (u'man', 384), (u'would', 424), (u'old', 439), (u'upon', 567), (u'like', 569), (u'whale', 860)], 111800)\n", - "([(u'say', 650), (u'dont', 654), (u'never', 665), (u'mrs', 673), (u'could', 673), (u'old', 744), (u'upon', 780), (u'know', 849), (u'says', 869), (u'would', 871), (u'sir', 912), (u'one', 942), (u'little', 1143), (u'said', 1720)], 169836)\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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2Nli3bh1GjBgBb29vDBo0CE5OTti/fz/S0tLQoUMHcWBVAPjuu++gUCjw+uuv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- "text": [ - "" - ] - } - ], - "prompt_number": 42 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Assignment 1.3\n", - "### Analysis\n", - "\n", - "The books by the same author don't reveal much about the author's preferred word choices. The common words are either \n", - "character names or common English words. I would like to know why empty string is being returned as the most common result. \n", - "\n", - "In order to learn more about authorial diction in this case, the stop word dictionary might have to be refined to a a considerable extent. \n", - "\n", - "The works by two different authors have a strong similarity in publishing time (1851 versus 1852), but a strong dissimilarity \n", - "in genre and subject matter (metaphorical sea adventure versus urban social drama). They also differ in that the authors are \n", - "American and British. While there are some words in common, I don't perceive any interesting similarities in word frequency. \n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Assignment 1.3\n", - "### Extra Credit\n", - " \n", - "I looked at the relative frequency of the word 'would' in both two works by the same author and two works by different authors. \n", - "\n", - "The results are as follows: \n", - " \n", - "* SAME AUTHOR\n", - "``` \n", - " A Passage to India by EM Forster\n", - " Occurrences of 'would': 377\n", - " Total Words: 50117\n", - " Relative Frequency ('would') = 0.00752\n", - " \n", - " Howards End by EM Forster\n", - " Occurrences of 'would': 415\n", - " Total Words: 57741\n", - " Relative Frequency ('would') = 0.00719\n", - "```\n", - "* DIFFERENT AUTHORS\n", - "``` \n", - " Moby Dick by Herman Melville\n", - " Occurrences of 'would': 424\n", - " Total Words: 112805\n", - " Relative Frequency ('would') = 0.00376\n", - "\n", - " Bleak House by Charles Dickens\n", - " Occurrences of 'would': 869\n", - " Total Words: 171263\n", - " Relative Frequency ('would') = 0.00507\n", - "``` \n", - "So there is a difference observed. The relative frequency is very close in two works by the same author, but further apart in\n", - "works by two different authors. I lack the skill to say whether the difference is statistically significant. Furthermore, I would make the obvious remark that comparing frequencies for only one word is not very telling. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From auxiliary" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Plot the results: are there striking differences in language?\n", - "import numpy as np\n", - "import pylab\n", - "import matplotlib.pyplot as plt\n", - "\n", - "%matplotlib inline\n", - "def plotTwoLists_a (wf_ee, wf_bu, title, subtitle1 = '', subtitle2 = ''):\n", - " f = plt.figure (figsize=(10, 6))\n", - " # this is painfully tedious....\n", - " f .suptitle (title, fontsize=20)\n", - " ax = f.add_subplot(111)\n", - " ax .spines ['top'] .set_color ('none')\n", - " ax .spines ['bottom'] .set_color ('none')\n", - " ax .spines ['left'] .set_color ('none')\n", - " ax .spines ['right'] .set_color ('none')\n", - " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", - "\n", - " # Create two subplots, this is the first one\n", - " ax1 = f .add_subplot (121)\n", - " plt .subplots_adjust (wspace=.5)\n", - "\n", - " pos = np .arange (len(wf_ee)+1) \n", - " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", - " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", - " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", - " ax1.set_title(subtitle1)\n", - "\n", - " ax2 = f .add_subplot (122)\n", - " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", - " pos = np .arange (len(wf_bu)+1) \n", - " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", - " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", - " ax2.set_title(subtitle2)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 12 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(wf_book1, tw_book1) = get_wf('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", - "(wf_book2, tw_book2) = get_wf('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", - "plotTwoLists_a (wf_book1, wf_book2, 'Most Frequent Words From The First and Last Harry Potter Books', 'The Sorcerer\\'s Stone', 'The Deathly Hallows')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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5GTduHAmCQHFxcXLTO3fuTBKJhK5evSq3DGXnaEHx8fEkCAIFBgbKTc/OzhZ/UObfb4Ig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- "text": [ - "" - ] - } - ], - "prompt_number": 44 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "\n", - "1. Comparing the word frquencies from book 1 and book 2, it's clear that Hagrid had a more important role in the first book.\n", - "\n", - "1. Also Hermione's character seems to be more important in the last book compared to Ron's.\n", - "\n", - "1. The interesting thing is that Harry's name itself isn't amongst the most used words in book as his name was not normally used directly.\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(wf_book_author_1, tw_book_author_1) = get_wf('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", - "(wf_book_author_2, tw_book_author_2) = get_wf('http://www.gutenberg.org/cache/epub/2893/pg2893.txt')\n", - "plotTwoLists_a (wf_book_author_1, wf_book_author_2, 'Most Frequent Words From A Book of J.K. Rowling and Haggard\\'s \"The Wizard\"', 'The Deathly Hallows', 'The Wizard')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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tbGwsmZmZkUqloj59+tDYsWPJ0dGRnJ2dycDAoEDHeKdOnZSyavz48TRq1ChlXdSuXVsr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- "text": [ - "" - ] - } - ], - "prompt_number": 45 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - " It seems that J.K. Rowling's book has more magical words like 'wand' and 'lit'.\n", - " The word 'said' is used commonly in both books.\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Extra Credit (Looking at all Harry Potter books from a sentimental view)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Description\n", - "---\n", - "A list of words with positive and negative feelings is given to the program. The words are then lemmatized and stemmed and the 7 Harry Potter books are searched for these words. The output of the code is the negative to positive words ratio for each book. " - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from nltk.stem.wordnet import WordNetLemmatizer\n", - "from nltk.stem.snowball import SnowballStemmer\n", - "def count_sentiments(text, sentiment_list):\n", - " counter = 0\n", - " for s in sentiment_list:\n", - " counter += text.count(s)\n", - " return counter\n", - " \n", - "def get_text (URL):\n", - " r = requests .get(URL)\n", - " t = cleanHtml (r .text) .lower()\n", - " return t\n", - "\n", - "def get_negative_to_positive_ratio(URL):\n", - " text = get_text(URL)\n", - " p1 = count_sentiments(text, positives)\n", - " n1 = count_sentiments(text, negatives)\n", - " return float(n1) / p1\n", - "\n", - "stemmer = SnowballStemmer(\"english\")\n", - "lmtzr = WordNetLemmatizer()\n", - "positive_word_list = ['understanding','great','playful','calm','confident','gay','courageous','peaceful','reliable','joyous','energetic','ease','lucky','liberated','comfortable','amazed','fortunate','optimistic','pleased','free','delighted','provocative','encouraged','sympathetic','overjoyed','impulsive','clever','interested','gleeful','free','surprised','satisfied','thankful','frisky','content','receptive','important','animated','quiet','accepting','festive','spirited','certain','kind','ecstatic','thrilled','relaxed','satisfied','wonderful','serene','glad','cheerful','bright','sunny','blessed','merry','reassured','elated','jubilant','love','interested','positive','strong','concerned','eager','impulsive','considerate','affected','keen','affectionate','fascinated','earnest','sure','sensitive','intrigued','intent','certain','tender','absorbed','anxious','rebellious','devoted','inquisitive','inspired','unique','attracted','nosy','determined','dynamic','passionate','snoopy','excited','tenacious','admiration','engrossed','enthusiastic','hardy','warm','curious','bold','secure','touched','brave','sympathy','daring','close','challenged','optimistic','comforted','re-enforced','drawn','toward','confident','hopeful']\n", - "negative_word_list = ['irritated','lousy','upset','incapable','enraged','disappointed','doubtful','alone','hostile','discouraged','uncertain','paralyzed','insulting','ashamed','indecisive','fatigued','sore','powerless','perplexed','useless','annoyed','diminished','embarrassed','inferior','upset','guilty','hesitant','vulnerable','hateful','dissatisfied','shy','empty','unpleasant','miserable','stupefied','forced','offensive','detestable','disillusioned','hesitant','bitter','repugnant','unbelieving','despair','aggressive','despicable','skeptical','frustrated','resentful','disgusting','distrustful','distressed','inflamed','abominable','misgiving','woeful','provoked','terrible','lost','pathetic','incensed','despair','unsure','tragic','infuriated','sulky','uneasy','stew','cross','bad','pessimistic','dominated','worked','sense','loss','tense','boiling','fuming','indignant','indifferent','afraid','hurt','sad','insensitive','fearful','crushed','tearful','dull','terrified','tormented','sorrowful','nonchalant','suspicious','deprived','pained','neutral','anxious','pained','grief','reserved','alarmed','tortured','anguish','weary','panic','dejected','desolate','bored','nervous','rejected','desperate','preoccupied','scared','injured','pessimistic','cold','worried','offended','unhappy','disinterested','frightened','afflicted','lonely','lifeless','timid','aching','grieved','shaky','victimized','mournful','restless','heartbroken','dismayed','doubtful','agonized','threatened','appalled','cowardly','humiliated','quaking','wronged','menaced','alienated','wary']\n", - "positives = []\n", - "negatives = []\n", - "for word in positive_word_list:\n", - " positives.append(stemmer.stem(lmtzr.lemmatize(lmtzr.lemmatize(word, 'v'), 'n')))\n", - " \n", - "for word in negative_word_list:\n", - " negatives.append(stemmer.stem(lmtzr.lemmatize(lmtzr.lemmatize(word, 'v'), 'n')))\n", - "\n", - "h1 = get_negative_to_positive_ratio('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", - "h2 = get_negative_to_positive_ratio('https://archive.org/stream/2HarryPotterAndTheChamberOfSecrets2/2%20Harry%20Potter%20and%20The%20Chamber%20of%20Secrets%20-%202_djvu.txt')\n", - "h3 = get_negative_to_positive_ratio('https://archive.org/stream/3HarryPotterAndThePrisonerOfAzkaban3/3%20Harry%20Potter%20and%20the%20Prisoner%20of%20Azkaban%20-%203_djvu.txt')\n", - "h4 = get_negative_to_positive_ratio('https://archive.org/stream/4HarryPotterAndTheGobletOfFire4/4%20Harry%20Potter%20and%20the%20Goblet%20of%20Fire%20-%204_djvu.txt')\n", - "h5 = get_negative_to_positive_ratio('https://archive.org/stream/5HarryPotterAndTheOrderOfThePhoenix5/5%20Harry%20Potter%20and%20the%20Order%20of%20the%20Phoenix%20-%205_djvu.txt')\n", - "h6 = get_negative_to_positive_ratio('https://archive.org/stream/6HarryPotterAndTheHalfBloodPrince6/6%20Harry%20Potter%20and%20the%20Half-Blood%20Prince%20-%206_djvu.txt')\n", - "h7 = get_negative_to_positive_ratio('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", - "\n", - "f = plt.figure (figsize=(10, 6))\n", - "p = f.add_subplot(111)\n", - "p.bar(range(7), [h1, h2, h3, h4, h5, h6, h7])\n", - "plt.ylabel('Negative to positiveness ratio')\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 46, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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- "text": [ - "" - ] - } - ], - "prompt_number": 46 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From AmreenS" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Now populate two lists \n", - "#Jane Austen: Pride and Prejudice\n", - "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", - "#Jane Austen: Emma\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/158/pg158.txt')\n", - "#Mark Twain: Adventures of Huckleberry Finn\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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ggNLUDTBAaeoGGKA0dQMYMzIlr5/Xb8brN56nJoNZWVno06cP7O3t0aBBA8yY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- "text": [ - "" - ] - } - ], - "prompt_number": 47 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Now populate two lists \n", - "#Jane Austen: Pride and Prejudice\n", - "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", - "#Jane Austen: Emma\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/158/pg158.txt')\n", - "#Mark Twain: Adventures of Huckleberry Finn\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Pride and Prejudice and Huckleberry Finn')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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qWrZsiUaNGmHDhg0awXxWVpbWsVAe9Vt96aloP5X79u3DTz/9BAB4+vTpSy1H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- "text": [ - "" - ] - } - ], - "prompt_number": 48 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from __future__ import division\n", - "import nltk\n", - "from nltk import *\n", - "import re\n", - "\n", - "#Open file and read\n", - "f = open('P&P.txt', 'r')\n", - "text = f.read()\n", - "\n", - "f2 = open('HF.txt', 'r')\n", - "text2 = f2.read()\n", - "\n", - "#Find the number of words in the text\n", - "num_words_book1= len(text)\n", - "print \"Number of words_JaneAusten_Pride&Prejudice = \" + str(num_words_book1)\n", - "\n", - "num_words_book2= len(text2)\n", - "print \"Number of words_MarkTwain_HuckleBerryFinn = \" + str(num_words_book2)\t\t\n", - "\n", - "word1 = text.count(\"would\")\n", - "print \"would_count = \" + str(word1)\n", - "\n", - "probability1 = word1/num_words_book1\n", - "print \"p_would_book1 = \"+ str(probability1)\n", - "\n", - "word1 = text2.count(\"would\")\n", - "print \"would_count = \" + str(word1)\n", - "\n", - "probability2 = word1/num_words_book2\n", - "print \"p_would_book2 = \"+ str(probability2)\n", - "\n", - "\n", - "word2 = text.count(\"must\")\n", - "print \"must_count = \" + str(word2)\n", - "\n", - "probability1 = word2/num_words_book1\n", - "print \"p_must_book1 = \"+ str(probability1)\n", - "\n", - "word2 = text2.count(\"must\")\n", - "print \"must_count = \" + str(word2)\n", - "\n", - "probability2 = word2/num_words_book2\n", - "print \"p_must_book2 = \"+ str(probability2)\n", - "\n", - "\n", - "word3 = text.count(\"miss\")\n", - "print \"miss_count = \" + str(word3)\n", - "\n", - "probability1 = word3/num_words_book1\n", - "print \"p_miss_book1 = \"+ str(probability1)\n", - "\n", - "word3 = text2.count(\"miss\")\n", - "print \"miss_count = \" + str(word3)\n", - "\n", - "probability2 = word3/num_words_book2\n", - "print \"p_miss_book2 = \"+ str(probability2)\n", - "\n", - "\n", - "word4 = text.count(\"agreeable\")\n", - "print \"agreeable_count = \" + str(word4)\n", - "\n", - "probability1 = word4/num_words_book1\n", - "print \"p_agreeable_book1 = \"+ str(probability1)\n", - "\n", - "word4 = text2.count(\"agreeable\")\n", - "print \"agreeable_count = \" + str(word4)\n", - "\n", - "probability2 = word4/num_words_book2\n", - "print \"p_agreeable_book2 = \"+ str(probability2)\n", - "\n", - "\n", - "word5 = text.count(\"dear\")\n", - "print \"dear_count = \" + str(word5)\n", - "\n", - "probability1 = word5/num_words_book1\n", - "print \"p_dear_book1 = \"+ str(probability1)\n", - "\n", - "word5 = text2.count(\"dear\")\n", - "print \"dear_count = \" + str(word5)\n", - "\n", - "probability2 = word5/num_words_book2\n", - "print \"p_dear_book2 = \"+ str(probability2)\n", - "\n", - "\n", - "word6 = text.count(\"scruple\")\n", - "print \"scruple_count = \" + str(word6)\n", - "\n", - "probability1 = word6/num_words_book1\n", - "print \"p_scruple_book1 = \"+ str(probability1)\n", - "\n", - "word6 = text2.count(\"scruple\")\n", - "print \"scruple_count = \" + str(word6)\n", - "\n", - "probability2 = word6/num_words_book2\n", - "print \"p_scruple_book2 = \"+ str(probability2)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Number of words_JaneAusten_Pride&Prejudice = 717573\n", - "Number of words_MarkTwain_HuckleBerryFinn = 610157\n", - "would_count = 468\n", - "p_would_book1 = 0.000652198452283\n", - "would_count = 591\n", - "p_would_book2 = 0.000968603162793\n", - "must_count = 317\n", - "p_must_book1 = 0.000441766900371\n", - "must_count = 79\n", - "p_must_book2 = 0.000129474872861\n", - "miss_count = 43\n", - "p_miss_book1 = 5.99242167696e-05\n", - "miss_count = 42\n", - "p_miss_book2 = 6.88347425335e-05\n", - "agreeable_count = 59\n", - "p_agreeable_book1 = 8.22215997536e-05\n", - "agreeable_count = 0\n", - "p_agreeable_book2 = 0.0\n", - "dear_count = 162\n", - "p_dear_book1 = 0.000225761002713\n", - "dear_count = 18\n", - "p_dear_book2 = 2.95006039429e-05\n", - "scruple_count = 10\n", - "p_scruple_book1 = 1.3935864365e-05\n", - "scruple_count = 0\n", - "p_scruple_book2 = 0.0\n" - ] - } - ], - "prompt_number": 49 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "There is a significant difference in the writing styles of the two authors Jane Austen and Mark Twain. Words like \"agreeable\", \"dear\", \"scruple\" are encountered much more in Jane Austen's books than in Mark Twains books. The probability for a few of the commonly used words in both books and some words that are more common in Jane Austen's books are generated by the above program.\n", - "\n", - "The output is as follows:\n", - "```\n", - "Number of words_JaneAusten_Pride&Prejudice = 704147 \n", - "Number of words_MarkTwain_HuckleBerryFinn = 597796 \n", - "would_count = 468 p_would_book1 = 0.000664633947173 \n", - "would_count = 591 p_would_book2 = 0.000988631573313 \n", - "must_count = 317 p_must_book1 = 0.000450190088149 \n", - "must_count = 79 p_must_book2 = 0.000132152105401 \n", - "miss_count = 43 p_miss_book1 = 6.10667942915e-05 \n", - "miss_count = 42 p_miss_book2 = 7.02580813522e-05 \n", - "agreeable_count = 59 p_agreeable_book1 = 8.37893224e-05 \n", - "agreeable_count = 0 p_agreeable_book2 = 0.0 \n", - "dear_count = 162 p_dear_book1 = 0.000230065597098 \n", - "dear_count = 18 p_dear_book2 = 3.01106062938e-05 \n", - "scruple_count = 10 p_scruple_book1 = 1.42015800678e-05 \n", - "scruple_count = 0 p_scruple_book2 = 0.0\n", - "```\n", - "\n", - "** I was unable to upload the text files I used for this program. They are the books Advntures of Huckleberry Finn by Mark Twain and Pride and Prejudice by Jane Austen from the project Gutenberg\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From kagrawa1" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/cache/epub/74/pg74.txt')\n", - "time.sleep(10)\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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RjLdto56BW758Odzc3GBtbY1mzZph27ZtAICYmBgEBATA1tYWdnZ26NKlC/76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\niIiIiGwMCzgiIiIiG8MCjoiIiMjGqHIhX8viNY/MTa9vbO0uEJGqmDc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- "text": [ - "" - ] - } - ], - "prompt_number": 50 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1) The above plot gives an graphical representation of most words used in two different works of same author (Mark Twain). As we can see (left side of the plot) the top 2 most frequent word used in the book \"The Adventures of Tom Sawyer\" are 'would' and 'said' by this we can presume that the author might have narrated the story being from a third person's perspective. On the other hand for the second book \"The Adventures of Huckleberry Finn\" (right side) author has used 'I' and 'see' the most, we can say that here author himself is the main character of the book and narrates the story as central character himself. " - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "def get_wf_k (URL, writer):\n", - " # first get the web page\n", - " txt = saveUrl(URL)\n", - " \n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (txt) .lower()\n", - " \n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split('\\s+',t)\n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None)\n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - " wl = max(len(wfs),20)\n", - " \n", - " print \"\\n\\nWord\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", - " for i in range(1,wl,1):\n", - " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw)) \n", - " if (i > 5):\n", - " break\n", - " \n", - " if (writer == 'mt'):\n", - " print \"\\nFor most used word depending on writing style of Mark Twain\" \n", - " print \" Word\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", - " for i in range(1,wl,1):\n", - " if (wfs[i][0] == 'would' or wfs[i][0] == 'must' or wfs[i][0] == 'miss' or wfs[i][0] == 'agreeable' or wfs[i][0] == 'terrific'):\n", - " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw))\n", - "\n", - " if (writer == 'ja'):\n", - " print \"\\nFor most used word depending on the writing style of Jane Austin\" \n", - " print \" Word\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", - " for i in range(1,wl,1):\n", - " if (wfs[i][0] == 'agreeable' or wfs[i][0] == 'dear' or wfs[i][0] == 'irrepressible' or wfs[i][0] == 'scruple' or wfs[i][0] == 'terrific'):\n", - " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw))\n", - "\n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 1:ml ] [::-1], tw)\n", - " \n", - "# Now populate two lists \n", - "(wf_ee, tw_ee) = get_wf_k('http://www.gutenberg.org/ebooks/1342.txt.utf-8', 'ja') # Jane Austin\n", - "(wf_bu, tw_bu) = get_wf_k('http://www.gutenberg.org/ebooks/76.txt.utf-8', 'mt') # Mark Twain\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "Word\tFrequency\tProbability\n", - "elizabeth\t571\t0.0100355021266\n", - "could\t523\t0.00919188723681\n", - "would\t465\t0.00817251924496\n", - "said\t399\t0.00701254877149\n", - "darcy\t345\t0.00606348202046\n", - "mrs\t343\t0.00602833140005\n", - "\n", - "For most used word depending on the writing style of Jane Austin\n", - " Word\tFrequency\tProbability\n", - "dear\t154\t0.00270659777145\n", - "agreeable\t41\t0.000720587718373\n", - "scruple\t4\t7.03012408169e-05\n", - "terrific\t1\t1.75753102042e-05\n", - "\n", - "\n", - "Word\tFrequency\tProbability" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "says\t603\t0.0103545977505\n", - "\u00a0i\t572\t0.00982227182966\n", - "said\t466\t0.00800206061647\n", - "see\t462\t0.00793337340088\n", - "would\t392\t0.00673134712802\n", - "come\t365\t0.00626770842277\n", - "\n", - "For most used word depending on writing style of Mark Twain\n", - " Word\tFrequency\tProbability\n", - "would\t392\t0.00673134712802\n", - "miss\t72\t0.00123636988066\n" - ] - } - ], - "prompt_number": 51 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " ********************* Extra Credit ***************************\n", - "\n", - "I tried to compare the most common used words used by the authors (source online) with the list that I got. The first chart of gives the word, frequency and probability of top 5 high frequency words in present in the list (irrespective of anything). Second chart gives the same details but for particular words that we got online for a given author.\n", - "\n", - "Although the code should run fine but as the source site is down I could not say more about the results. However, the results that I am expecting is the more biased on the particular words. As these are the explict words that defines a authors writing style so the probablity of getting this in other authors works should be close to zero." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#From tplunket1" + } + ], + "source": [ + "import decimal\n", + "\n", + "def get_wf1 (URL, word):\n", + " # first get the web page\n", + " txt = saveUrl(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + "\n", + " #Return the count of the given word and the total words\n", + " decimal.getcontext().prec = 6\n", + " p = decimal.Decimal(wf[word]) / decimal.Decimal(tw)\n", + " n = decimal.Decimal(tw)\n", + " return (p, n)\n", + "\n", + "def binom_95_confint(URL, word, title):\n", + " p, n = get_wf1(URL, word)\n", + " high = p + (decimal.Decimal(1.96) * (p / n * (1 - p)) ** decimal.Decimal(0.5))\n", + " low = p - (decimal.Decimal(1.96) * (p / n * (1 - p)) ** decimal.Decimal(0.5))\n", + " print \"%s: P: %f, LB: %f, UB: %f\" % (title, p, low, high)\n", + "\n", + " \n", + "# Populate four lists \n", + "word = \"one\"\n", + "binom_95_confint('http://www.gutenberg.org/files/8799/8799-h/8799-h.htm', word, \"Paradise\")\n", + "binom_95_confint('http://www.gutenberg.org/files/8789/8789-h/8789-h.htm', word, \"Hell\")\n", + "binom_95_confint('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm', word, \"Moby Dick\")\n", + "binom_95_confint('http://www.gutenberg.org/files/76/76-h/76-h.htm', word, \"Huck Finn\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To perform this analysis, I modified the get_wf function from earlier and had it return instead the p and n values to be used in the binomial function. I then created a function binom_95_confint that calls get_wf and computes a 95% confidence interval based on the returned p and n values.\n", + "\n", + "The output above displays confidence intervals for the four different works analyzed in parts 1 and 2. P is the proportion of the word \"one\" relative to total words, LB is the lower bound of the 95% confidence interval, and UB is the upper bound of the interval (using a normal approximation).\n", + "\n", + "These results are exactly the opposite of what I expected. On the lists above showing \"Paradise\" and \"Hell,\" the word \"one\" occupies the second spot. It would seem, therefore, that the proportional use of this word would be similar for both works. The confidence intervals, however, do not overlap.\n", + "\n", + "Conversely, the word \"one\" is the most used word in \"Moby Dick,\" and is only the seventh most used word in \"Huck Finn.\" However, these confidence intervals overlap, indicating that the word is not necessarily more common to one author or the other." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Solution from ahota" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Word\t\tBinomial Dist.\n", + "tom:\t\t0.0168415529906\n", + "would:\t\t0.00624344176285\n", + "--------------------\n", + "one:\t\t0.00911816985305\n", + "would:\t\t0.00648584105619\n", + "--------------------\n", + "would:\t\t0.0168088556723\n", + "jurgis:\t\t0.0145667348234\n", + "--------------------\n", + "siddhartha:\t\t0.017698230177\n", + "one:\t\t0.010898910109\n", + "--------------------\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Q1\n", - "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", - "time.sleep(10)\n", - "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/2852/2852-h/2852-h.htm')\n", - "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from A Study in Scarlet and The Hounds of Baskervilles')" - ], - "language": "python", + "data": { + "image/png": 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6QTFUz0tzfi5sy5YtmDp1Ki5cuAAg/7j19fVFs2bNsHv3br3jxJhjqrg2oFq1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yctSm50+ElHUYMmSIxjoo69GzZ88329giqF27NpydnXHmzBmcOXMGL168UPsx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- "text": [ - "" - ] - } - ], - "prompt_number": 52 + "output_type": "display_data" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Q2\n", - "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", - "(wf_bu1, tw_bu1) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", - "plotTwoLists (wf_ee, wf_bu1, 'Most Frequent Words from A Study in Scarlet and Moby Dick')" - ], - "language": "python", + "data": { + "image/png": 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WAeCNN97AmDFjoFKpEB4ejgcPHmD9+vVwdXXVeZWhovtq8eLFaNeuHV5++WX0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\n0tixYz2fnzm9JKWlpal169ay2+1q3769rrrqKs8ROAAVj82UdUGZxRQ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ERL71oFmzZrh06ZLebnt8fX3h5eUFoOhsTu3atbFhwwZ07NhR7qD27t27T9UN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- "text": [ - "" - ] - } - ], - "prompt_number": 53 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##Q3\n", - "Yes, for instance the word \"said\" was among the top 3 most common words for both of Doyle's books mentioned but failed to even make the top 14 in Moby Dick (Herman Melville). Since words of the form \"to say\" are common, the difference liklely lies in writing styles specific to the authors.\n" + "output_type": "display_data" + } + ], + "source": [ + "local = False #Whether or not to use local copies\n", + "num_compare = 15 #How many words to display/compare\n", + "\n", + "#Function that returns a sorted list of the words in the page at 'URL'\n", + "def get_words(URL):\n", + " text = BeautifulStoneSoup(clean_html(saveUrl(URL)), convertEntities=BeautifulStoneSoup.HTML_ENTITIES).contents[0]\n", + " \n", + " #Separate out the words in the text\n", + " words = re.split('\\s+',text.lower())\n", + " \n", + " #Remove punctuation from words\n", + " for i in range(len(words)):\n", + " words[i] = re.sub(r'[.,\"\\.]', \"\", words[i]) #This isn't perfect\n", + " \n", + " #Get the frequency of each word\n", + " word_dict = Counter(words)\n", + " \n", + " #and remove stop words from it\n", + " for word in stop_words:\n", + " word_dict.pop(word, None)\n", + " \n", + " #Sort the list of words\n", + " result = sorted(word_dict.iteritems(), key = operator.itemgetter(1), reverse = True)\n", + " \n", + " #Return the words in the list in reverse order (for numpy)\n", + " return result\n", + "\n", + "%matplotlib inline\n", + "def plot_results(words1, words2, title):\n", + " \n", + " #Reverse order\n", + " words1 = words1[::-1]\n", + " words2 = words2[::-1]\n", + " \n", + " #Find the number of common words\n", + " common = 0\n", + " wc1 = [w[0] for w in words1]\n", + " wc2 = [w[0] for w in words2]\n", + " for word in wc1:\n", + " if word in wc2:\n", + " common = common + 1\n", + " \n", + " title = title + \"\\n- \" + str(common) + \" common words -\"\n", + " \n", + " fig = plt.figure(figsize = (10, 8))\n", + " fig.suptitle(title, fontsize = 20)\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.spines['top'].set_color('none')\n", + " ax.spines['bottom'].set_color('none')\n", + " ax.spines['left'].set_color('none')\n", + " ax.spines['right'].set_color('none')\n", + " ax.tick_params(labelcolor = 'w', top = 'off', bottom = 'off', left = 'off', right = 'off', labelsize = 20)\n", + " \n", + " #Create the two plots\n", + " plot1 = fig.add_subplot(121)\n", + " plt.subplots_adjust(wspace = 0.5)\n", + " \n", + " pos = np.arange(len(words1) + 1) \n", + " plot1.tick_params(axis='both', which='major', labelsize=12)\n", + " pylab.yticks(pos, [ x[0] for x in words1 ])\n", + " plot1.barh(range(len(words1)), [ x[1] for x in words1 ], align='center')\n", + " \n", + " plot2 = fig.add_subplot(122)\n", + " plt.subplots_adjust(wspace = 0.5)\n", + " \n", + " pos = np.arange(len(words2) + 1) \n", + " plot2.tick_params(axis='both', which='major', labelsize=12)\n", + " pylab.yticks(pos, [ x[0] for x in words2 ])\n", + " plot2.barh(range(len(words2)), [ x[1] for x in words2 ], align='center')\n", + "\n", + "#The four books being used to compare authors:\n", + "# - The Adventures of Tom Sawyer - Mark Twain\n", + "# - Life on the Mississippi - Mark Twain\n", + "# - The Jungle - Upton Sinclair\n", + "# - Siddhartha - Hermann Hesse \n", + "\n", + "tom_sawyer = \"http://www.gutenberg.org/files/74/74-h/74-h.htm\"\n", + "mississippi = \"http://www.gutenberg.org/files/245/245-h/245-h.htm\"\n", + "jungle = \"http://www.gutenberg.org/files/140/140-h/140-h.htm\"\n", + "siddhartha = \"http://www.gutenberg.org/files/2500/2500-h/2500-h.htm\"\n", + "\n", + "#Grab the full list of words from each book\n", + "ts_words = get_words(tom_sawyer)\n", + "m_words = get_words(mississippi)\n", + "j_words = get_words(jungle)\n", + "s_words = get_words(siddhartha)\n", + "\n", + "#Get the total number of words overall from each book\n", + "ts_total = sum([w[1] for w in ts_words])\n", + "m_total = sum([w[1] for w in m_words])\n", + "j_total = sum([w[1] for w in j_words])\n", + "s_total = sum([w[1] for w in s_words])\n", + "\n", + "#Find each word's binomial distribution\n", + "ts_bdist = [ (w[0], w[1]/float(ts_total)) for w in ts_words ]\n", + "m_bdist = [ (w[0], w[1]/float(m_total)) for w in m_words ]\n", + "j_bdist = [ (w[0], w[1]/float(j_total)) for w in j_words ]\n", + "s_bdist = [ (w[0], w[1]/float(s_total)) for w in s_words ]\n", + "\n", + "#The above can be limited to [:num_compare] to reduce computation time\n", + "\n", + "title1 = \"Comparing the top \" + str(num_compare) + \" words in \\'The Adventures of Tom Sawyer\\' and \\'Life on the Mississippi\\'\"\n", + "plot_results( ts_words[:num_compare], m_words[:num_compare], title1 )\n", + "\n", + "title2 = \"Comparing the top \" + str(num_compare) + \" words in \\'The Jungle\\' and \\'Siddhartha\\'\"\n", + "plot_results( j_words[:num_compare], s_words[:num_compare], title2 )\n", + "\n", + "\n", + "print \"Word\\t\\tBinomial Dist.\"\n", + "for word in ts_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"\n", + "for word in m_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"\n", + "for word in j_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"\n", + "for word in s_bdist[:2]:\n", + " print word[0] + \":\\t\\t\" + str(word[1])\n", + "print \"--------------------\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Discussion:\n", + "\n", + "From this limited sample, it's hard to really tell if this algorithm is capable\n", + "of detecting whether two works were written by the same author.\n", + "\n", + "In the two works by Mark Twain, we can see that there are 7 matches within the\n", + "top 15 words, or a 47% similarity. In the two different works, \"The Jungle\" and\n", + "\"Siddhartha\", there is a lower number of matches: 4 out of 15, or 27% similarity.\n", + "\n", + "Ideally we would want the two Twain books to be a very high similarity to\n", + "definitively say that they were written by the same author. My guess is that the\n", + "subject matter, though the books take place in similar settings, is different\n", + "enough to make any detection vague.\n", + "\n", + "The other two books were known to be quite different and only really had generic\n", + "words in common between them: would, one, man, and time. These words are expected\n", + "to be found in common in most cases. In fact, Twain's books had 3 of these 4 as\n", + "well.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Solution from ctang7" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Tp9CrVy88f/4cW7ZswdWrV/HgwQMcOXLkpeYOKkw6XhXt8UpJSTF6rM6cOWP0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+T27dtiMpnk6NGjStcpLy9P0tPTpb29XRoaGiQxMVEqKioC5trR5LA72Z2Twe70j91J3LiQX06n\nUwoLCyU8PFzMZrOcPHlyWs//84OviEhvb6+sXr1aQkNDZdGiRfLgwQOf7797964kJydLWFiY5Obm\nysuXLyedoaKiQnQ63bivoKAgGR0dVZLJ682bN7Jp0yaJiIgQs9ksVVVV2jGVubwOHDig/RE1lZls\nNpusWbNGux8fPnxYeaahoSEpLi6WyMhImTVrlpSXl4vb7VaaiaYOu5PdORnsTv/YnaQT+YsfLE9E\nRERERDQF+B4XIiIiIiIKeNy4EBERERFRwOPGhYiIiIiIAh43LkREREREFPC4cSEiIiIiooDHjQsR\nEREREQU8blyIiIiIiCjgceNCREREREQBjxsXIiIiIiIKeNy4EBERERFRwOPGhYiIiIiIAh43LkRE\nREREFPC4cSEiIiIiooD3D77/fQwuVSt5AAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now populate the lists\n", + "# Pride and prejudice, sense and sensitivity by Jane Austin\n", + "gb_pp, npp = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "gb_ss, nss = get_wf('http://www.gutenberg.org/cache/epub/161/pg161.txt')\n", + "\n", + "# Adventures of Huckleberry Finn by Mark Twain\n", + "gb_ah, nah = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (gb_pp, gb_ss, 'Most Frequent Words From Pride and Prejudice and Sense and Sensitivity by Jane Austen')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Commonly used words in the two books by Jane Austen\n", + "\n", + " though\n", + " know\n", + " one\n", + " miss\n", + " much\n", + " mrs\n", + " said\n", + " would\n", + " could\n" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "##From ccrumpton1\n", - "\n", - "First Part of Assignment 1\n", - "\n", - "Compare works by the same author\n", - "\n", - "I chose War and Peace and Anna Karenina by Leo Tolstory" + } + ], + "source": [ + "# Print the common words in the two books by Jane Austen\n", + "\n", + "list=[]\n", + "for key in gb_pp:\n", + " for key2 in gb_ss:\n", + " if (key[0] == key2[0]):\n", + " list.append(key[0])\n", + "\n", + "print \"Commonly used words in the two books by Jane Austen\\n\"\n", + "for item in list:\n", + " print \" \", item" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Words Jane Austin liked to use but Mark Twain less likely to use: \n", + "though\n", + "know\n", + "miss\n", + "much\n", + "mrs\n", + "would\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "# War and Peace\n", - "(wf_wp, tw_wp) = get_wf('http://www.gutenberg.org/cache/epub/2600/pg2600.txt')\n", - "# Anna Karenina\n", - "(wf_ak, tw_ak) = get_wf('http://www.gutenberg.org/files/1399/1399-0.txt')\n", - "print wf_wp, tw_wp, wf_ak, tw_ak\n", - "plotTwoLists (wf_od, wf_ak, 'Most Frequent Words From War and Peace and Anna Karenina')" - ], - "language": "python", + "data": { + "image/png": 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oo4+Qk5NjcFvILzExUe8XfHJyMm7fvo1GjRrpjA8MDIRSqcTvv/+O6Oho2NjY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h8+bN5T51B/zvOy1P58w9evRAVlYWvv76azRs2FDeYRXn6+uL1NRUnDx5UquT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- "text": [ - "" - ] - } - ], - "prompt_number": 54 + "output_type": "display_data" + } + ], + "source": [ + "#plotTwoLists (gb_pp, gb_ss, gb_ah, 'Most Frequent Words From Three Books')\n", + "plotTwoLists (gb_pp, gb_ah, 'Most Frequent Words From Books by Jane Austen and Mark Twain')\n", + "# Print the less common words in the two books by Jane Austen and Mark Twain, respectively\n", + "print \"Words Jane Austin liked to use but Mark Twain less likely to use: \"\n", + "i = 0\n", + "for item in list:\n", + " i=i+1\n", + " for key in gb_ah:\n", + " if (item == key[0]):\n", + " list.remove(item)\n", + " break\n", + "for item in list:\n", + " print item" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Answer:\n", + "\n", + "I compared the words frequencies of two books by Jane Austen: Pride and Prejudice and Sense and Sensitivity. The frequencies between the two books are shown above. The author Jane Austen seems like to use the words: think though know one miss must much mrs said would\n", + "\n", + "Both authors Jane Austen and Mark Twain liked to use \"could\" and \"would\".\n", + "\n", + "Words Jane Austin liked to use but Mark Twain less likely to use are: think though know mrs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From jduggan1" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Rotqzoc/69u2L6dOn49dff0VoaCiWL1+OatWqFXkipayV5PhpTNnCrKys0KVL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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 1\n", + "# Compare the word frequencies for two works of a single author\n", + "# (Mark Twain)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Adventures of Huckleberry Finn\n", + "(wf_hf,tw_hf) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "# The Adventures of Tom Sawyer\n", + "(wf_ts,tw_ts) = get_wf('http://www.gutenberg.org/ebooks/74.txt.utf-8')\n", + "\n", + "# plot the wf lists, again re-using the above code\n", + "plotTwoLists(wf_hf, wf_ts, 'Comparing the Words of Mark Twain\\'s Books: Huckleberry Finn vs. Tom Sawyer')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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URLNmzSI3NzcyNzenFi1a0Lhx4ygnJ4eWLFlCEomE1qxZU+b2lHXcVCWRmzt3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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 2\n", + "# Compare the word frequencies for the most popular works \n", + "# of two different authors (Mark Twain vs. Victor Hugo)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Mark Twain (Huckleberry Finn)\n", + "(wf_mt,tw_mt) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "\n", + "# Victor Hugo (Les Miserable)\n", + "(wf_vh,tw_vh) = get_wf('http://www.gutenberg.org/ebooks/135.txt.utf-8')\n", + "\n", + "# plot the wf lists, again re-using the above code\n", + "plotTwoLists(wf_mt, wf_vh, 'Word Frequencies: Mark Twain vs. Victor Hugo')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Let's grab the books (but only once)\n", + "# Also, let's sleep for 1 second between grabbing URLs\n", + "import pickle\n", + "import time\n", + "\n", + "# get the Robert Louis Stevenson books (Black Arrow and Kidnapped)\n", + "ba = saveUrl('http://www.gutenberg.org/ebooks/848.txt.utf-8')\n", + "time.sleep(10)\n", + "kn = saveUrl('http://www.gutenberg.org/ebooks/421.txt.utf-8')\n", + "time.sleep(10)\n", + "# get Around the World in 80 days\n", + "aw = saveUrl('http://www.gutenberg.org/ebooks/103.txt.utf-8')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# I have simply hacked your get_wf() function to work with a pickled\n", + "# object :-)\n", + "def build_wf(txt): \n", + " # remove the html and other crud from the document\n", + " t = cleanHtml(txt).lower()\n", + " \n", + " # split the words into tokens based upon whitespace\n", + " wds = re.split('\\s+',t)\n", + " \n", + " # remove undesirable punctuation from the words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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0lFuaPXvzv2ZZ7733ntxyjYjo999/J1tbW7Kzs5P3n6enJymVSq2Wb0T/3Uj/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\nTlhbW4vCwkJp2vjx44VarRanTp0S27dv15m/b9++IioqSgghRHBwsOj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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 1\n", + "# Compare the word frequencies for two of Robert Louis Stevenson's\n", + "# books (Black Arrow & Kidnapped)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Black Arrow\n", + "(wf_ba,tw_ba) = build_wf(ba)\n", + "# Kidnapped\n", + "(wf_kn,tw_kn) = build_wf(kn)\n", + "\n", + "plotTwoLists(wf_ba, wf_kn, 'RLS\\'s Word Frequencies: Black Arrow vs. Kidnapped')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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hX79++Oijj3Dp0iWsWrUKc+bMwbFjx+Dv74+1a9ca1BUR1K1bt5SWYku81sGS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\nu7s7YmJi4OLiAltbW2l5X19flJaWIjMzE97e3tVEiKrwXAXmTiLt02X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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Problem 2\n", + "# Compare the word frequencies for two author's works\n", + "# Black Arrow (RLS) vs. Around the World in 80 Days (Verne)\n", + "\n", + "# build the wf lists, re-using the code from the examples\n", + "# Black Arrow\n", + "(wf_ba,tw_ba) = build_wf(ba)\n", + "# Kidnapped\n", + "(wf_aw,tw_aw) = build_wf(aw)\n", + "\n", + "plotTwoLists(wf_ba, wf_aw, 'Word Frequencies: RLS vs. Jules Verne')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Problem 3: For my work, I chose to study two authors who wrote in a common genre (adventure novels, specifically) -- Robert Louis Stevenson and Jules Verne.\n", + "\n", + "For problem 1, I looked at two of RLS's works -- The Black Arrow: A Tale of Two Roses and Kinapped. The result is very interesting; we see that the words upon, ye, man, and one all show up in the word frequencies for the two books, so we would conclude that they are quite similar.\n", + "\n", + "For problem 2, I looked at Black Arrow again, and Around the World in Eighty Days by Jules Verne. Here, the result is again interesting. The word upon again is found in Around the World in Eighty Days, but it doesn't appear as high in the word frequency list as it did for the Robert Louis Stevenson work." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Black Arrow: 1.08496514312%\n", + "Kidnapped: 0.900464262027%\n", + "Around the World in Eighty Days: 0.349516844362%\n" + ] + } + ], + "source": [ + "# Extra Credit\n", + "# examination of the probability of the word 'upon' in the three works\n", + "# used in problems 1 & 2.\n", + "\n", + "# grab the data (same as above)\n", + "(wf_ba,tw_ba) = build_wf(ba)\n", + "(wf_kn,tw_kn) = build_wf(kn)\n", + "(wf_aw,tw_aw) = build_wf(aw)\n", + "\n", + "# calculate and display the probability of the word upon\n", + "# for the three books as percentages\n", + "for word in wf_ba:\n", + " if word[0] == 'upon':\n", + " print 'Black Arrow: ' + str(100.0*word[1] / tw_ba) + '%'\n", + "\n", + "for word in wf_kn:\n", + " if word[0] == 'upon':\n", + " print 'Kidnapped: ' + str(100.0*word[1] / tw_kn) + '%'\n", + " \n", + "for word in wf_aw:\n", + " if word[0] == 'upon':\n", + " print 'Around the World in Eighty Days: ' + str(100.0*word[1] / tw_aw) + '%'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Extra Credit: I took the three books from problems 1-3 and looked at the probability of the word 'upon' appearing in each work. The result fit in with problems 1-3 quite nicely. The distribution for the RLS works (Black Arrow & Kidnapped) were quite similar, while the Jules Verne work (Around the World in Eighty Days) had a much lower occurence of the word, which was expected looking at the above tables.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From bigjosher" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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TktdjdT7//HPMnz+/UF1Q6FOHDh2QmpqKb7/9Fk+ePJHXX92tzddff42UlBSN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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Mark Twain\n", + "tom_sawyer = \"http://www.gutenberg.org/cache/epub/74/pg74.txt\"\n", + "huckleberry_finn = \"http://www.gutenberg.org/cache/epub/76/pg76.txt\"\n", + "(wf_ee, tw_ee) = get_wf(tom_sawyer)\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf(huckleberry_finn)\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words Between Two Books by the Same Author')\n", + "\n", + "# Oddly, the lower case letter 'i' has the highest frequency in Huckleberry Finn.\n", + "# You'll notice that with the same author most of the high frequent words are the same.\n", + "# It seems that the ones that differ are probably specific to that book or story (ex. 'huck', 'boys', etc)." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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cuHGYM2eOvJO99tpr8Pf3x7p167R2jitXruA///mPzrR9fX3x5MkTrV8ut27d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\nnJzQv39/XL9+HRERERg5ciQCAwPh5uaGI0eOIDY2Fs2bN4dOp0PTpk2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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Charles Dickens\n", + "great_expectations = \"http://www.gutenberg.org/cache/epub/1400/pg1400.txt\"\n", + "# Charlotte Bronte\n", + "jane_eyre = \"http://www.gutenberg.org/cache/epub/1260/pg1260.txt\"\n", + "(wf_ee, tw_ee) = get_wf(great_expectations)\n", + "(wf_bu, tw_bu) = get_wf(jane_eyre)\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words Between Books from Different Authors')\n", + "\n", + "# Great Expectations and Jane Eyre were published within 20 years of each other.\n", + "# Notice that 'miss' is used frequently in Great Expectations while 'mrs' is used frequently in Jane Eyre.\n", + "# Similarly, 'said' is used commonly in Great Expectations, while 'says:' and 'says' are used often in Jane Eyre." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From tbwhite2" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'like', 286), (u'day', 287), (u'feet', 287), (u'species', 287), (u'found', 303), (u'may', 315), (u'country', 316), (u'much', 334), (u'water', 344), (u'many', 368), (u'would', 377), (u'little', 411), (u'two', 480), (u'great', 507)]\n" + ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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ZkY2NDf3666+Vtvlx+9nT1x/k+fPnydHRkQShrM/EadOmSf3JtWzZUm8/ew9/\nlxXNvzp3qbZp04ZEUaTx48dTQkKCNH7Lli3Sd7d9+3ZpvOZOX0HQ7kdRY8iQISQIArm4uNCECROk\nfvZMTU2r1BVMdZbL49yN+3C3OTNmzKDg4GAyNzcnURR17ha+fv062dnZkampKQ0dOpRmz55Nr7zy\nCllYWEh9NJa/27qy9ZSI6OWXXyZBKOsfsbywsDApDpTvX5Ko4rtx9d09X9l2T/RPP3umpqY0ZMgQ\nmj17thRDWrRooXMXcUXi4uKk9eDhrow0Fi5cKN2lfvXqVZ3pmm5gmjdvTlFRURQVFUXNmzcnURRp\nzpw5UrnK2qtvGygpKaHOnTuTIAj0ww8/EFFZLJLJZCSXy2nUqFE0e/ZsGjhwIImiSB4eHjrd6rAn\nx8lePREdHU2iKOoEjZdeeolEUZQ2Io2QkBCtbi40du3aRX369CEbGxtSKBTUrVs3nT60iMpu/Z8x\nYwa5u7uTpaUl2dvb08svv0yHDx/WKdevXz+Sy+XUtGnTSjfSyMhIEkWxWp0qi6KoN9kjIjp06BAN\nHDiQ7O3tSS6X07PPPkvz58/X20fT2bNnKSQkhGxsbKhx48b0+uuv0zfffKOT7BGVdULs5eVFFhYW\n1KpVK5o7dy7dvHlT7w/ZnTt3aMaMGeTi4kLm5ubk5OREoaGhWn36EVX8/RGVdfz68A/SmjVrqEWL\nFiSXy7W6gaiMh4cHiaJIGzdu1Dtd012MKIo6XehoHDlyhF5++WWys7MjS0tL6tSpEy1ZsoSKi4sf\nWeeH69+pUyeSy+Xk6upKq1evptmzZ+usk1euXKGoqChycXEhCwsLcnBwoPDw8Ar7JSuvusne+vXr\nSRTFCjv/vnbtGo0dO5ZatGhB5ubm5OzsTG+++Sbdvn1bq1xF32VF869OEvTjjz9KyyIqKkoan5ub\nSzKZjExNTenu3bvS+L/++ovMzMzI1NRUb1cdpaWltHz5cvLy8iK5XE5NmjSh/v376/TrVpmqLpfq\ntFPTJZIoilrd5Zibm1ObNm0oPDy8wjhx/Phx6tevH9nb25O1tTX16tWLNm/eTCUlJdS4cWOtLoIe\ntZ5q+gscPHiw1vhVq1aRIAha3ZNoaOJYVZK9yrZ7jV9//ZXCwsKodevWZG5uTi1btqSoqCitTpAf\nRdO9SmXbtqZPT31dxGh888031KNHD7KysiI7Ozvy8/PT+W2prL0VbQNHjhwhURTJyclJis8HDx6k\nAQMGaK0D0CTrAAAgAElEQVRX06dPp5ycnCq3m1WdQMQPNWUNU2JiIgYOHIjo6OindjMAY4wx9rTx\nNXuMMcYYY0aMkz3GGGOMMSPGyR5jjDHGmBHja/YYY4wxxowYH9ljjDHGGDNinOwxxhhjjBkxTvYY\nY4wxxowYJ3uMMcYYY0aMkz3GGGOMMSPGyR5jjDHGmBHjZI8xxhhjzIhxsscYY4wxZsQ42WOMMcYY\nM2Kc7DHGGGOMGTFO9hhjjDHGjBgne4wxxhhjRoyTPcYYY4wxI8bJHmOMMcaYETOt7Qo8LaJoAqLS\n2q4GYw1Op06dkJaWVtvVYI+B4yZjtacmY2eDObJXFrCojg3z60AduE7GU6fy9QKIqE4Mp06dAquf\naj9u1vZ2xp/Pn1+VcqjzsbPBJHuMMcYYYw2R0SR7aWlpSElJqe1qMMYYY4zVKUaT7A0aNAjnzp2r\n7WpUk6q2K6CHqrYroIeqtiugh6q2K1ABVW1XgLEapOLP589vwJ9fc4wm2QPKzpnXL6raroAeqtqu\ngB6q2q6AHqrarkAFVLVdAcZqkIo/nz+/AX9+zTFospednY2+ffvCysoKnp6e+Oijj9CmTRvs27cP\nLVu2xKRJk2Bra4sFCxYAAFavXg1nZ2coFAr4+vri2LFj0rxu3LiB0NBQNG7cGBYWFujcuTP2798P\nAFCpVLhy5QqioqIwevRoQzaJMcbqhGvXrmHo0KGwt7dH06ZNMWnSJBQUFGD9+vXw8fHBggUL0KxZ\nM9ja2uLNN9/U2hmuLNYyxowQGUhRURG1b9+eBg8eTJmZmfTtt9+SQqGgNm3akFqtJkEQKCIigrKz\ns+ny5cu0fft2cnBwoO3bt9OFCxdo0aJFpFAo6ObNm0RE1KdPHxo0aBCdPXuWMjMzaeDAgfTss88S\nEdGdO3fIycmJPv74Y8rNzdVbHwAEEA88NJABhtq0q60u1cVYFBQUkKurK/Xv35/S09Np79695OLi\nQhMmTKD169eTTCaj8PBwOnfuHG3cuJFMTExo586dREQVxtobN27ofA7HTR54qMoAg2znNTlfw9SQ\niH766SeysrKie/fuSePmzJlDSqVSSvbOnDkjTfPx8aGPP/5Yax5+fn60cOFCIiJatmwZXbt2TZq2\na9cuEgRBeq1UKmnNmjUV1oeDFg8Na8ATb8M1pS7VxVjEx8eTpaUl5eTkSON27dpFpqamtHTpUhJF\nUWvHt3PnzlIsfVSsLY/jJg88VGWAQbbzmpyvwU7jnj59Gm3btoWNjY00rnv37lpllEql9H9mZibm\nzp0LhUIhDQcOHMD58+cBAOPGjcMvv/yCcePGwc/PD6GhoRAEAaWl3OEnY6xhyczMRNu2bWFrayuN\n69GjB0pKSlBUVIQmTZpAoVBI02xsbFBUVCS9t7JYyxgzPgZ7goapqSnKEtN/PPzawsJC+r+kpASx\nsbHo16+fVnlra2uUlpaib9++uHv3LoYNG4bg4GAUFBRg8ODB1axVdLn/VTCmiy8ZqyvUajXUanVt\nV8OoyeVynXElJSXSX5lMpjNdE38ri7X6RZf7XwWOm4wZhiFjp8GSPQ8PD1y8eBG5ubnS0b3jx49X\nWN7d3R1Xr16Fs7OzNG7ChAno1asXOnTogP379+PGjRtwcHAAAKxcuRLAPwFMEIQq1Cr68RrDGKsy\nlUoFlUolvY6Jiam9yhip9u3b48KFC8jJyYGdnR0A4NChQzAxMYGpaeVhvbJYGxYWpucd0TVYc8ZY\nRQwZOw12GrdPnz5o3bo1/vWvf+Hs2bPYsmULli1bBlHU/5HTpk3DsmXLsGHDBly8eBExMTFYs2YN\n2rdvD1tbW4iiiO+++w5XrlzB5s2b8d577wEACgoKAADW1tbIzMxETk6OoZrEGGN1Qt++feHm5oaR\nI0ciPT0darUakydPRnh4OOzt7XXKlz+rUlmsZYwZqRq7+k+Ps2fPkq+vL5mbm5OXlxdNnTqV3N3d\nSa1WkyiKVFJSolV++fLl5OzsTBYWFuTt7U27du2Spq1evZpatmxJcrmcAgMD6dSpUySXyyklJYWI\niD7//HNSKBT0yiuv6K0LwBca89CQBhhuw66mulQXY3L58mUaMGAAWVpaUrNmzWjatGlUUFBA69at\nIycnJ62yKpWK3n77bel1ZbG2PI6bPPBQlQEG2cZrcr7C/2ZY427fvo0TJ04gICBAGvfvf/8bO3fu\nxJ49ewzxkZUqO81rkKYyVgcJMNCmXW2CUHfqwqqH4yZjVWGYGFeTsdNgp3GJCMHBwfjss89w5coV\n7N69G0uXLkVoaKihPpIxxhhjjD3EYEf2AGD79u14++23ce7cOTg4OGD8+PGYNWuWoT6uUryHyhqW\nunM0jY/s1V8cNxmrirp/ZM+gyV5dwkGLNSx1J8HiZK/+4rjJWFXU/WTPoM/GZYwxxhhjtctg/ezV\nTVXpi4+x+k+hsKvtKjCjwXGTscrUh3jboJI9PpXEGGPVw3GTsfqPT+MyxhhjjBkxTvYYY4wxxowY\nJ3uMMcYYY0asQV2zV9aNAGP1l0Jhh9zcO7VdDdaAcNxkdRHHwurhfvYYq1fqX5913M9e/cVxk9Vd\nxh9XuJ89xhhjjDFWJZzsMcYYY4wZsTqT7KWlpSElJaW2q8EYY4wxZlTqTLI3aNAgnDt3rrarwRhj\njDFmVOpMsgdwT+2MMcYYYzWtTiR7KpUKV65cQVRUFJo0aYL4+HhpmpeXF0JCQqTXsbGx6NevHwDg\n2rVrGDp0KOzt7dG0aVNMmjQJBQUFT73+jDFmaJcvX4YoikhISIBSqYRCocCMGTOQnp6OLl26wNra\nGsHBwcjLy0NRURFmzpwJJycnyGQyKJVKrFq1CgCwadMm2NnZoaioSJr3Tz/9hCZNmqCkpKS2mscY\nM6A6kez98MMPaNmyJWJjY9GrVy+o1WoAQE5ODn799VccOnRIKpuUlISgoCAUFRXB398feXl52Ldv\nH+Li4rBz505Mnz69llrBGGOGt3jxYiQmJmLVqlWIjY1FaGgoPvroI+zcuRP79u3D2rVrsXjxYiQk\nJGDLli04d+4cIiMjMXnyZNy8eRMvv/wySkpK8PPPP0vz3LRpE0JDQ2FiYlKLLWOMGQzVEUqlkr78\n8ktau3YteXl5ERFRfHw8+fn5kZWVFZ07d44KCgrIysqKMjMzKT4+niwtLSknJ0eax65du8jU1JRy\nc3N15g+AAOKBh3o+4KltkzWlPta5Lrp06RIJgkA7d+6Uxtnb21N0dLT0Ojg4mCZMmEDx8fGUkpIi\njc/PzydBEEitVhMR0YgRIygiIoKIiAoKCsjOzo727dun85kcN3mouwMMtKXVHTXZxjr1BA1BENCv\nXz9ERUUhJycH+/btg5+fH0pLS7F//35cu3YNTZo0Qbt27RAfH4+2bdvC1tZWen+PHj1QUlKC8+fP\no3Pnzno+Ibrc/6r/DYyxmqRWq6Wj86zmOTs7S//L5XK0bt1a63VhYSEGDhyIpKQkTJ8+HVlZWThx\n4gQASKdphw8fjuHDh6OoqAg///wzLC0t0atXrwo+Mbrc/ypw3GTMMAwZO+tUsgcALVq0QPv27ZGc\nnIzk5GT8+9//RmFhIQ4cOICLFy8iKCgIQFlQe5gmkFV83Um0gWrNGNNQqVRQqVTS65iYmNqrjBEy\nNdUO26KofTUOEWHevHlYvXo1xowZg1GjRmHlypVQKpVSmRdffBFmZmZISkpCXFwchg0bVsknRtdc\n5RljFTJk7KwzyV755y8GBAQgPj4eZ86cQffu3VFYWIiJEyfCxsYGb7/9NgCgXbt2uHDhAnJycmBn\nZwcAOHToEExMTNC2bdtaaQNjjNUFn3/+OT799FOEhYUBADIyMgCUJYJAWcI4ZMgQbNu2Dbt27cKO\nHTtqra6MMcOrM8metbU1MjMzkZOTg4CAAAwYMABdu3aFhYUFXnjhBVy6dAmmpqbo27cvgLI9Uzc3\nN4wcORLvv/8+/vzzT0yePBnh4eFS8scYYw2Rvb09EhIS8Nxzz+G3337D1KlTYWpqivz8fKnM8OHD\n8eKLL8LJyQldunSpxdoyxgytTtyNCwATJ07E559/jqioKPTq1Qumpqbw9fUFUJYIent7o0ePHrCy\nsgJQdiRw27ZtEAQB3bt3R1hYGIKDg/Hll1/WZjMYY8xgyp8BqazM2rVrkZ6ejg4dOmDSpEmIiYmB\nj48P0tLSpHI+Pj5o2rQpwsPDDVllxlgdIJDmuL6RKwuSDaKpzKgJqG+brCDUvzo3BHl5eXB0dERq\nairc3d31luG4yeou448rNRk768xpXMYYY0/H5s2bsX37dnh5eVWY6DHGjAcf2WOsXql/e7N8ZK/u\ncXd3R0lJCeLj49GhQ4cKy3HcZHWX8ceVmoydnOwxVq/UvwDHyV79xXGT1V3GH1dqMnbWmRs0GGOM\nMcZYzWtg1+w9+k42xuoyhYK7FWJPG8dNVvdwLKyeBpXsGfshX8YYq2kcNxmr//g0LmOMMcaYEeNk\njzHGGGPMiHGyxxhjjDFmxBrUNXtVedQQY49LobBDbu6d2q4GYzWK4yZ7WjiGGg73s8dYjTH+fp8e\nB/ezV39x3GRPF8eK8rifPcYYY4wxViW1luxdvnwZoiji4sWLEEURe/bsAQDcunUL33//vVQuOzsb\nO3bs0HpPdnZ2rdSZMcbqo+joaPj6+lY4vW/fvoiJiXmKNWKMPU21fmRPEATcvHlTCkSzZs1CQkKC\nNH3MmDE4fPhwbVWPMcaMniAIfG0eY0asTtyg0axZM+n/h89PExGfw2eMMcYYe0y1fmSPiCCKIn75\n5RdER0djw4YN+Oabb9CmTRu89tprSE5OxqJFi+Dv76+z53nv3j1ERETA1tYWzZs3x+uvv46//vqr\nllrCGGPV5+XlhaVLl0qvQ0JC4OXlJb3eunUr3NzccPfuXYwdOxaOjo5o1KgRRowYgZycHACAWq2G\nKIooLS2V3hcZGYmRI0fq/cz4+Hi0a9cOVlZWeOONN1BSUsI71YwZsVpP9jQEQcDMmTMxdOhQDBky\nBMeOHcPSpUvRo0cPTJ06FVu3btUJRqNHj8adO3eQkpKCH3/8EVlZWYiMjKydBjDG2GMIDAyEWq0G\nULbzu3//fmRkZEg7rklJSQgMDERISAhOnz6NxMRE/PLLL8jKyqowmQMqPjWbkZGB0NBQjB07FidP\nnoSpqSnUajWfxmXMiNWJ07gaVlZWsLCwQElJCezt7QEAMpkMVlZWsLW1xd27d6WyFy9exLZt2/DH\nH3/Azq7sgchfffUV2rRpg+vXr6NFixa10gbGGKuOgIAAfPHFFwCA9PR02Nvbo1mzZjh48CD69euH\n3bt3Y/Lkyfj000+RmZkJd3d3AMDGjRvRvn17ZGZm6p1vRUfq1q1bh549e2LatGkAgE8++QTbt283\nQMsYY3VFnUr2qiMzMxNEhFatWmmNFwQB586dqyDZiy73v+p/A2OsJqnVaulIFXu0nj17orCwEKdO\nnUJycjJ8fX1RUlKClJQUuLq64tq1a2jUqBEUCoWU6AGAu7s77OzskJmZicaNGz/yczRH7jIyMrRO\nE4uiCG9v70reGV3ufxU4bjJmGIaMnfU22SsuLoa1tTXS0tK0xhMRmjdvXsG7og1eL8YaOpVKBZVK\nJb3mLj0qJ5PJoFKpoFarkZKSggEDBqC4uBjffvstnJyc0Lt3b+nsxcNKSkpQUlKi9xRscXExRFH3\nSh1BELSu7QMAMzOzSmoYXZ3mMMYekyFjZ525Zk/j4aBV0XUk7u7u+Ouvv1BcXAxnZ2c4OztDEARM\nnToVubm5T6OqjDFWIwICArBnzx6kpKTA19cXvr6+OHLkCBITExEUFAR3d3fcv38fZ8+eld6TkZGB\n3NxcuLu7QyaTAYBW7Hu4P1LNaV0PDw+kpqZqjX94p5kxZlzqXLKnUChw5coV/PbbbwAAa2trnD9/\nHrdv39Yq1759ewQGBmLkyJE4evQoTp06hREjRuD27dtwdHSsjaozxthjCQgIwK5duyCKIpydneHm\n5gZra2sp2XNzc8OAAQMQERGBY8eOITU1FREREfD19YWnpyc6dOgAuVyO999/H5cuXUJsbGyFCVxU\nVBTS0tKwcOFCZGVl4a233uKO6hkzcrWa7Ok7ajdq1ChcvHhRuqbk9ddfx88//4ygoCCdu8u+/vpr\nuLq6ol+/flCpVGjZsiXi4+OfWv0ZY6wmuLq6okWLFlpPuejVqxeUSiXc3NwAlN2A5urqij59+iAg\nIAAdO3aUbqywsbHBF198gU2bNsHDwwMnT57ElClTpHmVj50uLi5ITExEXFwcvL298d///heDBg16\niq1ljD1tAjWQzpX4gd7M8Pgh3vrU5MO82dPFcZM9XRwryqvJ2FnnTuMyxhhjjLGaw8keY4wxxpgR\n42SPMcYYY8yIcbLHGGOMMWbE6m2nyo+Hn/3IDEeh0N/xLWP1G8dN9nRwDDWcBpXs8V0+jDFWPRw3\nGav/+DQuY4wxxpgR42SPMcYYY8yIcbLHGGOMMWbEGtQ1e/oez8aYPgqFHXJz79R2NRirdRw32ZPg\nWFo38OPSGNOLH9tTU/hxafUXx0325Hj7f1z8uDTGGGOMMVYl9SrZi46Ohq+vb4XT+/bti5iYmKdY\nI8YYY4yxuq1eJXuPIggCX1/CGGOMMVaOUSV7jDHGGGNMW40le15eXli6dKn0OiQkBF5eXtLrrVu3\nws3NDXfv3sXYsWPh6OiIRo0aYcSIEcjJyQEAqNVqiKKI0tJS6X2RkZEYOXKk3s+Mj49Hu3btYGVl\nhTfeeAMlJSV8IShjrF66fPkyRFFEQkIClEolFAoFZsyYgfT0dHTp0gXW1tYIDg5GXl4eioqKMHPm\nTDg5OUEmk0GpVGLVqlXSvJRKJVasWIEXXngBcrkcXl5eOHbsGABg/Pjx6N+/v9Znz5kzBwMHDnyq\n7WWMPT01luwFBgZCrVYDKHu8zv79+5GRkYG//voLAJCUlITAwECEhITg9OnTSExMxC+//IKsrKwK\nkzmg4lOzGRkZCA0NxdixY3Hy5EmYmppCrVbzaVzGWL22ePFiJCYmYtWqVYiNjUVoaCg++ugj7Ny5\nE/v27cPatWuxePFiJCQkYMuWLTh37hwiIyMxefJk3Lx5U5pPTEwMZs+ejdOnT8PW1hYTJ04EAAwf\nPhy7d+/G3bt3pbJxcXF49dVXn3pbGWNPR40lewEBAUhOTgYApKenw97eHi4uLjh48CAAYPfu3XB1\ndUVycjK++uordO3aFV27dsXGjRuxY8cOZGZm6p1vRUfq1q1bh549e2LatGlwc3PDJ598glatWtVU\ncxhjrFbMmzcPHh4eePXVV9G4cWOEh4fDz88Pvr6+UKlUOHv2LDw9PbFmzRo8//zzUCqVmDNnDoqL\ni5GVlQWgbCc5IiICAwcOhKurK6ZPny4d2fPx8YGjoyO2bdsGAEhNTcXNmzf5yB5jRqzGOlXu2bMn\nCgsLcerUKSQnJ8PX1xclJSVISUmBq6srrl27hkaNGkGhUMDd3V16n7u7O+zs7JCZmYnGjRs/8nM0\nR+4yMjK0ThOLoghvb+9HvDu63P+q/w2MsZqkVqulo/ys+pydnaX/5XI5WrdurfW6sLAQAwcORFJS\nEqZPn46srCycOHECAFBSUiKVdXFxkf5XKBQoLS0FEUEQBAwbNgzff/89IiMjsWnTJgQHB0Mul1dQ\no+hy/6vAcZMxwzBk7KyxZE8mk0GlUkGtViMlJQUDBgxAcXExvv32Wzg5OaF3796ws7PT+96SkhKU\nlJToPQVbXFwMUdQ9ACkIgta1fQBgZmb2iFpGV7U5jLHHpFKpoFKppNfcHVL1mJpqh+WH4x8RYd68\neVi9ejXGjBmDUaNGYeXKlVAqlVrlZDKZzrw1yV54eDg++eQT3L17F3FxcVixYkUlNYp+zJYwxqrD\nkLGzRu/GDQgIwJ49e5CSkgJfX1/4+vriyJEjSExMRFBQENzd3XH//n2cPXtWek9GRgZyc3Ph7u4u\nBafc3FxpenZ2ttZnaE7renh4IDU1VWt8WlpaTTaHMcbqpM8//xzLly/H+++/j6FDh0rXRlf1BjUv\nLy+4uLjgo48+wv379xEYGGjI6jLGalmNJ3u7du2CKIpwdnaGm5sbrK2tpWTPzc0NAwYMQEREBI4d\nO4bU1FRERETA19cXnp6e6NChA+RyOd5//31cunQJsbGxFSZwUVFRSEtLw8KFC5GVlYW33npLJzFk\njDFjZG9vj4SEBGRnZyMlJQUREREwNTVFQUFBlecxfPhwxMbGYsiQITpHExljxqVGkz1XV1e0aNFC\n6ykXvXr1glKphJubGwDgq6++gqurK/r06YOAgAB07NgR27dvBwDY2Njgiy++wKZNm+Dh4YGTJ09i\nypQp0rzK35nr4uKCxMRExMXFwdvbG//9738xaNCgmmwOY4w9VVXpTUAQBKxduxbp6eno0KEDJk2a\nhJiYGPj4+ODkyZNVnndYWBjy8/MRHh7+xPVmjNVtAjWQjun4gd6sevjh3TWlJh/mzWpOcnIywsPD\ncf369QrLcNxkT463/8dVk7GTj90zxlgDcuvWLSQnJ+PDDz/EmDFjars6jLGngI/sMaYX743WFD6y\nV7ecP38eXbp0QdeuXZGQkAArK6sKy3LcZE+Ot//HVZOxk5M9xvTiAFVTONmrvzhusifH2//jqsnY\nWaM3aDDGGGOMsbqlgV2zx8/NZVWjUOjvAJyxhofjJnt8HEvrhgaV7PGhZMYYqx6Om4zVf3walzHG\nGGPMiHGyxxhjjDFmxDjZY4wxxhgzYg3qmr2qPIqINVwKhR1yc+/UdjUYq1M4bjZMHA+NC/ezx5iE\n+4MyBO5nr/7iuNmQ8XZb27ifPcYYY4wxViWc7DHGGGOMGTFO9hhjrI7w8/PDO++8U6Wyt27dwvff\nfy+9FkURe/bsMVTVGGP1GF+zx5iEr1ExBL5mr+ru3r0LmUwGS0vLR5Z97bXXUFxcjK+//hpAWfJn\nZ2cHMzOzGqsPx82GjLfb2laTsbNB3Y3LGGN1ma2tbZXLPvwj0KxZs5quDmPMSBjkNO7ly5chiiIS\nEhKgVCqhUCgwY8YMpKeno0uXLrC2tkZwcDDy8vJQVFSEmTNnwsnJCTKZDEqlEqtWrZLmpVQqsWLF\nCrzwwguQy+Xw8vLCsWPHAADjx49H//79tT57zpw5GDhwoCGaxRhjOoYNG4YRI0ZojRs/fjxCQ0Nx\n6NAh+Pr6wsrKCtbW1ggKCsJvv/0GAFi/fj26d++OIUOGwNbWFmvWrIFKpcLbb78tzWf16tVwdnaG\nQqGAr6+vFPuio6OxYcMGfPPNN3B2dgagfRq3oKAAb775Jpo1a4YmTZogLCwMt27dkua7cuVKODs7\nQy6Xo1OnTvjxxx8NuowYY7WMDODSpUskCAL17NmT0tPTaePGjSQIArm7u9OePXsoOTmZGjVqRMuX\nL6eFCxeSu7s7HTlyhC5dukTz588nMzMzunHjBhERtW7dmpo2bUrx8fF07tw56t27N3Xr1o2IiJKT\nk0kmk1FOTo702S4uLvTdd9/p1AkAAcQDD5UMMMTm0OAZ+3KNj48nW1tbKiwsJCKi4uJicnBwoK+/\n/poaN25MCxYsoMuXL9OBAwfIzc2N3njjDSIiWrduHQmCQHPnzqVz587R77//TiqVit5++20iItq+\nfTs5ODjQ9u3b6cKFC7Ro0SJSKBR048YN+uuvvygsLIxCQ0Ppjz/+ICIiQRDol19+ISKiadOmUffu\n3eno0aN05swZGjJkCD333HNERHTixAmSyWS0fft2unr1Ki1atIgsLS3p3r17Om3juNmQB+PebuuD\nmvwODPJtapK9nTt3SuPs7e0pOjpaeh0cHEwTJkyg+Ph4SklJkcbn5+eTIAikVquJiEipVNKMGTOk\n6du3bycTExMiIiotLaVWrVrRunXriIjo6NGjZGVlRXl5eTp14qDFw6MH1Oh2wMoY+3ItKCggW1tb\n2rFjBxER7dmzh2xsbOjGjRu0ZMkSrbKzZ8+m3r17E9E/yd6DBw+k6eWTPR8fH/r444+13u/n50cL\nFy4kIqKIiAgaMWKENE2T7D148IDMzc3p5MmT0rS8vDyytLSk/fv309atW8nc3JzS0tKIqCyOJiUl\ncdzk4aHBuLfb+qAmvwODXrOnOb0AAHK5HK1bt9Z6XVhYiIEDByIpKQnTp09HVlYWTpw4AQAoKSmR\nyrq4uEj/KxQKlJaWgoggCAKGDRuG77//HpGRkdi0aROCg4Mhl8srqFF0uf9V/xsYYzVJrVZDrVbX\ndjWeGplMhsGDB2Pr1q0ICgpCXFwcgoOD4ejoiFGjRiE2NhanTp1CRkYGTp06he7du0vvtbe3r/Bm\njMzMTMydO1frtG5hYSGcnJwqrU92djYKCwvh6+urNb6goADnz5/HsGHD4O3tDW9vb3h4eGDgwIEY\nM2YMx03GapkhY6dBkz1TU+3Zi6L2JYJEhHnz5mH16tUYM2YMRo0ahZUrV0KpVGqVk8lkOvPWJHvh\n4eH45JNPcPfuXcTFxWHFihWV1Cj6MVvCGKsqlUoFlUolvY6Jiam9yjwlw4YNw6uvvoqVK1di69at\nWLt2La5fv46uXbuiS5cuCAgIwNixY5GYmIiUlBTpfRYWFhXOs6SkBLGxsejXr580johgbW1daV2K\ni4sBAMnJyWjUqJHWe5s2bQq5XI5Dhw4hJSUFiYmJ2Lx5Mz799FPs378fHTt21DPH6KotBMbYEzFk\n7Kz1u3E///xzfPrppwgLCwMAZGRkACgLTFXh5eUFFxcXfPTRR7h//z4CAwMNVlfGGNPH398foigi\nNjYWRUVFCAgIwGeffYZGjRohMTFRKrd06dIqz9Pd3R1Xr17VOkMyYcIE9OrVC2FhYRU+s9bFxQUm\nJia4ffs2vL29AQD379/HiBEj8O677+LWrVs4cOAA3nnnHfj4+OD9999Hu3btsGvXrgqSPcZYfVfr\nnRZadksAACAASURBVCrb29sjISEB2dnZSElJQUREBExNTVFQUFDleQwfPhyxsbEYMmSIztFExhgz\nNBMTEwwZMgSLFi3CK6+8AhMTEzRp0gTXr1/H7t27kZ2djcWLFyMxMRH5+fkVzqf8Tu60adOwbNky\nbNiwARcvXkRMTAzWrFmD9u3bAyi7pOXKlSvS3b0aCoUCUVFRmDhxIvbu3YuzZ89i1KhRSE9Ph5ub\nG8zNzbFw4UKsXr0aly9fRnx8PP773/+iS5cuhlk4jLFaZ7Bkr6K9zofLrF27Funp6ejQoQMmTZqE\nmJgY+Pj44OTJk1Wed1hYGPLz8xEeHv7E9WaMsccRHh6OBw8eYNiwYQCAoUOHYuTIkRg6dCi6du2K\n7OxsbNq0CVlZWdLO7MOxrPzroUOH4oMPPkBMTAw8PDwQHx+P+Ph4eHp6AgBGjRqFixcvwsvLS6cu\nS5YsQb9+/RAWFobnn38e+fn5+Pnnn2Fubg4fHx+sWrUKS5YsQfv27TFz5kx8/PHH8Pf3N9SiYYzV\nMqN4gkZycjLCw8Nx/fr1CstwT/Ds0bjHeEPgJ2jUXxw3GzLebmsbP0Hjf27duoXk5GR8+OGHGDNm\nTG1XhzHGGGOszqnXR/bOnz+PLl26oGvXrkhISICVlVWFZXkPlT0a78kaAh/Zq784bjZkvN3WtpqM\nnfU62asODlrs0Ti4GQIne/UXx82GjLfb2sancR/bo28aYQ2XQmFX21VgrA7iuNkQcTw0Lg0q2eO9\nFMYYqx6Om4zVf7Xezx5jjDHGGDMcTvYYY4wxxowYJ3uMMcYYY0asQV2zV5WnejDjpFDYITf3Tm1X\ng7F6h+Nmw8Px0vhw1yusgeBuBGoLd71Sf3HcbKh4m60LajJ28mlcxhhjjDEjxskeY4wxxpgRq5PJ\n3t69e3HmzJnargZjjNW49evXw8nJ6YnnQ0RYtWqVdJonMjISI0eOfOL5MsaMT51M9vr06YPff/+9\ntqvBGGN1VnJyMt544w0p2Vu+fDlWrlxZy7VijNVFdfZuXL44lDHGKqaJkZq/CoWiNqvDGKvDavTI\nnpeXF5YuXSq9DgkJgZeXl/R669atcHNzQ1ZWFoKCgmBjYwO5XA5fX19kZGQAAJRKJQDgxRdfxIIF\nCwAAKSkpeP7552FpaQkPDw9s3LhRmmdkZCQiIiLg7e2Npk2b8ulfxthTs3LlSjg7O0Mul6NTp074\n8ccfAQDXrl1DSEgIrK2t0bp1a8yZMwdFRUV653HmzBn4+/vD0tISrq6uiI2N1Zr+3XffoUOHDrCy\nskK3bt1w+PBhXL58Gf7+/gAAMzMz7Nu3T+c0bmJiIjp37gxLS0s8++yz2Lx5szRNpVLh3XffRWBg\noPS5O3furOnFwxirK6gGzZo1i0JCQoiIqLS0lBo3bkxmZmZ0//59IiIaN24cTZo0idzc3Gj8+PGU\nnZ1NJ06coB49etBLL71ERES3b98mQRBo8+bN9ODBA7px4wbZ2NjQsmXL6OLFi7Rp0yaytbWlhIQE\nIiKKiIggExMT2rZtGx07doxKS0v11g0AAcRDgx1qdFVn1WCsy/7EiRMkk8lo+/btdPXqVVq0aBFZ\nWlpSTk4Ode3alUaPHk1ZWVm0f/9+8vDwoOnTpxMR0bp166hly5ZERJSXl0ctW7ak//u//6MLFy7Q\nzp07ycnJiZYvX05ERLt37yYzMzP67LPP6OLFizRr1ixq3Lgx5ebm0tatW0kQBLpx4wYVFhZSZGQk\njRw5koiIfvnlF5LJZLR06VI6f/48ffzxx2RmZkZHjx4lIqLevXuTpeX/s3fnYVGV7R/AvzMgizC4\nsLgiiCBolgtomKiDC2qp0OuCSyhaapk78ivNBUzLyi2XgqRS08zcFbfcRsUlRZRQQFnExLR6XxU0\nXlmG5/eHcV5HUNEYzszw/VzXXJ1tnnOfwXN3zzznPKe6WL16tcjMzBQDBw4UDRo0KJU/mTer6ss0\nz1ljU5F/hwr9ix46dEjUrl1bCCFEYmKi8PDwEF5eXmLfvn1CCCHc3d3F7t27xYIFC8S9e/ek90VF\nRQkXFxdpXqFQiIMHDwohhJgxY4YIDAzU2U9ERITo2rWrEOJBsde2bdunxsakVdVfFfpPnZ6BqX72\nW7ZsEZaWluL8+fNCiAdfcPfv3y9iY2OFvb290Gq10rYajUZYWlqKoqIinWIvJiZGtGzZUqfdVatW\niSZNmgghhOjfv79UwJXs47333hO//vqrOHz4sFAoFNJ+hg8fLm37+uuvi0GDBum0O2jQIDFgwAAh\nxINir3///tK6X375RSgUCnHt2jWd9zBvVtWXaZ6zxqYi/w4Ves1ehw4dUFBQgMTERBw9ehQdO3aE\nVqtFXFwcPDw8kJ2dDX9/f3Ts2BFr1qxBfHw8Ll26hISEBDg4OJTZZkpKCvbs2aNzPUpRURGcnJyk\n+ZKu36eLeGha/feLiCqSRqOBRqOROwy969mzJ1q3bo3WrVujRYsW6Nu3L958803s2rULd+7cQY0a\nNaRthRAoLCzE1atXddpISUnBxYsXdfJbcXExCgoKUFhYiJSUFIwaNUpap1AoMH/+fABARkbGY2NL\nTU3F6NGjdZa1b98eK1eulOabNGkiTZfsv+yu5oiHptVg3iTSD33mzgot9iwsLKBWq6HRaBAXF4fe\nvXujqKgI33//PZydnaFWq6HVatG2bVs4ODggKCgIQ4cORUpKipTAHqXVajFkyBDMnDlTWiaEgJmZ\nmTRvaWlZzggj/sHREVF5qNVqqNVqaT4yMlK+YPTI2toaJ0+eRFxcHGJjY7Fp0yYsX74cYWFh8PDw\nkK7fKyGEKDXkSlFREdRqNaKjo0tta25uDgsLi+eO7VFarRbFxcXSfFltP/gx4VERzxUDET0bfebO\nCh96pUePHjh06BDi4uLQsWNHdOzYET///DNiY2PRs2dPHD58GNnZ2dBoNAgLC0OXLl1w9erVxyQZ\nwNPTE5cvX4abm5v02r9/P2JiYio6dCKicjt48CDmzJkDPz8/zJ8/HykpKahTpw6EELh27Rpq164t\n5azff/8d06ZN0ym2AMDLywuXL1+Gi4uLtG1iYiLmz58PhUIBDw8PJCQkSNsLIdC8eXP89NNPT3xm\nrZeXF06dOqWz7OTJk/D09ATA590SVTV6Kfb27t0LpVIJNzc3NG3aFLa2toiNjUWvXr1gb2+PvLw8\nbN68GVlZWYiJicHKlSuRn58vtWFra4sLFy4gNzcXY8eOxblz5zB9+nSkpaVh06ZNCA8Pr5BBSYmI\nnpelpSU+/PBDfPXVV8jKysL27dtx7do1+Pr6onHjxhg6dCh++eUXnDx5EiNGjICZmVmpXog33ngD\n+fn5eOutt5Camor9+/dj7Nix0mUtEydOxIYNG/D1118jPT0d77//Pu7cuYP27dvD1tYWAHD27Fnc\nv38fwP9+mZsyZQq2bNmCzz//HGlpaViyZAm2bt2Kd999V9rucV+wicgEVdjVfw9p3LixCA4OluYH\nDBgg3NzcpPnIyEjh5OQkbG1txcCBA8WJEyeEUqmULg6eNWuWsLa2FlOmTBFCPLizrG3btsLS0lK4\nurqKhQsXSm09fAfakwC80Lhqv/TyT53KwZQ/+5iYGNG0aVNhZWUl3N3dRVRUlBBCiCtXrog+ffoI\nGxsb4eDgIEaPHi3dlLZq1Srh7OwstXHu3DmhVquFtbW1qF+/vnj//fd1bu5YvXq1aNKkibC2thZ+\nfn4iISFBCCFEQUGB6Nmzp7CyshJbtmwplQs3btwomjVrJiwtLUXLli3F1q1bpXVqtVrMnDlTmr9y\n5YpQKpUiIyND5/iYN6vqy3TPWWNSkX8Hxd8NmrwH3RZV4lCpTApUkX/qBkeh4GdvrJg3qyqes4ag\nInOnQT4ujYiIiIgqBos9IiIiIhPGYo+IiIjIhLHYIyIiIjJhFTqosuHj2FJVlUpVS+4QiIwU82ZV\nw3xpeqpUsce7i4iIng3zJpHxYzcuERERkQljsUdERERkwljsEREREZmwKnXNHh/+XXWoVLWQm3tL\n7jCIjB7zpuljvjR9fFwamSg+7sdQ8HFpxot5s6rgOWqI+Lg0IiIiIioXoy/2XF1d8fXXX8sdBhGR\nXhUUFCA6Olpv7YeGhiIkJERv7RORfIy+2FMoFLymhIhM3vr16zF37ly9tc9cSmS6jL7YIyKqCvR9\nTZUQgtdtEZkovRV7WVlZUCqV2LlzJ1xdXaFSqTB16lQkJSXB29sbtra2CAwMRF5eXpndB0qlEocO\nHQIA5OXlYdy4cXByckLt2rUxfPhw3Lt3T9o2JSUFfn5+sLa2RuvWrXHu3Dl9HRYR0XMryYtbtmyB\nu7s7rK2t8dprr+E///kPAODbb79Fs2bNYGlpCUdHR4wdOxZarRYajQYjR47E9evXYWZmhqtXr0Kt\nVmPmzJml2s7MzATwIIfOmjULTk5OCAgIeGL7RGTa9D70yieffILY2FgkJiYiJCQEsbGx+PLLL2Fu\nbo4+ffrgm2++eWr3wZgxY5CQkICtW7dCpVJhxIgRmDJlCr766isIIbBy5UqsXr0azZs3xzvvvIPR\no0fjzJkz+j40IqLnMn/+fKxfvx5CCPTt2xefffYZevfujXfffRfff/89vL29cfr0abzxxhvw9/dH\nUFAQlixZgk8++QTnzp2Dg4NDubpdd+zYgePHj6OoqAhxcXGPbX/AgAGVdOREJAe9F3szZsxAixYt\n0KJFC0ycOBGDBw+Gv78/AECtViM1NRXA47socnJysGHDBuzduxcdOnQAAERFReHo0aMAHlxn8vbb\nbyMwMBAAMGHCBCYuIjJos2fPRtu2bQEAQ4cOxZkzZzBw4EB88803CAoKAgA4Oztj4cKFSE5OxoAB\nA2BnZwelUgknJ6dy72f06NHw8PAAACQkJDy2fSIybXov9tzc3KRpa2truLi46Mzn5+c/8f2XL19G\nUVERvL29pWVt27aVEiUANGnSRJq2s7NDYWEhhBBlfOuNeGha/feLiCqSRqOBRqOROwyD9nDOUqlU\nKCwsRJs2bWBlZYXZs2cjOTkZSUlJSEtLQ7du3Z57P66urtL087cf8dC0GsybRPqhz9yp92LP3Fx3\nF0pl6csEHy3KioqKpGkLC4un7sPMzKzUsqcXe0SkD2q1Gmq1WpqPjIyULxgD9WheE0Jg3759CAwM\nRGhoKHr16oXZs2dj7Nixj23jSXmzhJWVlTS9b98+BAUFYfjw4eVq/38iyrENEf1T+sydBnE3roWF\nBe7evSvNl1xgDDz4ZdDMzAwJCQnSsgMHDsDT05N3jhGR0Ssp2mJiYjBixAhERUVh5MiR8PLyQnp6\nupTnHi3uLCwskJubK80/nDfLsnLlSoSGhj62fSIyXbIWeyVJpm3btjh06BAOHTqEixcvYvz48bC0\ntAQA6YaMiRMn4ueff8a5c+fwf//3f+jWrRsfw0RERq8kh9nb2+PEiRNISkrCxYsXERoailu3buH+\n/fsAAFtbW+Tk5CAtLQ1arRZt27bF5s2bER8fj/j4eMyePfuJN2w4ODg8sX0iMl16LfaedqdYyd1k\nISEh6N+/PwIDA9GzZ08MHDgQzs7O0naLFy9Gu3bt0LNnTwQEBKBdu3ZYsGDBY/fBgUGJyFA9mp9K\n8mBERATq1auH9u3b49VXX0WrVq0wbdo0nD9/HgDQtWtXeHl5oWXLlkhMTMSUKVPg7e2NTp06YciQ\nIfjggw/KvKSlxNPa56DKRKZLIarIT2N8oHdVw199DQV/gTdezJtVBc9RQ1SRudMgrtkjIiIiIv1g\nsUdERERkwljsEREREZkwFntEREREJkzvgyobFt5pVlWoVLXkDoHIRDBvmjrmS9NXpYo93m1ERPRs\nmDeJjB+7cYmIiIhMGIs9IiIiIhPGYo+IiIjIhFWpa/b4KCDTolLVQm7uLbnDIDJpzJumj7nU9PFx\naWTE+IgfY8DHpRkv5s2qgueoIeLj0oiIiIioXAy62Pvjjz/w448/yh0GEZHenThxAm5ubrCxscG+\nffvkDoeITIhBd+OOGDECRUVF+O677/5xW+yOMEXsejAG7MYtn6CgIOTn5yM6OhpOTk6wsrKSOyTm\nzSqD56ghqjLduPzHR0RVRU5ODry9vdGoUSODKPSIyHSUu9i7cuUKevfuDTs7Ozg7O+Pjjz8GAGRn\nZ2PgwIGwt7eHo6Mjxo8fj/z8fADAqlWr4OzsrNOOWq3GzJkzAQChoaGYOHEiBg8eDFtbWzg7O2P1\n6tUAgIiICKxZswbr1q2Dm5vbg2CVSsyaNQtOTk7o3r07mjdvjs8++0yn/fbt22Px4sXP+XEQEVU+\nV1dXHDlyBB999BHc3Nxw/fr1J+ZVX19f9O/fHzVr1sTXX38NtVqNTz75BN27d0f16tXh6+uLzMxM\njBo1CiqVCp6enjh+/Li0v1mzZqFhw4awtrbGK6+8glOnTsl16ERUCcpV7OXn5yMgIACWlpY4deoU\nvv76a3z66adYs2YNunTpgry8PBw5cgQbN27Enj17EBYW9ti2FAqFzq38UVFR8Pb2xoULF9C/f3+8\n8847uHPnDsLDwzFw4ED0798fZ86ckbbfsWMHjh8/js8//xyDBw/Wuabv6tWrOHPmDAYNGvQ8nwUR\nkSzi4+PRvn17TJ48GadOnYK/v/8T8+rp06fh6emJM2fOoE+fPgCAefPmYfTo0Th79ixu3boFHx8f\nNGrUCPHx8fDw8MDEiRMBAFu3bsWKFSvw/fffIzU1FW3atEH//v1lOW4iqiSiHGJjY4WNjY3Izc2V\nln3//fdi9erVonr16uL27dvS8r179wpzc3ORk5Mjvv32W9GwYUOdttRqtZg5c6YQQojhw4cLHx8f\naV1ubq5QKBTi2LFj0vo33nhDWq9QKMSKFSuk+bS0NKFQKERWVpYQQohPP/1U+Pv7l3kMAAQg+DKp\nV7n++ZLM+HcqH7VaLWbMmCG2b9/+1LyqUCjEX3/9Ja3v3LmzCA4OlubDwsKEq6urNL9lyxZhY2Mj\nhBBi0aJFok6dOuLKlStCCCHu3r0rDh8+LIqKikrFxLxZVV48Rw1RRf5dyvXLXnJyMtzd3aFSqaRl\ngwcPxo0bN+Du7o6aNWtKy9u3bw+tVou0tLRyFZtNmjSRpkvaLywsfOz2rq6u0rS7uzvatm2LDRs2\nAAA2bNiAwYMHl2u/RESGKDU19bF5NT09HQBgb2+P6tWrS+sVCoV0uQsAWFlZoVGjRtK8tbW11A08\nZMgQ1KhRA02aNIGvry+WLl2KZs2awczMTN+HRkQyKdcTNCwsLMpcbm1tXWqZVqsFABQXF5c58npR\nUZHOfLVq1Upt86CgLdujFy4PGTIE69atw8CBA5GUlPSU7oiIh6bVf7+IqCJpNBpoNBq5wzBaT8qr\nJf8t6wYOc3PddK5Ulv1dvk6dOkhOTsbBgwexa9cuREdHY8WKFYiPj0e9evXKeEfEQ9NqMG8S6Yc+\nc2e5ir2mTZsiIyMDd+/elX59mz17NmJiYnDnzh3cvn0btWrVAgCcPHkSZmZmcHd3R3p6Ou7evSu1\nI4RAZmYm/P39yxVceR7TExwcjKlTpyImJgYBAQFSHGWLKNd+iej5qdVqqNVqaT4yMlK+YIyMQqGA\nl5cX0tPTH5tXL168+I/2sXHjRvz+++8YN24cAgIC8Omnn8LR0RFxcXEYMGBAGe+I+Ef7I6Ly0Wfu\nLFc3bo8ePeDs7IxRo0YhNTUVe/bswbJly7BkyRI0bdoUISEhSEpKgkajwYQJEzB48GDUqlULPj4+\nyM3NxdKlS5GZmYnw8HDcvn273MGpVCpcvXoVv/3222O3qVu3Ljp37oxFixaxC5eIjFZJj0a3bt2e\nmFcf994n9Yg8rKCgAO+99x42b96MrKwsrF27Fvn5+WjVqlWFHQsRGZZyFXtKpRLbt2/HrVu30KZN\nG4wdOxazZ8/GgAEDsG3bNigUCvj6+iI4OBiBgYGIiYkBAHh4eGDBggX46KOP0Lp1axQVFSE4OFhq\n99E7cx81bNgwZGRkPDUJBQcHQ6FQIDAwsDyHQ0RkcEpyoUKheGJeLStvPrrscdsAwNChQ/HBBx8g\nLCwMXl5e+Pzzz/HDDz/Aw8NDn4dHRDIy6CdolNecOXOQkpKC9evXP3YbjgRvijjquzHgEzSMF/Nm\nVcFz1BBVZO4s1zV7hurChQs4d+4cli1bJt2RS0RERET/Y9CPS3uas2fP4p133sEbb7yBLl26yB0O\nERERkcExiW7c8mB3hCli14MxYDeu8WLerCp4jhqiisydRv3LHhERERE9mVFfs/fsnj5uHxkPlepJ\nYyoSUcVg3jR1zKWmr0oVe/yZmojo2TBvEhk/duMSERERmTAWe0REREQmjMUeERERkQmrUtfsPenR\nbGR8VKpayM29JXcYRCaNedP4MDfSozjOHhkxjg1lDDjOnvFi3jRWPOdMAcfZIyIiIqJyYbFHRERE\nZMJY7BERGanz588jLi5O7jCIyMCx2CMiMlKvv/46Ll++LHcYRGTgWOwRERkxXohPRE9T6cVeVlYW\nlEoldu7cCVdXV6hUKkydOhVJSUnw9vaGra0tAgMDkZeXh8LCQoSHh8PZ2RkWFhZwdXVFVFQUAGDD\nhg2oVasWCgsLpbb37dsHBwcHaLXayj4sIqJKpVarcfXqVYwaNQoODg7Yvn27tK5Vq1YICgqS5hct\nWoSAgAAAQHZ2NgYOHAh7e3s4Ojpi/PjxyM/Pr/T4iajyyPbL3ieffILY2FhERUVh0aJFGDBgABYs\nWIA9e/bgyJEj+Oabb/DJJ59g586d2Lx5My5fvozQ0FBMmDABN2/eRJ8+faDVavHTTz9JbW7YsAED\nBgyAmZmZXIdFRFQptm7dioYNG2LRokXo1KkTNBoNAOD27du4cOECTp48KW27f/9+9OrVC4WFhejS\npQvy8vJw5MgRbNy4EXv27EFYWJhMR0FElaHSx9nLysqCm5sbdu/ejZ49ewIAHBwcMH78eMyePRsA\nEBQUhIYNGyIgIAD29vbo0KEDACA/Px/W1tY4fPgwOnfujJCQEJiZmWHVqlUoKChA3bp1sW3bNnTq\n1KnUfjlelCniWFLGgOPs6U/jxo0xY8YMKJVKLF26FOfOncOOHTuwZMkSnD59GufOnYOLiwtq166N\n+Ph4XL58GYMHD8b169dRs2ZNAA96RHr37o1bt25BpVLptM+8aax4zpmCisydsj1Bw83NTZq2traG\ni4uLznxBQQH69u2L/fv3IywsDJcuXUJCQgIASN20Q4YMwZAhQ1BYWIiffvoJ1atXL7PQ+5+Ih6bV\nf7+IqCJpNBrpVybSP4VCgYCAAIwaNQq3b9/GkSNH4O/vj+LiYhw7dgzZ2dlwcHCAl5cXtm/fDnd3\nd6nQA4D27dtDq9UiLS0Nbdq0KWMPEQ9Nq8G8SaQf+sydshV75ua6u1YqdXuUhRCYMWMGvvrqK7z5\n5psYNmwYvvjiC7i6ukrbdO/eHdWqVcP+/fuxceNGDBo06Cl7jaiY4InosdRqNdRqtTQfGRkpXzBV\nRIMGDdCsWTMcPXoUR48exWeffYaCggIcP34cGRkZ6NWrF4AHX6QfVfLl+fHXOkfoKWoiepg+c6dB\nPxs3Ojoay5cvR3BwMAAgOTkZwP/uPjM3N0f//v2xbds27N27F7t375YtViKiyvbwc2t79OiB7du3\n4+LFi/D19UVBQQHGjRsHOzs7zJw5EwDg5eWF9PR03L59G7Vq1QIAnDx5EmZmZnB3d5flGIhI/wy6\n2LO3t8fOnTvRtm1b/Pbbb5g8eTLMzc1x//59aZshQ4age/fucHZ2hre3t4zREhFVLltbW6SkpOD2\n7dvo0aMHevfuDR8fH1hZWeGVV17BlStXYG5ujm7dugF40BvStGlThISE4OOPP8Z//vMfTJgwAYMH\nD5aKPyIyPbLcjfvwt9EnbfPNN98gKSkJL7zwAsaPH4/IyEj4+fnh/Pnz0nZ+fn5wdHTE4MGD9Rky\nEZHBGTduHKKjozFq1Ch06tQJ5ubm6NixI4AHhWDr1q3Rvn172NjYAHiQV7dt2waFQgFfX18EBwcj\nMDAQMTExch4GEelZpd+NW9Hy8vJQt25dnDlzBp6eno/djneVmSLecWYMeDeu8WLeNFY850yBSdyN\nWxE2bdqEHTt2oFWrVk8s9IiIiIiqKqP+Zc/T0xNarRbbt2/HCy+88MRt+Q3VFPHbqzHgL3vGi3nT\nWPGcMwUVmTuNuth7FkxapogJzRiw2DNezJvGiuecKWA37nN7+o0hZDxUKt49SKR/zJvGhrmRHlWl\nij1+0yEiejbMm0TGT5ahV4iIiIiocrDYIyIiIjJhLPaIiIiITFiVumavPE/uIMOkUtVCbu4tucMg\nqnKYNw0f8yM9DYdeISPBoQSMFYdeMV7Mm8aC55gpqsjcyW5cIiIiIhPGYo+IiIjIhOml2Dtx4gTc\n3NxgY2ODffv26WMXZYqLi4NSyfqViEzDqlWr4OzsXCFt3bt3D6tXr66QtojIuOilMvr000/h6emJ\nlJQUdO7cWR+7ICKiZ7Bw4ULExMTIHQYRyUAvxV5OTg68vb3RqFEjWFlZ6WMXRET0DHgBP1HVVeHF\nnqurK44cOYKPPvoIbm5uuH79OgYOHAh7e3s4Ojpi/PjxyM/PB1B2F4VarcbMmTMBAKGhoZg4cSIG\nDx4MW1tbODs763RD3L17F0OHDkWNGjXg4eGBn3/+uaIPh4hIr7KysqBUKrF+/Xo0aNAAtWrVwoQJ\nE1BUVFRq29jYWLRp0wbW1taoWbMmBg0ahLt37wIAIiIiMGjQIIwbNw41a9aEk5MT5s+fD+BBrp0z\nZw6OHz8OMzMzAIBGo4G3tzeqV68OFxcXaVsiMj0VXuzFx8ejffv2mDx5Mk6dOgV/f3/k5eXhyJEj\n2LhxI/bs2YOwsLDHvl+hUOiM6xQVFQVvb29cuHAB/fv3xzvvvIM7d+4AAMaMGYPk5GRoNBpEbuu8\noQAAIABJREFURUVh8eLFHBOKiIzS3LlzsWnTJmzduhVbt27FjBkzdPLZlStX0L9/f4wdOxaXLl3C\nxo0bcejQIURFRUnbbN26FRYWFkhISMD//d//Yfr06UhNTcWgQYMQFhaGdu3a4caNG9BqtejXrx8C\nAwORmpqKFStWYM6cOdi/f78ch05EelbhxZ6DgwMsLCxQvXp1nDp1CtevX8fatWvRokULqNVqrFix\nAtHR0cjNzS1Xey+99BKmTp0KV1dXzJkzB/fv38eFCxeQk5ODjRs3YsmSJWjdujW6du2KyMhIdlUQ\nkVFasGAB2rdvD7VajQ8//BAxMTEoLi6W1mu1WixduhRvvfUWGjVqhO7du6Nr165ITk6WtqlVqxYW\nLlwINzc3TJ06FbVr10Z8fDysrKxgY2ODatWqwcnJCTk5Obh9+zacnJzQqFEj9O7dG4cOHcJLL70k\nx6ETkZ7p9QkaqampcHd3R82aNaVl7du3h1arRVpaWrnaaNKkiTStUqkAAIWFhbh8+TK0Wi1atWol\nrff29n5KaxEPTav/fhFRRdJoNNBoNHKHYXQ6dOggTXt7e+PWrVv4/fffpWXu7u6wsLDAvHnzcPHi\nRek1ZMgQaRsXFxedXwNVKhUKCwtL7at27doYN24cxo4di7lz56J3794ICQlBnTp1yogs4qFpNZg3\nifRDn7lTr8WetbV1qWVarRYAUFxcXGaX66PXqVSrVq3UNg//evfwdFnb6op4ynoi+qfUajXUarU0\nHxkZKV8wRsTc/H/puCRPllxfBwCJiYno0KEDAgMD0alTJ4SFhWHx4sU6bVhYWJRq93G9HUuXLsX4\n8eOxbds27Ny5E507d0ZMTAxCQ0Mf2TLiuY6HiJ6NPnOn3galUygU8PLyQnp6Om7fvi0tP3nyJMzM\nzKRvqSUXFwMPklJmZma52vf09ES1atVw+vRpadm5c+cq7gCIiCpRQkKCNB0fH4969erB0dFRWvbd\nd9+hY8eOWLduHd5++214e3vj8uXL5b505eEv11lZWXj77bfRqFEjhIeH4+jRoxgxYgR+/PHHijsg\nIjIYein2SpJPt27d0LRpU4SEhCApKQkajQYTJkzA4MGDUatWLfj4+CA3NxdLly5FZmYmwsPDdQrD\nJ7Gzs8Pw4cMxceJEnDp1CkePHsWsWbP0cThERHo3fvx4nD17FgcOHMDs2bMxfvx4nfUODg5ISkrC\n6dOnkZaWhrCwMPzyyy+4f/9+udpXqVS4ceMGsrKyYG9vj40bN2LixIlIT0/H6dOncezYMfj4+Ojj\n0IhIZnop9kq+QSoUCmzbtg0KhQK+vr4IDg5GYGCgNLCnh4cHFixYgI8++gitW7dGUVERgoODddp5\n0t21y5YtQ6dOndCzZ08MGzYMkyZN4t24RGSUBg4ciNdeew1DhgzBqFGj8N577wH4Xz6dMGECOnTo\ngO7du6Njx46oVq0ali1bhvPnz0vbPSn/9evXD0qlEi1atEB+fj527tyJxMREtGrVCn369EHPnj2l\nYa+IyLQoRBW5ffVBEqwSh2qiFLzT2kgpFPzbPUlWVhbc3NyQlZWFRo0ayR2ODuZNY8FzzBRVZO7k\ng2SJiIiITBiLPSIimfHyEyLSJ3bjkpFgN4WxYjeu8WLeNBY8x0wRu3GJiIiIqFz0Oqiy4WFXibFS\nqWrJHQJRFcW8aeiYH+lpqlSxx5+5iYieDfMmkfFjNy4RERGRCWOxR0RERGTCWOwRERERmbAqdc0e\nx7IyfCpVLeTm3pI7DCL6G/Om/JgX6Z/iOHtkYDhelKnhOHvGi3nTUPAcqoo4zh4RERERlYvBFXuh\noaEICQmROwwioipDo9FAqVSiuLhY7lCISA8M7pq9ZcuWyR0CERERkckwuGJPpVLJHQIRERGRyXhq\nN+4XX3wBNzc3WFtbo2XLlti1axeysrKgVCqxfv16NGjQALVq1cKECRNQVFQkvS8uLg7t2rVD9erV\n0aJFC6xdu1an3WXLlsHNzQ22trbo2rUrLl26BKB0N+62bdvwwgsvwMbGBt7e3ti3b5+0LikpCZ06\ndYKtrS3q1auHqVOnQqvV/uMPhYioIpWVRwEgOzsbQUFBsLW1hYuLC6ZNm4bCwkIUFxejQYMGiImJ\n0WmnefPm+OKLLwA8OceGhoZi+PDhaN26NRwdHXHx4kWkpqaiV69esLOzg7W1NTp27Ijk5OTK+xCI\nSD7iCRISEoSFhYXYsWOH+PXXX8W8efNE9erVxfnz54VCoRDNmzcXJ06cEIcPHxYNGzYU7733nhBC\niBs3bgg7OzuxdOlSkZGRITZs2CBq1qwpdu7cKYQQIiYmRtjZ2YkffvhBZGRkiGHDhglPT08hhBDD\nhw8XISEhQgghzp8/L1QqlVi7dq3IzMwUUVFRwtraWpw/f14IIcRLL70kxowZI65cuSKOHj0qnJyc\nxFdffVXmsQAQgODL4F9P/CdJRqiq/00fl0dv374tfHx8xMiRI8WlS5fEsWPHRIsWLURYWJgQQojJ\nkyeLXr16Se0kJSUJc3Nz8ccffzw1xw4fPlyYmZmJbdu2ifj4eKHVaoWHh4d45513RGZmpkhISBDt\n27cXr776qhBCiMOHDwuFQiG0Wq1O7MybhvKq2udQVVWRf/cntrRlyxZhaWkpFVfFxcVi//79Ijk5\nWSgUCrF7925p22+//VbY29uL4uJiMWPGDBEYGKjTVkREhOjatasQQggfHx8xc+ZMaV1OTo4IDw8X\nOTk5OsXeG2+8ISZOnKjTTmhoqHjzzTeFEELUqFFDTJ8+XUpQZ8+eFVevXi37QJm0jOTFpGZqqvrf\n9HF5NDY2Vtjb2+sUWBqNRlhaWgqtVitOnTolLCwsRG5urhBCiFmzZonu3bsLIcRTc+zw4cNF27Zt\npXV//fWXWLBggbh37560LCoqSri4uAghWOwZ/qtqn0NVVUX+3Z94zV7Pnj3RunVrtG7dGi1atEDf\nvn3x5ptvSoNsdujQQdrW29sbt27dwu+//46UlBTs2bNH5/q7oqIiODk5AQBSUlIwY8YMaZ2dnR0+\n/fTTUvtPSUnBhQsX8PXXX0vLCgsL8fLLLwMAZsyYgffffx9fffUVevXqhUGDBqFNmzZPOKKIh6bV\nf7+IqCJpNBpoNBq5wzAYj8uju3btwp07d1CjRg1pWyEECgsLcfXqVbz88stwdnbGjh07MHToUGzc\nuBFTp04FgKfmWABwdXWVpqtXr44xY8ZgzZo1iI+Px6VLl5CQkAAHB4dyHEHEQ9NqMG8S6Yc+c+cT\niz1ra2ucPHkScXFxiI2NxaZNm7B8+XIcO3bswZvN//f2kmvlzMzMoNVqMWTIEMycOVNaL4SAmZkZ\nAMDCwqJcwWm1WoSHh2PEiBE67VhaWgIApk6diuDgYGzfvh27du1CYGAgZsyYgdmzZz+mxYhy7ZeI\nnp9arYZarZbmIyMj5QvGADwuj4aFhcHDw0O6fq+EEAINGzYEAAQHB2Pz5s1o1aoVMjIy0K9fPwB4\nao4FIOVJALh37x7atm0LBwcHBAUFYejQoUhJScH8+fPLcQQRz3/wRFRu+sydT7xB4+DBg5gzZw78\n/Pwwf/58pKSkoE6dOtizZw8AICEhQdo2Pj4e9evXh6OjIzw9PXH58mW4ublJr/3790sXG3t4eOi8\n96+//kLdunVx8eJFnUfzeHp6IiMjQ6edtWvXYuvWrcjJycG4ceOgUCgwbtw47NmzBxEREdiwYUOF\nfThERP/U4/KoEALXrl1D7dq1pfz2+++/Y9q0adJ4d4MHD8b+/fvx448/okePHtKvgE/LsY/SaDTI\nzs6GRqNBWFgYunTpgqtXr+JBTxERmbonFnuWlpb48MMP8dVXXyErKwvbt2/HtWvXYG9vDwAYP348\nzp49iwMHDmD27NkYN24cAGDs2LE4d+4cpk+fjrS0NGzatAnh4eFwdnYGAEycOBFLly7Fli1bkJaW\nhrfffhuOjo5o3rw5hBBSApo8eTI2btyIJUuWID09HdHR0Zg3bx48PDxQo0YN7N+/H+PHj0dqaiqS\nkpKwe/du+Pj46PPzIiJ6Jo/Lo76+vmjcuDGGDh2KX375BSdPnsSIESNgZmYm/SrXokULuLi4YPHi\nxRg0aJDU5tNy7KPs7e2Rl5eHzZs3IysrCzExMVi5ciXy8/Mr5TMgIpk97aK+mJgY0bRpU2FlZSXc\n3d1FVFSUyMrKEgqFQnz00UeiTp06wtHRUcyePVsUFxdL7zt48KBo27atsLS0FK6urmLhwoU67X76\n6aeiYcOGwtbWVvTs2VNkZmYKIR7cgFFyg4YQQmzYsEE0b95cWFpaCi8vL7F27VppXXJysujWrZuw\ns7MTNWvWFMOHDxd37twp8zjAC42N5MULkU0N/6Zl51EhhLhy5Yro06ePsLGxEQ4ODmL06NE6N1EI\nIcTcuXOFjY1NqeVPyrGP5lEhhIiMjBROTk7C1tZWDBw4UJw4cUIolUpx7do1cfjwYaFUKnmDhsG+\neA5VRRX5d1f83eAzycrKgpubG7KystCoUaOKrT71hA/0NhZ84LepqciHeVPlYt40FDyHqqKKzJ0G\n92xcIiIiIqo4z13sPXwjBREREREZpufqxjVG7I4wFuyuMDXsxjVezJuGgudQVcRuXCIiIiIqlycO\nqmx62PVs6FSqWnKHQEQ6mDflxrxI/1SVKvb4MzgR0bNh3iQyfuzGJSIiIjJhLPaIiIiITBiLPSIi\nIiITVqWu2ePYgIZPpaqF3NxbcodBRH9j3qwczH2kTxxnjwwMx5MyNRxnz3gxb1Ymnieki+PsERER\nEVG5yFrsnThxAm5ubrCxscG+ffueu52CggJER0dXYGRERJUvNDQUISEhFd6uRqOBUqlEcXFxhbdN\nRIZP1m7coKAg5OfnIzo6Gk5OTrCysnqudlavXo0ZM2bg2rVrj92G3RHGgl0ZpobduOV39+5dAIBK\nparQdjUaDbp06YKioiIoleX/js+8WZl4npCuisydst6gkZOTgw4dOqBRo0b/qB2eIERkCiq6yCMi\nAmTsxnV1dcWRI0fw0Ucfwc3NDdevX0dQUBBsbW3h4uKCadOmobCwUNo+Li4O7dq1Q/Xq1dGiRQus\nXbsWwINvrCNHjsT169ehVCrx66+/ynVIREQAgJMnT6Jjx46wsbGBra0tevXqhd9++w2rVq2Cn58f\n5syZAycnJ9SsWROTJk2SvrA+3I0bERGBIUOGYMKECVCpVHBzc8OhQ4ewbNky1K1bF3Xq1MEXX3wh\n7TM1NRW9evWCnZ0drK2t0bFjRyQnJ5cZ3xdffAE3NzdYW1ujZcuW2LVrl/4/FCKSjWzFXnx8PNq3\nb4/Jkyfj9OnTCAoKgr29PRISErBu3TrExsZi2rRpAICbN2/itddeQ0hICC5cuIBZs2Zh/PjxiI2N\nRYcOHbBkyRLUq1cPN2/eRMOGDeU6JCIi3L17F6+99hoCAgKQnJyMn376CZmZmZg3bx4UCgXOnDmD\n1NRUHD9+HCtWrMDy5cula5YVCoXOUCdbtmyBnZ0dfvnlF3h7e6N///44dOgQjhw5gjFjxmDy5Mm4\nc+cOhBDo27cvGjdujMTERJw4cQJarRbh4eGl4jt37hwmT56Mzz//HJcvX0ZwcDAGDhyI3NzcSvuM\niKiSCRmp1Woxc+ZMceDAAWFvby+0Wq20TqPRCEtLS1FUVCRmzJghAgMDdd4bEREhunbtKoQQ4ttv\nvxUNGzZ84r4ACEDwZfAvWf9Jkh5Utb/pzZs3xcKFC3WWvf/++6Jz585i1apVQqlUitzcXGldmzZt\nxIcffiiEEGL48OEiJCRECCHE7NmzRb169aTtduzYIRQKhcjKyhJCCHHr1i2hUChEfHy8+Ouvv8SC\nBQvEvXv3pO2joqKEi4uLEEKIw4cPC4VCIbRardiyZYuwtLQU58+fF0IIUVxcLPbv3y/y8vJKHQvz\nJnMfyaci/03IPqiyEAKpqam4c+cOatSoobO8sLAQV69eRUpKCvbs2aNzPUtRURGcnJzkCJmI6LHq\n1KmDYcOGYdGiRUhMTERycjISExPh6+sLAHBwcNDJZXZ2djqXrDzMxcVFmra2ttZ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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "Top words in War and Peace in order prince, pierre, would, could, natasha, man, andrew, time, princess, face, went, french, eyes, know\n", - "\n", - "Top words in Anna Karenina in order one, would, could, vronsky, anna, went, go, come, know, alexey, see, it's, well, kitty\n", - "\n", - "I found it interesting that \"would\" and \"could\" and number 3,4 and 2,3 respectively in both novels - although both could be stopwords, the frequently and closeness in frequency seems like a pattern. However, these two novels have very different top words. \"Went\" and \"Know\" are the only other top shared words.\n", - "\n", - "##Second Part of Assignment 1\n", - "\n", - "Comparing two works from different authors\n", - "\n", - "I chose The Odyssey by Homer and Ulysses by James Joyce since Joyce's work has loose connections to the Odyssey." + "output_type": "display_data" + } + ], + "source": [ + "#The following code compares Darwin's Origin of Species to his Journey of the Beagle\n", + "wf_origin, no = get_wf('http://www.gutenberg.org/files/1228/1228-h/1228-h.htm')\n", + "time.sleep(10)\n", + "wf_Beagle, nb = get_wf('http://www.gutenberg.org/cache/epub/944/pg944.html')\n", + "print wf_Beagle\n", + "plotTwoLists (wf_Beagle, wf_origin, 'Most Frequent Words From two of Darwin\\'s Works')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'men', 101), (u'us', 101), (u'little', 110), (u'man', 111), (u'could', 117), (u'time', 118), (u'black', 120), (u'saw', 128), (u'towards', 129), (u'came', 150), (u'said', 160), (u'people', 160), (u'martians', 161), (u'upon', 173)]\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "# The Odyssey\n", - "(wf_od, tw_od) = get_wf('http://www.gutenberg.org/cache/epub/1727/pg1727.txt')\n", - "# Ulysses\n", - "(wf_ul, tw_ul) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", - "print wf_od, tw_od, wf_ul, tw_ul\n", - "plotTwoLists (wf_od, wf_ul, 'Most Frequent Words From The Odyssey and Ulysses')" - ], - "language": "python", + "data": { + "image/png": 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Tq7pcv35denq3dHc2pf3xxx9SmW+//VZr+vbt28nAwICUSiW99tpr9O6770r9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icePGkZWVFRkYGNBPP/0kp1V3e+Lr66vxVHRRXrSfSfXTrIW7X1HbunUr1apV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- "text": [ - "" - ] - } - ], - "prompt_number": 55 + "output_type": "display_data" + } + ], + "source": [ + "# Now to compare Homer's Iliad and HG Well's The War of the Worlds\n", + "wf_Iliad, ni = get_wf('http://www.gutenberg.org/files/2199/2199-h/2199-h.htm')\n", + "time.sleep(10)\n", + "wf_WotW, nww = get_wf('http://www.gutenberg.org/files/36/36-h/36-h.htm')\n", + "print wf_WotW\n", + "plotTwoLists (wf_Iliad, wf_WotW, 'Most Frequent Words From the Iliad and War of the Worlds')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Are there some words preferred by one author but used less frequently by another author?\n", + "\n", + "Based on the preceeding analysis, the similarity of most commonly occuring words appears to be more context specific than writer specific. There are many similarities in the most frequent words in Darwin's texts. Of the top 10 most commonly used words appear 4 words appear in both works with great (250+) frequency. The Iliad and The War of the Worlds share fewer words (3), but if the Martians counted as Archeons (both invaders) then the number of similar words is th same. A possible extension of this argument would find the proportion of times a word appears in the document. This would control for different sized documents.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From cdaffron" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'go', 135), (u'see', 136), (u'little', 140), (u'upon', 148), (u'boys', 164), (u'got', 171), (u'one', 175), (u'could', 178), (u'time', 180), (u'well', 192), (u'huck', 195), (u'dont', 209), (u'would', 235), (u'said', 349)]\n", + "[(u'time', 292), (u'went', 293), (u'could', 295), (u'dont', 304), (u'get', 332), (u'didnt', 335), (u'well', 349), (u'one', 356), (u'come', 365), (u'would', 392), (u'see', 462), (u'said', 466), (u'\\xa0i', 572), (u'says', 603)]\n" + ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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M9S3MtmqIuUzgLI8iwgdUEuUnPj4eL7zwAmJiYiz+YehERFR+8Bo4IiIiIgvD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\nVvKgRqPBW2+9hby8vAqXqdFolC1zvM8pUfWgSgHn6OiIDz/8EIsXL8b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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "Top words in The Odyssey in order one, said, house, would, men, man went, us, come, go, may, upon, telemachus, son\n", - "\n", - "Top words in Ulysses in order bloom, like, mr, one, old, stephen, says, see, man, would, two, time, back, know\n", - "\n", - "When I add \"says\" and \"said\" to the collection of stopwords, \"bloom\" disappears as the most frequent word in Ulysses. I found this very odd, as this was the only thing I changed, and I did NOT add \"bloom\" to the stopwords.\n", - "\n", - "Proper nouns from both stories are common. However, I thought that \"two\", \"time\", and \"eyes\" being frequent words in Ulysses was interesting and uncommon." + "output_type": "display_data" + } + ], + "source": [ + "#Question 1\n", + "(wf_ts, tw_ts) = get_wf('http://www.gutenberg.org/cache/epub/74/pg74.txt')\n", + "time.sleep(10)\n", + "(wf_ahf, tw_ahf) = get_wf('http://www.gutenberg.org/cache/epub/76/pg76.txt')\n", + "plotTwoLists (wf_ts, wf_ahf, 'Most Frequent Words From The Same Author')\n", + "\n", + "print wf_ts\n", + "print wf_ahf" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'though', 221), (u'know', 228), (u'bingley', 237), (u'jane', 247), (u'one', 259), (u'bennet', 281), (u'miss', 283), (u'much', 320), (u'mrs', 343), (u'darcy', 345), (u'said', 399), (u'would', 465), (u'could', 523), (u'elizabeth', 571)]\n", + "[(u'time', 292), (u'went', 293), (u'could', 295), (u'dont', 304), (u'get', 332), (u'didnt', 335), (u'well', 349), (u'one', 356), (u'come', 365), (u'would', 392), (u'see', 462), (u'said', 466), (u'\\xa0i', 572), (u'says', 603)]\n" ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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bi1gZKu0+ZlZuIiMjSRRFjc4+iZ70mSWKIv36668a5aGhoRrdeKjt2bOHOnfu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0AAAA\no0lEQVTq1KmirKxM9rroyRkzO42dk6aQh6aUfXLknNyZJnd22dnZie+//77GcEMuWyGEAU+qR0RE\nREQmzWKPGSQiIiIiNoNEREREFo3NIBEREZEFYzNIREREZMHYDBIRERFZMDaDRERERBaMzSARERGR\nBWMzSERERGTB2AwSERERWTA2g0REREQWjM0gERERkQVjM0hERERkwdgMEhEREVmw/wet1INaFHpa\nSwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "# Investigate data anomalies" + "output_type": "display_data" + } + ], + "source": [ + "#Question 2\n", + "(wf_pp, tw_pp) = get_wf('http://www.gutenberg.org/cache/epub/1342/pg1342.txt')\n", + "(wf_ahf, tw_ahf) = get_wf('http://www.gutenberg.org/cache/epub/76/pg76.txt')\n", + "plotTwoLists (wf_pp, wf_ahf, 'Most Frequent Words From Two Different Authors')\n", + "print wf_pp\n", + "print wf_ahf" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Question 3\n", + "\n", + "The words would, could, said, and one are prefered by both of the authors. The words Elizabeth and I are strongly prefered by one author, but not the other." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extra Credit\n", + "\n", + "Frequency of 'would'" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tom Swift: 0.00620970299123\n", + "Adventures of Huckleberry Finn: 0.00673134712802\n" + ] + } + ], + "source": [ + "#Frequency of 'would' in works by the same author\n", + "print 'Tom Swift: ' + str(wf_ts[12][1]/float(tw_ts))\n", + "print 'Adventures of Huckleberry Finn: ' + str(wf_ahf[9][1]/float(tw_ahf))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pride and Prejudice: 0.00817251924496\n", + "Adventures of Huckleberry Finn: 0.00673134712802\n" + ] + } + ], + "source": [ + "#Frequency of 'would' in works by different authors\n", + "print 'Pride and Prejudice: ' + str(wf_pp[11][1]/float(tw_pp))\n", + "print 'Adventures of Huckleberry Finn: ' + str(wf_ahf[9][1]/float(tw_ahf))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# From dmercer2" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'first', 280), (u'troy', 281), (u'war', 291), (u'yet', 313), (u'jove', 314), (u'one', 341), (u'thou', 343), (u'hector', 349), (u'oer', 359), (u'achilles', 390), (u'arms', 416), (u'great', 468), (u'shall', 511), (u'thus', 610)]\n", + "[(u'son', 268), (u'telemachus', 269), (u'upon', 270), (u'may', 274), (u'go', 274), (u'come', 287), (u'us', 295), (u'went', 301), (u'man', 313), (u'men', 319), (u'would', 385), (u'house', 386), (u'said', 480), (u'one', 554)]\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", - "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", - "\n", - "(wf_ul, tw_ul) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", - "\n", - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", - "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", - "'says', 'said']\n", - "(wf_ul1, tw_ul1) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", - "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" - ], - "language": "python", + "data": { + "image/png": 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Qe/bsWSxbtkzjdqJq/9TVX1Rpc3R0lHrvz5+XFStW4PDhw+jYsaN0C7c8ldYf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KDQ2lcePGkZ2dHZmYmNBPP/0kl9U2R9GhQwfFU7CFedZ2+rRPLxZsFkNry5Yt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- "text": [ - "" - ] - } - ], - "prompt_number": 57 + "output_type": "display_data" + } + ], + "source": [ + "# Same Author Analysis: \"The Iliad\" and \"The Odyssey\" by Homer\n", + "(wf_ill, wc_ill) = get_wf('http://www.gutenberg.org/cache/epub/6130/pg6130.txt') # word frequencies and count for The Iliad\n", + "time.sleep(10)\n", + "(wf_od, wc_od) = get_wf('http://www.gutenberg.org/cache/epub/1727/pg1727.txt') # work frequencies and count for The Odyssey\n", + "\n", + "plotTwoLists (wf_ill, wf_od, 'Most Frequent Words From The Iliad and They Odyssey by Homer')\n", + "print wf_ill\n", + "print wf_od" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The two works by the same author, The Iliad and They Odyssey by Homer, do not share many words when looking at only their 15 most frequent. They only share one, which is the word \"one.\" Interestingly, the top 15 words from The Iliad do a good job of making it clear that the story is about The Trojan War. The core of the Odyssey is not so clear from its tops words however." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'went', 195), (u'day', 206), (u'first', 212), (u'us', 215), (u'like', 219), (u'without', 223), (u'prison', 238), (u'time', 249), (u'could', 278), (u'convict', 283), (u'said', 289), (u'man', 331), (u'would', 409), (u'convicts', 429)]\n", + "[(u'come', 70), (u'course', 72), (u'may', 79), (u'go', 81), (u'like', 82), (u'time', 82), (u'know', 85), (u'project', 86), (u'could', 106), (u'man', 116), (u'', 121), (u'though', 132), (u'even', 143), (u'one', 195)]\n" + ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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orZcLq5OhF0xXr15NQhQ1Z2FnZ6dTi7Jk5Y6srCwyNzfXq2p/79496tOnDwkh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6AAAB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\nERERkZVg4kdERERkJZj4EREREVmJ/wdVcJPMvuF6FAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "## Indeed, the behaviour indicates a bug\n", - "\n", - "Lets investigate it further by adding print statements:" + "output_type": "display_data" + } + ], + "source": [ + "# Another Same-Author Analysis, this time with Fyodor Dostoyevsky: \"The House of the Dead\" and \"Notes From the Underground\"\n", + "(wf_hod, wc_hod) = get_wf('http://www.gutenberg.org/cache/epub/37536/pg37536.txt')\n", + "time.sleep(10)\n", + "(wf_notes, wc_notes) = get_wf('http://www.gutenberg.org/cache/epub/600/pg600.txt')\n", + "\n", + "plotTwoLists(wf_hod, wf_notes, 'Most Frequent Words from Two Works By Fyodor Dostoyevsky')\n", + "print wf_hod\n", + "print wf_notes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just wanted to check two works by another author to see if it was equally as dissimilar as Homer. Dostoyevsky's two works share a couple more words in common with one another." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'*', 60), (u'time', 62), (u'queen', 65), (u'see', 67), (u'thought', 72), (u'could', 77), (u'know', 78), (u'like', 82), (u'went', 83), (u'would', 83), (u'project', 86), (u'one', 98), (u'little', 125), (u'alice', 358)]\n", + "[(u'shall', 171), (u'think', 172), (u'well', 180), (u'us', 182), (u'may', 212), (u'see', 227), (u'little', 268), (u'mr', 274), (u'man', 284), (u'could', 287), (u'would', 327), (u'one', 368), (u'holmes', 445), (u'upon', 466)]\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "def get_wf_try (URL):\n", - " # first get the web page\n", - " txt = saveUrl (URL)\n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (txt) .lower()\n", - " \n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split('\\s+',t)\n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None) \n", - " print wf['bloom']\n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " print tw\n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - " print wfs[0]\n", - " \n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 1:ml ] [::-1], tw)\n", - "\n", - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", - "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", - "\n", - "(wf_ul, tw_ul) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", - "print wf_ul\n", - "\n", - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", - "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", - "'says', 'said']\n", - "\n", - "(wf_ul1, tw_ul1) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", - "print wf_ul1\n", - "\n", - "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" - ], - "language": "python", + "data": { + "image/png": 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UVL9+/XJ37MjISJIkqVKDKj88XENpBw8epJdffplcXV1JoVDQ008/TbGxsQbH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\nBgZCpVJh8uTJmDFjBg4dOoRz585h3LhxSEtLg5+fX3XDJiKyW3369MH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KDQ2lcePGkZ2dHZmYmNBPP/0kl9U2R9GhQwfFU7CFedZ2+rRPLxZsFkNry5Yt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- "text": [ - "" - ] - } - ], - "prompt_number": 64 + "output_type": "display_data" + } + ], + "source": [ + "# Comparing Two Works From Two Different Authors: \"Alice's Adventures in Wonderland\" by Lewis Carroll\n", + "# and \"The Adventures of Sherlock Holmes\" by Arthur Conan Doyal\n", + "(wf_alice, wc_alice) = get_wf('http://www.gutenberg.org/cache/epub/11/pg11.txt')\n", + "(wf_sherlock, wc_sherlock) = get_wf('http://www.gutenberg.org/cache/epub/1661/pg1661.txt')\n", + "\n", + "plotTwoLists(wf_alice, wf_sherlock, 'Most Frequent Words from Two Different Authors')\n", + "print wf_alice\n", + "print wf_sherlock" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These two books do not share a lot in common. They both have little, see, would, and could in their top 15, but that is about it. It may be worth noting that would, could, and one appeared in almost all of the 6 books I analyzed for this assignment. It seems as though the code missed some *'s and had some kind of trouble with \"Notes From the Underground\" (a blank appeared amongst the most popular words. If doing comparisons from Project Gutenberg, then it might be worth including the words \"project\" and \"gutenberg\" as stop words or somehow cut out the legal text that follows the stories." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "house of death word count: 58133 \n", + "notes from the underground word count: 20810\n", + "\n", + "proportion of all words that are \"man\" in \"House of Death\": 0.00569383998761\n", + "proportion of all words that are \"man\" in \"Notes From the Underground\": 0.00557424315233\n", + "\n", + "Difference between the proportions = 0.0001\n", + "Lower bound 95% confidence interval = -0.0005\n", + "Upper bound 95% confidence interval = 0.0007\n" + ] + } + ], + "source": [ + "from math import sqrt\n", + "# comparing distribution for the word \"man\" in Dostoyevsky's novels\n", + "print \"house of death word count: %s \\nnotes from the underground word count: %s\\n\" % (wc_hod, wc_notes)\n", + "print \"proportion of all words that are \\\"man\\\" in \\\"House of Death\\\": \" + str( float(wf_hod[11][1])/wc_hod )\n", + "print \"proportion of all words that are \\\"man\\\" in \\\"Notes From the Underground\\\": \" + str( float(wf_notes[9][1])/wc_notes ) \\\n", + " + \"\\n\"\n", + "\n", + "# differenct of proportions\n", + "pManHod = float(wf_hod[11][1])/wc_hod\n", + "pManNotes = float(wf_notes[9][1])/wc_notes\n", + "\n", + "diff = pManHod - pManNotes\n", + "\n", + "SEhod = pManHod * (1 - pManHod) / wc_hod\n", + "SEnotes = pManNotes * (1 - pManNotes) / wc_notes\n", + "SEtest = sqrt( SEhod + SEnotes )\n", + "\n", + "LCI = diff - SEtest # lower bound of confidence interval (CI)\n", + "UCI = diff + SEtest # upper bound of CI\n", + "\n", + "print \"Difference between the proportions = \" + str(round(diff, 4))\n", + "print \"Lower bound 95% confidence interval = \" + str(round(LCI, 4))\n", + "print \"Upper bound 95% confidence interval = \" + str(round(UCI, 4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The 95% confidence interval for the difference between the proportions of the word \"man\" in Dostoyevsky's \"House of the Dead\" and \"Notes From the Underground\" contains 0. This is evidence that there is no statistically significant difference between the relative frequency of occurence for this word." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Alice's Adventures in Wonderland word count: 14389\n", + "The Adventures of Sherlock Holmes word count: 48422\n", + "\n", + "proportion of all words that are \"little\" in \"Alice's Adventures in Wonderland\": 0.00430884703593\n", + "proportion of all words that are \"little\" in \"The Adventures of Sherlock Holmes\": 0.00553467432159\n", + "\n", + "Difference between the proportions = -0.0046\n", + "Lower bound 95% confidence interval = -0.0051\n", + "Upper bound 95% confidence interval = -0.0042\n" + ] + } + ], + "source": [ + "# comparing distribution for the word \"little\" in \"Alice's Adventures in Wonderland\" and \"The Adventures of Sherlock Holmes\"\n", + "print \"Alice's Adventures in Wonderland word count: \" + str(wc_alice)\n", + "print \"The Adventures of Sherlock Holmes word count: \" + str(wc_sherlock) + \"\\n\"\n", + "print \"proportion of all words that are \\\"little\\\" in \\\"Alice's Adventures in Wonderland\\\": \" \\\n", + " + str( float(wf_alice[1][1])/wc_alice )\n", + "print \"proportion of all words that are \\\"little\\\" in \\\"The Adventures of Sherlock Holmes\\\": \" \\\n", + " + str( float(wf_sherlock[6][1])/wc_sherlock ) + \"\\n\"\n", + "\n", + "# differenct of proportions\n", + "pA = float(wf_alice[1][1])/wc_sherlock\n", + "pS = float(wf_sherlock[9][1])/wc_sherlock\n", + "\n", + "diff = pA - pS\n", + "\n", + "SEalice = pA * (1 - pA) / wc_alice\n", + "SEsherlock = pS * (1 - pS) / wc_sherlock\n", + "SEtest = sqrt( SEalice + SEsherlock )\n", + "\n", + "LCI = diff - SEtest # lower bound of confidence interval (CI)\n", + "UCI = diff + SEtest # upper bound of CI\n", + "\n", + "print \"Difference between the proportions = \" + str(round(diff, 4))\n", + "print \"Lower bound 95% confidence interval = \" + str(round(LCI, 4))\n", + "print \"Upper bound 95% confidence interval = \" + str(round(UCI, 4))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The 95% confidence interval for the difference between the proportions of the word \"little\" in \"Alice's Adventures in Wonderland\" and \"The Adventures of Sherlock Holmes\" does not contain 0. Both the upper and lower bound of the confidence interval are negative, offering evidence that \"little\" has a statistically significantly higher probability of occurrence in Arthur Conan Doyal's books than they do in Lewis Carroll's." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From rcm684" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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85n8TEdUmrVYLrVYrdxhmTxRFxMXFoaysDC1btpTWFxYWorS0FH5+fnr7l5SU\n4OzZs/D19a3maLGPzGvA3ElU++oyd8pa7Fla6p9epdJvVRZFEbNnz8bq1asxatQoDB8+HCtWrICz\ns7PeflZWVlWO/fRij4jqgkajgUajkZbj4uLkC8bMBQQEICQkBNOmTUN4eDiaNWuG8vJyAEBKSgrs\n7e2lfUVRROPGjWs4UmzdB0tk5uoydxr9e/ZWrVqFpUuXYv78+Rg4cCDu3r0L4GFiIiKi6gmCgNDQ\nUERFRcHd3R1TpkwB8LAlxMLCAteuXYOLiwtcXFzQuHFjTJ48GRcuXJA5aiKqC0Zf7Dk6OiIxMRGF\nhYVIS0tDREQELC0tUVJSIndoRERGTxAEfP7559i8eTN+/PFHqNVqREVFITo6Gj/++CPy8vIwfPhw\nZGdnw83NTe5wiagOyFbsPcvLPgVBwFdffYXs7Gy88sorGD9+POLi4uDr64uMjIzfdWwiIqV4Ws7r\n2rUr3n77bURHR6O8vByLFy9GQEAAwsPD0aVLFzx48AD79++HtbW1gSImIkMSRDNpD+Vg3uaAA2cb\no9oczJsMj7mT5MG8UZu50+ibcYmIiIjoxbHYIyIiIlIwFntERERECsZij4iIiEjBZH2psuHxKV0l\nU6sd5A6BSKGYO8mwmM9rl1kVe+b+ZA8R0Ytg7iQybWzGJSIiIlIwFntERERECsZij4iIiEjBzKrP\nHodRUya12gHFxTfkDoNIsZg7yVCYz+sGh0sjBeCwOsaMw6WZNuZOMizmi0ocLo2IiIiIngmLPSIi\nIiIFM4pi7+OPP0aPHj1+93GuXr2KLVu21EJERERERMpgFMVebZk+fToSExPlDoOIiIjIaCiq2GOn\nTiIiIiJ9shR7ubm58Pf3h62tLXr06IGrV69K29LT0+Hr6ws7Ozu0bt0aK1askLZFRkZi4sSJGDx4\nMOzs7ODk5IT169cDAGJjY7FhwwZs2rQJLi4uBr8mIiJjUVRUBJVKhcTERDg7O0OtVmPq1KnIzs5G\np06dYGdnh9DQUNy/fx+RkZGIiIiAl5cXGjdujNOnT8sdPhHVNtHAHjx4IDo7O4tDhw4V8/LyxDVr\n1ohWVlZijx49xJycHLF+/frirFmzxLNnz4rr168XbW1txa1bt4qiKIoRERGilZWVuHDhQvH8+fPi\npEmTRBsbG/HmzZvi3bt3xfDwcPGtt94Sr1+/XuW8AERA5KTIyeD/jOk58O/H8M6fPy8KgiB2795d\nzM7OFjfzYwOvAAAgAElEQVRu3CgKgiC6u7uLhw4dElNSUkR7e3tx6dKlYmRkpGhhYSHu2LFDPHHi\nhFhRUaF3LOZOToadINO3xvjU5s/C4O/Z27VrFwYNGoQrV67A1tYWADBs2DBcvHgR3t7eOHLkCNLT\n06X9Z86ciYMHD+LYsWOIjIzE6dOncfz4cQDAnTt3YG9vj5SUFPj6+iIyMhI6nQ5ff/11lfPyXVFK\nxvcyGTO+Z8/wioqK4OLigt27dyMoKAgA0KhRI4wfPx4fffQRACAsLAwtWrTAvXv3cPr0aRw7dqza\nYzF3kmExX1Sqzdxp8BE0cnJy0KZNG6nQA4DOnTvj4sWLyM3NxWuvvaa3v4+PD5YvXy4tt2nTRppX\nq9UAgLKysmc8e+wj85r/TURUm7RaLbRardxhEKDXpcXGxgatWrXSWy4pKQEAvfXVi31kXgPmTqLa\nV5e5U5bh0h6vVC0tH4ZhY2NTZZtOp0N5ebm0XK9evacer2axzxUnET0/jUYDjUYjLcfFxckXjJmr\nzK2VVKrqu2nXr1//KUeKrZ2AiKhGdZk7Df6Axquvvopz587h1q1b0rqMjAwAgIeHB44ePaq3f3p6\nOjw8PJ7p2By/kYiIiEifwYu93r17w9nZGSNHjkRubi6+/vprfPvttxAEAWPHjkV2djZmzZqFM2fO\nYMOGDVixYgWio6Of6dhqtRoXLlzA5cuX6/gqiIiIiEyDwYs9S0tL7NmzB3fv3kXnzp2xbNkyTJo0\nCQDQvHlz7Nq1C/v27UOHDh0wb948fPrppxg5ciSAh3funnT3bvjw4SgoKICnp6dBroWIyFg9S0tH\n5T5sFSFSNoM/jSsXPlGmZHx6y5jxaVzTxtxJhsV8Uak2c6eiRtAgIiIiIn0s9oiIiIgUjMUeERER\nkYLJ8p49+bATshKp1Q5yh0CkcMydZBjM53XDrIo9dvokInp+zJ1Epo3NuEREREQKxmKPiIiISMFY\n7BEREREpmFn12eNb4k2fWu2A4uIbcodBZFaYO80L86zycAQNMjF8u7qp4Qgapo250xzxO2sMOIIG\nERERET0TFntERERECmZyxV5sbCz8/Pxq3N67d2/ExcUZMCIiIvlkZmYiLS1N7jCIyIiZXLH3NIIg\nsDMxEZmN/v3748yZM3KHQURGTHHFHhGRuWFneiJ6klot9jw9PREfHy8th4WFwdPTU1revn073Nzc\ncOvWLYwZMwZNmzaFvb09hg4dips3bwIAtFotVCoVKioqpM9FRkZi2LBh1Z4zISEBHh4esLW1xdix\nY6HT6Zj4iMgsaDQaXLhwAVFRUWjUqBESEhKkbZ6enggLC5OWlyxZgoCAAADAxYsXMXDgQDg6OqJx\n48YYP348SkpKDB4/ERlGrRZ7QUFB0Gq1AB7+ppmamoqcnBzcvXsXAHDgwAEEBQUhLCwMp06dQlJS\nEg4ePIj8/Pwaizmg5qbZnJwcvPXWWxgzZgwyMjJgaWkJrVbLZlwiMgvff/89WrRogSVLlsDf31/K\nvzdv3sQvv/yC9PR0ad8DBw4gODgYZWVl6NmzJ+7fv4/k5GRs3boVe/bswZQpU2S6CiKqa7Va7AUG\nBiIlJQUAkJ2dDUdHR7Rp0wZHjhwBAPzwww9wdXVFSkoK1q9fj86dO6Nz587YuHEjdu/ejdzc3GqP\nW9OdurVr16J79+6YPHky3Nzc8Nlnn6Fly5a1eUlEREbLwcEBFhYWUKvV+Mtf/iIVe6mpqfD398e9\ne/dw9uxZlJaWIjU1FcHBwdizZw8uXbqEjRs3on379tBoNFi+fDlWrVqFO3fuyHtBRFQnanUEje7d\nu6O0tBRZWVlISUmBn58fdDod0tLS4OrqiosXL8Le3h5qtRru7u7S59zd3eHg4IDc3Fy8/PLLTz1P\n5Z27nJwcvWZilUoFLy+vJ3wy9pF5zf8mIqpNWq1WKjrIMARBQEBAAKKionDz5k0kJyejR48eqKio\nQGpqKi5evIhGjRrBw8MDCQkJaNu2LRo2bCh93sfHBzqdDmfPnoW3t3c1Z4h9ZF4D5k6i2leXubNW\niz0rKytoNBpotVqkpaWhb9++KC8vxzfffAMnJye8/vrrcHBwqPazOp0OOp2u2ibY8vJyqFRVb0IK\ngqDXtw8A6tWr94QIY5/ncojoBWg0Gmg0GmmZr0IyjObNm6Ndu3ZISUlBSkoKFi5ciNLSUhw+fBgF\nBQUIDg4GANjY2FT5rE6n0/uzqtg6ipqIKtVl7qz1p3EDAwNx6NAhpKWlwc/PD35+fjh69CiSkpIQ\nHBwMd3d33LlzB3l5edJncnJyUFxcDHd3d1hZWQEAiouLpe2FhYV656hs1m3fvj2OHz+utz4zM7O2\nL4mIyGg9+gtyYGAgEhIScPr0aXTt2hV+fn5ITU3Fvn37EBQUBADw8PDAuXPnpIfiACA9PR0WFhZo\n27atweMnorpXJ8Xe3r17oVKp4OLiAjc3N9jZ2UnFnpubG/r27YuIiAicOHECx48fR0REBPz8/NCh\nQwe88sorsLGxwfz583H+/HksWbKkxgIuKioKmZmZmDt3LvLz8/Hee+9VKQyJiJTMzs4Oubm5uHnz\nJgIDA7Fp0yZ4eXmhfv366NatG86fP4/Tp0+jd+/eAIA33ngDbm5uGDZsGLKzs6HVajFhwgQMHjy4\nxpYXIjJttV7subq6onnz5nqjXPj7+8PZ2Rlubm4AgPXr18PV1RW9evVCYGAgXn31VezcuRMA8NJL\nL2HNmjXYvHkz2rdvj4yMDEycOFE61qNP5rZp0wZJSUnYunUrvLy88Ouvv6J///61fUlEREYrOjoa\nq1atQlRUFPz9/WFpaSnlXzs7O3h5ecHHxwe2trYAHubQHTt2QBAEdO3aFeHh4QgNDcUXX3wh52UQ\nUR0SRDN5Kd3DAtEsLlXhBL5H0cQIAv/OTBlzpznid9YY1Gbu5AgaRERERArGYo+IiIhIwVjsERER\nESkYiz0iIiIiBavVlyobP46Za+rUar4agsjwmDvNCfOs8phVsceni4iInh9zJ5FpYzMuERERkYKx\n2CMiIiJSMBZ7RERERApmVn32Hh0wnIyfWu2A4uIbcodBZPaYO5WDedU8cbg0MmIcskcJOFyaaWPu\nVBp+H00Fh0sjIiIiomdiNMWeSqXCoUOHAACtW7fGV1999ULH2bhxI1q3bl2boRERGZWioiKoVCoU\nFBTo5c6rV69iy5Yt0n6FhYXYvXu33mcKCwtliZmI5GOUffZOnDgBW1tbucMgIjJqgiDgypUrcHB4\n+BLc6dOno7y8HAMHDgQAjBo1Cn5+fujTp4+cYRKRzIyy2HN0dJQ7BCIik9CkSRNp/vH+PaIosn8W\nET25Gbfytv/HH3+Ml19+GaNGjUJSUhK8vb3RoEED/OlPf8K2bduk/bOzs+Hv7w87Ozs0a9YMU6dO\nhU6nAwDcuXMHo0ePxh/+8AdYW1vDw8MD27dvr/a8zs7OUjOuRqPBxx9/jKCgIDRo0ACurq7Ys2eP\ntO9//vMfhISEwM7ODt7e3jh79uzv/qEQEZkCURShUqlw8OBBxMbGYsOGDdi0aRNat26NESNGICUl\nBfPmzUPPnj2rPFF7+/ZtREREoGHDhmjWrBneeecd3L17V6YrIaK69Ex99lJTU3Hy5Em89tprePPN\nNxEZGYlTp05hzJgxGDJkCI4fPw4AGDp0KP70pz/hl19+wZYtW/D1119LRVtMTAzy8/Nx4MAB5OTk\nwN/fH1FRUSgrK6tyvseT0vz58zFkyBCcPn0a3t7eiIqKkn5bHTBgAEpLS3Hs2DHMmjUL8fHxfE0A\nEZkVQRAwbdo0DBw4EAMGDMCJEycQHx8PHx8fxMTEYPv27VXu8I0cORI3btxAWloadu3ahfz8fERG\nRspzAURUp56pGXfixIlo3bo19u7di7/+9a+YMGECAGDSpEk4evQoFi5ciC1btuDChQvo27cvWrZs\nCWdnZ+zZsweNGjUCAPj5+SEmJgavvPIKAGDKlCn44osvcPnyZbRq1eqJ5+/Tpw+GDx8OAJg9ezY6\nduyIS5cu4fbt20hPT0dhYSGcnZ3xpz/9CZmZmdi4ceML/0CIiEyRra0t6tevD51OJ3WFsbKygq2t\nLRo2bIhbt25J+xYUFGDHjh24fv261N9v/fr1aN26NS5duoTmzZvLcg1EVDeeqdhzdnYGAOTl5WHM\nmDF623x8fLBmzRoADwuxGTNmYPXq1QgODsagQYPg7e0NABg+fDi+//57rFq1Cvn5+Th58iQASM28\nNREEAW3atJGW1Wo1AKCsrAw5OTl46aWXpPgAoFOnTk8o9mIfmdf8byKi2qTVaqHVauUOg54gNzcX\noiiiZcuWeusFQcCZM2eqKfZiH5nXgLmTqPbVZe58pmKvfv36AAAbG5sq23Q6nVSwTZ06FeHh4UhI\nSMCuXbsQGhqK2bNn46OPPsKwYcNw5MgRDB8+HGPHjkXTpk3h4+PzTEFaWVlVWVfZJPF400S9evWe\ncKTYZzofEb04jUYDjUYjLcfFxckXDFWrvLwcdnZ2yMzM1FsviiKaNWtWzSdiDRIXkTmry9z5XO/Z\n8/DwwE8//aS3Lj09HR4eHrh9+zaio6MhCAKio6OxZ88exMbGYvPmzbhz5w6+/fZbfPvtt4iNjUVo\naCh+++03AFWLtefRvn173LlzB2fOnJHWZWRkvPDxiIhM2eP9lWvqv+zu7o67d++ivLwcLi4ucHFx\ngSAIiImJQXFxsSFCJSIDeq5Xr0yePBk+Pj6Ij49Hnz59sGvXLnz//ffYu3cv7O3tceDAAVy6dAnz\n589HWVkZdu/ejc6dO6N+/fqwtbXFd999hz/84Q84c+YMJk+eDAAoKSl54jmf9OqAdu3aoXfv3hg5\nciRWrFiBCxcuID4+XmrqJSIyJ2q1GpmZmbh8+TL++Mc/ws7ODmfPnsW1a9f09mvXrh2CgoIwbNgw\nLF26FNbW1hg7diwqKirQtGlTmaInorry1Dt7j/5m2KlTJ3zzzTdYtWoVXn31Vaxbtw5bt25Fr169\nAAA7duzA3bt38dprr8Hf3x+urq5YunQp6tWrh40bN+L7779Hu3btMGfOHKxduxbOzs5PvRMnCMIT\nf1vdvHkzmjVrhm7dumH69OlSEUlEpGTV3bUbPnw4CgoK4OnpCQB45513sH//fgQHB1fJpV9//TVc\nXV0REBAAjUaDFi1aICEhwWDxE5HhCKKZvHGTg3mbIg7YrQS1OZg3GR5zp9Lw+2gqajN3Gs3YuERE\nRERU+1jsERERESkYiz0iIiIiBWOxR0RERKRgz/XqFdPHMXNNiVrtIHcIRASAuVM5mFfNk1kVe3wC\niYjo+TF3Epk2NuMSERERKRiLPSIiIiIFY7FHREREpGBm1WevpkHByTip1Q4oLr4hdxhEZo+5UxmY\nU80Xh0sjI8ZhfZSAw6WZNuZOJeF30ZRwuDQiIiIieiYmUewVFRVBpVKhsLBQ7lCIiEwGcycRASbS\njFtRUYHr16+jUaNGUKlerD5lU4QpYpODErAZVz7MnaSP30VTUpu50ySKvdrAhGWKmJiUgMWeaWPu\nVBJ+F02J2fXZq2yKKCgogEqlwubNm9GuXTvY2tpi6NChOH/+PHr06AFbW1toNBpcuXJF7pCJiGTH\n3ElEgIkUe4+LjY3F+vXrkZiYiC1btsDX1xcTJkxAWloaioqKsGjRIrlDJCIyOsydRObJJN+zN3Hi\nRHTp0gUA0KFDB7z66qvo378/ACAsLAx5eXlyhkdEZJSYO4nMk0ne2XNxcZHmbWxs0KpVK2m5fv36\nKCkpkSMsIiKjxtxJZJ5M8s6epaV+2M/+lFnsI/Oa/01EVJu0Wi20Wq3cYVA1mDuJjFdd5k6TLPZe\nXKzcARApnkajgUajkZbj4uLkC4ZqSazcARApXl3mTpNsxn2UKIp8lJyI6DkxdxKZD5Mp9moaiFsQ\nBL1tjy8TEZkz5k4i4kuVyYjxBaBKwJcqmzbmTiXhd9GUmN1LlYmIiIjoxbDYIyIiIlIwFntERERE\nCsZij4iIiEjBzOw9e3zSzJSo1Q5yh0BEAJg7lYE51XyZVbHHp5CIiJ4fcyeRaWMzLhEREZGCsdgj\nIiIiUjAWe0REREQKZlZ99jgUkOGp1Q4oLr4hdxhE9Dswd5ou5mACOFwa1TkOz2PuOFyaaWPuNHX8\n/pkqDpdGRERERM+ExR4RERGRgtVpsVdUVASVSoXCwsK6PA0RERER1YB39oiIiIgUjMUeERERkYIZ\ntNhbvXo1XnrpJRw9ehQqlQrbt29H27ZtYWNjg5CQEPz222/Svunp6fD19YWdnR1at26NFStWAAB2\n7NgBR0dHab/MzEyoVCrs2LFDWtehQwd8++23hrswIqIX8O677yIkJERv3cyZM9GvXz9cunQJAwcO\nhKOjIxo3bozx48ejpKQEALBu3To4OTnpfU6j0eCDDz4AAERGRmLixIkYPHgw7Ozs4OTkhPXr10v7\n/r//9/8wevRoNGzYEC1atMCXX34JS0tL/Pvf/67jKyYiORis2Nu5cycmT56MHTt2oGnTpgCATz75\nBN9++y2Sk5Nx8uRJLFy4EACQm5uLnj17QqPRIDMzE3FxcXjvvfewbds29OrVC3fu3MGpU6cAAMnJ\nyRAEAYcPHwYAXLlyBTk5OQgICDDUpRERvZAhQ4bghx9+wK1bt6R1W7duxYABA9CjRw/cv38fycnJ\n2Lp1K/bs2YMpU6bUeCxBEPTeh7dy5Up06tQJv/zyCwYMGIB3331XOs+ECRNw5MgR7Nu3D5s3b8Y/\n/vEPvp6DSMnEOnT+/HlREARxw4YNop2dnbh9+3a99UlJSdK+kydPFnv27CmKoijGxMSIXbt21TvW\njBkzxD//+c+iKIqiv7+/+Nlnn4miKIr9+/cXQ0JCRB8fH1EURfHrr78WX3vttSqxABABkZPBpzr9\nJ0YmgP8GalZRUSG2bNlSXLt2rSiKonjs2DHR1tZWTEhIEBs0aCDevHlT2nfv3r2ipaWlePv2bXHt\n2rViixYt9I6l0WjEDz74QBRFUYyIiBA7d+4sbSsuLhYFQRBTU1PFO3fuiNbW1uKBAwek7fv27RMF\nQRAvXLhQJUbmTlOf+P0zVbX5d2eQETTGjBkDnU6HVq1a6a1v06aNNK9Wq1FeXg7g4Z291157TW9f\nHx8fLF++HAAQGBgIrVaLiRMnIjU1Fdu2bUNgYCAePHiAAwcOICgoqIZIYh+Z1/xvIqLapNVqodVq\n5Q7DJAiCgEGDBmHLli2IjIzE5s2bERoairy8PLRt2xYNGzaU9vXx8YFOp8PZs2ef6diP51cAKCsr\nQ15eHkpLS/HnP/9Z2t61a9enHC32kXkNmDuJal9d5k6DFHtz5sxBdnY23n33Xfz000/SeisrK739\nHhayQIMGDaT5SjqdTioGAwICsHjxYmRnZ8PW1havv/46GjdujGPHjuHgwYP47rvvaogkttauiYiq\np9FooNFopOW4uDj5gjEBgwcPxmeffYZbt25h27ZtWLZsGc6fP19lP51OBwCoqKiodviyyvxYqV69\nelX2EUURlpaW0vyj658s9inbiej3qsvcaZA+e2+++SYWLFiA3NxcrFmzpsb9KhOOh4cHjh49qrct\nPT0dHh4eAABvb29YWFhg2bJl8Pf3BwD4+fnhn//8J0pKStClS5c6uhIiotrl6emJNm3aYNGiRSgu\nLkZQUBDc3d1x7tw53Lx5U9ovPT0dFhYWaNu2LaysrHDnzh1pmyiKz/w+08rPnzhxQlp38uTJ2rsg\nIjI6BntAo1mzZpg1axbef/99XL9+/Yn7jh07FtnZ2Zg1axbOnDmDDRs2YMWKFYiOjgYAqFQqvPHG\nG1i/fj38/PwAAP7+/ti8eTPeeOMNDtpNRCZlyJAhWLJkCQYMGABLS0u88cYbcHNzw7Bhw5CdnQ2t\nVosJEyZg8ODBcHBwQOfOnVFcXIzPP/8chYWFmDZtml5h+CR2dnYYMWIEYmJicPToUfz000+YMGFC\nlQc8iEg56rzYezR5xMTEwMHBAdOnT6+SVB5NNM2bN8euXbuwb98+dOjQAfPmzcOnn36KkSNHSvsH\nBgairKxMKvb8/PwgCMIT+usRERmn8PBwPHjwAIMHDwbwMB/u2LEDgiCga9euCA8PR2hoKL744gsA\ngKurKxYtWoS///3v8PLyQnl5OcLDw6XjPa1wW7RoETw9PdG7d2+89dZbGDp0KERRrNK1hoiUQRCf\n3llDER4mPrO4VCMjPEN/IFIyQeC/gadJSUnB4MGDcenSJYOcb8eOHXjjjTdga2sLADh+/Dh8fX1x\n//59WFhY6O3L3Gnq+P0zVbWZOw3ygAYREVV19epVpKSk4B//+AdGjRplsPPOmTMHSUlJmDFjBu7c\nuYNp06YhLCysSqFHRMrA4dKIiGRy+/ZtjBw5EnZ2dpg+fbrBzrtp0yYUFRXB29sbb7zxBtq2bSs1\nEROR8rAZl+oYmxDMHZtxTRtzp6nj989UsRn3hfFJM0NTqx3kDoGIfjfmTlPFHEyAmRV7/O2GiOj5\nMXcSmTb22SMiIiJSMBZ7RERERArGYo+IiIhIwcyqzx6HAjIstdoBxcU35A6DiH4n5k7TxTxMAF+9\nQnWKj/wTX71i6pg7TR2/f6aqNnMnm3GJiIiIFIzFHhEREZGCyVrsFRUVQaVSoaCgACqVCocOHQLw\ncLzILVu2SPsVFhZi9+7dep8pLCyUJWYiIiXQarVQqVSoqKhgXiVSOKO4sycIAq5cuQI/Pz8AwPTp\n05GYmChtHzVqFH766Se5wiMiIiIyWUbzNG6TJk2k+cc7JIqiyA6mRERERC/AKO7siaIIlUqFgwcP\nIjY2Fhs2bMCmTZvQunVrjBgxAikpKZg3bx569uxZ5RUAt2/fRkREBBo2bIhmzZrhnXfewd27d2W6\nEiKiuufp6Yn4+HhpOSwsDJ6entLy9u3b4ebmhuLiYuZHIjKOYq+SIAiYNm0aBg4ciAEDBuDEiROI\nj4+Hj48PYmJisH379ip3+EaOHIkbN24gLS0Nu3btQn5+PiIjI+W5ACIiAwgKCoJWqwXw8Jfl1NRU\n5OTkSIXcgQMHEBQUhBEjRjA/EpHxNONWsrW1Rf369aHT6eDo6AgAsLKygq2tLRo2bIhbt25J+xYU\nFGDHjh24fv06HBwcAADr169H69atcenSJTRv3lyWayAiqkuBgYFYs2YNACA7OxuOjo5o0qQJjhw5\ngoCAAPzwww+IiYnB8uXLa8yPRGQ+jK7Yex65ubkQRREtW7bUWy8IAs6cOVNNsRf7yLzmfxMR1Sat\nVivddaK60b17d5SWliIrKwspKSnw8/ODTqdDWloaXF1dcfHiRTg5OT0xPz7fqBixj8xrwNxJVPvq\nMneadLFXXl4OOzs7ZGZm6q0XRRHNmjWr5hOxBomLyJxpNBpoNBppOS4uTr5gFMrKygoajQZarRZp\naWno27cvysvL8c0338DJyQmvv/46Kioqnpgfjx079hxnjK3V+ImoqrrMnUbVZ6/S479x1vQbqLu7\nO+7evYvy8nK4uLjAxcUFgiAgJiYGxcXFhgiViEgWgYGBOHToENLS0uDn5wc/Pz8cPXoUSUlJCA4O\nZn4kIolRFntqtRoXLlzA5cuXAQB2dnY4e/Ysrl27prdfu3btEBQUhGHDhuHYsWPIysrC0KFDce3a\nNTRt2lSO0ImIDCIwMBB79+6FSqWCi4sL3NzcYGdnJxV7Hh4ezI9EBMAIir3q7toNHz4cBQUF0qsE\n3nnnHezfvx/BwcEQBEHvM19//TVcXV0REBAAjUaDFi1aICEhwWDxExHJwdXVFc2bN5deRg8A/v7+\ncHZ2hpubG4Cn58dHc+nz9eEjIlMiiGbytuKHicwsLtWICHwZNkEQ+O/AlDF3mjp+/0xVbeZO2e/s\nEREREVHdYbFHREREpGAs9oiIiIgUjMUeERERkYKZ9EuVnx+fNjMktdpB7hCIqFYwd5oq5mECzKzY\n4xNJRETPj7mTyLSxGZeIiIhIwVjsERERESkYiz0iIiIiBTOrPnscDsgw1GoHFBffkDsMIqolzJ2m\nibmYKnG4NKoDHJ6H/g+HSzNtzJ2mjN89U8bh0oiIiIjomZh0sbdu3To4OTnJHQYRkdF7Wr4cPXo0\nRowYYcCIiMhQTLrYIyKi2iEIAvvmESkUiz0iIgLAlycTKZVJFHsXL17EwIED4ejoiMaNG2P8+PEo\nKSmRtn/88cdo0qQJHBwcMGXKFBkjJSKS19PyZaXDhw/D29sbDRo0wIABA3Dv3j0ZoiUiQzD6Yq+0\ntBQ9e/bE/fv3kZycjK1bt2LPnj2YMmUKBEHApUuXcPr0aRw+fBirVq3CZ599hl27dskdNhGRwT0t\nX1a6du0a+vTpg169eiErKwudOnXCv/71LzbjEimU0b9nb+/evbh06RKOHTuGhg0bAgCWL1+Ovn37\nws3NDZaWllizZg3s7Ozg6uqKTz75BKdOnUJISIjMkRMRGdbT8mWlLVu2oFGjRli4cCEAYObMmdi9\ne7csMRNR3TP6Yi83Nxdt27aVEhcA+Pj4QKfToaysDI0aNYKdnZ20zd7eHg8ePKjhaLGPzGv+NxFR\nbdJqtdBqtXKHYZaeli8r5eTkoEOHDnqf7dy5M27dulXDkWMfmdeAuZOo9tVl7jT6Ys/GxqbKOp1O\nJ/1pYWFRZXvNnYxjazEyIqqORqOBRqORluPi4uQLxsw8LV8+qqKiQm/Z0vJJ/x3E/t7QiOgp6jJ3\nGn2fvXbt2uHcuXO4efOmtC49PR0WFhZPSU5EROblWfNl+/btkZGRoVcAZmRksM8ekUIZfbHXu3dv\nuLm5YdiwYcjOzoZWq8WECRMwePBgODo6VtlfFEW+PoCIzNKz5stBgwahpKQE48ePR35+PpYsWYLk\n5GQZIyeiumT0xZ4gCNixYwcEQUDXrl0RHh6O0NBQfPHFFxBFscpvonwxKBGZq2fNlw4ODti/fz8y\nMvItXPkAABu+SURBVDLg5eWFvXv3IioqSuboiaiuCKKZ3AbjYN6GxMG36f/U5mDeZHjMnaaM3z1T\nVpu50+jv7BERERHRi2OxR0RERKRgLPaIiIiIFIzFHhEREZGCmdmL6viUriGo1Q5yh0BEtYq50xQx\nF1Mlsyr2+FQSEdHzY+4kMm1sxiUiIiJSMBZ7RERERArGYo+IiIhIwcyqzx6HUas7arUDiotvyB0G\nEdUB5k7jwnxLz4vDpVEt4bA8VD0Ol2bamDuNEb9T5oDDpRERERHRMzH5Yk+r1UKlUqGiogJFRUVQ\nqVQoLCyUOywiIiIio2DyxR4RERER1YzFHhEREZGCyVrseXp6Ij4+XloOCwuDp6entLx9+3a4ubmh\nuLgYERERaNiwIZo1a4Z33nkHd+/elSNkIiKDunjxIsLCwmBnZ4dWrVph5syZKC0tRbt27bBw4UK9\nfX18fPDpp58CANLS0tClSxc0aNAA7du3x8aNG6X9fv31VwQHB8Pe3h6Ojo4YOXIk7t27Z9DrIiLD\nkbXYCwoKglarBfBwOJ7U1FTk5ORIhdyBAwcQFBSEESNG4MaNG0hLS8OuXbuQn5+PyMhI+QInIjIA\nURTRv39/ODo64ueff8amTZuQlJSE999/H0OGDMGWLVukfS9cuIDjx49j0KBBuHLlCkJCQjBs2DD8\n8sv/b+/ew2O60ziAfyexGSM3grhECM2VSMKju0FSIYrdxq3uStGWYNmuW7tu26hWo6LbUmVb+2xV\nS61bQzQsYWhsbDQ3ygSJS9FE7bqEpnKZvPtHa1ZkgujMOZPJ9/M888j8zpzzvr9z5rzPz7nNN/jz\nn/+M6dOnIykpCQAwbdo0aLVaZGRkYO/evUhLS8OSJUvU6iYRWZuoaP/+/eLh4SEiIjk5OeLn5yeB\ngYGyZ88eERHx9fWVVatWiYODg1y7ds003/nz50Wj0cilS5fkwIEDotFoxGg0yrlz50Sj0Uh+fn6V\nWAAEEL6s9lL1q0Q2jN+Nx7dv3z5p3LixGI1GU5terxetVit5eXmi0Wjk/PnzIiLy9ttvS8+ePUVE\nZMGCBTJw4MBKy4qLi5Po6GgREQkNDZWxY8dKaWmpiIicPHlScnNzzebA2mmLL+5TdYElt7OqD1Xu\n3r07SktLkZOTg0OHDiEyMhJGoxGpqanw8/PDpUuX4O3tDRFB69atK82r0Whw+vRpPuyTiOyWwWDA\njRs34O7ubmoTEZSVlUGj0eDJJ5/Epk2b8Morr2DTpk2IjY01zZecnAxXV1fTfOXl5fD09AQA/OlP\nf8L48eORmJiIPn36YMiQIRgxYoSynSMixag62HNyckJUVBT0ej1SU1MRExOD8vJybNiwAd7e3ujR\nowcqKirg4uKC7OzsSvOKCFq0aIH09PQaRIy75++on19EZEl6vd50eQb9MuXl5fDz88OuXbsqtYsI\nvL29MXr0aHz22WcYPnw4jh8/jqFDhwIAjEYjRo8ejYULF1aax9HREQAwcuRI9O7dG1988QWSk5Mx\nYcIE7NmzB3//+9+rySTunr+jwNpJZHlWrZ0WO0b4mFauXCkDBgyQ5s2bS35+vpw6dUqcnZ1lwIAB\n8u6774rBYBCNRiOnTp0yzXP27Fnp37+/FBQU8DSuzbxU/yqRjeJ34/ElJyeLs7OzXL9+3dT2r3/9\nS4YNGyYlJSXy3XffSb169WT+/PkSExNj+syrr74q3bp1q7Ss1atXy/z586WiokJmzpwpWVlZpmnr\n168XnU5nNgfWTlt8cZ+qCyy5nVV/9Erfvn2xe/duODg4oF27dvD394eLiwuSkpLw29/+FoGBgejX\nrx/Gjh2L9PR05OTkYMyYMbh69SqaN2+udvpERFbTp08ftG3bFs899xyOHTuGtLQ0TJgwAY6OjnBy\nckKLFi3Qo0cPvPPOOxg1apRpvqlTpyIrKwvz5s3DmTNnsGXLFsyZMwfe3t7QaDQ4fvw4pk2bhuzs\nbJw6dQpbt25Fly5dVOwpEVmT6oM9Pz8/eHl5ITIy0tT21FNPwcfHB/7+/gCA9evXw8/PD3369EFU\nVBRatWqFxMRE0+fvvW6P1/ARkb1wcHDAzp074ejoiG7dumHAgAHo0aMH1q5da/rMiBEjoNFoMHDg\nQFNb69atkZSUhH379qFjx46YM2cOFi1aZLqm7+OPP4anpyd69eplGuRt2LBB2c4RkWI0Px8qtHv8\nMW9r4w9zk3mW/DFvqur111+HwWDAxo0brbJ81k5bxH2qLrBk7VT1Bg0iIno833zzDbKysrBy5Ups\n2rRJ7XSIyIapfhqXiIhqLiMjA1OmTMGYMWPQq1cvtdMhIhvG07hkITytQObxNG7txtppi7hP1QWW\nrJ08skdERERkx+rYNXu8U9daXF0bqZ0CEVkNa6ctYb2lmqpTgz0e9iYiqjnWTqLajadxiYiIiOwY\nB3tEREREdoyDPSIiIiI7Vqeu2eNPqVmGq2sjFBVdUzsNIlIIa6fyWGfJkvicPXoMfMYTPTo+Z692\nY+1UC/ebuo7P2SMiIiKiR8LBHhEREZEd42CPiIiIyI5xsEdERERkxzjYIyIiIrJjtWKwd/bsWfTu\n3RvOzs4ICQlBQkIC2rZtCwAwGAzo168f3N3d4eXlhUWLFvEOJiKqEz744AO0a9cOOp0OoaGh2LVr\nFwDg0qVLGDRoEFxcXNCmTRvMnTsXZWVlpvlSU1Px61//Gg0aNEBwcDA+/fRTtbpARAqw+efslZeX\nIyYmBkFBQcjIyEBWVhZiY2PRpEkT/Pe//0VkZCQGDRqE9PR0nDp1Ci+99BKcnZ0xe/ZstVMnIrKa\nrKwszJgxA1u2bEFYWBjWr1+P4cOH4/Llyxg8eDBCQkKQmZmJ77//HlOmTEFZWRkSEhJQWFiIZ555\nBm+88QaeeeYZfP3114iNjUXDhg0RExOjdreIyBrExu3Zs0ecnZ3l5s2bpra5c+eKj4+PrFixQry9\nvaW8vNw0bc2aNdK0adMqywEggPBlkZfNf23IhvD7Yh3btm0TrVYr2dnZIiJSUVEhe/fulaSkJGnc\nuLEYjUbTZ/V6vWi1WikvL5cFCxbIwIEDKy0rLi5OoqOjzcZh7WSdJXVY8jtg80f2jh07Bl9fX7i5\nuZnawsPDsXHjRhgMBnTq1AmOjo6maV27dsV//vMfXLt2DR4eHvctLe6ev6N+fhGRJen1euj1erXT\nsHv9+vVDp06d0KlTJwQHB2PAgAF48cUXsWvXLty4cQPu7u6mz4oIysrKcOHCBRgMBiQnJ8PV1dU0\nvby8HJ6eng+IFnfP31Fg7SSyPGvWTpsf7NWrVw8/DXD/7+57nU5X5fNGo7HSv5XFWTo9IrpPVFQU\noqKiTO8XLVqkXjJ2TKfTIS0tDampqUhKSsKWLVvw/vvvY9asWfDz8zNdv3eXiMDb2xtGoxGjR4/G\nwoULK0279z/NVcVZpxNEZGLN2mnzN2gEBwcjPz8fRUVFpraMjAwAQGBgIDIzM1FeXm6alpaWhsaN\nG6Np06aK50pEpJSUlBS8/vrriIiIQHx8PAwGA5o1awYRwcWLF+Hh4YF27dqhXbt2uHLlCubOnYuK\nigoEBATg9OnTpmnt2rXD3r17sXbtWrW7RERWYvODvejoaLRp0wYvvfQScnNzsXXrVrz33ntwcHDA\n6NGjYTQaERsbC4PBgB07diAuLg5TpkxRO20iIqvSarVYvHgxPvzwQ5w/fx6JiYm4ePEiwsPD0bZt\nWzz33HM4duwY0tLSMGHCBDg6OkKr1WLq1KnIysrCvHnzcObMGWzZsgVz5syBt7e32l0iImux2NV/\nVpSbmyuRkZGi1WolLCxMZsyYIQEBASIikpOTIz169JD69etL69at5c033zS7DPAiY144TKrg98V6\n1q5dK/7+/lK/fn3x9fWVNWvWiIjIuXPnpH///uLs7CxNmjSRSZMmye3bt03zpaSkyJNPPilarVZ8\nfHxk+fLl1cZg7WSdJXVY8jug+XmBNuvq1avIzMxE3759TW3Lli1DcnIy9u/f/8jL0Wg0AGy6q7WI\nBjb+tSEbotHw+1KbsXaqhftNXWfJ2mnzp3FFBAMHDsTq1atx4cIF7Nu3D++99x6GDRumdmpERERE\nNs/mj+wBwI4dO7Bw4UKcPn0azZo1w5QpU/Dqq6/WaBn836kl8X+c9Oh4ZK92Y+1UC/ebus6StbNW\nDPYsgQXLkliE6NFxsFe7sXaqhftNXVenTuMSERER0eOz+YcqW5ZG7QTsgqtrI7VTICJFsXYqjXWW\nLKlODfZ4SJyIqOZYO4lqN57GJSIiIrJjHOwRERER2bE6dRr3p7vK6JdwdW2EoqJraqdBRApi7VQG\n6ytZCx+9QjXExwFQzfDRK7Uba6eSuK/Q//HRK0RERET0SDjYIyIiIrJjtW6wN378eIwdO7ba6b6+\nvli3bp2CGRERKeP8+fNwcHDA2bNnH/g5vV4PBwcHVFRUKJQZEdmyWneDhkajeeDFwg+bTkRUW7Vu\n3RqFhYVo0qSJ2qkQUS1S6wZ7IsILWImoTnJwcICnp6faaRBRLWPV07jnzp1DTEwM3Nzc4O3tjbfe\negsAcOnSJQwfPhyNGzdG06ZNMX36dJSUlAAAPv74Y3h7e1daTlRUFBYuXGg2xkcffYQ2bdrA3d0d\nixYtsmZ3iIhUde9p3OvXr2PSpElo3rw53N3dMWbMGFy/fr3S5z/88EO0atUKLi4uGDdunKnOxsXF\nYeTIkZg2bRoaNmwIT09PxMfHq9ElIlKA1QZ7JSUl6NOnD7RaLY4cOYK//e1vePvtt/HJJ5+gV69e\nKC4uxsGDB7F582YkJydj1qxZ1S7r/lOzd//+5z//ienTp2Px4sX497//jRMnTiA/P99aXSIisgki\ngsGDB+PYsWNISkpCSkoKTp06VeV65s2bN2PPnj1ITEzEtm3bsHbtWtO07du3w8nJCZmZmXjllVcw\nb948GAwGpbtCRAqw2mncffv2oaCgAJmZmXB1dUX79u3xwQcfoKysDJcvX0Z6ejoaNmwIAFi1ahVi\nYmKwZMmSGsX46KOPMGrUKDz//PMAgLVr1+LLL7+0eF+IiGxJcXExDh06BIPBgICAAADAp59+iqCg\noEoDtlWrViEwMBAdOnTA008/jWPHjpmmNWrUCMuXL4dGo8Hs2bMRHx+PjIwMBAUFKd4fIrIuqw32\nTp48CV9fX7i6upraRo0ahaVLl8LX19c00AOArl27wmg04syZMzWKYTAYMHHiRNN7Nzc3+Pn5PWCO\nuHv+jvr5RUSWpNfrodfr1U7DriUnJ8PV1dU00AOAgIAANGrUCAaDAR4eHgCAJ554wjTdzc0Nd+7c\nMb1v06ZNpTMmrq6uKCsrqyZi3D1/R4G1k8jyrFk7rTbYc3JyMtuu0+mqtBmNRgBARUWF2Ttpy8vL\nq41z/80av/rVrx6QVdwDphGRJURFRSEqKsr0ntfSWp65Ogr8VEvv1lMAcHR0rDT93npprkZXf/Nb\nXI1zJKKasWbttNo1e/7+/sjPz8etW7dMba+99hqWLl2KvLy8ShcSp6WlwdHREb6+vnBycqo0j4hU\n+0yp4OBgpKenm97/8MMPOH36tBV6Q0RkO/r27Ytbt24hNzfX1Hby5EkUFRVVOtp3Lz6Siqjustpg\nr2/fvvD29sbEiRORm5uL5ORkrFy5Eu+++y78/f0xduxYHD9+HHq9Hn/4wx8watQoNGrUCF26dEFR\nURFWrFiBs2fPYs6cOVXuMLv7v89p06Zh69at+Otf/4rc3FxMnjwZt2/ftlaXiIhsgqOjI2JiYjBu\n3Dh8/fXXOHr0KMaNG4fIyEiEhISYnYePrSKqu6w22HNwcEBiYiKuXbuGzp07Y+rUqXjttdcwbNgw\nfPHFF9BoNAgPD8eIESMwcOBA011ifn5+SEhIwJIlS9CpUyeUl5djxIgRpuXee2duREQEPvnkEyxb\ntgxdunRBw4YN0bVrV2t1iYjIJmg0Gqxbtw5+fn6Ijo5G37590bFjR+zYsaPSZ+6f524bHz5PVLdo\npI78V++nwlYnumplGh4doBrRaPidsZS8vDz4+/vj22+/RatWrRSJydqpJO4r9H+WrJ217rdxay99\nnY6v9t2ZjK9ufPrlLl++jN27d8PJyQlNmzZVOx2V6dVOwAy92gmYZYv7PnNSHgd7itHX6fhq70iM\nr258+uX+8pe/YMGCBZg3bx60Wq3a6ahMr3YCZujVTsAsW9z3mZPyat1v4xIR1UUJCQlISEhQOw0i\nqoV4ZI+IiIjIjtWZGzTCwsKQk5OjdhpEdU5oaCiys7PVToMeE2snkTosWTvrzGCPiIiIqC7iaVwi\nIiIiO8bBHhEREZEd42CPiIiIyI7Z/WCvpKQEkyZNgoeHB1q0aIFly5ZZNd7GjRvh4OBQ6fXss88C\nAC5cuIA+ffrAxcUF7du3x+7duy0Ss6SkBMHBwUhJSTG1PSzWgQMHEBISAmdnZ/Ts2RP5+fkWjR8b\nG1tlPaxYscLi8fPz89G/f394eHjA29sbs2fPRklJCQDrr4MHxVai/7m5uejduzdcXV3h4+NT6bEc\nSmz/B8VXavuT9ShdO81Ro55WR+06+6g5qbnvqVmPHycntdaVKrVb7Nz06dMlJCREMjMzJTExUdzc\n3OTzzz+3Wrz58+fLkCFD5MqVK6bXzZs3paKiQkJDQ2X06NFiMBgkPj5eGjRoIOfOnftF8X788UcZ\nPHiwaDQaSUlJERF5aKxvv/1WXFxcZNmyZWIwGGTkyJHSoUMHqaiosEh8EZGIiAhZvnx5pfVQXFxs\n0fglJSUSFBQkw4YNk9zcXDl48KA88cQTMmvWLBERq66Dh8Xu3r27VftfWloqPj4+8uKLL0p+fr4k\nJSWJm5ubfPbZZ4ps/wfFF1Fm+5N1KV07zVG6nlZH7Tr7qDmJqLfvqVmPHzcna9dpc9Sq3XY92Lt9\n+7bodLpKO8Ibb7whERERVos5ePBgWbRoUZX2lJQU0el0cvv2bVNb7969ZcGCBY8d68SJExIaGiqh\noaGVdviHxVq4cKFERkaaphUXF4ubm5vs27fPIvFFRBo3biwHDx40O5+l4n/11Vei1Wrlhx9+MLVt\n2LBBmjdvLvv377fqOnhQbBHr9//cuXMycuRIuXPnjqnt2WeflUmTJimy/auLHxsbKyLKbH+yHjVq\npzlK1tPqqF1na5KTiHr7npr1+HFyElFnXalVu+36NG5OTg5KSkoQERFhauvevTuOHj1qtR+bNhgM\nCAgIqNJ+5MgRdO7cGc7Ozqa2iIgIpKWlPXasQ4cOITo6usoyHhbryJEjeOqpp0zTdDodOnfuXONc\nqotfWFiIa9euwd/f3+x8loofGBiIL7/8Eg0aNKjUfuPGDRw5cgSdOnWy2jp4UOwrV65Yvf8+Pj7Y\nuHEjtFotRASHDx/GoUOH0Lt3b0W2f3Xxo6OjFdv+ZD1q1E5zlKyn1VG7ztYkJzX3PTXr8ePkpESd\nNket2m3Xg72CggJ4eHjAycnJ1NasWTOUlpbi+++/t3i80tJS5OXlYefOnfDz84Ovry/mzp2L0tJS\nFBQUoEWLFpU+7+npiUuXLj12vMmTJ2P58uXQ6XSV2h8Wq7CwEC1btqw0vVmzZjXOpbr4J0+eRL16\n9bBw4UK0atUKYWFhWLdunWm6peI3adIEvXr1Mr2vqKjA+++/j6effhoFBQVVYlhyHTwo9okTJxTp\n/12tWrVCZGQkunXrhiFDhii2/auLr9T2J+tRunaao3Q9rY7adbYmOam576lZjx8nJ6XrtDlK1m67\n/m3c4uLiKj8Yfvf93Qs0LenMmTMwGo1wdXXFtm3bkJeXh5dffhm3bt3CnTt3zOZijTyq6/fdWA+b\n/ksZDAY4ODggLCwML7/8Mg4cOIDY2Fg4Oztj6NChVos/c+ZM5OTk4OjRo0hISFB0Hdwbe//+/Yr2\nf+fOnbh8+TKmTJmCGTNm4Mcff1S07/fHDwgIgEajUXz7k+UoXTvNsZV6Wh2166w5atVec9Ssx4+S\nk9J12hwla7ddD/bq169fZSXcfX//YV1L6NChA27cuAE3NzcAQMeOHSEiGDVqFCZOnIibN29WycUa\neeh0OhQVFVWJdffQcHXrpUmTJhaJ//vf/x7PP/88XF1dAQDBwcE4c+YMVq9ejaFDh1o8vojgj3/8\nI1avXo2tW7ciKCgI9evXV2QdmIsdFBSkaP87d+6Mzp07o7i4GOPGjcMLL7xg9rtmre1/f/xbt25h\n7NixivWfLE/p2mmOrdTT6qhdZ81Ruvaao2Y9rklOStdpc5Ss3XZ9GtfLywvXr19HeXm5qa2wsBBa\nrRYeHh5WiXm3MN0VGBiIsrIytGzZEoWFhZWmmTskawleXl5mY909POzl5YWCgoJK080dPv4l7u5A\ndwUGBuLy5csWj19RUYEXXngBa9aswT/+8Q/0798fwE+Hx629DqqLDVi//9999x127NhRqS0oKAil\npaVo0aKF1fv+oPhFRUWKbX+yDjVqpzm2UE+rYwt11hw19z0163FNcwLUWVdq1W67HuyFhYXByckJ\nhw8fNrWlpqaiS5cucHCwfNe3bdsGT09PlJWVmdqysrLQqFEjhIeHIzs7G8XFxZVyCQ8Pt3gev/nN\nbx4YKzw8HKmpqaZpxcXFyM7OtlguM2fORExMTKW2rKwsBAUFWTz+rFmz8Pnnn2P79u0YNGiQqf1h\n69sSOVQXW4n+nzx5EkOGDMHVq1dNbRkZGfD09ERERITV+15d/KZNm2LJkiWKbX+yDqVrpzm2Uk+r\no3adNUfJ2muOmvW4pjmpta5Uq92/6B7iWmDy5MnSvn17SU9Pl8TERHF3d5fNmzdbJda1a9ekefPm\nMn78eDl9+rQkJSVJy5Yt5a233hKj0SgdOnSQYcOGyTfffCPx8fHi4uIiFy5csEjse2+/f1is8+fP\ni06nkzfffFNOnDghI0eOlI4dO1os/ldffSX16tWTFStWSF5enqxcuVK0Wq0cPnzYovHT0tJEo9HI\n0qVLpaCgoNLL2uvgQbGV6H9ZWZmEhITI7373OzEYDLJz505p1qyZrFixQpHt/6D4Sm1/si4la6c5\natbT6qhdZx+Wk5r7npr1+HFyUmtdqVW77X6wV1xcLOPGjRMXFxfx8vKSd955x6rxcnJypGfPnqZ4\nixcvNk3Ly8uTHj16SP369SU4OFj27t1rsbj3P2vpYbGSk5MlMDBQGjRoINHR0XL27FmLxt+yZYt0\n7NhRdDqddOjQQbZv327x+LNnzxaNRlPl5eDgIEaj0arr4GGxlej/xYsXZcCAAeLm5iZeXl4SHx9v\nmqbE9n9QfCX6T9aldO00R616Wh216+yj5KTWvqdmPX7cnNRaV2rUbo2Igg9NIiIiIiJF2fU1e0RE\nRER1HQd7RERERHaMgz0iIiIiO8bBHhEREZEd42CPiIiIyI5xsEdERERkxzjYIyIiIrJjHOwRERER\n2TEO9oiIiIjsGAd7RERERHaMgz0iIiIiO8bBHhEREZEd42CPiIiIyI79D3+OBesAKgHxAAAAAElF\nTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "##Q1\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/805/805-h/805-h.htm')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/6695/pg6695.html')\n", + "plotTwoLists (wf_ee, wf_bu, 'Fitzgerald')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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3N7788ksz6xYgInPm7+8PjUYD4EkvwvHjx5GRkYEHDx4AAA4fPgx/f38EBQXh/PnziIuL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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "##Q2\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/cache/epub/6695/pg6695.html')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/245/245-h/245-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Different Author')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### question 3. \n", + "* There did appear to be a greater tendency for the same author to use the same words. \n", + "* The books by the same author had 6 words in common compared to only 4 by the book with a different author.\n", + "* All the books had the words man, would, said as the most frequently most occuring words. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From deytia" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Comparing books from different authors \n", + " a) words used are different, Pride and Prejudice include character names and Adventures of Huckleberry is written mostly in first person. \r\n", + " b) most common word used is would for both authors \r\n", + " c) literary style is really different since the first is written in passive and the second one is written in active voice \r\n", + " d) i and says are preffered words for Adventures of Huckleberry Finn \r\n", + " e) Besides third person names the favorite words for Pride and Prejudice are could and would\n" + ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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LCyMiou3bt0s7hvoXNtHDL5b8/HyN9z5JMqhvEEVRo7w6oCQnJ2uM//bbb0kQBFqyZInW\nPM6dO0eCIEhHfJRKJQmCQJMnT9Yqqw5MT5IMPnjwgOzs7Ojpp5/WuazBwcFkbm5Od+7cIaJ/Pr93\n331Xq6yjoyO5urpKr/Py8qqUDE6YMIEEQaBr164R0T9HSI4ePSqVCQgIoObNm0uvu3XrRs7OztJr\n9ZdpTEyMVv3Xr18nGxsb8vDwkMa5u7uTKIoaSU/5tqSkpGjVExAQoPElpz5CNWXKFI0v2tu3b2sd\n9dZF/ZlUtD198cUXUnn1l84rr7yiUc/vv/9OgiBQt27ddM6nU6dOGvuS+rOcP3++RrlVq1aRIDw8\nSl7e7t27tb4AK0NfMkhE1K5dO2rSpIn0+sMPPyQzMzOaPn06CYIg7ad79uwhQRCk9VCVOKCPevnL\nH1VWe/XVV0kQ/jn636NHDxJFUSPxVPv44481ErVx48aRIAi0f/9+rbI7d+6Ufkiqqb/Qt2/fTubm\n5tS5c2dpf1NTJzyViWW6eHp6kp2dHd29e1dr2pw5c7R+zFQ2GazKfqKr3somg1WNU+oY/e2332qU\nS05OJkEQaOrUqVp13L17l6ysrKhjx47SOPW2m5SUpFE2NTWVBEGgkSNHSuOqkgz+73//o82bN2uN\nv3r1KgnCwyOfalVJBvXFXHWce3RbSUxMJEEQaNq0aURU9Riibz3XV3w3cTWxsrLCgAEDsHXrVhQW\nFsLe3h4nT55EXl6e3j7V1DcY6LqL18/PDw4ODtK1Fb1794anpye2bdsGFxcX9OrVC/369cPAgQPR\nrFmzf91+pVJZ6buJBUHQuvZGfa3O8ePHERsbq/UeURSl5c3IyAAAdOzYUatcWFhYFVqtKTs7G0VF\nRSgtLdXZhuLiYqhUKmRkZGjcoOHj46NV1t7e/l/dydajRw+sX78eR44cwaBBg7B37144OjpqLHPP\nnj2xfPly5Obmws3NDceOHUP//v2l6RVtHw0bNoSPjw9OnTqFO3fuQC6XAwAsLS3RpEkTjbLp6ekw\nNzdHu3bttOoJDg6WPg8AGDJkCObPn4+PP/4Y3333Hfr27Yt+/fqhf//+aNy4caWXX6FQaF0nV5FH\nt6eKlh0Ann32WaSkpCA9PV3jrl4vLy+Ncra2tjrrt7a2BvDPRf+G0L9/fyxcuBCZmZnw8/PDvn37\nEBgYiL59++Kjjz7CwYMHMXLkSOzZsweCIEifdVXiwOPousapY8eOWLNmDdLT09G1a1ekpaWhWbNm\nOruSUr9fPb+0tDSYmZkhJCTksWXVLl68iOHDh0OlUiEkJAR2dnYa03v16vXEsezOnTvIy8tDSEiI\n9Nk+2qYPP/yw0uurvKrsJ//Gk8YpfTE3JydHZz12dnZa19AJgqAV7xwcHAA8+b6g7hGhoKAA6enp\nOH/+PM6ePSv1jKBSqZ6o3opYWVlpbSvqm3TUcftJY4ix+wytKZwMVqMXX3wRmzZtQkJCAiIjI7Fl\nyxbY29sjPDxcZ/nCwkIIgiDtjI9q2rQpcnNzAQAymQxHjhzBwoULsXnzZmzduhVbt26FKIp44YUX\nsGbNmhrtiFMmk2m8vnXrFgDovdhaEATcvHkTwMMbJQBofUkAD5OcJ6Vuw9mzZzF//ny97bhx44bG\nOF19KAqC8K/upFN3SZKcnIx+/fpBqVSiV69eGv1j9erVC8uXL4dSqUSbNm1QXFys0aWMuqPviraP\n9PR03Lt3T0oGH/1cgIf9n8lkMq0+8wCgQYMGGq9dXV2RkpKCd999F9u3b8fGjRuxceNGWFpaQqFQ\n4KOPPtJ7I9S/8Wi7K7PswMPuJ8rTlSAANdNPpjoZ/OWXX+Dj44NDhw4hOjoaISEhMDMz00gGO3Xq\nJG3rVYkDj+Pi4qI1Tr1tqLu1KiwslNafrnkB/6zXwsJCWFtba3SRpObg4ACZTKb1Gdy8eRN+fn54\n8OABVqxYgVGjRqFt27bS9H8Ty550u6iMquwn/8aTxil9MXfPnj3Ys2ePzjqAh597+f3i0X1BXe5J\n493vv/+OadOm4aeffgIRQRRF+Pr6Ijg4GGlpadVyR7L6x5wu6vk96baiK4bWR3w3cTXq168fZDKZ\n1MXMDz/8gEGDBmncGVqeXC4HEeHy5cs6p9+8eVOjS4KGDRti2bJlyM/PR1paGhYvXozWrVtjy5Yt\nmDhxouEXqArUid2+fftQVlamNahUKukuOXWg/+OPP7TqefROOuBhsCorK9Ma/+hOrG7DmDFjdLZB\n3Y4BAwb8u4WtBFdXV/j6+iIlJQUpKSkoKirS6kg6NDQU5ubmOHz4MH799VcAmv0Lqr/EK9o+BEF4\nbLcVTk5OuHfvns5f6Lr6vfTw8MD69etx9epVHDlyBLGxsXB1dcXatWtrrO/Ayiw7oN2NhzF16tQJ\nDRo0QGJiIk6cOIG7d+8iLCwMdnZ2aNeuHQ4cOIBLly4hOztbYxusahyoiDpBKO/KlSsA/klo5HJ5\npderXC7HvXv3dD6BqLi4GPfv39dqW+PGjbFv3z58/PHHKC0tRXR0tFZC8KSxrDq3i6ruJ0/KUHFK\nXc/nn3+utw6VSqX3B5IhEBEGDBiAhIQEvPXWWzh+/DiKiopw5swZvPvuu1rl1Ynno/H8SZL3x6mL\nMaQmcTJYjWxtbREeHo7du3cjJSUF586dw9ChQ/WWV99Gf+jQIa1pOTk5KCgoQJs2bQAAP//8M6ZO\nnSodIQgICMCcOXNw7Ngx2NraSofkAeP0zq7+5Z+SkqI17fbt25g1axY2btwI4J/Tw4cPH9YqW75r\nCDVLS0vcv39fa/yj3VD4+vrCysoKx48f19nGjz/+GAsXLtT6xV0ZT7JOu3fvjpMnT+p9qohcLscz\nzzyD9PR0HDlyBM2aNdM4hVPR9lFYWIi0tDR4eXnpPGpTXocOHaBSqZCcnKw17dixYxqvv//+e0yc\nOBF37tyBKIro1KkT3nnnHakN5bez6qRedn3zO3jwIERRhJ+fX420pzLMzMzQp08fHDx4EAcOHIAo\niggNDQXwcFs4e/as1CVR+S/6qsSBx9G17at/aLRv316a361bt3DmzBmtsgcPHgQAaX5BQUEgIp1t\nU382j7atadOmaNy4MXr16oVhw4YhJSUFK1eulKZXJZY9yt7eHi1btkR2djb+/PPPx7a/Kqqyn/wb\nhopTFcXc0tJSzJ07V6Pz66qobLw7deoUzpw5gxdffBHz589Hu3btpCOPmZmZADSPOKrPKjyaXOvq\nUujffo8FBgYCqFsxpCZxMljNXnzxRdy7dw/Tp0+HXC5H37599ZYdNWoUzM3N8d5772k8R7ioqAiT\nJ08G8PDXI/Dw183HH3+MJUuWaNRRUFCA+/fvazz5RH0k0pDXQz3O888/D3t7eyxevBjnzp3TmDZ7\n9mwsW7ZM2uE7duyIgIAAbN68WeNL5o8//sD777+vVXfr1q3x4MEDjVMhN27c0Ap01tbWGD58ODIz\nM7F06VKNaQcOHMD06dMRHx//RKd81Ov00b79KtK9e3fcvHkTX331FZo3bw5fX1+tMj179kRmZiaO\nHTum9dQRdR9an3zyCVJTU6XxpaWlmD59OoqLi6XtoyJjx46FIAh44403NK6D3LJlC5KTkzWC7pkz\nZ7BmzRqsXr1aow719qnrCTvVwc3NDd27d8fx48e12rJ+/XocPnwY3bt313u6szpV9CXVv39/3L59\nG59++inatm0rnaJSXwu7ZMkSNG3aVOOZtlWJA4+zbNky6TIMANi/fz9++OEHtG3bVkoG1Y/2mj59\nusYRmby8PMyfPx+WlpYYMWKERtl58+ZpJF/Xr1/HnDlzIAgCRo8erbc9S5cuhVwux3/+8x/k5+cD\nqFos00WhUOD+/fuYMWOGxlG8kydPYuXKlXBycsKgQYMqrEOXquwn/4ah4lTXrl3RsmVLfPbZZ1p9\nmi5evBgffPCBzh/XlVHZ7xD16dpH+yC9ceOG9Hz2Bw8eSONbt24NAPjpp5+kcWVlZVi4cKHeNlQl\n5pbXokWLWhtDagUj3bhSL5W/m1jt9u3bZGlpSYKg3c9cRf0MOjo6kkKhoMmTJ5Onp6fWLfnqvrnU\nXTXMmTOHXnnlFXJ2diZLS0tKTEyUyqq7zQgNDdW4K1eXqvYzqL4jrXz3HWqbN28mCwsLsrW1pVGj\nRtGcOXOkO7aeeeYZje4l0tLSyNHRkaysrCgyMpImTpxITZo0kfplK9/uhIQEqYuOV199laZOnUpN\nmzalrl27at29d/36dfL29iZBeNgP3+zZs2nEiBFkaWlJNjY2Gsup6/NTe/QO5pKSErK2tiaZTEYz\nZ87UuiNPl2vXrkl30Za/47K8Q4cOSWW+/PJLrelbt24lCwsLsra2ppEjR9L06dOlLj26deum0e+f\nvruuiYhef/11qeuVqVOn0gsvvECiKJKXl5fGNqnuZ1AQBOrfvz/NnTuXoqKiyNbWluzt7en06dMV\nLvOT9jOo667Fc+fOUZMmTaQ7EmfOnCn1Eda8eXOd/Qw++lnqq1/fnZ+PU9HdxEQPtz9RFEkQBJo5\nc6Y0/s6dO2Rubk6CINCECRO03lfZOKCPevl9fHyoRYsWNHPmTIqMjCRLS0utromIiIYMGUKCIFCr\nVq1o8uTJUj+D5ubmWt2dqPsZdHV1pQkTJtCECRPI1dWVRFGkefPmaZTVdefu0qVLSRAEGjx4MBFV\nLZbpUlxcLPWlFxAQQNOnT5f6GZTJZLRjx47Htkmfyu4nuuqtStcyVYlTFd2Bm5SURHZ2dmRhYUFD\nhgyh119/XepOpVWrVlRQUCCV1Re7dd21e+DAARIEgVq2bElz587V6qFAraysTOobNjQ0lObOnUvj\nx4+nhg0bUseOHalx48bk6+srlb969SrZ2dmRKIo0ZMgQmjNnDrVt25Y8PDzI3d2dAgMDpbL6Yq6+\nOKe+K7p87KlKDKlKLxz1ASeDBhQbG0uiKGp9AfXv359EUaQff/xRY3xERIRW9wRED7ua6NmzJ9nb\n25NcLqdnnnlGq18kIqI///yTZs+eTb6+vmRjY0POzs40aNAgOnLkiFa5Pn36kEwmo0aNGmn0JfYo\nhUJBoihWqdNpURR1JoNED7s7eO6558jZ2ZlkMhn5+flRTEyMVvcSRERnz56liIgIsre3pwYNGtAr\nr7xCGzdu1EoGiR520hwYGEjW1tbUokULevPNN6mgoEBn8L1x4wbNnj2bWrVqRVZWVuTm5kZDhw7V\n6NOQSP/nR/SwA+dHA85nn31GzZo1I5lMptG/X0X8/f1JFEX6+uuvdU5XdzOhq6sEtaNHj9KgQYPI\nycmJbGxsqG3btrRkyRKNvsL0tfnR9rdt25ZkMhl5e3vT2rVr6Y033tDaJi9evEgTJkygVq1akbW1\nNbm4uNDIkSO1+hHTparJ4IYNG0gURb1dWOTn51N0dDQ1a9aMrKysyNPTk1577TW6fv26Rjl9n6W+\n+p80GVRv//qSQSKiZ555hkRR1EpKOnfuTKIo0rZt23S+r7JxQBf18p84cYKioqLI0dGR7O3tafDg\nwZSVlaVVvqysjFauXEmBgYEkk8moYcOGNGDAAFIqlTrr37hxI3Xp0oVsbW3JycmJunfvrhXfiHQn\nPqWlpVLXLFu3biWiyscyfe7fv08LFiygp556iqysrKhJkyY0fPhwjT4sK2pTRSq7n/ybZJCo8nFK\nHaP1JSmZmZkUGRlJLi4uZG1tTd7e3vTaa69J3Vqp6Yvd+rpwmTJlCjk4OJBcLqd9+/bpXV8FBQUU\nFRVFzZs3J2tra/L396f333+fiouLafDgwSSKokbSdfz4cerduzfZ2tpSgwYNKDIykvLz8ykwMFBr\nPemKufrinK5kkKjyMeRx67m+EYj4YYOs9kpISMBzzz2H2NjYGrtZgTHGGDMlfM0gY4wxxpgJ42SQ\nMcYYY8yEcTLIGGOMMWbC+JpBxhhjjDETxkcGGWOMMcZMGCeDjDHGGGMmjJNBxhhjjDETxskgY4wx\nxpgJ42SQMcYYY8yEcTLIGGOMMWbCOBlkjDHGGDNhnAwyxhhjjJkwTgYZY4wxxkwYJ4OMMcYYYyaM\nk0HGGGOMMRPGySBjjDHGmAnjZJAxxhhjzIRxMsgYY4wxZsLMjd2A2kAUzUBUZuxmMGaS2rZti7S0\nNGM3gz2PzXoAAAAgAElEQVQBjp2MGYeh4yYfGQT+DmZUC4eYWtAGbhO36UkGgIgqNaSnp4PVTcaP\nncbez3j+PH9UOtYZcjB03ORkkDHGGGPMhD1xMrhhwwa4ubkBAJRKJURRRFnZvztdEBsbi969ez/x\n+3Nzc7Fr1y4AwIULFyCKInJzc/9VmxhjjDHG6jODHBkMDg5GQUEBRNG4BxrHjx+PI0eOGLUNhhVm\n7AboEGbsBugQZuwG6BBm7AboEGbsBjBmYGE8f56/Cc/fcAySvVlYWKBx48aGqOpfUZ9Lrz/CjN0A\nHcKM3QAdwozdAB3CjN0AHcKM3QDGDCyM58/zN+H5G85jk8H8/HxERETAzs4O7u7umDdvHh48eKBR\nRn2aWKVSITY2FqIoag1fffUVACAhIQHt2rWDTCaDo6MjRowYgTt37kh1/fXXX1AoFLC1tYWXlxc2\nb96sMa93330XzZs3h6OjI/r164ecnBwAgEKhwMGDB7Fw4UL06NEDgiAAALZv3w4vLy/Y2Nhg0KBB\nuHHjxr9bY4wxVot88skn8PT0hEwmQ9u2bbFz504AQHJyMkJDQ2Fraws7Ozv069cPV65cAQC0bt0a\nH3zwgUY9Xbp0wbJly1BaWoqJEyfCxcUFtra26NOnD3777bcaXy7GWA2iCpSVlVGHDh1o3LhxlJ2d\nTYcOHSJ/f3+aNWsWbdiwgZo3b05ERPv37ydBEEilUtHdu3fp6tWrdPXqVSooKKBJkyaRt7c3FRYW\nUm5uLllZWdG6devo4sWL9PPPP1OjRo3o/fffJyKimJgYEgSBJk2aRNnZ2fTBBx+Qubk5nTt3joiI\nPvroI/Lx8aH9+/dTdnY2TZkyhdzc3OjevXt0+/ZtevbZZ2nmzJl08+ZNysvLI0EQKCAggFJSUujo\n0aPUrFkzmj17ttZyAiCAeOCBB4MNqCi0aO1/7MmcPHmSLC0taceOHfT777/TwoULycbGhi5dukRO\nTk40f/58unDhAv3666/k4+NDkyZNIiKi+fPnU4cOHaR6Lly4QGZmZnTlyhVaunQptWrVio4fP045\nOTn0wgsvUJcuXXTOn2MnDzygRvZ1XfueQeuraGJiYiI5OzuTSqWSximVSrKysqL169frTAbL27Vr\nF9nY2FBaWhoREZ07d47WrFmjUWbEiBGkUCiI6GEy6OnpSWVlZdL07t27Swlc8+bNadu2bdK0srIy\n8vT0pK+++oqIiMLCwujtt98mIpKSwd27d0vlZ8yYQb1799ZeCeCAxgMPhh1QUWjR2v/Yk9m6dStZ\nWVlJMbasrIz27t1LV65coSVLlmiUfeONN6hbt25E9DAWC4JAFy5cICKi999/n7p3705ERNOmTSN/\nf3+6fv06ERFdvXqVfv31V53z59jJAw+ojl37sQw93wo7nc7KysKtW7fg4OBQ/kgiHjx4IJ2G1efC\nhQsYPXo0li9fjrZt2wIAvLy8YGlpiYULF+LMmTPSEBkZKb2vXbt2GnW3a9cOZ8+eRVFRES5fvozI\nyEiNG1VKSkpw7tw5ve1o1aqV9L+9vT2Ki4srbDdjjNUVffv2RVBQEIKCguDv74/nnnsO48ePh6ur\nK8aMGYOlS5ciPT0dmZmZSE9PR+fOnQE8jMUdO3bEpk2b8Prrr2PTpk145ZVXAACvvvoqvv/+ezRt\n2hQhISEYPHgwoqKijLmYjLFqVmEyWFpaCm9vb+kaFDUiwi+//KL3fcXFxXjxxRfRv39/TJgwQRqf\nnp6O4OBgDB48GF27dsWsWbOwbNkyjfc+ekdyaWkpLC0tUVpaCgDYtGkT/Pz8NNri6Oioty1mZmZa\nbdctttz/YahPF4YyVpsolUoolUpjN6NekMlkSE5ORlJSEhISErBlyxasWrUKO3bswPDhw9G+fXuE\nh4cjOjoaCQkJSEpKkt4bGRmJjRs3YtiwYcjIyMCQIUMAPLye8MKFC9i9ezd27tyJhQsXYu3atThx\n4gSsra11tCK23P9h4NjJmOFVe9ys6LDh7t27ydbWlm7evCmNO3z4MA0dOpRWr16t9zTx+PHjyc/P\nj+7du6dR36xZs6hv374a4zp27EijRo0iooeniX19fTWmd+7cmd566y0iInJxcdE4zaxSqWj48OG0\nb98+Inp4SvnR08Tnz5+XysfExFBISIjWcgJ8qoMHHgw7oKLQorX/sSeTmJhIcXFx0uuysjLy8fGh\nuLg4rVg6dOhQjfj3xx9/kLm5Ob311ls0cOBAafynn35K3377rfQ6Pz+fBEGgY8eOac2fYycPPMCQ\nu3SlGXq+FR4Z7NOnD1q2bImXXnoJixYtQlFREaKiohAUFKTnFyLw2WefYdOmTdi7dy8KCwtx+/Zt\nAA9/wTZs2BAZGRk4duwYnJycsHr1apw6dQru7u7S+3NycjBz5kxER0fju+++w6lTp/DDDz8AAGbO\nnIm3334bLi4uaNOmDT788EPs3bsXy5cvBwDY2dnh3LlzuH79+r9MkRljrPazsrLCggUL0KRJE/Tp\n0wdpaWm4dOkSPD09cfnyZSQmJsLT0xObN29GQkIC2rRpI723SZMm6NatG5YuXYr169dL42/cuIHY\n2Fg4OzvD29sbX331FeRyOXx8fIyxiIyxmvC4bDEvL48GDRpEtra21LBhQ4qOjqa7d+9SfHw8ubm5\nEdHDI4OiKFJpaSmFhYWRKIokCILGEBUVRUVFRTRs2DCyt7cnFxcXmjt3Lq1du5a8vLyIiCg2NpaG\nDBlCw4YNI2tra/Lz86PExESpLSqVit555x1q1qwZ2djYUEhICKWkpEjTExISqEGDBtS+fXu6cOEC\niaKocWQwNjaWQkNDtZYR4F+3PPBg2AGV/kValbJM2/r168nHx4esra3Jy8uLVq9eTSqViiZOnEhO\nTk7k5ORE0dHRtGPHDpLL5VRcXCy9d+3atWRjY0N3796Vxj148IBmzJhBTZs2JWtra+rUqRMdPHhQ\n57w5dvLAA6p9H9e37xmS8HelJu3hDSsmvxoYMyABlQ0tglD5ssyw5s+fj6ysLHz77bdP9H6OnYwZ\nJ34ZOm5WeJqYMcZY/XP69GmkpqZi5cqV2LRpk7GbwxgzMuM+TJgxxliNO3HiBCZOnIhRo0ahR48e\nxm4OY8zI+DQx+FQHY4bHp4lNAcdOxurHaWI+MsgYY4wxZsL4mkFJxU9UYYxVnlzuZOwmsBrDsZOZ\nrvoS6zgZ/BufpmKMsarj2MlY3ceniRljjDHGTBgng4wxxhhjJoyTQcYYY4wxE8bXDP7tYRcJjJk2\nudwJhYU3jN0MVodw7GT1kanFQu5nENxXFmP/qPk+s7ifwbqLYyerv2p3XOJ+BhljjDHGmMFwMsgY\nY4wxZsLqXTKoUCgwevRovdO9vLzwxRdf1GCLGGOsblMqlRBFEWVlZcZuCmOsGtS7ZFAQhAovaH7c\ndMYYY5qCg4NRUFAAUax3XxmMMdTDZJCIavVFn4wxVtdYWFigcePGxm4GY6yaGDUZzMvLw8CBA2Fv\nbw83NzcsWrQIAJCfn49hw4bB2dkZjRo1wtSpU1FSUgIA2LBhA9zc3DTqCQsLw9tvv61zHuvWrYO7\nuzscHBwQFxdXvQvEGGP1EJ8mZqx+M1o/gyUlJejTpw8CAgJw5MgR5OfnY/jw4WjWrBneffdd+Pj4\n4MCBA/jzzz/x8ssvg4iwatUqnXU9eupX/f/PP/+MqVOnYu3atejUqRPeeecdnD9/vkaWjzHGGGOs\nLjBaMpiYmIg//vgDJ0+ehFwuh5+fHz755BM8ePAAly9fxrFjx+Do6AgA+PjjjzFw4EC89957VZrH\nunXrMHLkSIwZMwYAsH79euzatcvgy8IYY4wxVlcZLRnMzMyEl5cX5HK5NG7kyJFYvHgxvLy8pEQQ\nALp06QKVSoVz585VaR5ZWVmYMGGC9Nre3h7e3t56SseW+z/s74ExZmhKpRJKpdLYzWAGE1vu/zBw\n7GTM8Ko7bhotGbS0tNQ5XiaTaY1TqVQAgLKyMp13ApeWluqdz6M3k1hYWOgpGau3DsaY4YSFhSEs\nLEx6zdfy1nWxxm4AY/VedcdNo91A4uPjg/Pnz+POnTvSuJiYGCxevBg5OTm4efOmND45ORlmZmbw\n8vKCpaWlxnuICLm5uTrn4e/vj2PHjkmvi4qK8Ntvv1XD0jDGGGOM1U1GSwbDw8Ph5uaGCRMm4OzZ\ns9i9ezdWrlyJ5cuXw8fHB6NHj0ZGRgaUSiWmTZuGkSNHwsnJCR06dEBhYSE++ugj5ObmYs6cORqJ\nI/DP0cApU6bghx9+wJo1a3D27Fm8+uqruHv3rjEWlzHGGGOsVjJaMiiKIrZv344bN26gXbt2mDRp\nEmJiYjB06FBs27YNgiCgc+fOGD58OAYPHoz169cDALy9vfHhhx/ivffeQ1BQEEpLSzF8+HCp3vJ3\nFoeEhODLL7/EBx98gA4dOsDR0RFdunQxyvIyxlhdxp31M1Z/CcQ9NP8d5Ex+NTAGQKjxTtsFoebn\nyQyDYyerv2p3XDJ03Kx3TyBhjDHGGGOVx8kgY4wxxpgJ42SQMcYYY8yEcTLIGGOMMWbCjNbpdO3D\nd8oxJpc7GbsJrM7h2MnqH1OLhZwM/q023zXEGGO1FcdOxuo+Pk3MGGOMMWbCOBlkjDHGGDNhnAwy\nxhhjjJkwvmbwb/yoJVaXyOVOKCy8YexmMMaxkxkUxzbj4MfRgR+pxOqi2v2opKrgx9HVXRw7meFx\nPKgMfhwdY4wxxhgzmHqVDMbGxiI0NFTv9F69eiEuLq4GW8QYY7Xfhg0b4Obmpnf6yy+/jKioqBps\nEWOsJtWrZPBxBEHg61sYY+wRI0aMQFpamt7pHDsZq9/4BhLGGDNx1tbWsLa2rrAMX8fFWP1VY0cG\nAwMDsWLFCul1REQEAgMDpddbt26Fj48Pbt26hejoaDRp0gQODg4YNWoUbt68CQBQKpUQRRFlZWXS\n+xQKBUaPHq1zntu3b8dTTz0FW1tbTJo0CSqVigMaY6xe++STT+Dp6QmZTIa2bdti586dAIDk5GSE\nhobC1tYWdnZ26NevH65cuQJA+zTxr7/+inbt2sHGxgZDhgxBUVGRUZaFMVYzaiwZ7Nu3L5RKJYCH\nvzAPHTqEzMxM3L17FwCwd+9e9O3bFxERETh16hQSEhLwyy+/IDs7W2+yB+g/fZGZmYmhQ4ciOjoa\nqampMDc3h1Kp5FMdjLF6KzU1FTNmzMCKFSvw22+/Yfjw4Rg2bBjy8/MxYMAA9OnTB5mZmfj555+R\nm5uLhQsXatVx/fp19O/fHz179kR6ejrat2+P7777jmMnY/VYjZ0mDg8Px7p16wAAGRkZcHZ2RuPG\njXH48GH06dMHiYmJmDZtGlatWoWsrCz4+voCAL7++mu0bt0aWVlZOuvVd6QvPj4ewcHBmDlzJgBg\n+fLl2LFjRzUsGWOM1Q4XLlyAIAho0aIF3NzcMG/ePHTq1AlmZmb4z3/+I8VDd3d3vPDCC0hOTtaq\n4/vvv0fDhg3xwQcfAADmzZuHXbt21ehyMMZqVo0lg8HBwfjrr7+Qnp6OgwcPIjQ0FCqVCklJSfD2\n9kZ+fj4cHBwgl8ulRBAAfH194eTkhKysLDRo0OCx81H/es3MzNQ4DS2KIoKCgip4Z2y5/8P+Hhhj\nhqZUKqWzBMyw+vbti6CgIAQFBcHf3x/PPfccxo8fD1dXV4wZMwZLly5Feno6MjMzkZ6ejs6dO2vV\nkZmZiYCAAI1xHTp0wK1bt/TMNbbc/2Hg2MmY4VV33KyxZNDS0hJhYWFQKpVISkrCwIEDUVpaim++\n+QZubm7o1q0bnJycdL5XpVJBpVLpPE1RWloKUdQ+2y0Igsa1hQBgYWFRQQtjq7I4jLEnFBYWhrCw\nMOk1d/dkODKZDMnJyUhKSkJCQgK2bNmCVatWYceOHRg+fDjat2+P8PBwREdHIyEhAUlJSTrreTR2\nmptX9FURa7gFYIzpVN1xs0a7lgkPD8e+ffuQlJSE0NBQhIaG4ujRo0hISEC/fv3g6+uLO3fu4OzZ\ns9J7MjMzUVhYCF9fX1haWgIACgsLpem5ubka81CfNvb390dKSorG+Iq6TmCMsbrul19+wfz58xES\nEoL//ve/yMrKgouLC5RKJRwcHJCQkICpU6ciODgY58+f11mHv78/UlNToVKppHGpqal8zSBj9ViN\nJ4N79uyBKIrw9PSEj48P7OzspGTQx8cHAwcOxNixY3H8+HGkpKRg7NixCA0NRUBAANq0aQOZTIZF\nixYhLy8PS5cu1ZvgTZgwAWlpaViwYAGys7Px+uuvayWOjDFWn1hZWWHBggVYu3YtLly4gO3bt+PS\npUvw9PTE5cuXkZiYiNzcXCxevBgJCQkoLi7WqmPEiBEoKSnB1KlTkZ2djaVLl+LAgQNGWBrGWE2p\n0WTQ29sbzZo103hKSNeuXeHh4QEfHx8AwBdffAFvb2/07NkT4eHhePrpp6UbP+zt7bFu3Tps2rRJ\n+vU6ffp0qa7ydxa3atUKCQkJ2Lx5M4KCgnDp0iU8//zzNbi0jDFWs0JCQrB69WosWbIErVu3xpw5\nc7Bs2TJERkZi9OjRGDZsGDp06IDc3Fxs2rQJ2dnZKCkpAfDP9dZOTk74+eefkZqaiqCgIOzZswcT\nJkww5mIxxqqZQNzxHj9sndVB9edh7oZ+4DqrORw7meFxPKgMQ8dNk3ocHWOMMcYY08TJIGOMMcaY\nCeNkkDHGGGPMhHEyyBhjjDFmwmqs0+naj/vQYnWHXK67g3bGah7HTmY4HNuMg5PBv/HdS4wxVnUc\nOxmr+/g0MWOMMcaYCeNkkDHGGGPMhHEyyBhjjDFmwviawb/xQ9iZIcnlTigsvGHsZjBW7Th2MkPh\nuGk8/Dg68COVWHXgRypVFj+Oru7i2MkMi2NBZfHj6BhjjDHGmMHUq2Rww4YNcHNz0zv95ZdfRlRU\nVA22iDHGGGOsdqtXyeCIESOQlpamd7ogCHx9C2OMMcZYOfXqBhJra2tYW1tXWIavR2CMMcYY+0et\nPTL4ySefwNPTEzKZDG3btsXOnTsBAMnJyQgNDYWtrS3s7OzQr18/XLlyBYD2aeJff/0V7dq1g42N\nDYYMGYKioiKjLAtjjBmDvjian5+PiIgI2NnZwd3dHfPmzcODBw+k9yUlJaFTp06wsbGBv78/vv76\na2MtAmOsBtTKZDA1NRUzZszAihUr8Ntvv2H48OEYNmwY8vPzMWDAAPTp0weZmZn4+eefkZubi4UL\nF2rVcf36dfTv3x89e/ZEeno62rdvj++++45PEzPGTIK+OHrr1i08//zzcHZ2xsmTJ7Fx40YkJCRg\n3rx5AICCggIMGDAAo0ePxunTp/HOO+9g6tSpSEhIMPISMcaqDdVCW7duJSsrK0pLSyMiorKyMtq7\ndy9duXKFlixZolH2jTfeoG7duhERUXx8PDVv3pyIiFatWkWenp4aZUNCQigqKkprfgAIIB54MOCA\natgz6ideV9VDXxxNSEggZ2dnUqlUUlmlUklWVlZUWlpK//nPf2jw4MEadcXGxlLPnj215sGxkwfD\nDqjenaIeMfS6qpXXDPbt2xdBQUEICgqCv78/nnvuOYwfPx6urq4YM2YMli5divT0dGRmZiI9PR2d\nO3fWqiMzMxMBAQEa4zp06IBbt27pmWtsuf/D/h4YY4amVCqhVCqN3Yx6T18c3blzJ27dugUHBwep\nLBHhwYMHuHjxIrKysrB7927I5XJpemlpKRo3bqxnTrHl/g8Dx07GDK+642at7nQ6KSkJCQkJ2LZt\nGwoKCrBjxw4MHz4c7du3R3h4ONq1a4eEhAQkJSXh0KFD2LBhA95++21cunQJkydPRn5+PrZv3y7V\nN2fOHPz555+Ij4/XmA93nMoMjztPrSzudLp6PRpHZ82ahW+++Ua6flCNiNCiRQsMGzYMjo6OePvt\ntzWmmZmZwcPDQ+M9HDuZYXEsqCyT6HT6l19+wfz58xESEoL//ve/yMrKgouLC5RKJRwcHJCQkICp\nU6ciODgY58+f11mHv78/UlNToVKppHGpqal8zSBjzCToi6NEhEuXLqFBgwbw9PSEp6cnrl69innz\n5qGsrAy+vr747bffpGmenp7Yu3cv1q9fb+xFYoxVk1qZDFpZWWHBggVYu3YtLly4gO3bt+PSpUvw\n9PTE5cuXkZiYiNzcXCxevBgJCQkoLi7WqmPEiBEoKSnB1KlTkZ2djaVLl+LAgQNGWBrGGKt5+uJo\n586d0bJlS7z00ks4deoUkpOTERUVBTMzM1hZWWHSpElITU3Fm2++iXPnzmHLli2YM2dOhR36M8bq\nOINegWhA69evJx8fH7K2tiYvLy9avXo1qVQqmjhxIjk5OZGTkxNFR0fTjh07SC6XU3FxMcXHx5Ob\nm5tUR1paGnXu3JlkMhn17t2bJk6cyDeQ8FBDA2pyd6nTeF1VH11xlIgoLy+PBg0aRLa2ttSwYUOK\njo6mu3fvSu/75ZdfqGPHjmRlZUUeHh5aN+6pcezkwbADamS/qA8Mva5q9TWDNYWve2GGx9e+VBZf\nM1h3cexkhsWxoLJM4ppBxhhjjDFWMzgZZIwxxhgzYZwMMsYYY4yZME4GGWOMMcZMWK18AolxcP+D\nzHDkcidjN4GxGsKxkxkGx03j4WTwb3wHE2OMVR3HTsbqPj5NzBhjjDFmwjgZZIwxxhgzYZwMMsYY\nY4yZML5m8G8Pe9Jnpkoud0Jh4Q1jN4OxOodjp2nhWFk/8ePowI9UYgA/Bsl4+HF0dRfHTlPE+2tt\nwI+jY4wxxhhjBsPJIGOMMcaYCasVyeC7776L7t27G7sZjDFmkmJjYxEaGqp3eq9evRAXF1eDLWKM\n1aRakQwyxhirvQRB4BtFGKvHOBlkjDHGGDNhRkkGs7Ky0LVrV9ja2qJ79+64du2aNC0+Ph6tW7eG\nlZUVGjVqhEmTJkGlUgEAFAoFxo4di6CgIDRq1AhnzpzB//3f/+Gll16Co6MjXFxcMGPGDKhUKixe\nvBht2rTRmO+aNWsQEBBQo8vKGGP/RmBgIFasWCG9joiIQGBgoPR669at8PHxwa1btxAdHY0mTZrA\nwcEBo0aNws2bNwEASqUSoiiirKxMep9CocDo0aN1znP79u146qmnYGtrK8VgvoOUsfqrxpPBkpIS\n9O/fH+7u7jh58iReeuklrFmzBoIg4Ndff8XkyZOxaNEi5OTkYPXq1YiPj8fWrVul92/cuBGxsbHY\ns2cP/Pz88Pzzz+P333/H/v37sW3bNvz4449YvHgxRo4cibNnz+LMmTPSezdt2oSXXnqppheZMcae\nWN++faFUKgE8fA7woUOHkJmZibt37wIA9u7di759+yIiIgKnTp1CQkICfvnlF2RnZ+tN9gD9p34z\nMzMxdOhQREdHIzU1Febm5lAqlXyamLF6rMY7nU5MTMSff/6J1atXw9bWFr6+vjhw4ADy8/Mhk8nw\n+eefIyIiAgDg5uaGJUuWIDMzU3p/u3btMHjwYADAmTNnkJSUhJycHHh6egIAVq9ejYKCArRo0QLP\nPvssNm/ejDZt2qCgoACHDh1CfHx8TS8yY4w9sfDwcKxbtw4AkJGRAWdnZzRu3BiHDx9Gnz59kJiY\niGnTpmHVqlXIysqCr68vAODrr79G69atkZWVpbNefUf64uPjERwcjJkzZwIAli9fjh07dlTDkjHG\naosaTwYzMzPRqlUr2NraSuM6dOiA/Px8tGvXDtbW1oiJiUFmZiYyMjJw7tw59OrVSyrr4eGhUZe9\nvb2UCAIPf0WrRUZGYtWqVYiNjcWWLVvQqVMnuLu762lZbLn/w/4eGGOGplQqpSNd7PGCg4Px119/\nIT09HQcPHkRoaChUKhWSkpLg7e2N/Px8ODg4QC6XS4kgAPj6+sLJyQlZWVlo0KDBY+ejPvKXmZmp\ncRpaFEUEBQVV8M7Ycv+HgWMnY4ZX3XHTKI+je/QXqbn5w2b873//w+DBg6FQKNCvXz/ExMRg0qRJ\nGmWtrKyk/y0tLSucz9ChQzF9+nRkZmZi8+bNGDlyZAWlY6u0DIyxJxMWFoawsDDpNXdZUjFLS0uE\nhYVBqVQiKSkJAwcORGlpKb755hu4ubmhW7ducHJy0vlelUoFlUql8xRvaWkpRFH7SiFBEDSuLQQA\nCwuLCloYW5XFYYw9geqOmzV+zeDTTz+NnJwc3Lp1SxqXmpoKAFi/fj2ioqKwevVqjBs3Dk899RRy\ncnL0ns7w9vZGYWEh8vLypHGfffYZevbsCQBo2LAhevXqhS+//BJHjx7FsGHDqnHJGGOseoSHh2Pf\nvn1ISkpCaGgoQkNDcfToUSQkJKBfv37w9fXFnTt3cPbsWek9mZmZKCwshK+vr/TDubCwUJqem5ur\nMQ91nPX390dKSorG+LS0tOpcPMaYkdV4MtirVy94eHhg3LhxyMrKwldffYVvv/0WAODs7IzDhw8j\nIyMDZ86cgUKhwI0bN1BcXKyzLj8/P/Tq1Qvjx4/HqVOnkJSUhHfffVfrVPGKFSvQtWtXNG7cuEaW\nkTHGDCk8PBx79uyBKIrw9PSEj48P7OzspGTQx8cHAwcOxNixY3H8+HGkpKRg7NixCA0NRUBAANq0\naQOZTIZFixYhLy8PS5cu1ZvgTZgwAWlpaViwYAGys7Px+uuvayWOjLH6pcaTQXNzc+zevRt3795F\nhw4dsGrVKrz22msQBAGxsbFwdXVFly5d0L9/fwQGBmLevHlS0NJ199tXX32FBg0a4Nlnn8XQoUMR\nGRmJOXPmSNPVN6NUfIqYMcZqL29vbzRr1kzjKSFdu3aFh4cHfHx8AABffPEFvL290bNnT4SHh+Pp\np5+Wbvywt7fHunXrsGnTJvj7+yM1NRXTp0+X6iofW1u1aoWEhARs3rwZQUFBuHTpEp5//vkaXFrG\nWE0TqJ53HnXx4kW0bt0aBQUFsLe311nmYRCs16uBPZbA/agZiSDwuq+rOHaaIt5fawNDx02j3EBS\nE5jFmvIAACAASURBVO7du4ddu3bh888/x5AhQ/QmgowxxhhjpqzeHhm8d+8emjdvDg8PD+zcuROu\nrq56y/KvW8a/do2HjwzWXRw7TRHvr7WBoeNmvU0Gq4IDGuMAZzycDNZdHDtNEe+vtQGfJq42/Kgl\nUyaX6+6njTH2OBw7TQnHyvqJk8G/8S8dxhirOo6djNV9Nd61DGOMMcYYqz04GWSMMcYYM2GcDDLG\nGGOMmTC+ZvBvuh7kzkyDXO6EwsIbxm4GY3USx876heOhaeKuZcDdIzDuKsGYuGuZuotjZ33E+2Nd\nYOi4yaeJGWOMMcZMGCeDjDHGGGMmjJNBxhhjjDETxskgY4wxxpgJ42SQMcYYY8yE1fpk8MKFCxBF\nET/99BM8PDwgl8sxe/ZsZGRkoH379rCzs8PgwYNx7949KBQKjB07FkFBQWjUqBFOnz6NLVu2wM/P\nDzKZDD4+PtiwYYOxF4kxxp5IXl4eBg4cCHt7e7i5uWHRokUAgPz8fAwbNgzOzs5o1KgRpk6dipKS\nEgDAhg0bEBISgvfeew8NGjSAq6srvv32W3z//fdo0aIFGjRogLfeekuaR0lJCV577TU0btwYDRs2\nxPDhw3Ht2jWjLC9jrIZQLZeXl0eCIFBwcDBlZGTQ119/TYIgkK+vL+3bt48OHjxIDg4OtHLlSlIo\nFGRmZkbbtm2j48eP09WrV8nCwoLWr19Pv//+O8XHx5OZmRllZ2drzAMAAcSDyQ61fjeo13j9V05x\ncTF5eXnRCy+8QGfOnKH//e9/5OjoSF988QV5e3vTgAEDKCMjg/bv30+tWrWiyZMnExFRfHw8WVlZ\nUVRUFJ0/f56mTZtGtra21K1bNzp9+jStXr2aBEGg06dPExHRzJkzqXPnznTs2DE6c+YMDRkyhDp2\n7KizTRw76+PA+2NdYOjPqdZ/6upkcPfu3dI4Z2dnio2NlV4PHjyYJk+eTAqFQiNonTx5kgRBoF27\ndknj9u/fTzdv3tSYBwc0Ux9QjVswexxe/5WTkJBAtra2VFhYKI375ptv6IsvviAbGxuNuLZnzx4y\nNzen27dvU3x8PJmbm9Pdu3eJiOjUqVMkCAIplUqpvIODA23ZsoWKiorIysqKUlNTpWn37t0jGxsb\nOnTokFabOHbWx4H3x7rA0J9TnXkCiaenp/S/TCaDu7u7xmv1KZHy44OCgvDcc89hwIABaNWqFQYN\nGgSFQgFHR0cdc4gt93/Y3wNjzNCUSiWUSqWxm1HnZGZmwsvLC3K5XBo3cuRILF68GF5eXhpxrUuX\nLlCpVMjJyQEANGzYELa2tgAexksAOmNobm4u/vrrL4SGhmrMu6SkBOfOnUNISIiOlsWW+z8MHDsZ\nM7zqjpt1Jhk0N9dsqijqvtzR2tpa4/W2bduQlpaG7du3Y8eOHfjkk0/w008/oXfv3o+8M9aArWWM\n6RMWFoawsDDpdVxcnPEaU4dYWlrqHK9O7spTqVQafx+Nn4DuGFpaWgoAOHjwIBwcHKTxRIRGjRrp\naVlsRc1mjBlAdcfNWn8Dyb+RmpqK1157DYGBgYiJicGJEycQGhqKH3/80dhNY4yxKvHx8cH58+dx\n584daVxMTAwWL16MnJwc3Lx5UxqfnJwMMzMzeHl5VWkeXl5eMDMzw/Xr1+Hp6QlPT080atQIM2fO\nxMWLFw22LIyx2qVeJ4MODg5YvXo14uLikJeXh/379+PUqVPo0KGDsZvGGGNVEh4eDjc3N0yYMAFn\nz57F7t27sXLlSixfvhw+Pj4YPXo0MjIyoFQqMW3aNIwcORJOTk5VmoednR0mTJiAKVOmYP/+/Th7\n9izGjBmDjIwM+Pj4VNOSMcaMrU4kgw8fhl65MuXLenp6YvPmzdi6dSv+v707D2vizv8A/k5AKJAg\niFqtUJDLC6kiKq6gAS1Qa2vVeqBSka1aXal3D60t1PqrXa1Hq1aLtnhv60nVIuvRqFg8qoKgWAqC\nXaznqkXWyvn9/aHMkuK5JpmEvF/Pk8dkZjLzmZC8/WRmMtOmTRu89tprGDduHGJjYw1WKxGRISiV\nSiQnJ+PatWsICAjA2LFj8cEHH2DAgAHYunUrFAoFgoKCMGjQIPTp0wfLly8HcCcT/5yhD8rUTz/9\nFOHh4Rg0aBA6deqE27dv45///CdsbW0Nun5EJB/F3V+lWLQ7wWjxL4MFU4AfA/koFHz9zRWzsy7i\n59Ec6Ds3zWLLIBEREREZBptBIiIiIgvGZpCIiIjIgrEZJCIiIrJgZnPSacN7+C+WqW5Sqx/v9BtE\nVBOzsy5hHlomNoN38ddTRESPj9lJZP64m5iIiIjIgrEZJCIiIrJgbAaJiIiILBiPGbzrUS55R+ZJ\nrXZGcfE1ucsgqpOYneaPGUm8HB14SaW6j5dXMmW8HJ35YnbWFfwMmhtejo6IiIiI9KZON4MeHh5Y\nsWKF3GUQERERmaw63QwqFAoez0JERET0AHW6GSQiIiKiB5OlGSwsLIRSqcS2bdvg4eEBtVqNKVOm\nICsrCx06dIBKpUKfPn1w69YtxMTEIDo6WrdopRJ79+4FANy6dQvjxo1D48aN0aBBAwwfPhwlJSXS\ntDk5OQgODoadnR3at2+PEydOGHVdiYjkUFRUhIEDB8LFxQWNGjVCXFwcSktLkZSUhODgYHz44Ydo\n3LgxnJycMGHCBJ2D0b/88kt4enpCrVYjJCQEP/30k4xrQkSGJuuWwU8++QTbt2/H0qVLMW/ePAwY\nMABz585FSkoK9u3bh6+++uqhu3pHjx6NH374AVu2bIFWq0V2djYmTZoE4M5lkhITEzF16lScPHkS\nLi4uGDVqlLFWj4hIFmVlZQgLC8OtW7ewb98+bNiwASkpKZg8eTIUCgWOHj2KM2fO4ODBg1i8eDEW\nLVqE1NRUAMC2bdvw/vvvY+HChcjIyMALL7yAsLAwXLx4Uea1IiKDETIoKCgQCoVCpKSkSMNcXFxE\nfHy89LhPnz7ib3/7m4iJiRHDhg3Teb5CoRB79uwRN27cEPXq1RN79uyRxh05ckTMnTtXCCGEh4eH\nePvtt6VxycnJwsbGplY9AAQgeKuzN1ne5vSI+PfRv+TkZGFvby+uX78uDdu5c6ewtrYWCxcuFEql\nUhQXF0vjAgICxMyZM4UQQgQHB4v58+frzC80NFQaXxOzs67c+Bk0N/r+m8l60mlPT0/pvp2dHdzd\n3XUel5aWPvD5ubm5qKioQIcOHaRhHTt2RMeOHaXHXl5e0n1HR0eUl5dDCHGPrY3xNe5r7t6ISN+0\nWi20Wq3cZdRpOTk58Pb2hpOTkzSsS5cuqKysRHl5ORo2bAi1Wi2Nq87G6udOmzYNM2bMkMaXlZXB\nzc3tPkuLr3FfA2Ynkf4ZOjdlbQatrXUXr1TW3mv956atoqJCum9jY/PQZVhZWdUa9vBmkIgMRaPR\nQKPRSI8TEhLkK6aOsrOzqzWssrJS+vde2XlnY8Od8fPmzUN4eLjOOJVKdZ+lxT9xvUT0YIbOTZP/\nNbGNjQ1u3rwpPT579qx039PTE1ZWVjh+/Lg0bPfu3WjRooUUbERElqZVq1bIy8vD9evXpWHp6emw\nsrKq9SX8z1q0aIFff/0Vnp6e0m3evHncmktUh5lsM1jdzHXs2BF79+7F3r17cerUKcTFxcHW1hYA\noFarMWLECIwfPx6HDx/GiRMn8NZbb6Fnz568xBURWayePXvC19cX0dHRyMrKglarxZtvvomoqCi4\nuLjUmr5mVk6aNAmfffYZVq1ahfz8fCQkJGDFihVo1aqVMVeBiIxItt3EDzsZdPWviKOjo3Hw4EH0\n6dMHTk5OiI+PR0FBgTTd/PnzMX78eERGRsLa2hr9+/fH3Llz77sMnoSaiOo6hUKBrVu3Yty4cQgK\nCoJKpcKwYcPw8ccfY926dbVysObjgQMH4vLly0hISMBvv/2GVq1aITk5Gf7+/sZeDSIyEoXg5jNe\nbL3O41ZiU8at+OaL2VlX8DNobvSdmya7m5iIiIiIDI/NIBEREZEFYzNIREREZMHYDBIRERFZMFlP\nOm1a+Cvjukqtdpa7BKI6jNlp7piRxGbwLv6Siojo8TE7icwfdxMTERERWTA2g0REREQWjM0gERER\nkQXjMYN38TJ1pk+tdkZx8TW5yyCiGpid5ouZStV4OTrwkkrmg5dMqot4OTrzxew0d/zsmStejo6I\niIiI9MYsm8GYmBhER0fLXQYRUZ2k1WqhVCpRVVWFwsJCKJVKnD17Vu6yiMhAzPKYwc8//1zuEoiI\niIjqBLNsBtVqtdwlEBEREdUJJrObuHpXxLZt2+Dh4QG1Wo0pU6YgKysLHTp0gEqlQp8+fXDr1i2d\n3cS///47Bg0aBBcXF9SvXx/9+/fHpUuXHjqOiKguateuHRYuXCg9fuWVV9CuXTvp8ebNm+Hr64vi\n4mIMHz4cTk5OaNq0KUaPHo2SkhI5SiYimZlMM1jtk08+wfbt27F06VLMmzcPAwYMwNy5c5GSkoJ9\n+/bhq6++gkKhkE5n8P777+PcuXPYv38/Dh06hMuXL2PSpEn3HTdx4kQ5V4+IyKAiIyOh1WoB3LlU\n3IEDB3D69Gmp0du1axciIyMxYsQIXLt2DWlpadixYwd+/vlnxMTEyFc4EcnG5HYTv/fee/Dz84Of\nnx/Gjx+PqKgohIaGAgA0Gg3OnDmjM/25c+egUqng4eEBBwcHrF69Gjdu3HjoOCKiuigiIgKJiYkA\ngKysLLi4uKBx48b48ccfER4ejt27d2PixIlYvHgxrl69CmdnZwDAypUr0bx5c5w/f17O8olIBia3\nZdDT01O6b2dnB3d3d53HpaWlAP57cfSJEyfi6NGjaNSoEV588UXs3r0brVu3fug4IqK6qGvXrigr\nK0NmZib27duHkJAQdO7cGWlpaSgoKEBRURHc3NwghMCzzz4LtVoNtVoNPz8/KBQK5Obmyr0KRGRk\nJrdl0NpatySl8sH9avfu3VFUVIRt27bh+++/x+TJk7Fu3Trs3bv3geNqi69xX3P3RkT6ptVqpd2Y\npH82NjbQaDTQarVIS0tD7969UVFRgXXr1sHNzQ3du3dHVVUVVCoVMjIydJ4rhEDTpk1x5MiRx1hi\nfI37GjA7ifTP0Llpcs3go6o+ZnDWrFno3LkzhgwZgiFDhuDgwYMICQnB5cuXkZiYeM9xV65cQaNG\njf40x3ijrwORJdJoNNBoNNLjhIQE+YqpoyIiIrBr1y4cOXIEn3zyCSoqKjB+/HioVCq88MILaNGi\nBUpKSlBRUQFfX18AQEFBASZMmIAvv/zyMZcWr/f6iUiXoXPT5HYTP6rq3cTnzp1DXFwc0tPTcfbs\nWaxZswbu7u5o2LDhA8cREdVVERER2LlzJ5RKJTw9PeHr6wuVSoXt27fjhRdeQMuWLREZGYno6Ggc\nOXIEmZmZGDZsGK5cuYImTZrIXT4RGZlJNYOPcsHz6mmq//3000/RuXNn9OnTB35+fsjNzcX27duh\nVCrvO44XVieiuszHxwfNmjVDSEiINKxbt27w8PCQtgSuXr0aPj4+CA8Ph0ajgaurK5KTk6Xpa+Yk\nM5OoblMIXqWaF1s3G7yoel2k7wuuk/EwO80dP3vmSt+5aVJbBomIiIjIuNgMEhEREVkwNoNERERE\nFozNIBEREZEFM9vzDOoffy1n6tRqZ7lLIKJamJ3miplK1dgM3sVfVBERPT5mJ5H5425iIiIiIgvG\nZpCIiIjIgrEZJCIiIrJgPGbwLl5uybSp1c4oLr4mdxlE9CfMTvPADKUH4eXowEsqmQdeNqmu4uXo\nzBez05zwc1aX8HJ0RERERKQ3bAaJiIiILJjem8HCwkIolUr89ttv+p71E9u4cSMuXbokdxlERAbx\n0UcfITQ0FCtXroSbm9t9p3v99dcxYsSIR5pnSUkJVq5cqa8SicgEWcyWwXPnzmHgwIH4z3/+I3cp\nREQGNXjwYGRkZNx3vEKheOQffnz66adYvny5vkojIhNkMb8mrj7QkgfQElFdZ2trC1tb2wdO86hZ\nyMwkqvsMtmVw/fr1aNasGZycnPDGG2+grKwMAJCWloZOnTrB3t4efn5+WLNmjfScmJgYjB8/HlFR\nUVCpVHBzc9PZPeHh4YHFixfjL3/5C+zs7NCuXTv89NNP0viioiK88sorUKlUcHd3x7vvvovy8nIA\ngKenJwDAx8cHq1atMtRqExEZTU5ODrp16wYHBweEhobiypUrAFBrN/HBgwcREBAAe3t7vPrqqzp7\nSOLj4zF48GCMGzcOTk5OaNy4MWbPng0ASEpKwocffoiDBw/CysrKuCtHREZjsGbwq6++wubNm5Gc\nnIyUlBTMmjULFy9exIsvvojo6GhkZ2fj/fffR1xcHLZv3y49b+nSpejQoQOys7Px6quvYsyYMbhx\n44Y0PiEhAe+88w5OnjwJJycnjBs3DsCdb699+/aFi4sLjh8/jrVr12L79u149913AQBHjhwBABw6\ndAgDBw401GoTERlFaWkpevXqBXd3dxw/fhxDhw7F0qVLa+3+vXLlCnr16oUePXogMzMTHTp0wD/+\n8Q+d6bZs2QIbGxscP34cb731FqZNm4YzZ85g8ODBmDx5Mjp37owLFy4YexWJyFiEnhUUFAiFQiH2\n7t0rDVu5cqVo1KiRmDFjhujTp4/O9PHx8aJHjx5CCCGGDx8uAgMDpXHFxcVCoVCIAwcOCCGE8PDw\nEFOmTJHGJycnCysrKyGEELt37xYuLi6isrJSGq/VaoWtra2orKyU6srPz69VMwABCN5M+qb3tyqZ\nCP5t/zfbt28XKpVKlJSUSMOGDRsmNBqNSEpKEq6urkIIIRYtWiQ8PT11nhscHCxGjBghhBDigw8+\nEE8//bSoqqqSxru4uIjVq1dL44ODg+9ZA7PTnG78nNUl+v57GuyYwU6dOkn327dvj6tXr+LHH3/E\ngQMHoFarpXEVFRVo3Lix9NjLy0u6Xz1d9a7eP493dHREVVUVhBDIycnBjRs3UL9+fWm8EALl5eU4\nd+7cIxwsHV/jvubujYj0TavVQqvVyl2G2Tt9+jS8vLzg4OAgDQsMDERRUVGt6fz9/XWGBQYG4vff\nf5ceu7u762SkWq3Wyd0Hi69xXwNmJ5H+GTo3DdYM1jy+pLKyEgBQVVWFIUOGYMaMGdI4IYTOtPXq\n1as1rztN8B02Njb3HF9RUQEfHx/s2LGj1jhXV1ecP3/+IRXHP2Q8EemDRqOBRqORHickJMhXjJmr\nmY0AYG1970ivqqqqNd2j5OqjiX/E6Yjof2Xo3DTYMYM1T2tw+PBhNG3aFJ06dUJubi48PT2l265d\nu/Ry2oIWLVrgX//6Fxo0aCDN+9KlS3j33XchhOD1M4moTmnbti3y8vJ0jqk+ceJEren8/Pxw4sQJ\n6Ut59XSPmonMTqK6z2DN4JgxY3D06FGkpqYiPj4eU6ZMwdixY3HixAlMmzYNv/zyCzZu3IipU6c+\n8OSojyoiIgLNmzfH0KFDcfLkSaSnp2PEiBGwsrKCjY0NVCoVgDtNKs81SETmrmfPnvDw8EBsbCxy\ncnKwevVqrF+/vtZ0gwcPRmlpKeLi4vDzzz9j3rx52Ldv3yMvR61W48KFCygsLNRj9URkSgzSDCoU\nCowdOxa9e/fGkCFDEBMTg4kTJ+LZZ5/F9u3bsXv3brRt2xZTp05FQkICRo8eLT3vcb+FVk+vVCqx\nbds2WFlZ4S9/+QtefvlldO/eXdrq6OLigpiYGAwZMgQrVqzQ7woTERmZtbU1UlJSUFJSgsDAQCxa\ntAgTJkyQMrH6X2dnZ/zzn//EiRMn0L59e+zcuRMjR46U5vOw3O3fvz+USiX8/Pxw9epVw64UEclC\nIR79wJA6604QWvzLYOIUj3EME5kThYJ/W3PF7DQn/JzVJfrOTYu5HB0RERER1cZmkIiIiMiCsRkk\nIiIismAGO8+g+eHpE0yZWu0sdwlEdE/MTnPADKUHYTN4Fw+sJSJ6fMxOIvPH3cREREREFozNIBER\nEZEFYzNIREREZMF4zOBdvP6mvNRqZxQXX5O7DCJ6TMxO08d8pYfhFUjAs+ibBp4d31LxCiTmi9lp\nLvgZq2t4BRIiIiIi0hs2g0REREQWjM0gERHdkxACS5cu5S5GojqOxwyCx72YBh7TYql4zKDp2rdv\nH0JDQ1FRUQGlsva2A2anueBnrK7hMYNERGQU1f/ZsJEgqttMvhksKirCwIED4eLigkaNGiEuLg6l\npaVISkpCcHAwPvzwQzRu3BhOTk6YMGGCTmh9+eWX8PT0hFqtRkhICH766ScZ14SISB5nz55Fz549\n4eDgAH9/f8ydOxfNmzcHAJw6dQphYWGwt7eHj48P5s2bBwAoLCxEWFgYAKBevXrYv3+/bPUTkWGZ\n9HkGy8rKEBYWBl9fX+zbtw9Xr17F66+/DiEEOnbsiKNHj+LZZ5/FwYMHceTIEQwfPhyRkZGIjIzE\ntm3b8P777yMxMRGtW7fGN998g7CwMOTm5qJJkyZyrxoRkVFUVFSgd+/eaNWqFY4dO4YTJ05g9OjR\naNiwIW7fvo3IyEgMHz4ciYmJ+OWXXzBq1CjY2Nhg7Nix2LRpE/r374/z58+jYcOGcq8KERmKMGHJ\nycnC3t5eXL9+XRq2c+dOYW1tLRYuXCiUSqUoLi6WxgUEBIiZM2cKIYQIDg4W8+fP15lfaGioNL4m\nAAIQvMl6M+m3IhkQ//aGlZqaKhwcHMTvv/8uDXv33XeFh4eHWLFihXjuued0pk9KShJeXl5CCCF+\n+OEHoVAoRGVl5T3nzew0lxs/Y3WNvv+mJr1lMCcnB97e3nBycpKGdenSBZWVlSgvL0fDhg2hVqul\ncY6OjigvL5eeO23aNMyYMUMaX1ZWBjc3t/ssLb7Gfc3dGxHpm1arhVarlbsMi3Hy5El4e3vD0dFR\nGhYUFIT169cjJycHp06d0snRqqoqlJWVoaKi4hGXEF/jvgbMTiL9M3RumnQzaGdnV2tYZWWl9K+N\njU2t8Xca5jvj582bh/DwcJ1xKpXqPkuLf+J6iejhNBoNNBqN9DghIUG+YiyAtbW1lIvVqh9XVFRA\no9Fg2bJltcZbWVk94hLi9VAlET2IoXPTpH9A0qpVK+Tl5eH69evSsPT0dFhZWcHa+sF9bIsWLfDr\nr7/C09NTus2bN49bJIjIovj5+SE/Px/FxcXSsGPHjgG4k5O5ublwd3eXcjIzMxOzZ8+GQqHgdYeJ\nLIRJN4M9e/aEr68voqOjkZWVBa1WizfffBNRUVFwcXGpNX3Nb7+TJk3CZ599hlWrViE/Px8JCQlY\nsWIFWrVqZcxVICKSVY8ePeDu7o7XX38dZ86cwaZNm7Bw4UIolUoMGzYMpaWl0rhdu3Zh7Nix0o9F\nqvekHDt2DKWlpXKuBhEZkEk3gwqFAlu3boVCoUBQUBAGDRqEPn36YPny5RBC1PrWWvPxwIEDMXv2\nbCQkJMDPzw/JyclITk6Gv7+/sVeDiEg2CoUCmzdvxsWLF9GuXTt89NFH+Otf/4p69epBpVJh586d\nKCwsREBAAGJiYhATE4NZs2YBAPz9/REREYGQkBCkpKTIvCZEZCi8Agl4Fn3TwDPkWypegcSwrly5\nguPHjyMiIkIaNmfOHKSkpGDv3r1PNG9mp7ngZ6yu4RVIiIjokQkh0KdPH3zxxRc4d+4cdu/ejYUL\nF2LAgAFyl0ZEJoJbBsFvt6aB31wtFbcMGt53332HGTNmIDc3F08//TTGjBmDt99++4nny+w0F/yM\n1TX6zk02g2CgmQaGlaViM2i+mJ3mgp+xuoa7iYmIiIhIb0z6pNPGxfNpyUmtdpa7BCL6nzA7TR3z\nlR6GzeBd3IRORPT4mJ1E5o+7iYmIiIgsGJtBIiIiIgvGZpCIiIjIgvGYwbt4QXbjUaudUVx8Te4y\niEgPmJ3yYp6SPvA8g+C5soyP57yi/+J5Bs0Xs9MU8PNjiXieQSIiIiLSG5NrBgsLC6FUKnH27Fm5\nSyEiMlsfffQRQkNDn3g+ly9fxrfffquHiojIVJlcM/jss8/i4sWL8PDwkLsUIiKL9/bbb2Pbtm1y\nl0FEBmRyPyBRKpVo3Lix3GUQERF4UmkiS2ByWwZr7iY+c+YMXnjhBTg6OsLOzg4hISE4ffo0AECr\n1cLV1RWJiYlwdXWFSqXCsGHDcPv2bWleW7duRZs2beDg4IAOHTogNTVVrtUiIjKonJwcdOvWDQ4O\nDggNDcXly5elcenp6QgODoZKpULz5s2xZMkSaVxMTAzGjx+PqKgoqFQquLm5YeXKlQCA+Ph4rFq1\nCmvXroWnp6fR14mIjMPkmsFqVVVVePnll9G8eXNkZmbixx9/RGVlJaZOnSpNU30sS2pqKjZv3owt\nW7YgKSkJAJCZmYnXXnsN06ZNQ3Z2NkaNGoW+ffsiMzNTpjUiIjKM0tJS9OrVC+7u7jh+/DiGDh2K\nZcuWQaFQICcnB2FhYdBoNMjIyEBCQgLeeustbNy4UXr+0qVL0aFDB2RnZ+PVV1/FmDFjcOPGDUyd\nOhUDBw7Eq6++iqNHj8q4hkRkSCZ3apnCwkJ4enoiIyMDu3btwhtvvAEHBwcAwLJly/Dxxx+jsLAQ\nWq0WYWFhyMrKQps2bQAA/fv3h7OzM5YvX47o6Gi4uLhgwYIF0rxHjBgBKysrLF++XGeZPD2CsfFU\nCPRfPLXMk9uxYwcGDx6MixcvSnkZHR2NoqIiBAQE4Mcff0R6ero0/bvvvos9e/bgyJEjiImJwalT\np6Rm7+bNm6hfvz7279+P4OBgxMTEoLKyEqtXr661XGanKeDnxxLpOzdN7pjBaiqVCqNHj8aqVavw\n008/4eeff8bx48fRsGFDnem8vLyk+2q1GuXl5QDu7DLJzs7GihUrpPHl5eXo3LnzfZYYX+O+5u6N\niPRNq9VCq9XKXUadcvr0aXh5eUmNIAAEBgaiqKgIOTk5tXKvS5cuWLx4sfT4zzkKQMrSh4uvOJn9\nwgAAIABJREFUcV8DZieR/hk6N022Gfzjjz/QsWNHNGzYEK+88gqGDh2KnJwczJ49W2c6GxsbncfV\nnXL1LuURI0bojLO1tb3PEuP1WT4R3YdGo4FGo5EeJyQkyFdMHfLnrQTW1nfi3c7Orta4yspKVFRU\nSI/r1av30PndX/xj1UlEj8/QuWmyzaBWq0VRURGys7NhZWUFANi5c+cjB1SLFi2Qn5+vc9BzQkIC\nGjRogLi4OIPUTEQkh7Zt2yIvLw83btyAk5MTAODEiRMAgJYtW2LPnj0606enp6Nly5aPNG9ebo6o\n7jPZH5A899xzuHXrFjZt2oTCwkIsX74ciYmJKC0tfeDzqpvFiRMnYsOGDViwYAHy8vKwbNkyzJo1\nCz4+PsYon4jIaHr27AkPDw/ExsYiJycHq1evxvr166FQKDB27FhkZWVh+vTpyM3NxapVq7BkyRKM\nGzfukeatVqtx7tw5/PbbbwZeCyKSi8k2g8888ww++OADxMXFoW3btti1axe+//57XLt2DUVFRQBq\nf2NVKBTSsM6dO2Pt2rVITEyEn58fFixYgK+//hqRkZFGXxciIkOytrZGSkoKSkpKEBgYiEWLFmHC\nhAkAgGbNmmHHjh1ITU2Fv78/Zs2ahfnz5yM2NhaAbm7ey2uvvYb8/Hy0a9fOKOtCRMZncr8mzsvL\ng6+vL3799Ve4uroaZZn8RZyx8ddv9F/8NbH5YnaaAn5+LJG+c9OktgyeP38eO3fuhI2NDRo1aiR3\nOURERER1nkn9gGT+/PlYvnw5pk2b9oBf/RIRERGRvpjcbmI5cFeHsXG3Bv0XdxObL2anKeDnxxLV\n6d3ERERERGRcJrWbWF48l5axqNXOcpdARHrD7JQT85T0gc3gXdzMTkT0+JidROaPu4mJiIiILBib\nQSIiIiILxmaQiIiIyILxmMG7eDF2w1KrnVFcfE3uMohIz5idxsc8JX3jeQbBc2UZB8+FRffG8wya\nL2anXPiZsXQ8zyARERER6Y3emsHCwkIolUr89ttvtcYlJSXBzc1NL8uJiYlBdHS0XuZFREQPz1Vv\nb2+sXLnSiBURkTEZZcvg4MGDkZGRoZd5KRQKHqNCRKRHD8tV5i5R3WaUH5A89dRTeOqpp/QyLyEE\nj5UgItIj5iqRZdP7lsH169ejWbNmcHJywhtvvIGysjKd3cRarRaurq5ITEyEq6srVCoVhg0bhtu3\nb0vzWLt2Lby8vODg4IChQ4ciKioKCQkJ91ze1q1b0aZNGzg4OKBDhw5ITU0FABw+fBjW1ta4dOmS\nNO3PP/+MevXq4erVq/pebSIioygoKEDv3r3h6OgINzc3fPzxxwCAoqIiDBw4EC4uLmjUqBHi4uJQ\nWloK4N6H6mg0GsyYMeOey0hMTIS7uzvq169/3+wlorpD783gV199hc2bNyM5ORkpKSmYNWtWrd0L\nly9fxrfffovU1FRs3rwZW7ZsQVJSEgAgLS0NsbGxeOutt3DixAk4ODjg22+/vecuiszMTLz22muY\nNm0asrOzMWrUKPTt2xeZmZno3LkzPDw8sHHjRmn6b775Bj179kTDhg31vdpERAZXWlqK8PBw2Nra\n4tChQ1ixYgX+/ve/Y9WqVQgLC8OtW7ewb98+bNiwASkpKZg8efJ95/XnXb/V9//5z38iLi4OM2fO\nxOHDh3Hq1Cnk5+cbfN2ISD56bwYXLVqEzp07o3v37pg5cya++OKLWtNUVFRgwYIFaNOmDcLDwxEZ\nGYmffvoJALBkyRIMGDAAo0ePhq+vL7744gu4urrqPL86tObOnYvY2FgMHToUzZs3x+jRozFo0CB8\n/vnnAICoqChs2LBBet4333yDqKgofa8yEZFR7N69GxcuXEBSUhJat26N8PBwLFmyBABw/vx5rFmz\nBn5+ftBoNFi8eDGWLVuG4uLix1pGYmIioqKi8Nprr6Fly5ZYvnw57O3tDbE6RGQi9N4MdurUSbrf\nvn17XL16FVeuXKk1nZeXl3RfrVajvLwcAJCVlYWOHTtK46ysrBAYGHjPZeXk5GDp0qVQq9XSbf36\n9fjll18A3GkG09LScOnSJWRnZ+Ps2bPo27evXtaTiMjYTp8+DW9vb6jVamlYVFQULly4AG9vbzg5\nOUnDu3TpgsrKSikPH1VOTg7atWsnPXZ0dISPj8+TF09EJkvvPyCxsrKS7ldWVgIAbGxsak3352HV\nBy9bW1vXOpC5qqrqnsuqrKzE1KlTMWLECJ352NraAgBat26Ntm3bYtOmTbh06RJefPFFnRDVFV/j\nvubujYj0TavVQqvVyl2GWbpXlgKAnZ1drWHV+VtVVXXPw2wqKiruu5w/Z3C9evUeUFV8jfsaMDuJ\n9M/Quan3ZjAjIwNBQUEA7vyIo2nTpqhfv/4jP79NmzbSLmPgTqBlZGSgffv2taZt0aIF8vPz4enp\nKQ1LSEhAgwYNEBcXB+DOt+bvvvsO//73v/HOO+88YMnxj1wjEf3vNBoNNBqN9Jg/UHh0vr6+yM/P\nx82bN6Uvth988AGWL1+OGzdu4Pr163B2dgYApKenw8rKCt7e3sjLy8PNmzel+QghcPbsWYSGhtZa\nhp+fH44cOSI9/s9//oPc3NwHVBWvl3UjovszdG7qfTfxmDFjcPToUaSmpiI+Ph5Tpkx5pFMWVE8z\nbtw4bNiwAcuXL0dubi4mTpyIc+fO6XyzrZ524sSJ2LBhAxYsWIC8vDwsW7YMs2bN0tmlERUVhX37\n9iEvLw+9e/fW89oSERlPREQE3NzcMHLkSJw5cwYpKSn4/PPPsWDBAvj6+iI6OhpZWVnQarV48803\nERUVBWdnZwQGBqK4uBifffYZzp49i6lTp+L69es6866ZwZs2bcKyZctw5swZvPHGGygpKZFjdYnI\nSPTaDCoUCowdOxa9e/fGkCFDEBMTgwkTJkjjak735+dVDwsKCsKSJUswc+ZMtG/fHsXFxejatau0\ne6TmtJ07d8batWuRmJgIPz8/LFiwAF9//TUiIyOlebu5uaFDhw54+eWXpd3HRETmSKlUIjk5Gdeu\nXUNAQADGjh2LDz74AAMGDMDWrVuhUCgQFBSEQYMGoU+fPli+fDkAwMfHB3PnzsX//d//oX379qio\nqMCgQYOk+dbM1eDgYKxatQpz5sxBYGAgnJyc0KVLF1nWl4iMQyFM7EyjR48eRf369eHr6ysNa9Om\nDd5++2289tprjz0/IQR8fHywePFiRERE3HMaXmzdGHhhdbo3fV9wnYyH2SkXfmYsnb5z0yhXIHkc\n6enp+Oyzz7B69Wo0adIE69evx/nz53W29j2q77//Hnv27EFVVRXCw8MNUC0RERGReTO5ZvBvf/sb\nCgoK0K9fP/z+++9o3749UlJS0Lhx48ee14IFC5CdnY21a9fyuppERERE92Byu4nlwF0dxsDdGnRv\n3E1svpidcuFnxtLpOzf1/mtiIiIiIjIfJrebWD7cjWxIarWz3CUQkUEwO42NeUr6xmbwLm5yJyJ6\nfMxOIvPH3cREREREFozNIBEREZEFYzNIREREZMF4zOBdPA+hfqnVziguviZ3GURkYMxO42O+kr7x\nPIPgubIMg+fBokfD8wyaL2anXPiZsXQ8zyARERER6Q2bQSIiIiILJlszWFhYCKVSibNnz8pVAhER\nPYAQAkuXLuUuSaI6jlsGiYjonvbv34+xY8eyGSSq49gMEhHRPVU3gWwGieo2k2kGv/zySzg6OuLw\n4cNQKpXYvHkzvL29YWdnhxdffBH//ve/pWnT09MRHBwMlUqF5s2bY8mSJQCArVu3wsXFRZouIyMD\nSqUSW7dulYb5+/tj/fr1xlsxIiIDaNeuHRYuXCg9fuWVV9CuXTvp8ebNm+Hr64vi4mIMHz4cTk5O\naNq0KUaPHo2SkhIAgFarhaurKxITE+Hq6gqVSoVhw4bh9u3bKCwsRFhYGACgXr162L9/v3FXkIiM\nxiSawe+++w6TJk3C1q1b0aRJEwDA7NmzsX79euzbtw/Hjh3DnDlzAAA5OTkICwuDRqNBRkYGEhIS\n8NZbb2Hjxo3o0aMHbt68iZMnTwIA9u3bB4VCgYMHDwIALl68iNOnTyM8PFyeFSUi0pPIyEhotVoA\nd7bcHThwAKdPn5YavV27diEyMhIjRozAtWvXkJaWhh07duDnn39GTEyMNJ/Lly/j22+/RWpqKjZv\n3owtW7YgKSkJzz77LDZt2gQAOH/+PLp06WLsVSQiYxEyKSgoEAqFQqxatUqoVCqxefNmneHbt2+X\npp00aZIICwsTQggxceJEERQUpDOvd955R3Ts2FEIIUS3bt3EggULhBBC9O3bV7z44ouiS5cuQggh\nVq9eLTp37lyrFgACELzp9SbbW4vMDN8r/5u9e/eKBg0aCCGEyMzMFD4+PqJly5YiNTVVCCGEt7e3\nWLx4sVAqleLatWvS8woLC4VCoRBFRUXihx9+EAqFQmRnZ0vj+/XrJ2JjY4UQQhpfWVl5zxqYncxX\nkoe+3wOyX4Fk1KhRqKyshLu7u85wLy8v6b5arUZFRQWAO1sGO3furDNtly5dsHjxYgBAREQEtFot\nxo8fjwMHDmDjxo2IiIjA7du3pW/K9xZf477m7o2I9E2r1UpbtOh/17VrV5SVlSEzMxP79+9HSEgI\nKisrkZaWBh8fHxQVFcHNzQ1CCDz77LM6z1UoFMjNzZWuHnK/vH008TXua8DsJNI/Q+em7M3ghx9+\niKysLIwZMwaHDh2ShtvY2OhMd6cRBuzt7aX71SorK6XwCg8Px6effoqsrCw4ODige/fuaNSoEY4c\nOYI9e/ZIuz1qi9fbOhHR/Wk0Gmg0GulxQkKCfMWYMRsbG2g0Gmi1WqSlpaF3796oqKjAunXr4Obm\nhu7du6OqqgoqlQoZGRk6zxVCoGnTpjhy5Ig0r5qqqqoeo5L4J1wTInoYQ+em7McM9u/fH5988gly\ncnKQmJh43+mqG8CWLVvi8OHDOuPS09PRsmVLAEBAQACsrKywaNEidOvWDQAQEhKCL774AqWlpejU\nqZOB1oSIyLgiIiKwd+9epKWlISQkBCEhITh8+DC2b9+OF154AS1atEBJSQkqKirg6ekJT09PKBQK\nTJw4EcXFxfecp0KhkLYY8rrDRJZB9mYQAJo2bYrp06dj2rRpuHr16gOnHTt2LLKysjB9+nTk5uZi\n1apVWLJkCcaNGwcAUCqVeP7557Fy5UqEhIQAALp164ZvvvkGzz//PMONiOqMiIgI7Ny5E0qlEp6e\nnvD19YVKpZKawZYtWyIyMhLR0dE4cuQIMjMzMWzYMFy5ckX6sd6fCSGkL98qlQoAcOzYMZSWlhpt\nvYjIuGRtBms2ZhMnToSzszPefvvtWg1bzW+qzZo1w44dO5Camgp/f3/MmjUL8+fPR2xsrDR9REQE\nysvLpWYwJCQECoXiAccLEhGZHx8fHzRr1kzKOuDOl18PDw/4+voCAFavXg0fHx+Eh4dDo9HA1dUV\nycnJ0vQPylt/f39EREQgJCQEKSkpRlgjIpKDQvz5ADwLdCf4LP5l0DNFrWM7ie5FoeB7xVwxO+XC\nz4yl03dumsRuYiIiIiKSB5tBIiIiIgvGZpCIiIjIgrEZJCIiIrJgsp902nTwlDP6pFY7y10CERkF\ns9PYmK+kb2wG7+Ivs4iIHh+zk8j8cTcxERERkQVjM0hERERkwbib+C5epk4/1GpnFBdfk7sMIjIS\nZqdxMWPJEHgFEvAs+vrFM+PT4+EVSMwXs1MO/LwQr0BCRERERHrEZpCIiIjIghnkmMGMjAyUlJSg\noqICYWFhqKiogFJp3L6zsLAQnp6eyMvLg6enp1GXTUQkB1PIXiIyPwZJib59+yI3N5cHFhMRGVF1\n9nbt2hUXL15kI0hEj8RgSSGE4EGuRERGJoRAvXr10LhxY7lLISIzofdmUKPR4Ny5cxg5ciRGjBgB\nAPjyyy/h6uoKlUqF4cOHo7S0VJp++/btCAgIgL29PVq3bo2NGzfqzGvGjBnS48LCQiiVSpw9exYA\n8O9//xv9+vWDWq2Gl5cXli5dWuubcHJyMry9vWFvb4+XXnoJ167xJ/lEVPfUzN7mzZtDqVSiqqpK\nys1t27bBw8MDarUaU6ZMQVZWFjp06ACVSoU+ffrg1q1b0ry+/PJLeHp6Qq1WIyQkBD/99JOMa0ZE\nBif07Nq1a8LNzU3Mnz9fJCcnC4VCIcLCwkR2drbYvXu3UKlUYtGiRUIIIfbs2SNsbGzEwoULxS+/\n/CLmz58v6tWrJ44cOSKEEEKj0YgZM2ZI8y4oKBAKhULk5+cLIYTo2bOnCA4OFpmZmeL7778XTZo0\nEUqlUmdaf39/cfToUXH48GHRrFkzMWXKlFo1AxCA4E0vN72/paiO43tGP+6VvZWVlVIWdu3aVWRl\nZYk1a9YIhUIhWrRoIfbu3Sv2798v6tevLz7//HMhhBDfffedePrpp8V3330n8vLyxKxZs4RarRYX\nLlyotUxmJzOW5KHv94Hetww6OzvDysoKjo6OcHR0BAAsXrwYbdq0QY8ePfD888/j5MmTAIBFixah\nX79+ePPNN+Ht7Y0JEyagf//+mDNnzkOXk5ubiz179uDrr7+Gv78/XnjhBSQkJODOa/Rfn3zyCQID\nA9GpUycMHDgQmZmZ+l5lIiLZ3St7a3rvvffg5+eHoUOHokGDBoiKikJoaChCQkKg0Wjw888/AwD+\n/ve/45133sFLL70ELy8vTJs2DYGBgVi+fLmxV4mIjMQoVyDx8vKS7js6OuL27dsAgDNnzmDUqFE6\n03bp0gWJiYkPnefJkyfh6OgIb29vaVhQUNAjL7u2+Br3NXdvRKRvWq0WWq1W7jIsTs2zKtjZ2cHd\n3V16/NRTT0mH7+Tk5GDatGk6h+iUlZXBzc3tPnOOr3FfA2Ynkf4ZOjeN0gxaWVnpPK7eemdnZ1dr\n2srKSlRVVd1zPhUVFdJ9a2vrWlsB//z4QcuuLf4+w4lInzQaDTQajfQ4ISFBvmIsiLW1btzf75fG\nlZWVmDdvHsLDw6VhQgioVKr7zDleTxUS0f0YOjcN8mviRz2lTMuWLXHo0CGdYenp6WjRogUAwNbW\nFsXFxdK46h+OAEDr1q1x8+ZN5OXlScOOHTv2JGUTEZm1//V0XjWf16JFC/z666/w9PSUbvPmzePW\nXKI6zCBbBlUqFXJycuDk5HTP8dVb5yZNmoQuXbpg4cKF6NWrF3bs2IEtW7Zg586dAICOHTsiKSkJ\nw4YNAwB88MEHUmj5+voiIiICr7/+Oj777DNcvnwZ77//Ps9tSEQW62HZez9CCJ1cjo2NRcuWLdG1\na1esWbMGK1aswOjRow1RMhGZAINsGRw3bhyWLVuGkSNH1mrOFAqFNKxDhw5Yt24dli1bhrZt2yIp\nKQkbNmxAjx49ANwJpQ4dOqBbt24YMmQIpk+frrPb9+uvv4ZarUZQUBDGjBmD2NhY1KtXT2dZ91s2\nEVFdc7/sfVju1czGgQMHYvbs2UhISICfnx+Sk5ORnJwMf39/g9ZORPJRiPsfRGfS/vjjD+zatQu9\nevWSjoXZsGED3nrrLRQUFDzWvO6EoFm+DCZI8YDjMolqUyj4njFXzE458PNC+s9Ns71Wka2tLf76\n178iISEBBQUFSE9PR0JCAgYOHCh3aXqklbuAe9DKXUAtpngsE2siMgatRS9f7s80ly/v8vXJbJtB\npVKJrVu3Yvfu3fDz80O/fv3Qq1cvfPTRR3KXpkdauQu4B63cBdRiih9I1kRkDFqLXr7cn2kuX97l\n65NRTi1jKF27dkV6errcZRARERGZLbPdMkhERERET85sf0CiT+3ateNl6ohk8txzzyEjI0PuMuh/\nwOwkkoe+c5PNIBEREZEF425iIiIiIgvGZpCIiIjIgrEZJCIiIrJgFt0MlpaWYtSoUWjQoAGaNm2K\nOXPmGHXZfn5+2LNnjzTs3LlzCA8Ph0qlQuvWraVrNFf74Ycf4O/vDwcHB4SGhiI/P19v9eTn5+Ol\nl15CgwYN4ObmhilTpqC0tFTWus6cOYOePXtCrVbDw8MDc+fOlcbJ+VpVGzlyJEJDQ2Wvaf369VAq\nlTq3fv36yVoTAJSXl2PSpElo1KgRGjZsiLFjx6KsrEz2uujJGSs75cpJufPQlLJPjpyTO9Pkyq6k\npKRa6119KyoqMuy6CwsWFxcn/P39xfHjx0VycrJwdHQU//jHPwy+3D/++EP07dtXKBQKsWfPHiGE\nEFVVVeK5554TQ4YMETk5OWL27NnC3t5eFBQUCCGE+PXXX4VKpRJz5swROTk5YvDgwaJNmzaiqqrq\niespLS0VrVq1EgMGDBBnzpwR+/btE15eXmLy5MlCCCFLXWVlZcLDw0P89a9/Ffn5+WL79u3C0dFR\nrF27VtbXqtru3buFQqEQoaGhQgh5/37Tp08X/fv3F5cuXZJuv//+u+yv0/jx44WHh4f48ccfxY8/\n/ig8PDzE9OnThRDyvKdIf4yRnXLlpNx5aErZJ1fOyZ1pcmXXH3/8obPOv/32mwgICBADBgww+LIt\nthksKSkRdnZ2UsgIIcRHH30kgoODDbrcU6dOieeee04899xzOiG3Z88eYWdnJ0pKSqRpe/bsKd57\n7z0hhBAzZswQISEh0rhbt24JR0dHsXv37ieu6cCBA8LW1lb85z//kYatW7dONGnSROzdu1eWugoK\nCsTgwYPF7du3pWH9+vUTo0aNkvW1EuLOe8fT01MEBwcLjUYjhJD379e3b1+RkJBQa7icNV2/fl3Y\n2trqzCspKUlERETI/vejJ2OM7JQzJ+XOQ1PJPjlzTs5MM6Xs+vzzz0WjRo3EjRs3DL5si91NnJmZ\nidLSUgQHB0vDunbtiqNHjxr0IuD79+9Hjx49al055dChQwgICICDg4M0LDg4WJru0KFD6NatmzTO\nzs4OAQEBerkCS8uWLfH999/D3t5eZ/iNGzdw6NAhtG/f3uh1eXh4YP369bC1tYUQAgcPHsT+/fvR\ns2dPWV8rAJg+fTrCwsKg0WikYXLWlJOTgxYtWtQaLmdNaWlpsLe3R48ePaRhw4cPx86dO2X/+9GT\nMUZ2ypmTcuehqWSfnDknZ6aZSnbdvHkTCQkJmDlzJurXr2/wZVtsM3jhwgU0aNAANjY20rCnn34a\nZWVluHz5ssGW+8Ybb+DTTz+FnZ1drXqaNm2qM6xx48YoKioCAFy8eBHPPPOMzvinn35aGv8kGjZs\niLCwMOlxVVUVFi1ahOeffx4XLlyotVxj1VXN1dUVISEh+Mtf/oL+/fvL+lqlp6dj48aNmDt3rs5/\nfHLVVFZWhry8PGzbtg0+Pj7w9vbGu+++i7KyMllfp/z8fLi7u2PdunVo06YNPDw8MHXqVJSXl8ta\nFz05Y2SnnDlpSnkoV/bJmXNyZ5qpZNeyZctgZ2eH119/HYDhX3uzvjbxk7h16xZsbW11hlU/rj5Q\n2BTqqa7lYeP1adKkScjMzMTRo0cxd+5c2evatm0bzp8/jzFjxmDixIn4448/ZKmptLQUr7/+OhYu\nXIj69esDABQKxSMt01A1/fLLL6isrIRarcbmzZuRl5eH8ePH4+bNm7h9+7Zsf7ubN2+ioKAAixcv\nRmJiIoqLizFmzBhUVFTI9vcj/ZAzO+X4nMmZh3Jkn9w5J3emmUJ2CSGwbNkyxMXFwcrK6pHm/aTL\ntthm8Kmnnqr1IlU//vPuAWOws7NDcXFxrXqqNwnfr96GDRvqrQYhBCZMmIAvvvgCmzZtQqtWrfDU\nU0/JXldAQAACAgJw69YtDB8+HLGxsfj999+NXtOHH34IHx8f9O/fXxpW/a1ZrtepTZs2uHHjBhwd\nHQEAbdu2hRACUVFRGDlypCyvEwBYW1ujuLgYa9asQfPmzQEAc+fORXR0NGJiYmSri56cnNlpzJw0\nhTyUI/vkzjm5M80Usuv48eM4e/YsoqOjpWGGfu9b7G7iZs2a4fr166ioqJCGXbx4Eba2tmjQoIEs\n9Vy8eFFn2MWLF6XNws2aNcOFCxd0xt9rs/H/qqqqCrGxsVi6dCm+/fZbvPTSSwDu7KaQo67ffvsN\n3333nc6wVq1aoaysDE2bNpWlpvXr1yM1NRVqtRpqtRpz5szBgQMHoFarZXudAEihWa1ly5YoLy/H\nM888I1tNzzzzDKytraUwBQBfX1/cvn0bTZo0kfW9Tk9Gzuw0Vk7KmYdyZ58p5JycmWYK2ZWSkoKg\noCA0adJEGmbo977FNoPt2rWDjY0NDh48KA1LS0tDYGAglErjvyydO3dGRkYGbt26pVNPUFAQACAo\nKAhpaWnSuFu3biEjI0Ma/6QmT56Mf/zjH9iyZQteeeUVaXhQUJAsdZ0+fRr9+/fHlStXpGHHjh1D\n48aNERwcLEtNWq0Wp06dQmZmJjIyMjBy5Eh07NgRmZmZsr1OmzdvRuPGjVFeXi4NO3HiBJydnWWr\nCQC6dOmCiooKZGdnS8NOnz4NtVqNLl26yPpepycjZ3YaKyflzEO5s0/unJM700whuw4dOoTu3bvr\nDDP4uv9Pv3euI9544w3RunVrceTIEZGcnCzq168vNmzYYLTl1zxlQmVlpWjTpo0YMGCAyM7OFrNn\nzxYqlUqcO3dOCCFEYWGhsLOzE7NmzRKnTp0SgwcPFm3bttVLHenp6UKhUIhPPvlEXLhwQecmV13l\n5eXC399f9OrVS+Tk5Iht27aJp59+Wnz22WeyvlY1TZ8+XTrlQkVFhSw1Xbt2TTRp0kTExMSI3Nxc\nsX37dvHMM8+Ijz/+WPbX6ZVXXhGBgYHi2LFjYv/+/aJ58+ZiypQpstdFT86Y2WnsnJQ7D00t+4yd\nc6aQaXJnl7u7u1izZo3OMEMv26KbwVu3bonhw4cLlUolmjVrJubNm2fU5dcMOSGEyMvLE927dxdP\nPfWU8PPzE7t27dKZPiUlRbRs2VLY29uLHj16iLNnz+qljilTpgiFQlHrplQqRWVlpWwWJoBdAAAA\n6ElEQVR1/etf/xIvv/yycHR0FM2aNROzZ8+WxslVU03vvfeedDJWOWvKzMwUoaGh0vt45syZstck\nhBA3b94UsbGxon79+sLFxUVMnjxZlJeXy14XPTljZqexc9IU8tCUsk+OnJM70+TOLjs7O/H999/X\nGm7IZSuEMOBJ9YiIiIjIpFnsMYNERERExGaQiIiIyKKxGSQiIiKyYGwGiYiIiCwYm0EiIiIiC8Zm\nkIiIiMiCsRkkIiIismBsBomIiIgsGJtBIiIiIgvGZpCIiIjIgrEZJCIiIrJgbAaJiIiILBibQSIi\nIiIL9v/CE4aqaxICTgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "### The bug appears to be in the statment\n", - "```\n", - "return (wfs [ 1:ml ] [::-1], tw)\n", - "```\n", - "Lets fix it\n", - "```\n", - "return (wfs [ 0:(ml-1) ] [::-1], tw)\n", - "```" + "output_type": "display_data" + } + ], + "source": [ + "print \" Comparing books from different authors \\n a) words used are different, Pride and Prejudice include character names and Adventures of Huckleberry is written mostly in first person. \\r\\n b) most common word used is would for both authors \\r\\n c) literary style is really different since the first is written in passive and the second one is written in active voice \\r\\n d) i and says are preffered words for Adventures of Huckleberry Finn \\r\\n e) Besides third person names the favorite words for Pride and Prejudice are could and would\"\n", + "\n", + "(wf_g1, tw_g1) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "time.sleep(10)\n", + "(wf_g2, tw_g2) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_g1, wf_g2, 'Most Frequent Words From Two books of different author')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Comparing books of same author \n", + " a) literary style is the same, passive voice, narrative of past events \r\n", + " referred to somedy else \r\n", + " b) most common words used are would and could \r\n", + " c) it seems that Elizabeth and Marianne are the main characters for each novel\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "def get_wf_try (URL):\n", - " # first get the web page\n", - " txt = saveUrl (URL)\n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (txt) .lower()\n", - " \n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split('\\s+',t)\n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None) \n", - " print wf['bloom']\n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " print tw\n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - " print wfs[0]\n", - " \n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 0:(ml-1) ] [::-1], tw)\n", - "\n", - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", - "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", - "\n", - "(wf_ul, tw_ul) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", - "print wf_ul\n", - "\n", - "stop_words = nltk.corpus.stopwords.words('english') + [\n", - " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", - " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", - "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", - "'says', 'said']\n", - "\n", - "(wf_ul1, tw_ul1) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", - "print wf_ul1\n", - "\n", - "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" - ], - "language": "python", + "data": { + "image/png": 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LJAiCdMRHpVKRIAg0ZswYrbJz5sx54WTw8ePHZGVlRa+99prOtvr5+ZGxsTHdu3ePiP75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nzjRr1iyaMGEC2djYkJGREf3www9SWU13FJ07d5bdBVucp+2nT3P3YuFuMTS2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- "text": [ - "" - ] - } - ], - "prompt_number": 65 + "output_type": "display_data" + } + ], + "source": [ + "print \"Comparing books of same author \\n a) literary style is the same, passive voice, narrative of past events \\r\\n referred to somedy else \\r\\n b) most common words used are would and could \\r\\n c) it seems that Elizabeth and Marianne are the main characters for each novel\"\n", + "\n", + "(wf_g1, tw_g1) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "time.sleep(10)\n", + "(wf_g2, tw_g2) = get_wf('http://www.gutenberg.org/ebooks/161.txt.utf-8')\n", + "plotTwoLists (wf_g1, wf_g2, 'Most Frequent Words From Two books of same author')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print \"hola \\n mundo \\r\\n es to no puede ser\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From rjlusk10" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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y5csyduxYCQgIECcnJ/H09JTOnTvLzp07Tdq1bdtWHB0dpVy5cnLz5s0C+xAR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\niBSGBR4RERGRwvw/dW3WlkJoUKEAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_abw, tw_abw) = get_wf('http://www.gutenberg.org/files/3021/3021-h/3021-h.htm')\n", + "time.sleep(10)\n", + "(wf_nb, tw_nb) = get_wf('http://www.gutenberg.org/files/3026/3026-h/3026-h.htm')\n", + "plotTwoLists (wf_abw, wf_nb, 'Most Frequent Words From Robert Frost Novels')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Discussion\n", + "It seems that, aside from the commmon words related to Gutenberg's legal statements, that the first book \"A Boy's Will\"\n", + "Has much smaller total frequencies compared to the second document, \"North of Boston.\"\n", + "\n", + "While both books are roughly equal in terms of overall number of words (length), it may be the case that \"A Boy's Will\"\n", + "uses a richer and variety of vocabulary compared to the other novel. In terms of frequency, a handful of words in \"North of Boston\" \n", + " are used considerably more with no near equivalents in \"A Boy's Will\".\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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kwMzMDJUqVUKlSpWQnJyMmJgYJCYmIikpCX///TeioqIghNB51kDfOcDa2lpZ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\n9CaagtKzKXZ6Mx2b7kyx0/Opa5aIiIiIiDidEhEREREREXE6JSJuLCc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Vs1m/34mIOIoi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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_lg, tw_lg) = get_wf('http://www.gutenberg.org/files/1322/1322-h/1322-h.htm')\n", + "time.sleep(10)\n", + "(wf_nb, tw_nb) = get_wf('http://www.gutenberg.org/files/3026/3026-h/3026-h.htm')\n", + "plotTwoLists (wf_lg, wf_nb, 'Most Frequent Words from Leaves of Grass (W. Whitman) and North of Boston (R. Frost)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Discussion\n", + "Walt Whitman's work is considerably larger in overall volume compared to \"North of Boston.\"\n", + "the word \"Love\" is used more than 200 times within Leaves of Grass and is the 6th overall most used word in the book.\n", + "\n", + "The same word does not appear in the top 15 of Frost's book.\n", + "\n", + "Similar to the results from the first section of this assignment, The first document has considerably more specific and a rich\n", + "vocabulary compared to \"North of Boston\". It may be the case that, due to the large frequency for words \n", + "such as \"love\" and \"soul\" and \"night\" , while relatively in general, they are mainstays within this writers\n", + "vernacular.\n", + "\n", + "~~These results are preliminary, because it is highly important to account for over-represented terms\n", + "that are used frequently for the Gutenberg's terms-of-use statements within the document\n", + "and do not best represent the terms within the actual corpus' of these books.~~\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From markdcarringer" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "([(u'dont', 175), (u'know', 177), (u'never', 183), (u'come', 192), (u'mr', 196), (u'miss', 225), (u'could', 228), (u'mrs', 229), (u'fielding', 230), (u'like', 233), (u'aziz', 320), (u'one', 339), (u'would', 377), (u'', 430)], 49756)\n", + "([(u'know', 188), (u'never', 207), (u'like', 222), (u'mrs', 226), (u'mr', 229), (u'dont', 237), (u'little', 239), (u'wilcox', 288), (u'could', 294), (u'helen', 324), (u'\\xa0\\xa0\\xa0\\xa0i', 328), (u'one', 398), (u'margaret', 412), (u'would', 415)], 57163)\n" + ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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mjU6CR/SyY+CAgACytrYmd3d3mjx5Mt28eVPvP+l79+7R+PHjqU6dOmRlZUVu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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "## Ok, fixed, offset by one error...\n", - "## Lets look for more bugs\n", - "Lets fix word split\n", - "```\n", - "wds = re .split(r'[\\s~,.\"]+',t)\n", - "```" + "output_type": "display_data" + } + ], + "source": [ + "# Assignment 1.1\n", + "# Compare word frequencies between two works of a single author.\n", + "\n", + "(wf_pi, tw_pi) = get_wf('https://archive.org/stream/APassageToIndia_109/APassageToIndia_djvu.txt') # A Passage to India\n", + "time.sleep(10)\n", + "(wf_he, tw_he) = get_wf('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", + "plotTwoLists (wf_pi, wf_he, 'Most Frequent Words From Two Books by E. M. Forster')\n", + "print(wf_pi, tw_pi)\n", + "print(wf_he, tw_he)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "([(u'long', 310), (u'sea', 328), (u'yet', 334), (u'ship', 351), (u'though', 359), (u'ye', 369), (u'whales', 376), (u'ahab', 383), (u'man', 384), (u'would', 424), (u'old', 439), (u'upon', 567), (u'like', 569), (u'whale', 860)], 111800)\n", + "([(u'say', 650), (u'dont', 654), (u'never', 665), (u'mrs', 673), (u'could', 673), (u'old', 744), (u'upon', 780), (u'know', 849), (u'says', 869), (u'would', 871), (u'sir', 912), (u'one', 942), (u'little', 1143), (u'said', 1720)], 169836)\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "def get_wf_try1 (URL):\n", - " # first get the web page\n", - " txt = saveUrl (URL)\n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (txt) .lower()\n", - " \n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split(r'[\\s~,.\"]+',t)\n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " wds [i] = cleanWord (wds [i])\n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None) \n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - " \n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 0:(ml-1) ] [::-1], tw)\n", - "(wf_book1, tw_book1) = get_wf_try1('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", - "(wf_book2, tw_book2) = get_wf_try1('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", - "plotTwoLists_a (wf_book1, wf_book2, 'Most Frequent Words From The First and Last Harry Potter Books', 'The Sorcerer\\'s Stone', 'The Deathly Hallows')\n", - "(wf_book_author_1, tw_book_author_1) = get_wf_try1('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", - "(wf_book_author_2, tw_book_author_2) = get_wf_try1('http://www.gutenberg.org/cache/epub/2893/pg2893.txt')\n", - "plotTwoLists_a (wf_book_author_1, wf_book_author_2, 'Most Frequent Words From A Book of J.K. Rowling and Haggard\\'s \"The Wizard\"', 'The Deathly Hallows', 'The Wizard')\n", - "(wf_pi, tw_pi) = get_wf_try1('https://archive.org/stream/APassageToIndia_109/APassageToIndia_djvu.txt') # A Passage to India\n", - "(wf_he, tw_he) = get_wf_try1('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", - "plotTwoLists (wf_pi, wf_he, 'Most Frequent Words From Two Books by E. M. Forster')\n" - ], - "language": "python", + "data": { + "image/png": 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fKs9uc1lZWeL3VkmxsbEkCAK999574rTevXuTkZGRRuxSJZ8ly74IOMmrgJJJ3oMHD0gm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sWbIEZmZm6NGjh1gWKPh6edOyZcugpaWF0aNHi98dpfUdUemuQQQgnlI+fvw4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zM0OLFi3g6OiIs2fPKtlYdXQT2xHR5hWluD0rL6ragJSUFIwbN06amKyjo4NG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\nxuTJky2WU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tSzVq1KCaNWvS6NGjad26dTqJHtGzAYZbtGhB1tbW1KBBA5o1axbdvHlT7z/r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\niIiIiO4Df9EjIiIikikWekREREQyZdJC71//+hecnZ2RnZ0NpVKJnTt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- "text": [ - "" - ] - } - ], - "prompt_number": 13 + "output_type": "display_data" + } + ], + "source": [ + "# Assignment 1.2\n", + "# Compare word frequencies between works of two authors.\n", + "\n", + "(wf_md, tw_md) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "time.sleep(10)\n", + "(wf_bh, tw_bh) = get_wf('http://www.gutenberg.org/files/1023/1023-h/1023-h.htm')\n", + "plotTwoLists (wf_md, wf_bh, 'Most Frequent Words From Moby Dick and Bleak House')\n", + "print(wf_md, tw_md)\n", + "print(wf_bh, tw_bh)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assignment 1.3\n", + "### Analysis\n", + "\n", + "The books by the same author don't reveal much about the author's preferred word choices. The common words are either \n", + "character names or common English words. I would like to know why empty string is being returned as the most common result. \n", + "\n", + "In order to learn more about authorial diction in this case, the stop word dictionary might have to be refined to a a considerable extent. \n", + "\n", + "The works by two different authors have a strong similarity in publishing time (1851 versus 1852), but a strong dissimilarity \n", + "in genre and subject matter (metaphorical sea adventure versus urban social drama). They also differ in that the authors are \n", + "American and British. While there are some words in common, I don't perceive any interesting similarities in word frequency. \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Assignment 1.3\n", + "### Extra Credit\n", + " \n", + "I looked at the relative frequency of the word 'would' in both two works by the same author and two works by different authors. \n", + "\n", + "The results are as follows: \n", + " \n", + "* SAME AUTHOR\n", + "``` \n", + " A Passage to India by EM Forster\n", + " Occurrences of 'would': 377\n", + " Total Words: 50117\n", + " Relative Frequency ('would') = 0.00752\n", + " \n", + " Howards End by EM Forster\n", + " Occurrences of 'would': 415\n", + " Total Words: 57741\n", + " Relative Frequency ('would') = 0.00719\n", + "```\n", + "* DIFFERENT AUTHORS\n", + "``` \n", + " Moby Dick by Herman Melville\n", + " Occurrences of 'would': 424\n", + " Total Words: 112805\n", + " Relative Frequency ('would') = 0.00376\n", + "\n", + " Bleak House by Charles Dickens\n", + " Occurrences of 'would': 869\n", + " Total Words: 171263\n", + " Relative Frequency ('would') = 0.00507\n", + "``` \n", + "So there is a difference observed. The relative frequency is very close in two works by the same author, but further apart in\n", + "works by two different authors. I lack the skill to say whether the difference is statistically significant. Furthermore, I would make the obvious remark that comparing frequencies for only one word is not very telling. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From auxiliary" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists_a (wf_ee, wf_bu, title, subtitle1 = '', subtitle2 = ''):\n", + " f = plt.figure (figsize=(10, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + " ax1.set_title(subtitle1)\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + " ax2.set_title(subtitle2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Hzp07h+XLl8PIyAhdunQR0wJF3y8FrVy5Empqahg1apT43VGW3xGVrk0iAPH2\n8qlTp9C3b99C783XrVsXCxcuREhICJycnODr6wsdHR3s3bsXKSkp6NOnD7744gsAQJ8+fbB8+XKs\nWrUKly5dgqurK9LS0hAVFQU1NTW5Nnh16tQBAIwbNw4eHh4lfjtDWYE2MDDAunXr0LdvXzg6OqJ7\n9+6oVasWjhw5goSEBDRr1kzsoBfIa1Dt5uYGT09P9OzZEwYGBtixY4fSStiQIUOwa9cu9O7dG198\n8QU0NDTw66+/wsbGRu4LAQC+++47nDx5EuPHj0dMTAyaNWuGO3fuIDo6Gpqamu/duN/Y2Biampo4\nfPgwxo0bhx49eogNf1WRPYRz+fJlBAUFKU3j4eGBmTNn4p9//lGoJOrp6eHHH3+Ev78/WrRoge7d\nu6N69eo4fPgwLl++jDZt2mDixInvzLts33/77bdo0qQJfHx8cPfuXezcuRPW1tZyV2RHjRqFyMhI\nTJw4EXFxcbCzs8PDhw+xbds26OnpYfLkye9cX0lZvXo1WrdujREjRiA6Ohp2dna4dOkSDh48CFNT\nU6xZs6bM8pJfSd6S++abbzBu3Dg0atQI3bp1g6GhIfbu3Ytr166hS5cu6NevX4ms631MmTIFMTEx\n6Nu3L7Zt2wYbGxukpqYiOjoatWvXFq8yAnkxJykpCYGBgfDy8lJZIejXrx+2bNmC7t27o0+fPtDT\n08OZM2dw8uRJeHh44ODBg0qvkLyLjo4O1q5dCz8/PzRr1gx+fn4A8pr8GBsbF6ttZ2JiosoH6OrV\nq4e1a9cWazuKc07JYvfAgQPh5eUlt4+VKW5ZlEql6NGjB6KiotCsWTN4enri1atX2L17N7S0tPDZ\nZ5/h9u3bIKIP/jFkaGiILl26ICoqCtbW1qU6ilRgYCB27dqFX3/9Ffb29ujQoQNevXqFmJgYvHr1\nCsuXL5d7oERZeZXt+1WrVuHJkycYM2ZMmZyjRIQlS5bItTPMzMzE0aNHER8fD0NDQ7mLQxMmTMDv\nv/+OTZs24eLFi3B3d8eDBw+wc+dOCIKAn3/+WbxNXtz9UpCDgwNGjBiB5cuXY+rUqViyZEnZfkeU\n6LPS5SA8PJwkEolC57GdOnUiiURCO3bskJvu6+sr192IzL59+6h9+/akr69Penp69Pnnnyv0DUeU\n1/XE+PHjydbWlqRSKVWrVo26dOlCp06dUkjn5eVF2traZGJiItc/UkHBwcEkkUiK1Zl2YV00xMfH\nU9euXan7cvOBAAAgAElEQVRatWqkra1NDRs2pOnTp4vdzuR37do18vX1JX19fapatSoNHTpU7Moi\nf5cNRHmdTzs4OJCWlhaZm5vT5MmT6f79+wrdeRARPX36lMaPH0/W1takqalJZmZm1KtXL7k+GYlU\nHz+ivC4cCnaRsH79ejI1NSVtbW25/gkL07hxY5JIJPTzzz8rnS/rtkcikajsdPX06dPUpUsXMjIy\nIqlUSk2aNKGFCxcqdE2gLM8F89+kSROxm4s1a9bQ119/rVAmb926RUOGDCFra2vS0tKiGjVqUJ8+\nfejatWvv3N7idu4cGRlJEolEZafvd+7coS+//JJMTU1JU1OTrKysaMyYMfTo0SO5dKqOparlK+sK\npihk5V9VFziFbY+q8/+3336j9u3bk4GBAenq6pKDgwMtXrxYrqN0VUqqM21V5eby5cvk7+9PFhYW\npKmpSXXq1KEhQ4bQ3bt35dKdOXOGGjduTFpaWuTt7V1oHrZu3UpOTk6kq6tLxsbG1LNnT0pMTKTE\nxEQSBEHsMoworwscR0dHhWWo2s9Hjx6l9u3bk56eHtWoUYPGjh1LO3fuVOgKSBlZFyASiUTlK39e\nirMdRT2nkpKSyNXVlTQ1Nal+/fqF5vddZTH/fsofT9PS0ig0NJQsLS1JU1OT6tWrR1OmTKG0tDQK\nCQkhiURChw8fJqLix8iCtm7dqtD9zLvI1vmu41VQbm4uLV++nBwcHEhbW5uMjY3Jx8dHoZ9PItXl\nddSoUWRgYEB6enriPiAq2jla3G7SiP47hgW7vtHW1qb69evT8OHDlXZf8+bNG5o1axbVr1+fNDU1\nqWbNmuTv7y/XJ2px94uq/KelpVGtWrVIXV2d/vzzTyL6sO+I4hCIPpJBEtlHIzY2Fl27dkV4eHiZ\nN+hmjDFWciZNmoQFCxYgKSlJHNqUsaKqlG0SGWOMsU/d7du3sX79erRr144riOy9cCWRMcYYq0Q2\nbdoEFxcX2NnZ4enTp0oHNmCsKLiSyBhjjFUiZmZmSE1Nha6uLlavXo1WrVqVd5ZYBcVtEhljjDHG\nmAK+ksgYY4wxxhRwJZExxhhjjCngSuInJiQkBI6OjnB0dESVKlVQv359ODo6wsnJCRkZGZBIJO81\nZF5+p06dQrt27dCkSRPY2dmhU6dOuHr1agltQemIjIwstENTZfbs2YMWLVrAwcEBjRs3hr+/vzhG\n54sXL9CuXbvSyCpjrByVdgxNTU2FmpqauI4mTZrAxcUFP/300wfn3cvLS8ybpaUlzp07p5BG1jlz\ncSjb5sjISHHUkaJ8tqjpWdmqlCOuMNWWLl0q/l+3bl1s3rwZTk5Ocmk+pJlqZmYmOnfujIMHD8LB\nwQFA3pN2HTt2RGpqarmMaV0UUqlUHD+1KO7du4fg4GCcO3cOZmZmAIC5c+eid+/eOHHiBJ49e1aq\ng84zxspHacdQIC8e5R8GVDYalI6ODnr06PHeyz148KCYt8KGoisJH2usZ8XDVxKZgunTp8PFxQV1\n69bFypUrxenr16+Hi4sLnJyc4OnpievXryt89vXr13jx4gVevnwpTvviiy+wYsUKZGdnAwDWrFkD\nOzs7ODg4wNvbWxxnOjg4GF27dkXjxo0xadIkpKenY8CAAbC1tUWjRo0wZcoUAHljN4eGhsLZ2RkO\nDg4YMGCAuD5LS0sEBASgYcOGiImJwd27d9GjRw+4uLigSZMmmDdvHoC8X+tmZmbw9vaGra0tatas\nKV75i46OhrOzM5o2bQpXV1e5sa1lHj9+jKysLLntHDNmDKZOnQrgv7E9nZyckJubi2PHjqF58+Zo\n0qQJmjZtit9//x1A3q/tbt26oUePHrCzs4Ozs7M4EPyLFy8QHBws5n3s2LFy44Qyxj5OHxJDlTE3\nN8fMmTPx7bffAig8BsbGxqJly5Zo2rQpLCwsxAERZGMIt2vXDnfu3AGQN+ymLJ0sdsm8efMGRkZG\nYnwGAE9PT+zevVtpHgtWOPO/v3HjBjw9PdGiRQtYWlrC19e30LGx79y5gy5dusDe3h52dnb47rvv\nAADdu3fH+vXrAeTdsZJIJEhNTQUAzJkzBxMnTsS1a9fQsmVLuLi4wNnZGatWrSpkz7J3KtHxW1iF\nYmlpSWfPnpWbJggCLVq0iIiIEhMTSUtLi7KzsykuLo7atGkjDi/4+++/U8OGDZUud9GiRSSVSsnK\nyooCAwPpxx9/FD936NAhsrGxocePHxNR3pBVsuUEBQWRp6enuJzQ0FDq27cv5ebmUlZWFrVt25bi\n4uJoxowZFBYWJqabNGkSjRgxQtym2bNni/Pc3d1p9+7dRJQ3jJK7uztt27ZNHP7o+PHjCvm3tram\n06dPExHR/v37VQ7/N27cOKpSpQo1bNiQhgwZQlu2bBGH6UtNTSVdXV0iyhuisUaNGnTmzBkiIrpy\n5QoZGxtTSkoKRUREkKGhoTjE2ujRoykoKIiIiAYMGEDLly8nIqLs7Gzq168fffPNN0rzwhgre6UR\nQ1NSUsTYkd/ly5dJR0eHiKjQGOju7k5JSUlERHT37l1SV1enJ0+eiHmT/W9paUlfffUVERHdv3+f\ntLS06M6dO/THH39Q48aNiYhozJgxNGHCBCLKG67Q3NyccnNzFfImCALZ2dmRg4OD+DI3N6cuXboQ\nEVFYWBht2rSJiPKGQbW3t6fo6Gi5PEVERFDnzp2JiKhNmza0ePFiIiJ68eIFNWnShLZs2UIbN24k\nPz8/IiKaPn061apVi9asWUNERM2aNaOEhAQaNGgQzZ8/X9yugIAApXlmRcO3m5mCvn37AgCaNGmC\nzMxMvHjxAnv27EFSUhJatGghpnv27BmeP38OQ0NDuc+Hhobiyy+/RFxcHI4ePYoFCxZgwYIFOHPm\nDPbt24eAgABUq1YNABAUFISQkBDxVnT+/rwOHTqExYsXQxAEaGhoIC4uDgAQFhaGFy9e4MCBAwDy\nflXXqFFD/Fzr1q0BAOnp6Thy5AiePXuGadOmidMuXLiApk2bQl1dXemA9wEBAfD19YWPjw88PT0R\nFhamdD999913mDJlCv744w8cOXIEYWFhWL58OY4ePSr3K/r06dOwsbFB06ZNAQANGzZEy5YtERcX\nB0EQ4OzsjNq1awMAnJycEB0dDSDvikBCQoL4y1nW3okx9nH70BiqjCAIkEqlAPJig6oYuHv3buze\nvRubNm3CX3/9BSJCeno6qlatqjKfNWrUQI0aNfDw4UO5+cOHD0fbtm0xZ84crFmzBkOGDFF5Gzku\nLk5uHRs2bEBUVBQAYMGCBdi/fz++/fZbXL9+Hffu3cOrV6+ULuf169c4efIkDh48CADQ19dHcHAw\n9u7diyVLloh3VPbv349p06bhwIED6Ny5Mx48eAAXFxd0794d/fv3x5kzZ+Dh4YFly5bxre8PwJVE\npkBDQwPAf21KiAi5ubkIDAzE/PnzxWm3b99WCG4nTpzAyZMnERYWBh8fH/j4+GDu3Lmws7PDgQMH\nQERKb0u8ffsWAOTaBaqryxfPu3fvQktLC7m5uVi2bBm8vb0BAK9evUJGRoaYTldXFwDEW7Px8fHQ\n0tICkHebWFtbG48ePYKmpqbSStfs2bMxaNAg7N+/H5GRkZg/fz7Onj0rF2h27dqFJ0+eYMCAAejR\nowd69OiBuXPnwszMDOfPn5cLlrm5uQrryMnJQXZ2NjQ0NKCtra0wX/a5qKgo2NraAgCeP3/OwY6x\nCuBDYqgqCQkJsLe3BwCVMTA9PR0ODg7o2bMnWrdujYEDB2Lnzp0q2x7K8inLa8F0n332Gezt7bFz\n505s3ry5WO2s8y8rICAAOTk58Pf3h4+PD27fvq0yT7m5uQrfE7J4aWhoCEdHR+zatQsvXrxAYGAg\nZsyYgZ07d4ptNX18fHDz5k0cOHAAhw4dwowZM3Dy5EkelvA98WUJ9k6CIMDLywu//PIL7t+/DwBY\nu3YtvLy8FNKamJhgzpw5OHr0qDjt7t27SE9Ph729Pby9vbF161Y8fvwYABAREQFjY2PY2NgoBA0P\nDw9s2LABRITMzEz07NkTR48ehbe3N5YvX46srCzk5uZi2LBhYnvF/PT19eHq6oqFCxcCyGvj17p1\na+zatUvltmZnZ6Nu3bpIT0/H0KFDsWLFCvz1119ie8r8y548eTIuX74sTktKSoK2tjasra2hrq4u\nVlJdXV1x/fp1McBeuXIFx44dg5ubm9JAKZvm7e2NRYsWgYiQlZWF7t27y7VvYoxVDMWJocrcuHED\ns2fPxrhx4wBAaQycPHkykpKS8PLlS8yaNQs+Pj6Ii4tDZmamGIvU1NSQlZVVrLyPHDkSYWFhcHV1\nRc2aNYv1WZn9+/fjf//7H3r16gUg7+6KqvbVurq6cHV1xYoVKwDkxe2ffvoJnp6eAPLaJU6ePBke\nHh7Q1dWFra0t5s+fDz8/PwB5beC3bt0Kf39/rFixAvr6+mIbTFZ8fCWRySl4pUr23svLCxMnToSn\npyckEgkMDAywY8cOhc9/9tln2LlzJ6ZNm4Z//vkHUqkUBgYGWLt2LerVq4d69eohNDQU7dq1Q25u\nLqpXr47Y2FgIgiC+ZKZPn46QkBA0adIEOTk5CAgIQPfu3dGxY0eMHz8ejo6OyM3NhaOjo1gRLGjz\n5s0YNWoU7O3tkZWVhb59+6JPnz4qn7RWV1fHkiVL0LdvX2hoaEAikSAiIkLuFzcAuLm54fvvv8fA\ngQPx9OlTaGhowNTUFDExMTAwMICenh6cnJzQsGFDHD9+HNu3b8fo0aPx+vVrSCQSREZGwsbGBidO\nnJDLR/59sGzZMoSEhMDe3h5v376Fp6cnJkyYUMQjyRgrDx8aQ4G8h0YcHR0B5HURo6Wlhfnz56Nj\nx44AgGnTpinEwEWLFkFHRwedO3dGgwYNUKtWLfEBjqSkJNStWxc9evRA69atsXPnzkLzn38bfHx8\nMHjwYAwbNqzI21xwOXPnzkX37t1Ro0YNmJubo2fPnkhKSpL7bP70mzZtwsiRIxEREYGsrCz069cP\nQUFBAIBu3bph1KhR4kM83t7eWLFihXgbf9q0aRg8eDBWr14NNTU19OjRA23atFGZd1Y4HpaPMcYY\nY0qdPHkSQ4cOxaVLl8o7K6wc8JVExhhjjCkICgrCkSNHSqQjb1Yx8ZVExhhjjDGmgB9cYYwxxhhj\nCvh2sxISiRqIFLstYYyVriZNmuD8+fPlnQ32njh2MlY+Sit28pVEJfKCHJXhazqvr0Kui9dXci+A\niHDhwgWwiqvsY2dFKd+c5/LPQ1nmF2Jfj2X1Kq3YyZVExhhjjDGmoFJXEiMjI2FmZqZy/uDBg8VB\nzxljjDHG2H8qdSUxICCg0Hv0BTsNLT9uvL4KuS5eH2MVm1t5Z+A9uJV3Bt6DW3lnoJjcyjsDH41P\nugucIUOGIDs7GxEREXLT8yqOn+xuYawc5I0bq2z8WFZxcOxkDJDFszJdYynFzgpzJXHlypWwsrKC\ntrY2mjRpgj179gAA4uPj0bp1a+jo6EBXVxcdO3bEvXv3ACjebj5x4gScnJwglUrh5+eH9PT0ctkW\nxhhjjLGPXYWoJCYmJiI0NBRLly7FjRs34O/vj969e+POnTvw8fGBl5cXrl69iv379yM5ORlz5sxR\nWMajR4/QqVMntG/fHhcuXICzszO2bNnykdxuZowxxhj7uFSIfhJTU1MhCALMzc1hZmaGSZMmoVmz\nZlBTU8PUqVMxduxYAICFhQV69OiB+Ph4hWVs27YNxsbG4qDgkyZNwm+//Vam28EYY4wxVlFUiEpi\nhw4d4OjoCEdHRzRu3Bhdu3bFoEGDUKtWLfTv3x+LFi3ChQsXcPXqVVy4cAGurq4Ky7h69Srs7e3l\nprm4uOD58+dltRmMMcYYYxVGhagkamtrIz4+HsePH0dsbCyioqLw/fffY9euXfD394ezszO8vb3x\n5ZdfIjY2FsePH1e6nNxc+ZEA1NUL2/zwfP+7gZ92Yqw0xP3/CwgPDy/HfLCSE57vfzdw7GSs5MXF\nxSEuLq7U11Mhnm4+dOgQTpw4gf/9738A8noyr1+/Pr744gts3rwZ165dE9P27t0b//77L44dO4bI\nyEhMmzYNt2/fxqpVqzBv3jykpKRATU0NAODh4QFzc3P8+OOPcuvjJ/QYK2v8dHNlwLGTMYCfbi5j\nmpqamDVrFtasWYPU1FTExMTg9u3bsLKywt27d3Hw4EEkJydjwYIFiI2NRUZGhsIyAgICkJmZidGj\nR+P69etYtGgRjhw5Ug5bwxhjjDH28asQlcRWrVrhhx9+wMKFC9GgQQOEhYVh8eLF6Nu3LwIDA9G7\nd2+4uLggOTkZW7duxfXr15GZmQkA4tPLRkZG2L9/PxITE+Ho6Ih9+/ZhyJAh5blZjDHGGGMfrQpx\nu7ms8S0Txsoa326uDDh2Mgbw7WbGGGOMMVapcSWRMcYYY4wp4EoiY4wxxhhTwJVExhhjjDGmoEJ0\npl0+eExnxsqKnp5ReWeBlRiOnezTVpniGVcSVeAnLBljrPg4djJWefDtZsYYY4wxpoAriYwxxhhj\nTAFXEhljjDHGmAJuk6iCbDg/xioqPT0jpKU9Le9ssE8Mx05WUXHMVMTD8inBQ0uxyqHiDXHHw/JV\nbBw7WcVWceMPD8vHGGOMMcbKDFcSGWOMMcaYAq4kMsYYE0VGRsLMzEzl/MGDB2PAgAFlmCPGWHnh\nSiJjjDFRQEAAzp8/r3K+IAj8cApjnwh+upkxxphIS0sLWlpahaapqI37GWPFw1cSGWOsklq5ciWs\nrKygra2NJk2aYM+ePQCA+Ph4tG7dGjo6OtDV1UXHjh1x7949AIq3m0+cOAEnJydIpVL4+fkhPT29\nXLaFMVb2uJLIGGOVUGJiIkJDQ7F06VLcuHED/v7+6N27N+7cuQMfHx94eXnh6tWr2L9/P5KTkzFn\nzhyFZTx69AidOnVC+/btceHCBTg7O2PLli18u5mxT8QnU0l8/Pgx/Pz8ULt2bbRt2xYbN25ERkYG\nkpKSsHTp0vLOHmOMlajU1FQIggBzc3OYmZlh0qRJiImJgZqaGqZOnYpp06bBwsICLVq0QI8ePXDl\nyhWFZWzbtg3Gxsb49ttvUa9ePUyaNAktW7Ysh61hjJWHT6ZN4oEDB9C6dWtMmzYNcXFxmDlzJgYN\nGgRNTU2sW7dOySfC8/3v9v8vxlhJiouLQ1xcXHlno1Lq0KEDHB0d4ejoiMaNG6Nr164YNGgQatWq\nhf79+2PRokW4cOECrl69igsXLsDV1VVhGVevXoW9vb3cNBcXFzx//ryQNYfn+98NHDsZK3llFTs/\nmRFXcnNzIZHIXzi9f/8+TExMoKamJjedRw1glUPFGz2AR1wpecePH0dsbCx27tyJ+/fvY9euXfD3\n94ezszO8vb3h5OSE2NhYHD9+HMeOHUNkZCSmTZuG27dvY+TIkbhz5w5iYmLE5YWFheHx48eIiIhQ\nWBfHTlaxVdz4wyOufKCCFUQAqFmzpkIFkTHGKoNDhw5h5syZaNWqFebPn4+//voLNWrUQFxcHAwM\nDBAbG4vRo0ejZcuW+Pvvv5Uuo3HjxkhMTEROTo44LTExkdskMvaJ+GQqiYwx9inR1NTErFmzsGbN\nGqSmpiImJga3b9+GlZUV7t69i4MHDyI5ORkLFixAbGwsMjIyFJYREBCAzMxMjB49GtevX8eiRYtw\n5MiRctgaxlh54EoiY4xVQq1atcIPP/yAhQsXokGDBggLC8PixYvRt29fBAYGonfv3nBxcUFycjK2\nbt2K69evIzMzEwDEK4VGRkbYv38/EhMT4ejoiH379mHIkCHluVmMsTL0ybRJLA5uV8Mqh4rXvobb\nJFZsHDtZxVZx4w+3SWSMMcYYY2WGK4mMMcYYY0wBVxIZY4wxxpgCriQyxhhjjDEFn8yIK8XH/YCx\nik1Pz6i8s8A+SRw7WcXEMVMRVxJVqKhPODHGWHni2MlY5cG3mxljjDHGmAKuJDLGGGOMMQVcSWSM\nMcYYYwq4TaIKPIB9xaanZ4S0tKflnQ3GPjkcO8sfxz9WUnhYPiV4aKnKoOIOr/Qp42H5KjaOnR8L\nPo8+NTwsH2OMMcYYKzNcSWSMsVKQmpoKiUSC5OTkMl93eHg4WrduXebrZYxVLny7WQm+ZVIZ8O2W\niqgy3W5OTU2FlZUVkpKSYGVlVabrTk9Px9u3b2FoaFim6+XY+bGoPOcRK5rSip384ApjjFUyOjo6\n5Z0FxlglUKFvN8tu58yePRtVq1bFoEGDEBsbCycnJ0ilUjRs2BBRUVFiejc3N8yePRsdOnSAVCpF\nvXr1sHfv3nLcAsZYZRcTEwMbGxtIpVJ06dIFT5/mPXV6/PhxNGvWDFKpFI0bN8bPP/8sfiY4OBhB\nQUFwdHSEiYkJLl++DIlEgq1bt6JBgwbQ0dFBv379kJKSAnd3d+jo6MDNzQ33798HoHi7OT4+Hq1a\ntYKuri7q1q2LlStXyq0rJCQEffr0ga6uLszMzLBhwwZxfmZmJsaMGYPq1avD2NgY/v7+ePjwYWnv\nNsbYx4AqsJSUFBIEgby8vCg5OZlWr15NVapUoaVLl9LNmzdp8eLFpKGhQWfOnCEiorZt25JUKqUN\nGzZQcnIy9e7dm0xNTSk3N1duuQAIIH5V6FeFLtqfrMp03GTxyd7enhISEuj06dNkampK48ePp3//\n/Zf09fVp2bJl9Pfff9PWrVvJ0NCQdu/eTUREQUFBpKamRjt37qQ///yTcnNzSRAEql+/Pp0+fZoO\nHTpEGhoaVLt2bYqOjqZz586RhYUFjRs3joiIpk+fTq1atSIioqtXr5KWlhZNmTKFbt68SRs2bCAd\nHR3avn27uK4qVarQt99+SykpKTRmzBjS1tamZ8+eERHR2LFjydXVlc6cOUNXrlwhPz8/atq0qdJt\n5tj5sbwqz3nEiqa0jnmFLkmyILxnzx4iIurevTsFBATIpQkICKBevXoRUV4l0c/PT5x38eJFEgSB\nbt++LfcZDnSV4VWhi/YnqzIdN1l82rt3rzgtNDSUPD09adq0adStWze59OHh4dS+fXsiyqu4FayI\nCYJAq1atEt87OztTcHCw+D4kJIR8fHyISL6SGBoaSq6urnLL+vrrr8XlBwUFkYuLizgvLS2NBEGg\nY8eOUXp6OmlqalJiYqI4//Xr1ySVSunYsWMK28yx82N5VZ7ziBVNaR3zStEm0dLSEgBw7do1fPnl\nl3LzmjdvjrVr14rvra2txf/19PQAAG/fvlWy1PB8/7v9/4sxVpLi4uIQFxdX3tkoVfljjr6+PjIy\nMvDXX39h7969YgwCgOzsbFSvXl18L4tr+eV/AEZbWxsWFhbiey0tLWRmZorvZZ1a//XXX/j888/l\nltO8eXOsWLFCaR7zx8Xk5GRkZWUpPCmdmZmJmzdvolWrVkq2ODzf/27g2MlYySur2FkpKolaWloA\n8oJmQTk5OcjNzRXfV6lSRSFNXiW8oPCSyh5jTAU3Nze4ubmJ72fMmFF+mSklampq4v+yJxCzs7PR\nt29fTJs2TZxHRHJpNTU1FZalri4fsiWSdzcrl0qlCjEuJycH2dnZ4nsNDQ2Fz8nyCQBHjx6FgYGB\n3DwTExMVawx/Z54YYx+mrGJnhX5wpaD69evj1KlTctPi4+Nha2sLgIeLYoyVL1llzdbWFjdu3ICV\nlZX4OnDgANatW/dBy88f42Trql+/Pk6fPi2XLj4+HvXr13/n8qytraGmpoZHjx6J+TQxMcHYsWNx\n69atD8orY+zjV6kqiWPHjkV0dDSWLl2KmzdvYsmSJdixYwdGjhwJIC9oKr9qyBhjZWfEiBFITEzE\n5MmTcfPmTURFRSEsLAxmZmZFXoayeKYsvo0YMQKXLl3ClClTcOPGDWzcuBErV67EqFGj3rkOPT09\nDBkyBKNGjcIff/yBa9euoX///rh06RI+++yzIueVMVYxVfhKYv5fzs7Ozti8eTNWr14NOzs7REZG\nYvv27Wjfvr2YtuDVRL66yBgrLcrijSAIMDc3R2xsLA4ePAg7OzuEhYVhxowZGDp0qFy6dy07f5r8\n7/P/b2pqij179uD333+Hvb095syZg8WLF2PgwIFFWtfChQvh5eUFf39/NGvWDBkZGdi/f7/S2+GM\nscqFR1xRgkcNqAx4xIGKqDKNuPIp4tj5seDz6FNTWrGzwl9JZIwxxhhjJY8riYwxxhhjTAFXEhlj\njDHGmAKuJDLGGGOMMQWVojPt0sFPPVdkenpG5Z0Fxj5RHDvLG8c/VlK4kqgCPxnGGGPFx7GTscqD\nbzczxhhjjDEFXElkjDHGGGMKuJLIGGOMMcYUcJtEFXi4vtKnp2eEtLSn5Z0NxlgJ4thZdjiGstLG\nw/IpwUNLlRUeOorJ42H5KjaOnWWNzxeWh4flY4wxxhhjZabMK4mpqamQSCRITk4u93X9/PPPqFu3\nbqnngzHGGGOsoqnUbRLNzc1x//59GBsbl3dWGGOMMcYqlEpdSZRIJKhevXp5Z4MxxhhjrMIptzaJ\nMTExsLGxgVQqRZcuXfD0ad4TWhEREWjQoAE0NTVhYmKCESNGICcnR/zc4sWLYWpqCgMDA4SEhMDd\n3R0bNmwAALi5uWHUqFGwsbFBnTp1cPbsWbnbzf/++y98fHygq6sLJycn3Lx5s+w3nDHGypGsGc7s\n2bNRtWpVDBo0CLGxsXBycoJUKkXDhg0RFRUlpndzc8Ps2bPRoUMHSKVS1KtXD3v37i3HLWCMlZVy\nqyRGRkZiy5YtiIuLQ2JiIubNm4fjx49j5MiRmDdvHpKSkvDDDz8gIiIC0dHRAIBNmzZh+vTpWLJk\nCeLj45GamoqjR4/KdbkQGRmJjRs3YteuXahWrZrcOv38/JCVlYUzZ85gypQpWLp0KXfXwBj7JB07\ndgxnz57F559/jp49eyI4OBgXL17El19+ib59+yIhIUFMO2/ePPTt2xdXrlyBk5MThgwZwk/VMvYp\noLkEqtcAACAASURBVDKWkpJCgiDQ3r17xWmhoaHk6elJZ8+epV9++UUuffPmzSk8PFz8f8qUKeK8\nZ8+ekY6ODm3YsIGIiNq2bUu9evVSWNfff/9Nly9fJkEQKCUlRZw/depUsrS0VMgjAAKIX6X+KvPi\nxz5yXCZKnywu7tmzh4iIunfvTgEBAXJpAgICxFjatm1b8vPzE+ddvHiRBEGg27dvKyybYyfHUFY+\nSqsslFubRGtra/F/fX19ZGRkwMnJCVpaWpg+fTquXr2KS5cu4ebNm/Dw8AAAXLp0CRMnThQ/Z2ho\nCFtbW/G9IAiwtLRUur6rV69CX19fbr6zszN+/vlnFTkMz/e/2/+/GGMlKS4uDnFxceWdjU+SLBZe\nu3YNX375pdy85s2bY+3ateL7/PFaT08PAPD27VsVSw7P978bOHYyVvLKKnaWWyVRTU1N7j0R4fff\nf0e3bt0QHByMjh07Yvr06RgxYoSYRl1dHXkVZvnP5aelpaVynQXTamhoFJLD8MI3gDH2wdzc3ODm\n5ia+nzFjRvll5hMji5Xa2toK83JycpCbmyu+r1KlikKagvH0P+ElkT3GWCHKKnZ+FJ1py9oFrlu3\nDgMGDMAPP/yAgQMHon79+khKShKDUaNGjfDnn3+Kn0tLS0NSUlKR1tG4cWO8fPkSN27cEKclJiaW\n4FYwxljFU79+fZw6dUpuWnx8vHiXhtttM/bp+ii6wJFVAqtVq4aTJ0/i0qVLkEgkmDdvHp4+fYqM\njAwAwOjRozF06FA4OjqiYcOGmD59Ol69eiUGMSJS+eu2QYMG8PDwwMCBA7Fy5UrcunULS5cuFW+d\nMMbYp2js2LFo3rw5li5dik6dOmHPnj3YsWMH9u3bB6DwuMoYq9zK5UpiwV+mgiBAEASEh4ejVq1a\naN68OTp16gQHBwdMmjQJ58+fBwD4+/sjLCwMI0aMQPPmzWFubo66deuKt0Jky1G1rq1bt6JWrVpo\n0aIFJk6ciLFjx5byljLG2Mcnf1x0dnbG5s2bsXr1atjZ2SEyMhLbt29H+/btxbSFxVXGWOUlUAX6\niXjkyBFYW1ujTp06AIDs7GyYmJggJiYGbdq0KbH18CD1ZYUHp2fySmuQelY2OHaWNT5fWJ7Sip0f\nRZvEooqJiYGfnx/Onz+PpKQkhIaGwsDAAK6uruWdNcYYY4yxSqVCVRJnzpwJW1tbeHp6wsHBATdu\n3MC+ffuUPnnHGGOMMcbeX4W63VxW+JZJWeFbJUwe326u2Dh2ljU+X1gevt3MGGOMMcbKzEfRBc7H\niZ/eK216ekblnQXGWInj2FlWOIay0saVRBX4Ej5jjBUfx07GKg++3cwYY4wxxhRwJZExxhhjjCng\nSiJjjDHGGFPAbRJV4GGnlNPTM0Ja2tPyzgZj7CNVmWMnxz/2qeF+EpXgvr4Kw/1ysdLD/SRWbJU/\ndnL5ZB8n7ieRMcYYY4yVGa4kMsYYY4wxBR9dJTE1NRUSiQT37t0r0eUGBwcjMDCwRJfJGGOV0bvi\npY2NDTZs2FCGOWKMlYePrpJYWgRBqNQNqhljrKS8K15yPGXs0/DJVBKJiBscM8ZYEXC8ZIwBH3El\n8ZdffoGpqSkMDQ0xbNgwZGVlAQAiIiLQoEEDaGpqwsTEBCNGjEBOTo74ueXLl8PKygq6urpo3749\nrl+/rrDsZ8+eoVGjRujTpw8HQsZYhZaSkoLOnTtDX18fZmZmmDdvHgDgzp076N27N6pVqwYTExOM\nHj0amZmZAIDIyEiYmZnJLcfNzQ3Tpk1Tuo61a9fCwsICBgYGmDFjRuluEGPso/HRVhJ//PFHREdH\nIyYmBnv37sWcOXNw/PhxjBw5EvPmzUNSUhJ++OEHREREIDo6GgCwfv16TJ06FfPmzcPFixdRp04d\ndOvWTVymIAjIzMxE165dYWFhgZ9++olvmTDGKqzMzEx4eXlBU1MTp06dwvr16/F/7N15XFRV/wfw\nzx1QExgWEY0HFWRTSwmNVBJsXAJNy55KyZ3HciNwzfzlEoNSVqjljmkpWtGiJKbizohbWq4kQwpI\nPVakpoloAjOc3x/GfZgG3ILZ/Lxfr3l593vOeP36nXvuPefdd9/FmjVr0L17d1y/fh179uzBl19+\niYyMDEyePLnGY/29Cblyevv27YiLi8Ps2bNx6NAhnDp1Cvn5+XVeNyIyP4vtTHvx4sXo1KkTAGD2\n7Nl49dVX8eyzz+Kjjz7Cs88+CwBo3rw55s2bh5ycHABAcnIyxo8fj6ioKAA37yomJiaiuLgYkiRB\nr9dj0KBBAIC0tDTY21ts9YmIbmvnzp349ddfcfToUSiVSjz00ENYunQpysvL8fPPP+Pw4cNwdXUF\nACxZsgR9+/bFW2+9dVfnWLFiBQYOHIhhw4YBAFauXIktW7bUel2IyPJYbJbUsWNHebp9+/a4ePEi\nWrRogQYNGiA+Ph45OTnIzs7GmTNn0LNnTwCAVqvFjBkz5P2cnZ3x7rvvArj5jE1aWhrKysrw9NNP\n44EHHrhNCdRVplV/fYioNmk0Gmg0GnMXw2rl5OTA398fSqVSXjZw4EC888478Pf3lxNEAAgNDYVe\nr8eZM2fu6hxarRYjR46U552dnREQEHCLPdRVplVg7CSqfaaKnRabJNrZ2cnTlc8c7t+/HwMGDEB0\ndDR69+6N+Ph4xMTEyNvVr1//lsf08vLCypUrERkZic2bN6NPnz632Fr9T4pPRHdApVJBpVLJ83ze\n7e7UFPMaNmxotKwyjlZUVFT7mI1Op6vxPH9/drtevXq3KJX6FuuIqDaYKnZa7DOJx48fl6cPHToE\nT09PrF27Fv/5z3+QnJyMESNGoHXr1sjLy5MDWEBAAI4ePSrvd+3aNTz44IM4deoUJEnC448/DpVK\nhdjYWIwbNw43btwweb2IiGpLYGAg8vPzcfXqVXlZfHw83nnnHeTl5eHy5cvy8oMHD8LOzg7+/v6o\nX7++wT5CCBQUFFR7jrZt2+Lw4cPy/LVr13D69Ok6qA0RWRqLTRLHjh2Lb7/9Ftu2bYNarcarr74K\nd3d3HDhwANnZ2Th16hSio6Nx6dIlOdkbP348Fi5ciLS0NJw5cwZjxoyBh4cHHnroIYMuHeLj43Ht\n2jX5LUAiImsUGRmJ5s2bY+TIkcjNzUVGRgYWLVqE999/H4GBgRg6dCiys7Oh0Wgwbtw4DBw4EG5u\nbggJCUFxcTEWLlyIgoICTJkyxSChBP539zA2Nhbr16/H8uXLkZubizFjxqCkpMQc1SUiE7PIJFGS\nJMTExKBv374YNGgQoqOjMXHiRKjVanh6eiI0NBRPPfUUgoOD8frrr8t3HQcNGoRp06Zh/Pjx6NCh\nAy5evIiNGzfKb+1VNrE4OzvjrbfeQlJSEt/SIyKrpVAokJ6ejkuXLqFDhw6IiYlBfHw8+vfvjw0b\nNkCSJHTu3BlRUVHo168fVq5cCeBmq8vcuXPx1ltvoX379tDpdPILf4Dhm85hYWFYs2YNkpKSEBIS\nAldXV4SGhpqlvkRkWpJgR4FGbgZHfi3Vk9i3JNUZSeL1Zc1sP3by+iTLVFex0yLvJBIRERGReTFJ\nJCIiIiIjTBKJiIiIyIjF9pNofhyurzpKpZu5i0BEFs12YyfjH91vmCTWgA8nExHdPcZOItvB5mYi\nIiIiMsIkkYiIiIiMMEkkIiIiIiN8JrEGlaMN0P8olW4oLr5k7mIQkQWz5tjJGEdkiCOuVMP2Rw24\nVxxtgOoWR1yxbtYfO3n9kXXiiCtEREREZDJMEomIiIjIyG2TxMLCQigUChQUFJiiPAbUajXCw8NN\nfl4iIqqev78/UlJSzF0MIjIBi76TOGXKFHz99dfmLgYREf1FkiSrfjmFiO6cRb/d7OjoaO4iEBER\nEd2X7vhOYnp6Ovz9/eHg4ICnn34aly7d7CZg37596NixIxwcHNC2bVt8/PHH8j7R0dEYPnw42rdv\nDw8PD3z//fdQKBT4/PPP0aZNGzg6OmLIkCE4e/YsunXrBkdHR6hUKhQVFQEwbm4+ePAgwsLC4OTk\nhJYtW2Lp0qUG5xo/fjwGDhwIJycnNG/e3KBJpLS0FBMmTECTJk3QuHFjREVF4fz58/f+zRERmVFw\ncDAWLFggzz/77LMIDg6W59PS0hAYGIgffvgBvXv3hrOzMxo2bIjw8HDk5OQAADQaDZo1a4YVK1ag\nWbNmcHJywpAhQ3Djxg35OCtWrIC3tzdcXFyQkJBgugoSkdndcZK4evVqfPbZZ9BoNDh27BjmzJmD\noqIi9OnTB0OHDsX333+PN954A3Fxcdi0aZO83yeffAK1Wo2tW7fi4YcfBnAz+UtJScHXX3+NL774\nAmFhYRg3bhz27duHwsJCzJ071+j8Wq0W3bt3h0qlwvHjx5GQkIDXXnsN69atk7dJTk7Go48+iu+/\n/x4vvPACxo4diz/++AMAMG3aNBw6dAibN29GVlYWKioq0Ldv33v+4oiIzKlXr17QaDQAbo6XvHfv\nXuTk5KCkpAQAsGPHDvTq1QvPPPMMWrZsiRMnTuDAgQPQ6/WYMmWKfJzz58/jiy++wLZt25CWloav\nvvoKq1evBgBs374dcXFxmD17Ng4dOoRTp04hPz/f1FUlInMRt3H27FkhSZLIyMiQl02cOFE8+eST\nYubMmaJfv34G26vVatGjRw8hhBDDhw8Xjz32mMF6SZLEsmXL5PlHH31UREdHy/Pjx48Xffr0EUII\nER8fL8LCwuRzdu7c2eBY//d//ycff/jw4SIkJEReV1xcLCRJEnv37hXXrl0TDRo0EMeOHZPXX79+\nXTg4OIi9e/ca1RmAAAQ/Rp/bXi5E/wivsTu3e/du0ahRIyGEECdOnBABAQGidevWYtu2bUIIIfz9\n/cWWLVvE3LlzRUlJibxfcnKy8Pb2FkIIkZmZKSRJEt9//728/rnnnhMvvfSSEEKIF154wSA+X7ly\nRTg6OoqUlJRqy2T9sZPXH1mnurp27/iZRD8/P3na2dkZN27cgFarRUZGBpRKpbxOp9OhSZMm8ryP\nj4/RsXx9feXphg0bwtvbW55/4IEHUFpaKs9XPiCt1WrRqVMng+OEhoZiyZIl1Zaxskzl5eUoKChA\nWVmZ0ZvSpaWlOHPmDMLCwqqpsbrKtOqvDxHVJo1GI98No7vTpUsXlJWV4cSJE8jKykJ4eDj0ej32\n7duHgIAAnDt3Dt26dUN4eDjWrFmD7777Dj/88AOOHj2Kxo0bGxzr77GzvLwcwM24O3LkSHmds7Mz\nAgICblMydZVpFRg7iWqfqWLnHSeJdnZ28nRlz946nQ6DBg3CzJkz5XVCCINtGzRoYHxSe8PTKhS3\nb/V2cHAw6k1cr9dDp9PJ8/Xq1TPar7KcAJCVlQUXFxeDdR4eHjWcUX3bMhHRP6NSqaBSqeR5PvN2\n5+rXrw+VSgWNRoN9+/ahb9++0Ol0+PTTT9G8eXOoVCro9Xo89thjaNy4MZ599lkMHjwYWq0Wb7/9\nttGxqqoaa/8ed6uLs4bU/6RaRHQHTBU77+nt5sqg0apVK+zdu9fgzmBycjLOnTuHxMTEey5U1e4V\nKs/VunVr7Nq1y2C7gwcPonXr1rc9np+fH+zs7HDhwgW0b98eAHD16lUMGTIEiYmJaNeu3T2XlYjI\nXCIjI7Fjxw4cPnwY77zzDnQ6HcaPHw8nJyf06tULmZmZOHfuHL7//nv5x/vWrVuNEr+atG3bFocP\nH5bnr127htOnT9dJXYjI8vyjfhJjYmJw7NgxTJs2DWfOnMG6deswZcoUNG/e/I6PIYQwCljVBbCY\nmBhkZ2dj+vTpOH36NNasWYOlS5ciNjb2tudQKpUYOXIkYmNjkZmZidzcXAwbNgzZ2dkIDAy847IS\nEVmSyMhIbN26FQqFAr6+vggMDISTkxM2bdqE3r17w93dHdevX8f69etRWFiIlStXYsWKFQaP9FSn\nMgbHxsZi/fr1WL58OXJzczFmzBj5xRgisn13lCT+vePUys5UW7RogU2bNmHnzp1o164dpkyZgoSE\nBIwePdpgu9sdu+o2VeerTnt5eWHz5s3Ytm0bgoKC8Oabb+K9997DiBEj7uhc8+bNQ0REBKKiotCx\nY0fcuHED27dvr7Y5nIjIGgQEBMDLy8vgeeuuXbvCx8cHgYGBCA0NRXx8POLi4tCuXTvs2LEDW7Zs\nwaVLl3Du3DkANcd3AAgLC8OaNWuQlJSEkJAQuLq6IjQ01HQVJCKzksSdtjvcR24GSH4txqQ7bqYi\nuheVzzuTdbL+2Mnrj6xTXcVOix6Wj4iIiIjMg0kiERERERlhkkhERERERpgkEhEREZGRe+on8f5w\n67ey70dKpZu5i0BEFs96YydjHJEhJok14BtuRER3j7GTyHawuZmIiIiIjDBJJCIiIiIjTBKJiIiI\nyAifSazB7YYTvN8olW4oLr5k7mIQkYWzttjJ2EZUMw7LVw3rH1qqLnC4Kqp7HJbPulln7OQ1R9aP\nw/IRERERkckwSSQisgGFhYVQKBT45ZdfavW40dHRGDp0aK0ek4isA5NEIiKqkSRJVvecIRHVDiaJ\nRERUIyEEn9kjuk9ZXZJ47tw5DBgwAO7u7vDw8EBcXBxKS0uxevVqhIWFYdasWWjSpAlcXV0xYcIE\ng+D2wQcfwNfXF0qlEuHh4fjuu+/MWBMiotqXmpoKLy8vuLq6YsyYMSgrKwMArFq1Cm3atEGDBg3g\n4eGBmJgY6PV6eb9FixbB19cXTk5O6NGjB3744QejY1++fBkPP/wwBg4cyMSR6D5gVUliWVkZunfv\njuvXr2PPnj348ssvkZGRgcmTJ0OSJHz77bfIzc3F/v37sWTJEixevBjbtm0DAHz99dd44403sGDB\nAhw/fhy9e/dG9+7dUVRUZOZaERHVno8++ghpaWlIT09HRkYG3nzzTezbtw+vvPIK5syZg7y8PCQn\nJ2PVqlVIS0sDAHz44YeYMWMG5syZg5MnT6JZs2bo16+ffExJklBaWopnnnkG3t7eWLt2LZugie4H\nwoqkp6cLBwcHcfnyZXnZ1q1bhb29vViwYIFQKBSiuLhYXtehQwcxe/ZsIYQQYWFh4r333jM4Xrdu\n3eT1VQEQgODH4GNVlwpZKV5n9+7s2bNCkiSxe/dueVlKSorw8PAQR48eFampqQbbh4aGCrVaLYQQ\nIiQkRMycOVNed+XKFTFlyhRx5coVER0dLQYNGiSee+45ERYWJv78888ay2CdsZPXHFm/urqOraoz\nba1WC39/f7i6usrLQkNDodfrUV5ejsaNG0OpVMrrnJ2dUV5eLu87bdo0zJw5U15fVlaG5s2b13A2\ndZVp1V8fIqpNGo0GGo3G3MWwKR07dpSn27dvj4sXL6JFixZo0KAB4uPjkZOTg+zsbJw5cwY9e/YE\ncDM+zpgxQ97P2dkZ7777LoCbzySmpaWhrKwMTz/9NB544IHblEBdZVoFxk6i2meq2GlVSWLDhg2N\nllU+U6PX61G/fn2j9eKv52b0ej3mz5+PiIgIg3VOTk41nE39j8tLRLemUqmgUqnk+YSEBPMVxkbY\n2dnJ05Xxcf/+/RgwYACio6PRu3dvxMfHIyYmRt6uuthZlZeXF1auXInIyEhs3rwZffr0ucXW6n9S\nfCK6A6aKnVb1TGKbNm2Ql5eHy5cvy8sOHjwIOzs72NvfOt9t1aoVfvrpJ/j6+sqf+fPn8y4GEdmU\n48ePy9OHDh2Cp6cn1q5di//85z9ITk7GiBEj0Lp1a+Tl5ck/ogMCAnD06FF5v2vXruHBBx/EqVOn\nIEkSHn/8cahUKsTGxmLcuHG4ceOGyetFRKZnVUliz549ERgYiKFDhyI7OxsajQbjxo3DwIED4e7u\nbrR9ZQAEgEmTJmHhwoVYs2YN8vPzkZCQgA8//BBt2rQxZRWIiOrU2LFj8e2332Lbtm1Qq9V49dVX\n4e7ujgMHDiA7OxunTp1CdHQ0Ll26JCd748ePx8KFC5GWloYzZ85gzJgx8PDwwEMPPWTQBU58fDyu\nXbuGOXPmmLOKRGQiVtXcLEkSNmzYgNjYWHTu3BlOTk4YMmQI5syZg08//dTobbuq8wMGDMD58+eR\nkJCAX375BW3atEF6ejqCgoJMXQ0iojohSRJiYmLQt29f6HQ6jBo1ChMnTkRRURGio6MRGhoKd3d3\nxMXFISAgAPv27QMADBo0CD///DPGjx+PP/74A2FhYdi4caPckXZlLHV2dsZbb72F2NhYDBs2DH5+\nfuasLhHVMUlUvd1GAKx1kPq6VjeDhxNVVVeD1JNpWGfs5DVH1q+uYqdVNTcTERERkWkwSSQiIiIi\nI0wSiYiIiMgIk0QiIiIiMmJVbzebFsclrUqpdDN3EYjIKlhX7GRsI6oZk8Qa8G03IqK7x9hJZDvY\n3ExERERERpgkEhEREZERJolEREREZITPJNbg70P82Qql0g3FxZfMXQwislHWEDsZB4nuDIflq4Z1\nDi11pzgEFVkuDstn3awndvI6I9vCYfmIiIiIyGTuyyRRCIHk5GT+kiSiu5KYmIhu3brV6jELCwuh\nUCjwyy+/VLt+9erVaN68+T0f39/fHykpKfe8PxHdv+7LJDErKwsxMTFMEonI5kmSZBXPCRKR5bkv\nk8TK5JBJIhEREVH1rDpJLCgoQM+ePeHo6IigoCDMnTsXLVu2BABotVr06tULLi4u8PLyQkJCAoQQ\nKCwsRPfu3QEA9erVQ1ZWljmrQEQWTKvVomvXrnB0dES3bt1w4cIFAEBKSopRE7BKpcLMmTMBANHR\n0Zg8eTJefPFFODo6om3btjh58iSmT58ONzc3tGjRAl999ZXB/qmpqfDy8oKrqyvGjBmDsrKyast0\n6tQpdO/eHQ4ODggICMD8+fMN1q9YsQLe3t5wcXFBQkKCwbqKigokJSXB398fDg4OUKlUOHnypLxe\noVDgjTfeQJMmTRAREQEA2LdvHzp27AgHBwe0bdsWH3/88T18k0Rkjaw2SdTpdOjbty9cXFxw5MgR\nvP7665g1axYkScLvv/+O8PBwNGvWDIcPH8ayZcuwZMkSzJs3Dy1atMD69esBAD///DNCQ0PNXBMi\nskSlpaV46qmn4O3tjaNHj2Lw4MFITk6usen27826S5YsQdeuXXHixAm4uLhApVLh8uXLOHToECIi\nIjBq1CiD/T/66COkpaUhPT0dGRkZePPNN43O8eeff6JXr154/PHHkZ2djUWLFuH999/H4sWLAQDb\nt29HXFwcZs+ejUOHDuHUqVPIz8+X9581axbmzZuH999/H8eOHUPLli3Rq1cvXLt2Td5m48aN2L9/\nPxYsWICioiL06dMHQ4cOxffff4833ngDcXFx2LRp0z/6bonISggrtW3bNuHo6CiuXLkiL3v99deF\nj4+PWLhwoWjevLnQ6XTyuuTkZOHh4SGEECIzM1NIkiT0en21xwYgAGGjH6v9K6f7gCVdn5s2bRJO\nTk6ipKREXjZkyBChUqnE6tWrRbNmzQy2V6lUYubMmUIIIYYPHy46deokr1u4cKFo0KCBKC0tFUII\ncfToUSFJkrh48aI4e/askCRJ7N69W94+JSVFjlerVq2Sz7Vy5UrxyCOPGJx39erVws/PTwghxAsv\nvCCio6PldVeuXBGOjo4iJSVFVFRUiEaNGonk5GR5fXl5uWjRooVYunSpEEIISZLEkiVL5PUzZswQ\n/fr1MzifWq0WPXr0qPY7s57YaTnXGVFtqKtr2mo70z558iT8/f3h7OwsL+vcuTNSU1Oh1WrRvn17\n2NnZyetCQ0Nx8eJFXLrEDlSJ6PZycnLg5+cHR0dHeVlISAjOnTt3R/v7+vrK0w0bNkTTpk1Rv359\neR64ebeyUseOHeXp9u3b4+LFi/j9998NjqnVanHq1CkolUp5WUVFBcrKylBeXo6cnByDO5TOzs4I\nCAgAAJw/fx6XL19Gp06d5PX29vYICQmBVquVl/n4+BicLyMjw+B8Op0OTZo0uaPvgIism9Umifb2\n9kYvnlTOVwbgqvR6vcGft6euMq3660NEtUmj0UCj0Zi7GDX6e4yxt78ZMqtrctbpdAbzVX+kAjef\n97uVqttXxqnKpLLqOVQqFZYvX25UTnt7+2o71K1Xrx6A6uNi5TGrxsUHHnjAoByDBg2Sn7WsPNff\n62ZIXWVaBcZOotpnqthptUli27ZtkZ+fj+LiYvlu4pEjRwAArVu3xhdffAGdTicH9YMHD8Ld3R0e\nHh532B2Euo5KTkSVVCoVVCqVPP/3Fy3MqV27dsjLy8Mff/wBV1dXAMCxY8cA3Ezerl69Km8rhEBB\nQcE/6kPx+PHj6Ny5MwDg0KFD+Ne//mVwBw+4Gdu++uoreHt7y4naV199hS1btmDFihVo27YtDh8+\nLG9/7do1nD59GsDNu4qenp745ptvEBwcDAAoLy/HkSNH0KNHj2rL1KpVK+zdu9fgrmhycjLOnTuH\nxMTEGmqivpfqE9FdMFXstNoXV3r06AFvb2+8/PLLyM3Nxfr167FgwQIoFAoMGjQIer0eo0ePhlar\nxcaNG6FWqzF27FgAgJOTE4CbSWXV5h4ioko9e/aEj48PRowYAa1Wi7Vr1yI1NRWSJCEkJATFxcVY\nuHAhCgoKMGXKFFy+fPkfnW/s2LH49ttvsW3bNqjVakyePNlomyFDhqC0tFSOezt27EBMTAwaN24M\nAIiNjcX69euxfPly5ObmYsyYMSgpKZH3nzx5MtRqNb7++mvk5uZi1KhRKC0txcCBA6stU0xMDI4d\nO4Zp06bhzJkzWLduHaZMmfKPOvcmIuthtUmiJElIS0tDUVERgoODkZiYiJdeegn16tWDo6Mjtm7d\nivz8fHTo0AFxcXGYMGGCnGkHBQUhMjIS4eHhyMjIMHNNiMgS2dvbIyMjAyUlJQgJCcHixYsxYcIE\nADdHMZk7dy7eeusttG/fHjqdDlFRUfK+f3/TuboOrf++PiYmBn379sWgQYMQHR2NiRMnGu3rD3g7\nVwAAIABJREFU5OSErVu3orCwEB06dEB0dDSio6PlN6HDwsKwZs0aJCUlISQkBK6urgY9OEycOBFj\nxozB6NGj8eijj+LcuXPQaDTw8PCo9jto0aIFNm3ahJ07d6Jdu3aYMmUKEhISMHr06H/y1RKRlZDE\n3x9gsRIXLlzA0aNHERkZKS9LSkpCRkYGdu/e/Y+ObT2D1N8LDmxPlquuBqkn07Ce2MnrjGxLXcVO\nq72TKIRAv379sGzZMvz444/YuXMnFixYgP79+5u7aERERERWz2rvJAI3O32dOXMmTp8+jaZNm2Ls\n2LGYOnXqPz6u9fwavhf8BU2Wi3cSrZv1xE5eZ2Rb6ip2WnWSWFesJ9DdCwZHslxMEq2b9cROXmdk\nW9jcTEREREQmY7X9JNa9O+lL0foolW7mLgIR2TTLj52Mg0R3hkliDdgUQUR09xg7iWwHm5uJiIiI\nyAiTRCIiIiIywiSRiIiIiIzwmcQa/H0ILVugVLqhuPiSuYtBRDbMkmMnYyDR3WE/idWwnr6+7hb7\nBiPLxn4SrZvlx05eX2Sb2E8iEREREZkMk0QiIiIiMmLTSWJ0dDSGDh1a43p/f3+kpKSYsERERJav\nsLAQCoUC+fn5UCgU2L17NwDg/Pnz+OKLL8xcOiIyFZt+cUWSpFs+RH279URE9zNJklBUVAQ3t5sj\nlEydOhU6nQ4DBgwwc8mIyBRsOkkUQvAhZSKif6BJkybyNOMp0f3FYpqbz549i759+8LZ2RnNmzfH\nnDlzAADnzp3DgAED4O7uDg8PD8TFxaG0tBQAsHr1ajRv3tzgOCqVCjNnzqz2HCtWrIC3tzdcXFyQ\nkJBQtxUiIrJyQggoFArs2rULarUaa9aswSeffAJfX19zF42ITMAi7iSWlpYiIiICQUFB+Oabb3Du\n3DlERUXBy8sLiYmJCAwMxJ49e3Dx4kW8/PLLEEJg8eLF1R7r703IldPbt29HXFwcPvjgA3Ts2BFv\nvPEG8vPzTVI/IiJrJkkSpkyZgtzcXFRUVGDZsmXmLhIRmYBFJIk7d+7Er7/+iqNHj0KpVOKhhx7C\n0qVLUV5ejp9//hmHDx+Gq6srAGDJkiXo27cv3nrrrbs6x4oVKzBw4EAMGzYMALBy5Ups2bKl1utC\nRGSLHB0d8cADD0Cv18Pd3d3cxSEiE7CIJDEnJwf+/v5QKpXysoEDB+Kdd96Bv7+/nCACQGhoKPR6\nPc6cOXNX59BqtRg5cqQ87+zsjICAgFvsoa4yrfrrQ0S1SaPRQKPRmLsYVKvUVaZVYOwkqn2mip0W\nkSTWr1+/2uUNGzY0WqbX6wEAFRUV1b6ZrNPpajzP3x+6rlev3i1Kpb7FOiKqDSqVCiqVSp7ns8K2\nQG3uAhDZPFPFTot4cSUwMBD5+fm4evWqvCw+Ph7vvPMO8vLycPnyZXn5wYMHYWdnB39/f9SvX99g\nHyEECgoKqj1H27ZtcfjwYXn+2rVrOH36dB3UhojINrHLMKL7i0UkiZGRkWjevDlGjhyJ3NxcZGRk\nYNGiRXj//fcRGBiIoUOHIjs7GxqNBuPGjcPAgQPh5uaGkJAQFBcXY+HChSgoKMCUKVMMEkrgf3cP\nY2NjsX79eixfvhy5ubkYM2YMSkpKzFFdIiKrpFQq8eOPP+KXX34xd1GIyAQsIklUKBRIT0/HpUuX\n0KFDB8TExCA+Ph79+/fHhg0bIEkSOnfujKioKPTr1w8rV64EAAQEBGDu3Ll466230L59e+h0OkRF\nRcnHrfqmc1hYGNasWYOkpCSEhITA1dUVoaGhZqkvEZGlq+6u4bBhw5Cfn4/g4GAzlIiITE0S7B3V\nyM3gaItfi8TOcMmiSRKvUWtm+bGT1xfZprqKnRZxJ5GIiIiILAuTRCIiIiIywiSRiIiIiIxYRD+J\nlsn2unpQKt3MXQQisnmWGzsZA4nuDpPEGvDhZiKiu8fYSWQ72NxMREREREaYJBIRERGRESaJRERE\nRGSEzyTWwBbHKFUq3VBcfMncxSAiG2bJsZMxkOjucMSValj+qAH3iqMNkGXjiCvWzfJjJ68vsk0c\ncYWIiIiITIZJIhEREREZsfgkMTExEd26dUNKSgqaN29e43Yvv/wy/vOf/9zRMUtKSpCSklJbRSQi\nMovCwkIoFAoUFBSYuyhEZIMsPkms9OKLL+L48eM1rpck6Y4fmJ43bx5WrlxZW0UjIiIisjlW83Zz\ngwYN0KBBg1tuc6cPbfLBZSIiIqJbs7g7iVqtFl27doWjoyO6deuGCxcuAIBRc/P+/fvRoUMHODg4\n4IUXXsC1a9fkdWq1Gi+++CJiY2Ph6uqKJk2a4O233wYArF69GrNmzcL+/fthZ2dn2soREdWhDz74\nAM7Ozjh06BAUCgXS0tLg7++Phg0bok+fPvj999/lbQ8ePIiwsDA4OTmhZcuWWLp0KQBgw4YNcHd3\nl7c7fvw4FAoFNmzYIC8LCgpCamqq6SpGRGZhUUliaWkpnnrqKXh7e+Po0aMYPHgwkpOTjZqRL1y4\ngKeeego9evTAiRMn8Oijj+Kzzz4z2O6rr75C/fr1cfToUbz22muYNm0acnNz8eKLL2Ly5Mno1KkT\nfv31V1NXkYioTmzcuBGTJk3Chg0b8OCDDwIA3n77baSmpmLPnj04cuQIkpKSANz8Md69e3eoVCoc\nP34cCQkJeO2117Bu3Tr06NEDV69excmTJwEAe/bsgSRJ2L9/PwCgqKgIOTk5iIiIME9FichkLKq5\neefOnbh48SKSk5Ph6OiIVq1aYc+ePTh37pzBdl988QUaN24sB7zXX38dW7ZsMdjGzc0N8+bNgyRJ\nePXVV/H222/ju+++Q+vWreHo6Ah7e3s0adLEZHUjIqor+/fvR0xMDNauXYvu3bujsLAQABAfH4/H\nHnsMADB48GB8++23AIAVK1YgODgYiYmJAAB/f39otVq8++67eOGFFxAaGorMzEwEBQVhz5496N27\nt5wk7ty5EyEhIQZ3G4nINllUkpiTkwM/Pz84OjrKy0JCQoySxJycHAQFBRksCwkJwZUrV+R5b29v\ngzuLSqUS5eXld1EadZVp1V8fIqpNGo0GGo3G3MWweqNGjYJer4e3t7fBcj8/P3laqVRCp9MBuHkn\nsVOnTgbbhoaGYsmSJQCAyMhIaDQajB8/Hnv37sW6desQGRmJGzduYMeOHejVq9ctSqOuMq0CYydR\n7TNV7LSoJBEwfqnE3r76IlZUVBhtV3Xf+vXr3/bYt6a+i22J6F6oVCqoVCp5PiEhwXyFsWKzZs1C\ndnY2xo4di2+++UZe/vc4WBkDHRwcjOKhXq+Xk8iIiAjMmzcP2dnZcHR0xBNPPAEPDw8cPnwYu3bt\nwvr1629RGnWt1ImIamaq2GlRzyS2a9cOeXl5+OOPP+Rlx44dM9qubdu2OHbsGPR6vcF2d9oFjiWP\nLUpEdLeef/55vPPOO9BqtVixYkWN21Umhq1bt8ahQ4cM1h08eBCtW7cGAHTo0AF2dnZYvHgxunbt\nCgAIDw/HsmXLUFpaio4dO9ZRTYjIklhUktizZ0/4+PhgxIgR0Gq1WLt2bbVv0L344osoLS1FXFwc\nfvjhB8yfPx979uy54/MolUr8+uuv8nM7RETWztPTE9OnT8e0adNw8eLFW24bExOD7OxsTJ8+HadP\nn8aaNWuwdOlSxMbGAgAUCgWefPJJpKSkIDw8HADQtWtXfP7553jyySf5Q5voPmFRSaK9vT0yMjJQ\nUlKCkJAQLF68GBMmTJADUuWfbm5u2L59O44dO4b27dtj69atGDlypHyc23Ws/fzzz0OhUKBt27a3\nDaZERJasaqybOHEi3NzcMHXqVKMYWDUuenl5YfPmzdi2bRuCgoLw5ptv4r333sOIESPk7SMjI1Fe\nXi4nieHh4ZAk6TbPIxKRLZEEe5Y2cjOQ2uLXIrEjcbJoksRr1JpZfuzk9UW2qa5ip0XdSSQiIiIi\ny8AkkYiIiIiMMEkkIiIiIiNMEomIiIjIiMV1pm05bK+LB6XSzdxFICKbZ7mxkzGQ6O4wSawB34Aj\nIrp7jJ1EtoPNzURERERkhEkiERERERlhkkhERERERvhMYg1scWxSpdINxcWXzF0MIrJhlhw7GQOJ\n7g6H5auG5Q8tda84JBVZNg7LZ90sP3by+iLbxGH5iIiIiMhk7sskUQiB5ORk/qIkovtKYWEhFAoF\n8vPzoVAosHv3bgCAj48PPvzwQzOXjogszX2ZJGZlZSEmJoZJIhHdlyRJQlFREcLDw+V5S36WkIjM\n4758caUyOWSSSET3qyZNmpi7CERk4az6TmJBQQF69uwJR0dHBAUFYe7cuWjZsiUA4NSpU+jevTsc\nHBwQEBCA+fPnA7jZ3NK9e3cAQL169ZCVlWW28hMRmYMQwqC5uaojR45AqVRiyZIlAIDS0lJMmDAB\nTZo0QePGjREVFYXz58+bushEZAZWmyTqdDr07dsXLi4uOHLkCF5//XXMmjULkiThxo0b6NWrFx5/\n/HFkZ2dj0aJFeP/997F48WK0aNEC69evBwD8/PPPCA0NNXNNiIgsQ0FBAfr06YOpU6filVdeAQBM\nmzYNhw4dwubNm5GVlYWKigr07dvXzCUlIlOw2ubm3bt346effsI333wDZ2dntG7dGtnZ2UhNTcWn\nn34Kd3d3JCYmAgD8/Pwwe/ZszJ49G7GxsXBzuznIe9OmTaFQWG2eTERUa86fP49evXph0KBBmDFj\nBgDg+vXrWLJkCb755hsEBwcDANasWYPGjRtj3759CAsLM2eRiaiOWW2SePLkSfj7+8PZ2Vle1rlz\nZ6SmpkKr1eLUqVNQKpXyuoqKCpSVlUGn093hGdRVplV/fYioNmk0Gmg0GnMX474nhEBCQgLKy8vR\nokULeXlBQQHKysrkF1wqlZaW4syZMzUkieoq0yowdhLVPlPFTqtNEu3t7Y1ePKmc1+l0UKlUWL58\nudF6Ozu7OzyDuhZKSUS3olKpoFKp5PmEhATzFeY+FxERgT59+mDKlCmIioqCp6en/KM6KysLLi4u\n8rZCCHh4eNRwJHXdF5boPmeq2Gm1ba1t27ZFfn4+iouL5WVHjhwBALRq1QqnT5+Gt7c3fH194evr\nixMnTuDtt99mVw9ERH8jSRL69euHkSNHolWrVpg8eTKAm4/q2NnZ4cKFC3Is9fDwwKRJk/Djjz+a\nudREVNesNkns0aMHvL298fLLLyM3Nxfr16/HggULoFAoMGTIEJSWlsrrduzYgZiYGDRu3BgA4OTk\nBOBmUllaWmrOahARWQxJkrBw4UJ8/vnnyMzMhFKpxMiRIxEbG4vMzEzk5uZi2LBhyM7ORmBgoLmL\nS0R1zGqTREmSkJaWhqKiIgQHByMxMREvvfQS6tWrBycnJ2zduhWFhYXo0KEDoqOjER0djTfffBMA\nEBQUhMjISISHhyMjI8PMNSEiMp3btaR07twZgwcPRmxsLHQ6HebNm4eIiAhERUWhY8eOuHHjBrZv\n344GDRqYqMREZC6SsNIepS9cuICjR48iMjJSXpaUlISMjIxq+/66G5Y/SP294uD2ZNnqapB6Mg3L\nj528vsg21VXstNo7iUII9OvXD8uWLcOPP/6InTt3YsGCBejfv7+5i0ZERERk9az2TiIAbNy4ETNn\nzsTp06fRtGlTjB07FlOnTv3Hx7X8X8P3ir+iybLxTqJ1s/zYyeuLbFNdxU6rThLriuUHunvFAEmW\njUmidbP82Mnri2wTm5uJiIiIyGSstjPtumd7fSkqlW7mLgIR2TzLjZ2MgUR3h0liDdgkQUR09xg7\niWwHm5uJiIiIyAiTRCIiIiIywiSRiIiIiIzwmcQa3G7oKmujVLqhuPiSuYtBRDbOUmMnYyDR3WM/\nidWw/L6+7gX7ByPLx34SrZtlx05eW2S72E8iEREREZmMVSaJhYWFUCgUyM/Ph0KhwO7duwEAPj4+\n+PDDD81cOiIiIiLrZ9XPJEqShKKiIri5ucnzlvo8DBEREZE1seokEQCaNGli7iIQERER2RyrbG6u\nJIQwaG6u6siRI1AqlViyZAkAoLS0FBMmTECTJk3QuHFjREVF4fz586YuMhFRrat8BCc1NRVeXl5w\nc3PDuHHjoNPpAACrVq1CmzZt0KBBA3h4eCAmJgZ6vV7e/7333oOXlxdcXFwwfvx4dOvWDSkpKfL6\nxMRENGvWDK6urujduzfy8vJMXkciMj2rThJrUlBQgD59+mDq1Kl45ZVXAADTpk3DoUOHsHnzZmRl\nZaGiogJ9+/Y1c0mJiGpPYmIi1q1bh6+++gpfffUVZsyYgX379uGVV17BnDlzkJeXh+TkZKxatQpp\naWkAgE8++QTx8fF4//33cfDgQRQWFiIrK0t+dGfRokVYu3YtPv74Yxw+fBj+/v7o3r07/vzzT3NW\nlYhMQVihs2fPCkmSRF5enpAkSezatUsIIYSPj4+YM2eOCAgIEBMnTpS3v3btmmjQoIE4duyYvOz6\n9evCwcFB7N271+j4AAQgbOxjlX/VdJ/hdXpvKmPili1b5GWrVq0S7u7u4siRIyI1NdVg+9DQUKFW\nq+Xp6dOny+suX74sHB0dRUpKihBCiGbNmokNGzbI6ysqKoSvr69Yu3atUTksO3by2iLbVVfXt9U/\nk1iVEAIJCQkoLy9HixYt5OUFBQUoKytDeHi4wfalpaU4c+YMwsLCTF1UIqJa16VLF3n60UcfxaVL\nl+Dl5YUHHngA8fHxyMnJQXZ2Ns6cOYOePXsCALKzszF16lR5P1dXV7Rq1QoAUFJSgp9//hmDBg2C\nQvG/hqfK2ElEts2mkkQAiIiIQJ8+fTBlyhRERUXB09NTfi4nKysLLi4u8rZCCHh4eNRwJHWVadVf\nHyKqTRqNBhqNxtzFsBn29v8L6ZXPHO7ZswfDhw/H8OHD0bt3b8THxyMmJsZgH/G3Tngr5ytj5+ef\nf46HHnrIYL2rq2sNpVBXmVaBsZOo9pksdtbJ/ck6dqvm5g8//FBUVFSIxx57TAwcOFAIIURxcbGw\nt7cX27Ztk49RXFwsnnnmGXHy5Emj48Oim0zY1EK2i9fpvamMiVUfn1mxYoX417/+JZ5//nkxZswY\neXl5ebnw9PQUM2bMEEII0aVLF4Pm5itXrgilUik3Nzdt2lQsX75cXq/X60VUVJQcd6uy7NjJa4ts\nV11d3zb54ookSVi4cCE+//xzZGZmQqlUYuTIkYiNjUVmZiZyc3MxbNgwZGdnIzAw0NzFJSKqFXFx\ncThy5Ah27tyJ+Ph4xMXFoXHjxjhw4ACys7Nx6tQpREdH49KlS7hx44a8z+LFi7F+/XpotVq8/PLL\nKCkpkV9cmTRpEmbOnIn09HTk5eUhJiYGO3bsMLizSES2yWqbm2/XaXbnzp0xePBgxMbG4sSJE5g3\nb57cBH3jxg106dIF27dvR4MGDUxUYiKiujVgwAD06dMHFRUViImJwf/93/+hqKgI0dHRCA0Nhbu7\nO+Li4hAQEIB9+/YBAKKiouTkr7S0FC+//DJatmyJ+vXrAwBeffVVXLt2Da+88gouX76MDh06YNu2\nbXjwwQfNWVUiMgHpr9uUVIVlD1J/rzi4PVm+uhqk3tYVFhbC19cXhYWFBi/t3Yk9e/bAz88PzZo1\nA3DzOUQPDw+kp6eja9eud3Usy46dvLbIdtVV7LTJ5mYiIroz6enpeOGFF3D8+HHk5eVh4sSJcHFx\nQefOnc1dNCIyMyaJREQ24F7HrZ81axZatWqFJ598EsHBwTh9+jS2bt0qNzcT0f2Lzc3VsOwmk3vF\nphayfGxutm6WHTt5bZHtYnMzEREREZmM1b7dXPfurenGUimVbuYuAhHdFywzdjIGEt09Jok1YLME\nEdHdY+wksh1sbiYiIiIiI0wSiYiIiMgIk0QiIiIiMsJnEmtwr32OWRql0g3FxZfMXQwiuk9Yauxk\nLCS6e+wnsRqW3dfX3WLfYGQ92E+idbPs2Mlri2wX+0kkIiIiIpNhkkhERERERiwiSSwsLIRCoUBB\nQYG5i0JEdF9Tq9UIDw+vcX3Pnj2RkJBgwhIRkblYRJJIRETWQZIki305hYhqF5NEIiIiIjJikUni\nBx98AGdnZxw6dAgKhQJpaWnw9/dHw4YN0adPH/z+++/ytgcPHkRYWBicnJzQsmVLLF26FACwYcMG\nuLu7y9sdP34cCoUCGzZskJcFBQUhNTXVdBUjIvoHgoODsWDBAnn+2WefRXBwsDyflpaGwMBA/PHH\nHxg1ahQefPBBuLi4YMiQIbh8+TIAQKPRQKFQoKKiQt4vOjoaQ4cOrfac6enpaN26NRwdHRETEwO9\nXs+3hInuExaXJG7cuBGTJk3Chg0b8OCDDwIA3n77baSmpmLPnj04cuQIkpKSAABarRbdu3eHSqXC\n8ePHkZCQgNdeew3r1q1Djx49cPXqVZw8eRIAsGfPHkiShP379wMAioqKkJOTg4iICPNUlIjoLvXq\n1QsajQbAzTGS9+7di5ycHJSUlAAAduzYgV69euHZZ5/FyZMnsWnTJuzatQs//PBDjUkgUHMTck5O\nDvr3749Ro0bh2LFjsLe3h0ajYXMz0X3CopLE/fv3Y/DgwVi7di26d+8u/1qNj4/HY489ho4dO2Lw\n4MH49ttvAQArVqxAcHAwEhMT4e/vj2HDhiEuLg7vvvsulEolQkNDkZmZCeBmkti7d285Sdy5cydC\nQkIM7jYSEVmyyMhIZGVlAQCys7Ph7u4OPz8/HDhwAMDNuBYQEICsrCykpKQgJCQEISEh+Pjjj7Fl\nyxZotdpqj1vTncFVq1ahS5cumDRpEgIDA/H++++jRYsWdVM5IrI4FjXiyqhRo6DX6+Ht7W2w3M/P\nT55WKpXQ6XQAbt5J7NSpk8G2oaGhWLJkCYCbAVWj0WD8+PHYu3cv1q1bh8jISNy4cUP+xV0zdZVp\n1V8fIqpNGo1GvjNGt9elSxeUlZXhxIkTyMrKQnh4OPR6Pfbt24eAgACcO3cOLi4uUCqVaNWqlbxf\nq1at4ObmBq1Wi0aNGt32PJV3CnNycgyasxUKBdq3b3+bvdVVplVg7CSqfaaKnRaVJM6aNQvZ2dkY\nO3YsvvnmG3l5/fr1Dbar/NXr4OBg9AtYr9fLSWRERATmzZuH7OxsODo64oknnoCHhwcOHz6MXbt2\nYf369bcojbpW6kRENVOpVFCpVPI8u1a5tfr160OlUkGj0WDfvn3o27cvdDodPv30UzRv3hxPPPEE\n3Nzcqt1Xr9dDr9dX21Ss0+mgUBg3LEmSZPDsIgDUq1fvNqVU32l1iOgemSp2WlRz8/PPP4933nkH\nWq0WK1asqHG7ysSwdevWOHTokMG6gwcPonXr1gCADh06wM7ODosXL0bXrl0BAOHh4Vi2bBlKS0vR\nsWPHOqoJEVHdiIyMxO7du7Fv3z6Eh4cjPDwchw4dwqZNm9C7d2+0atUKV69eRW5urrxPTk4OiouL\n0apVK/lHd3Fxsbz+733UVsbYtm3byo/3VC4/fvx4XVaPiCyIRSWJAODp6Ynp06dj2rRpuHjx4i23\njYmJQXZ2NqZPn47Tp09jzZo1WLp0KWJjYwHcbBp58sknkZKSIncO27VrV3z++ed48skn+fA1EVmd\nyMhIbN26FQqFAr6+vggMDISTk5OcJAYGBqJv374YPnw4vvvuO3z77bcYPnw4wsPDERQUhIcffhgN\nGzbEnDlzcPbsWcyfP7/GxG/kyJE4fvw4Zs+ejR9++AGvvfYaBz0guo9YTJJYNWGbOHEi3NzcMHXq\nVKNErupbeF5eXti8eTO2bduGoKAgvPnmm3jvvfcwYsQIefvIyEiUl5fLSWJ4eDgkSbrN84hERJYp\nICAAXl5eBqOidO3aFT4+PggMDAQApKSkICAgAD169EBkZCTatWuHjRs3AgCcnZ2xYsUKfP7552jb\nti2OHTuG8ePHy8eqGmP9/PywadMmfPnll2jfvj3++9//4t///rcJa0tE5iQJdnhl5GaAtJWvRWKf\nZmQ1JInXqzWz7NjJa4tsV13FTou5k0hEREREloNJIhEREREZYZJIREREREaYJBIRERGREYvqTNuy\n2Eb3OEpl9R3rEhHVDcuMnYyFRHePSWIN+BYcEdHdY+wksh1sbiYiIiIiI0wSiYiIiMgIm5trYO1D\n9imVbiguvmTuYhDRfcYSYyfjIdG94Ygr1bDsUQPuFEcXIOvDEVesm+XGTl5XZNs44goRERERmQyT\nRCIiIiIyYtIk8fTp02jXrh0aNmyIlStXmvLURERERHQXTPriytKlS2Fvbw+tVgt3d3dTnpqIiIiI\n7oJJk8QrV67g4Ycfho+PjylPS0RERER36ZbNzYWFhVAoFEhNTYWXlxfc3Nwwbtw46HQ6rF69Gp07\nd8YLL7wAV1dXfPTRRxBCICkpCf7+/nBwcIBKpcLJkycBACqVCikpKfj0009hZ2cH4GbSOHz4cLi6\nusLT0xOjR49GSUmJfP433ngDzZo1Q8OGDfH444/jm2++uaN1Wq0WvXr1gouLC7y8vJCQkCC/9aNW\nq/HMM8+gW7duaNSoEbZv31573yYRkQU6d+4cBgwYAHd3d3h4eCAuLg6lpaVYvXo1wsLCMGvWLDRp\n0gSurq6YMGGCwVuSH3zwAXx9faFUKhEeHo7vvvvOjDUhIpMSt3D27FkhSZJ46KGHxIEDB0RmZqZo\n1qyZmDp1qli9erWQJElMmzZNnD59Wvz2228iPj5eNG3aVHz99dciNzdXREdHC09PT3H16lVx6dIl\nERUVJfr37y9+++03IYQQzz33nOjbt6/Izs4WR44cEU888YR4/vnnhRBCpKWliUaNGok9e/aIwsJC\n8corrwgvLy9RUVFR4zohhLhw4YJwd3cXL730ksjNzRXp6enCw8NDJCUlCSGEiI+PF5IkiSVLlojs\n7Gxx9epVo3oDEICw8s8t/2qJLBKv29pXWloqAgICRJ8+fUR2drbIzMwUfn5+4pVXXhGGnwb2AAAS\nn0lEQVSrV68W9evXFwMHDhSnT58WH3/8sbCzsxMZGRlCCCE2btwomjZtKjZu3Cjy8vLEm2++KZRK\npfj111+rPZflxk5eV2Tb6uoav6MkccuWLfKyVatWCXd3d/HRRx8JSZLEtWvXhBBCVFRUiEaNGonk\n5GR52/LyctGiRQuxZMkSIYQQw4cPF0OGDBFCCJGXlycUCoW4dOmSvH1hYaGQJEn897//FfPnzxdN\nmzYVZ8+eFUIIcfXqVZGZmSl0Ot0t1y1YsEC0aNFC6HQ6+bjJycnCw8NDCHEzSaycrvFLsdhAx6BI\nto3Xbe1LT08XDg4O4vLly/KyrVu3Cnt7e7FgwQKhUChEcXGxvK5Dhw5i9uzZQgghwsLCxHvvvWdw\nvG7dusnr/85yYyevK7JtdXWN39EziV26dJGnH330UVy6dAm//fYb3N3d4eDgAAA4f/48Ll++jE6d\nOsnb2tvbIyQkBLm5ufKyyt74tVothBBo0aKFwbkkScKZM2cwaNAgJCcnw8/PD4899hieeeYZvPTS\nS7Czs7vlOq1Wi/bt28tN2gAQGhqKixcv4vfffwcAeHt730Gt1VWmVX99iKg2aTQaaDQacxfDpmm1\nWvj7+8PV1VVeFhoaCr1ej/LycjRu3BhKpVJe5+zsjPLycnnfadOmYebMmfL6srIyNG/e/BZnVFeZ\nVoGxk6j2mSp23lGSaG//v830ej0AwM7ODg888IC8vGHDhtXuq9Pp5H3+vtzJyQnHjx83WC6EgKen\nJxwcHJCTk4Ndu3Zh8+bNWL58OZYsWYLvvvsOnp6eNa5r2LAhbibV/1N5/oqKCgAwKHfN1HewDRH9\nEyqVCiqVSp5PSEgwX2FsVHWxuTIm6vV61K9f32h9ZQzV6/WYP38+IiIiDNY5OTnd4ozqf1ReIro9\nU8XOO+on8ejRo/J0ZZLm4eFhsI2zszM8PT0NXiApLy/HkSNH0KpVK6NjtmrVCiUlJdDpdPD19YWv\nry8kScLEiRNRXFyML7/8EsuWLUNERAQWLFiA06dP4+rVq9i7dy/WrVtX7bp9+/ahTZs2OHr0KHQ6\nnXyugwcPwt3dHY0bN77rL4iIyJq1adMGeXl5uHz5srzs4MGDsLOzM7gBUJ1WrVrhp59+kmO0r68v\n5s+fz7u/RPeJO0oS4+LicOTIEezcuRPx8fGIi4urdrvJkydDrVbj66+/Rm5uLkaNGoXS0lIMHDhQ\n3qbyF2qbNm3Qq1cvDB06FIcPH8aJEycwZMgQXLhwAQ8++CDKysowdepUrF+/HoWFhfj4449RWlqK\n9u3b17guODgYgwYNgl6vx+jRo6HVarFx40ao1WqMHTvWIgeeJyKqSz179kRgYCCGDh2K7OxsaDQa\njBs3DgMHDqy2v9qqLTGTJk3CwoULsWbNGuTn5yMhIQEffvgh2rRpY8oqEJGZ3FFz84ABA9CnTx9U\nVFQgJiYGU6dORUpKilHSVXkXcPTo0bhy5Qoef/xxaDQa+a6jJEkG+6xduxbjx49HREQEJElCREQE\nFi1aBAAYPHgwfvzxR0yePBlFRUUIDAzEZ599hoCAAAQEBKCwsLDadQCwdetWjBs3Dh06dECTJk0w\nYcIETJs2rdoyEBHZMkmSsGHDBsTGxqJz585wcnLCkCFDMGfOHHz66adG8bDq/IABA3D+/HkkJCTg\nl19+QZs2bZCeno6goCBTV4OIzEASf3+Ar4rCwkL4+vqisLDQ6AUTW3YzSNb4tVgJyejZTCJLJ0m8\nbq2Z5cZOXldk2+oqdpp07Gaqica0ZzPx80SmPJ8t1+1+OB+RKVnj9c0y1z1rK29dum2SyKZZU9CY\n9mw2nGjYct3uh/MRmZI1Xt8sc92ztvLWpVs+k+jj41Nt9zVEREREZNvY3ExERERERm754sr9Kjg4\nGCdOnDB3MYjuO4888ohRB/tkPRg7icyjrmInk0QiIiIiMsLmZiIiIiIywiSRiIiIiIwwSSQiIiIi\nI0wSqygtLcWoUaPQqFEjeHp6IikpqVaO2bZtW+zatUte9uOPPyIiIgJOTk546KGHsHXrVoN9MjMz\nERQUBEdHR3Tr1g35+fm3PU9+fj6efvppNGrUCM2bN8err76K0tLSOjtfbm4uevbsCaVSCR8fH8yd\nO7dO61fVyJEj0a1btzo9X2pqKhQKhcHnueeeq7PzlZeXY9KkSfDw8EDjxo0RExODsrKyOjnf6tWr\njepW+Tl37lyd1K+oqAjPP/883Nzc0KxZM7z++uuoqKios++TTKcu4uY/Zep/v/eqLv5/WLRoEZo1\nawZnZ2eMGDEC169fr/Myjx492uj7XrhwodnLXJf/L5qjzGb5ngXJ4uLiRFBQkDh69KhIT08Xzs7O\n4rPPPrvn4/3555/i3//+t5AkSezatUsIIURFRYV45JFHxKBBg4RWqxVvv/22cHBwEGfPnhVCCPHT\nTz8JJycnkZSUJLRarXjxxRfFww8/LCoqKmo8T2lpqWjTpo3o37+/yM3NFXv27BF+fn5i8uTJQghR\n6+crKysTPj4+4qWXXhL5+fli06ZNwtnZWXzyySd1Ur+qdu7cKSRJEt26dauz71MIIaZPny6ef/55\n8dtvv8mfK1eu1Nn5xo8fL3x8fMSBAwfEgQMHhI+Pj5g+fboQovb//v7880+Dev3yyy+iQ4cOon//\n/nVyPiGE6NWrl+jWrZs4deqUyMzMFJ6eniIpKanOzkemU9txszaY+t/vvaiL/x/Wr18vXFxcxNdf\nfy2+++470bZtWzFmzJg6LbMQQoSFhYl58+YZfN/Xr183a5nr8v9Fc5W5S5cuJv+emST+paSkRDRs\n2NDgwk9MTBRhYWH3dLxTp06JRx55RDzyyCMG/6B27dolGjZsKEpKSuRte/bsKWbMmCGEEGLmzJki\nPDxcXnf9+nXh7Owsdv5/e/ceG9P2xQH8OzUxM61RWn3NNPGm1VZq0kbRepUIQVASElQapQ1StP4Q\nRBBBlMQrCH9cST3iUaHiETce7TRTinZE20TrFbRF6IsanRnr/sGcGINLe/acm99vfZL+MWvPnLX2\ndvbZW097+vffP81VVFREGo2GPnz4IMWOHTtGoaGhdO3aNdnzPXnyhGbPnk02m02KzZgxgxYtWiSk\nfy7v37+nPn36UGJiIo0ePZqIxIwnEdH06dNpw4YNHnER+RoaGkij0bi956+//qIJEyYIHU+XPXv2\nUFBQEDU2NgrL5+fnR+fOnZNeZ2dn08SJE73SPyaO3NdNuXhz/raH3OuD6/NJSUm0bt06qd1sNpNW\nq3VbG+SumYgoMDCQbt68+cPPKVWziHVRyZqJlBlnvt38ldVqxadPn5CYmCjFRowYgdLS0nb90ezC\nwkIkJyfDYrG4xUtKSmAymeDn5yfFEhMTpfeVlJRg5MiRUptOp4PJZPI4zrciIiJw8eJF+Pr6usUb\nGxtRUlKCIUOGyJqvV69eOH78ODQaDYgIxcXFKCwsxLhx44T0z2XNmjUYO3YsRo8eLcVE5auqqsLA\ngQM94iLymc1m+Pr6Ijk5WYqlpqbi8uXLQscTAFpaWrBhwwZs2rQJ/v7+wvLFx8cjLy8PHz9+RG1t\nLS5fvoy4uDjcunVLaP+YWHJfN+XizfnbHiLWB6fTiTt37ri1Dx06FA6HA2VlZcJqrq+vx7t37zBg\nwIAffk6pmkWti0rV/OrVK0XGmTeJX9XV1SEgIACdO3eWYiEhIWhra8Pr16//+HgZGRnYsWMHdDqd\nR56wsDC3WHBwMF68eAHgy4QzGAxu7SEhIVL7j/To0QNjx46VXn/+/Bl79+7F+PHjUVdX53G8jub7\nVnh4OJKSkjB8+HCkpKQI6R8AWCwWnD59Grm5uW6Lj4h8bW1tqKmpQUFBAfr3749+/fph9erVaGtr\nE5Lv0aNH6NmzJ44dO4aoqCj06tULq1atgt1uFzaeLgcPHoROp8PChQsBiBlPAMjLy8OdO3eg1+sR\nHh6OsLAwrF+/HrW1tUL7x8SS+7opB2/P3/YQsT40NTXBZrO5tavVagQGBspS/89qrqyshFqtxrp1\n6xAeHo7Y2FgcOXJEaleqZlHrolI1V1RUKDLOv/zbzf9PWltbodFo3GKu164fGhWZx5Xj39p/x8qV\nK2G1WlFaWorc3Fyh+QoKCvDy5UtkZmZixYoV+Pjxo+z5Pn36hIULF2LXrl3w9/cHAKhUqt86Xnvy\nVVdXw+l0Qq/XIz8/HzU1NcjKykJLSwtsNpvs+VpaWvDkyRPs27cPhw4dQnNzMzIzM+FwOISMpwsR\n4eDBg1i2bBk6der0W8drTz4iwty5c2E0GnH06FE0NTVh6dKlyMnJEdo/Jp63rpt/wtvzV04dmX+u\nX0Lwdv1VVVXw8fFBbGwssrKycP36dSxevBh+fn6YOXPmf6ZmudZFpWq+du2aIuPMm8SvtFqtx2C5\nXn//rd+O0Ol0aG5u9sjj+rb3z+ro0aPHvx6biLB8+XLs378fZ86cQWRkJLRarbB8AGAymWAymdDa\n2orU1FSkpaWhqalJ1nwbN25E//79kZKS4tZX1/Hk7l9UVBQaGxvRtWtXAEBMTAyICHPmzEF6errs\n/VOr1WhubkZeXh569+4NAMjNzcW8efOwYMEC2fO53Lt3D48fP8a8efOkmIjz02KxoLCwEM+fP5f+\nJ3v48GGMHz9eyHgy7/HWdfNPeHv+yqk9889msyEoKAharVZ6//efF/lvsWTJEsyfPx96vR4AEB0d\njerqauzfvx8zZ85UvGa51kWla46MjFRknPl281dGoxENDQ1wOBxSrL6+HhqNBgEBAbLmqa+vd4vV\n19dLtxiMRiPq6urc2n90C+J7nz9/RlpaGg4cOICTJ09iypQpAL7cDpY7X21tLc6fP+8Wi4yMRFtb\nG8LCwmTPd/z4cVy5cgV6vR56vR7bt29HUVGRdOtSxHi6FhiXiIgI2O12GAwG2fMZDAao1WppgwgA\nAwYMgM1mQ2hoqJD+AcClS5eQkJCA0NBQKSbi/Hzx4gUCAgLcbnWYTCY4nU4h5wvzHm9dN/+UN+ev\nnNoz/1ztgYGB0Gq1bp93OBx4+/at8PpdGxeXiIgIvHz5UvGa5VwXla4ZUGaceZP4VWxsLDp37ozi\n4mIpZjabERcXBx8f+YZp6NChKC8vd3s+kdlsRkJCAgAgISEBZrNZamttbUV5ebnU/jPZ2dk4ceIE\nzp49i2nTpknxhIQE2fNVVlYiJSUFb968kWJ3795FcHAwEhMTZc9348YNVFRUwGq1ory8HOnp6YiP\nj4fVahXSv/z8fAQHB8Nut0uxsrIydO/eXUi+YcOGweFw4MGDB1KssrISer0ew4YNE3K+AF9+0HnU\nqFFuMRH969u3LxoaGtwuUFVVVQC+XORE9Y+J563r5p/w9vyVU0fWB5VKhfj4eBQVFUntFosFarUa\nQ4YMEVbzypUrMXnyZLdYWVkZIiMjFa9ZxLqoVM2KjfMf/X72/7iMjAwaNGgQ3b59m86dO0f+/v50\n6tSpDh/328cFOJ1OioqKolmzZtGDBw9o69at1KVLF3r27BkRET19+pR0Oh1t3ryZKioqaPbs2RQT\nE/PL41ssFlKpVLRt2zaqq6tz+xKRz2630+DBg2nSpElUVVVFBQUFFBISQrt37xaS73tr1qyRHoHj\ncDhkz/fu3TsKDQ2lBQsW0MOHD+nChQtkMBhoy5Ytwvo3bdo0iouLo7t371JhYSH17t2bcnJyhI5n\nz549KS8vzy0mKl9SUhKNGzeO7t+/TxaLhQYPHkypqaleOV+YWKKum+2lxPztCDnXhxMnTpBer6f8\n/HwqLS2l6OhoWrJkidCai4qKSK1W0+7du6mmpob27NlDGo2GiouLFa1Z5LqoRM1KjTNvEr/R2tpK\nqamp1KVLFzIajbRz505Zjvv9M6Vqampo1KhRpNVqKTo6mq5ever2/kuXLlFERAT5+vpScnIyPX78\n+JfHz8nJIZVK5fHl4+NDTqdT9nxERM+fP6epU6dS165dyWg00tatW4X173tr166VHqYtKp/VaqUx\nY8ZI58KmTZuE5mtpaaG0tDTy9/enwMBAys7OJrvdLiwfEZFOp6OLFy96xEXke/v2Lc2dO5eCgoLI\nYDBQVlaW9JxN0ecLE0vUdbMjvD1/O0Lu9WHbtm0UEhJC3bp1o7S0NLfn2Yqq+fTp0xQTE0M6nY6i\noqLo7Nmzitcsel1UomYlxllFpODDrBhjjDHG2H8S/0wiY4wxxhjzwJtExhhjjDHmgTeJjDHGGGPM\nA28SGWOMMcaYB94kMsYYY4wxD7xJZIwxxhhjHniTyBhjjDHGPPAmkTHGGGOMeeBNImOMMcYY88Cb\nRMYYY4wx5oE3iYwxxhhjzANvEhljjDHGmAfeJDLGGGOMMQ//AJg11WdVd6rAAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_book1, tw_book1) = get_wf('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", + "(wf_book2, tw_book2) = get_wf('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "plotTwoLists_a (wf_book1, wf_book2, 'Most Frequent Words From The First and Last Harry Potter Books', 'The Sorcerer\\'s Stone', 'The Deathly Hallows')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "1. Comparing the word frquencies from book 1 and book 2, it's clear that Hagrid had a more important role in the first book.\n", + "\n", + "1. Also Hermione's character seems to be more important in the last book compared to Ron's.\n", + "\n", + "1. The interesting thing is that Harry's name itself isn't amongst the most used words in book as his name was not normally used directly.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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0o0aN4ObmhnLlyuHw4cOYNGkSfv75Z9jZ2em9MM5PbuUd8HckBPmlP30Xh7lt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IABsnbtWhER+dvf/iaenp5SWFgoBw4ckLi4OFGpVLJjxw7ZtGmTeHl5KeM88cQTYm9vL0VFRSIi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\nxCKaiIiIiMhA/wd/bEZBv9ydGwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_book_author_1, tw_book_author_1) = get_wf('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "(wf_book_author_2, tw_book_author_2) = get_wf('http://www.gutenberg.org/cache/epub/2893/pg2893.txt')\n", + "plotTwoLists_a (wf_book_author_1, wf_book_author_2, 'Most Frequent Words From A Book of J.K. Rowling and Haggard\\'s \"The Wizard\"', 'The Deathly Hallows', 'The Wizard')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + " It seems that J.K. Rowling's book has more magical words like 'wand' and 'lit'.\n", + " The word 'said' is used commonly in both books.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extra Credit (Looking at all Harry Potter books from a sentimental view)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Description\n", + "---\n", + "A list of words with positive and negative feelings is given to the program. The words are then lemmatized and stemmed and the 7 Harry Potter books are searched for these words. The output of the code is the negative to positive words ratio for each book. " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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hgrZs2SJJys3N1ebNm1VVVaUbb7xRN954o/r06RN8/KOPPqpBgwadVXzsvvAS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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from nltk.stem.wordnet import WordNetLemmatizer\n", + "from nltk.stem.snowball import SnowballStemmer\n", + "def count_sentiments(text, sentiment_list):\n", + " counter = 0\n", + " for s in sentiment_list:\n", + " counter += text.count(s)\n", + " return counter\n", + " \n", + "def get_text (URL):\n", + " r = requests .get(URL)\n", + " t = cleanHtml (r .text) .lower()\n", + " return t\n", + "\n", + "def get_negative_to_positive_ratio(URL):\n", + " text = get_text(URL)\n", + " p1 = count_sentiments(text, positives)\n", + " n1 = count_sentiments(text, negatives)\n", + " return float(n1) / p1\n", + "\n", + "stemmer = SnowballStemmer(\"english\")\n", + "lmtzr = WordNetLemmatizer()\n", + "positive_word_list = ['understanding','great','playful','calm','confident','gay','courageous','peaceful','reliable','joyous','energetic','ease','lucky','liberated','comfortable','amazed','fortunate','optimistic','pleased','free','delighted','provocative','encouraged','sympathetic','overjoyed','impulsive','clever','interested','gleeful','free','surprised','satisfied','thankful','frisky','content','receptive','important','animated','quiet','accepting','festive','spirited','certain','kind','ecstatic','thrilled','relaxed','satisfied','wonderful','serene','glad','cheerful','bright','sunny','blessed','merry','reassured','elated','jubilant','love','interested','positive','strong','concerned','eager','impulsive','considerate','affected','keen','affectionate','fascinated','earnest','sure','sensitive','intrigued','intent','certain','tender','absorbed','anxious','rebellious','devoted','inquisitive','inspired','unique','attracted','nosy','determined','dynamic','passionate','snoopy','excited','tenacious','admiration','engrossed','enthusiastic','hardy','warm','curious','bold','secure','touched','brave','sympathy','daring','close','challenged','optimistic','comforted','re-enforced','drawn','toward','confident','hopeful']\n", + "negative_word_list = ['irritated','lousy','upset','incapable','enraged','disappointed','doubtful','alone','hostile','discouraged','uncertain','paralyzed','insulting','ashamed','indecisive','fatigued','sore','powerless','perplexed','useless','annoyed','diminished','embarrassed','inferior','upset','guilty','hesitant','vulnerable','hateful','dissatisfied','shy','empty','unpleasant','miserable','stupefied','forced','offensive','detestable','disillusioned','hesitant','bitter','repugnant','unbelieving','despair','aggressive','despicable','skeptical','frustrated','resentful','disgusting','distrustful','distressed','inflamed','abominable','misgiving','woeful','provoked','terrible','lost','pathetic','incensed','despair','unsure','tragic','infuriated','sulky','uneasy','stew','cross','bad','pessimistic','dominated','worked','sense','loss','tense','boiling','fuming','indignant','indifferent','afraid','hurt','sad','insensitive','fearful','crushed','tearful','dull','terrified','tormented','sorrowful','nonchalant','suspicious','deprived','pained','neutral','anxious','pained','grief','reserved','alarmed','tortured','anguish','weary','panic','dejected','desolate','bored','nervous','rejected','desperate','preoccupied','scared','injured','pessimistic','cold','worried','offended','unhappy','disinterested','frightened','afflicted','lonely','lifeless','timid','aching','grieved','shaky','victimized','mournful','restless','heartbroken','dismayed','doubtful','agonized','threatened','appalled','cowardly','humiliated','quaking','wronged','menaced','alienated','wary']\n", + "positives = []\n", + "negatives = []\n", + "for word in positive_word_list:\n", + " positives.append(stemmer.stem(lmtzr.lemmatize(lmtzr.lemmatize(word, 'v'), 'n')))\n", + " \n", + "for word in negative_word_list:\n", + " negatives.append(stemmer.stem(lmtzr.lemmatize(lmtzr.lemmatize(word, 'v'), 'n')))\n", + "\n", + "h1 = get_negative_to_positive_ratio('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", + "h2 = get_negative_to_positive_ratio('https://archive.org/stream/2HarryPotterAndTheChamberOfSecrets2/2%20Harry%20Potter%20and%20The%20Chamber%20of%20Secrets%20-%202_djvu.txt')\n", + "h3 = get_negative_to_positive_ratio('https://archive.org/stream/3HarryPotterAndThePrisonerOfAzkaban3/3%20Harry%20Potter%20and%20the%20Prisoner%20of%20Azkaban%20-%203_djvu.txt')\n", + "h4 = get_negative_to_positive_ratio('https://archive.org/stream/4HarryPotterAndTheGobletOfFire4/4%20Harry%20Potter%20and%20the%20Goblet%20of%20Fire%20-%204_djvu.txt')\n", + "h5 = get_negative_to_positive_ratio('https://archive.org/stream/5HarryPotterAndTheOrderOfThePhoenix5/5%20Harry%20Potter%20and%20the%20Order%20of%20the%20Phoenix%20-%205_djvu.txt')\n", + "h6 = get_negative_to_positive_ratio('https://archive.org/stream/6HarryPotterAndTheHalfBloodPrince6/6%20Harry%20Potter%20and%20the%20Half-Blood%20Prince%20-%206_djvu.txt')\n", + "h7 = get_negative_to_positive_ratio('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "\n", + "f = plt.figure (figsize=(10, 6))\n", + "p = f.add_subplot(111)\n", + "p.bar(range(7), [h1, h2, h3, h4, h5, h6, h7])\n", + "plt.ylabel('Negative to positiveness ratio')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From AmreenS" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ggNLUDTBAaeoGGKA0dQMYMzIlr5/Xb8brN56nJoNZWVno06cP7O3t0aBBA8yY\nMQMPHz7UqaM9TKzRaBAZGQlRFPWmH374AQCgUqng5+cHmUwGJycn9O/fH3fv3pWW9eDBA4SHh8PO\nzg4eHh5Yv369zrrmzp2LevXqwcnJCd27d0d6ejoAIDw8HPv378e8efPQsWNHCIIAAIiNjYWHhwds\nbW3Ru3dv3Lx587+9YowxVoF88803UCgUkMlkaNGiBX7//XcAQHx8PAIDA2FnZwd7e3t0794dV69e\nBQA0btwYn332mc5yXnnlFXzxxRcoKCjAqFGjUKtWLdjZ2aFr1674888/y71fjLFyRCUoLCyk1q1b\n04gRI+js2bN04MAB8vHxoSlTplBMTAzVq1ePiIj27t1LgiCQRqOhe/fu0bVr1+jatWuUnZ1No0eP\nJk9PT8rJyaGMjAyytramlStX0sWLF2nHjh3k6upKn376KRERzZo1iwRBoNGjR9PZs2fps88+I0tL\nSzp37hwREX355Zfk5eVFe/fupbNnz9LYsWPJzc2N8vLy6M6dO/Tqq6/S5MmT6datW5SZmUmCIFDz\n5s0pISGBjhw5QnXr1qWpU6fq9RMAAcQTTzwZbUJJoUVv+2PP58SJE2RlZUVbtmyhS5cu0bx588jW\n1pYuX75Mzs7ONGfOHLpw4QIdPHiQvLy8aPTo0URENGfOHGrdurW0nAsXLpCFhQVdvXqVFi1aRI0a\nNaJjx45Reno6vf766/TKK68YXD/HTp54Qrls64a2PaMur6SZu3btIhcXF9JoNFKZWq0ma2trioqK\nMpgMFrV161aytbWlpKQkIiI6d+4cLV++XKdO//79KTw8nIgeJYMKhYIKCwul+R06dJASuHr16tHm\nzZuleYWFhaRQKOiHH34gIiKlUkkffPABEZGUDG7btk2qP2nSJOrSpYv+iwAOaDzxZNwJJYUWve2P\nPZ+NGzeStbW1FGMLCwtp586ddPXqVVq4cKFO3ffee4/at29PRI9isSAIdOHCBSIi+vTTT6lDhw5E\nRDR+/Hjy8fGhGzduEBHRtWvX6ODBgwbXz7GTJ55QFpv2Uxl7vSUOOp2Wlobbt2/D0dGx6J5EPHz4\nUDoMW5wLFy5gyJAhWLx4MVq0aAEA8PDwgJWVFebNm4fTp09L08CBA6Xn+fn56Szbz88PZ86cQW5u\nLq5cuYKBAwfqXKhy//59nDt3rth2NGrUSPrfwcEB+fn5JbabMcYqi27dusHX1xe+vr7w8fHBa6+9\nhjfffBMwdLFIAAAgAElEQVR16tTB0KFDsWjRIiQnJyM1NRXJyclo27YtgEex+KWXXsK6devw7rvv\nYt26dXj77bcBAO+88w5++eUXvPDCCwgICEBwcDCGDx9uym4yxspYiclgQUEBPD09pXNQtIgIu3fv\nLvZ5+fn5eOONN9CjRw+MHDlSKk9OToa/vz+Cg4PRrl07TJkyBV988YXOc5+8IrmgoABWVlYoKCgA\nAKxbtw5NmjTRaYuTk1OxbbGwsNBru2GRRf5XoiqdGMpYRaJWq6FWq03djCpBJpMhPj4ecXFxUKlU\n2LBhA5YuXYotW7YgLCwMrVq1QlBQECIiIqBSqRAXFyc9d+DAgVizZg1CQ0ORkpKCfv36AXh0PuGF\nCxewbds2/P7775g3bx5WrFiB48ePw8bGxkArIov8rwTHTsaMr8zjZkm7Dbdt20Z2dnZ069YtqezQ\noUMUEhJCy5YtK/Yw8ZtvvklNmjShvLw8neVNmTKFunXrplP20ksv0eDBg4no0WFib29vnflt27al\n999/n4iIatWqpXOYWaPRUFhYGO3Zs4eIHh1SfvIw8fnz56X6s2bNooCAAL1+AnyogyeejDuhpNCi\nt/2x57Nr1y6aPXu29LiwsJC8vLxo9uzZerE0JCREJ/799ddfZGlpSe+//z716tVLKv/2229p7dq1\n0uOsrCwSBIGOHj2qt36OnTzxBGNu0qVm7PWWuGewa9euaNiwIQYNGoT58+cjNzcXw4cPh6+vbzG/\nEIHvvvsO69atw86dO5GTk4M7d+4AePQLtkaNGkhJScHRo0fh7OyMZcuW4eTJk2jQoIH0/PT0dEye\nPBkRERH4+eefcfLkSfz6668AgMmTJ+ODDz5ArVq10LRpU3z++efYuXMnFi9eDACwt7fHuXPncOPG\njf+YIjPGWMVnbW2Njz76CLVr10bXrl2RlJSEy5cvQ6FQ4MqVK9i1axcUCgXWr18PlUqFpk2bSs+t\nXbs22rdvj0WLFiEqKkoqv3nzJiIjI+Hi4gJPT0/88MMPkMvl8PLyMkUXGWPl4WnZYmZmJvXu3Zvs\n7OyoRo0aFBERQffu3aPo6Ghyc3Mjokd7BkVRpIKCAlIqlSSKIgmCoDMNHz6ccnNzKTQ0lBwcHKhW\nrVo0ffp0WrFiBXl4eBARUWRkJPXr149CQ0PJxsaGmjRpQrt27ZLaotFo6MMPP6S6deuSra0tBQQE\nUEJCgjRfpVJR9erVqVWrVnThwgUSRVFnz2BkZCQFBgbq9RHgX7c88WTcCaX+RfosdZm+qKgo8vLy\nIhsbG/Lw8KBly5aRRqOhUaNGkbOzMzk7O1NERARt2bKF5HI55efnS89dsWIF2dra0r1796Syhw8f\n0qRJk+iFF14gGxsbatOmDe3fv9/gujl28sQTynwbL27bMybh8ULN2qMLVsz+ZWDMiASUNrQIQunr\nMuOaM2cO0tLSsHbt2ud6PsdOxkwTv4wdN0s8TMwYY6zqOXXqFBITE/HVV19h3bp1pm4OY8zETHsz\nYcYYY+Xu+PHjGDVqFAYPHoyOHTuaujmMMRPjw8TgQx2MGR8fJjYHHDsZqxqHiXnPIGOMMcaYGeNz\nBiUl31GFMVZ6crmzqZvAyg3HTma+qkqs42TwMT5MxRhjz45jJ2OVHx8mZowxxhgzY5wMMsYYY4yZ\nMU4GGWOMMcbMGJ8z+NijIRIYM29yuTNycm6auhmsEuHYyaoic4uFPM4geKwsxv5V/mNm8TiDlRfH\nTlZ1Vey4xOMMMsYYY4wxo+FkkDHGGGPMjFW5ZDA8PBxDhgwpdr6HhwdWr15dji1ijLHKTa1WQxRF\nFBYWmropjLEyUOWSQUEQSjyh+WnzGWOM6fL390d2djZEscp9ZTDGUAWTQSKq0Cd9MsZYZVOtWjXU\nrFnT1M1gjJURkyaDmZmZ6NWrFxwcHODm5ob58+cDALKyshAaGgoXFxe4urpi3LhxuH//PgAgJiYG\nbm5uOstRKpX44IMPDK5j5cqVaNCgARwdHTF79uyy7RBjjFVBfJiYsarNZOMM3r9/H127dkXz5s1x\n+PBhZGVlISwsDHXr1sXcuXPh5eWFffv24e+//8Zbb70FIsLSpUsNLuvJQ7/a/3fs2IFx48ZhxYoV\naNOmDT788EOcP3++XPrHGGOMMVYZmCwZ3LVrF/766y+cOHECcrkcTZo0wTfffIOHDx/iypUrOHr0\nKJycnAAAX3/9NXr16oWPP/74mdaxcuVKDBgwAEOHDgUAREVFYevWrUbvC2OMMcZYZWWyZDA1NRUe\nHh6Qy+VS2YABA7BgwQJ4eHhIiSAAvPLKK9BoNDh37twzrSMtLQ0jR46UHjs4OMDT07OY2pFF/lc+\nnhhjxqZWq6FWq03dDGY0kUX+V4JjJ2PGV9Zx02TJoJWVlcFymUymV6bRaAAAhYWFBq8ELigoKHY9\nT15MUq1atWJqRha7DMaY8SiVSiiVSukxn8tb2UWaugGMVXllHTdNdgGJl5cXzp8/j7t370pls2bN\nwoIFC5Ceno5bt25J5fHx8bCwsICHhwesrKx0nkNEyMjIMLgOHx8fHD16VHqcm5uLP//8swx6wxhj\njDFWOZksGQwKCoKbmxtGjhyJM2fOYNu2bfjqq6+wePFieHl5YciQIUhJSYFarcb48eMxYMAAODs7\no3Xr1sjJycGXX36JjIwMTJs2TSdxBP7dGzh27Fj8+uuvWL58Oc6cOYN33nkH9+7dM0V3GWOMMcYq\nJJMlg6IoIjY2Fjdv3oSfnx9Gjx6NWbNmISQkBJs3b4YgCGjbti3CwsIQHByMqKgoAICnpyc+//xz\nfPzxx/D19UVBQQHCwsKk5Ra9sjggIADff/89PvvsM7Ru3RpOTk545ZVXTNJfxhirzHiwfsaqLoF4\nhObHQc7sXwbGAAjlPmi7IJT/OplxcOxkVVfFjkvGjptV7g4kjDHGGGOs9DgZZIwxxhgzY5wMMsYY\nY4yZMU4GGWOMMcbMmMkGna54+Eo5xuRyZ1M3gVU6HDtZ1WNusZCTwccq8lVDjDFWUXHsZKzy48PE\njDHGGGNmjJNBxhhjjDEzxskgY4wxxpgZ43MGH+NbLbHKRC53Rk7OTVM3gzGOncyoOLaZBt+ODnxL\nJVYZVexbJT0Lvh1d5cWxkxkfx4PS4NvRMcYYY4wxo6lSyWBkZCQCAwOLnd+5c2fMnj27HFvEGGMV\nX0xMDNzc3Iqd/9Zbb2H48OHl2CLGWHmqUsng0wiCwOe3MMbYE/r374+kpKRi53PsZKxq4wtIGGPM\nzNnY2MDGxqbEOnweF2NVV7ntGWzZsiWWLFkiPe7Tpw9atmwpPd64cSO8vLxw+/ZtREREoHbt2nB0\ndMTgwYNx69YtAIBarYYoiigsLJSeFx4ejiFDhhhcZ2xsLF588UXY2dlh9OjR0Gg0HNAYY1XaN998\nA4VCAZlMhhYtWuD3338HAMTHxyMwMBB2dnawt7dH9+7dcfXqVQD6h4kPHjwIPz8/2Nraol+/fsjN\nzTVJXxhj5aPcksFu3bpBrVYDePQL88CBA0hNTcW9e/cAADt37kS3bt3Qp08fnDx5EiqVCrt378bZ\ns2eLTfaA4g9fpKamIiQkBBEREUhMTISlpSXUajUf6mCMVVmJiYmYNGkSlixZgj///BNhYWEIDQ1F\nVlYWevbsia5duyI1NRU7duxARkYG5s2bp7eMGzduoEePHujUqROSk5PRqlUr/Pzzzxw7GavCyu0w\ncVBQEFauXAkASElJgYuLC2rWrIlDhw6ha9eu2LVrF8aPH4+lS5ciLS0N3t7eAIAff/wRjRs3Rlpa\nmsHlFrenLzo6Gv7+/pg8eTIAYPHixdiyZUsZ9IwxxiqGCxcuQBAE1K9fH25ubpgxYwbatGkDCwsL\n/O9//5PiYYMGDfD6668jPj5ebxm//PILatSogc8++wwAMGPGDGzdurVc+8EYK1/llgz6+/vjwYMH\nSE5Oxv79+xEYGAiNRoO4uDh4enoiKysLjo6OkMvlUiIIAN7e3nB2dkZaWhqqV6/+1PVof72mpqbq\nHIYWRRG+vr4lPDOyyP/KxxNjzNjUarV0lIAZV7du3eDr6wtfX1/4+Pjgtddew5tvvok6depg6NCh\nWLRoEZKTk5Gamork5GS0bdtWbxmpqalo3ry5Tlnr1q1x+/btYtYaWeR/JTh2MmZ8ZR03yy0ZtLKy\nglKphFqtRlxcHHr16oWCggL89NNPcHNzQ/v27eHs7GzwuRqNBhqNxuBhioKCAoii/tFuQRB0zi0E\ngGrVqpXQwshn6Q5j7DkplUoolUrpMQ/3ZDwymQzx8fGIi4uDSqXChg0bsHTpUmzZsgVhYWFo1aoV\ngoKCEBERAZVKhbi4OIPLeTJ2WlqW9FURabwOMMYMKuu4Wa5DywQFBWHPnj2Ii4tDYGAgAgMDceTI\nEahUKnTv3h3e3t64e/cuzpw5Iz0nNTUVOTk58Pb2hpWVFQAgJydHmp+RkaGzDu1hYx8fHyQkJOiU\nlzR0AmOMVXa7d+/GnDlzEBAQgE8++QRpaWmoVasW1Go1HB0doVKpMG7cOPj7++P8+fMGl+Hj44PE\nxERoNBqpLDExkc8ZZKwKK/dkcPv27RBFEQqFAl5eXrC3t5eSQS8vL/Tq1QvDhg3DsWPHkJCQgGHD\nhiEwMBDNmzdH06ZNIZPJMH/+fGRmZmLRokXFJngjR45EUlISPvroI5w9exbvvvuuXuLIGGNVibW1\nNT766COsWLECFy5cQGxsLC5fvgyFQoErV65g165dyMjIwIIFC6BSqZCfn6+3jP79++P+/fsYN24c\nzp49i0WLFmHfvn0m6A1jrLyUazLo6emJunXr6twlpF27dnB3d4eXlxcAYPXq1fD09ESnTp0QFBSE\nZs2aSRd+ODg4YOXKlVi3bp3063XChAnSsopeWdyoUSOoVCqsX78evr6+uHz5Mvr27VuOvWWMsfIV\nEBCAZcuWYeHChWjcuDGmTZuGL774AgMHDsSQIUMQGhqK1q1bIyMjA+vWrcPZs2dx//59AP+eb+3s\n7IwdO3YgMTERvr6+2L59O0aOHGnKbjHGyphAPPAe32ydVUJV52buxr7hOis/HDuZ8XE8KA1jx02z\nuh0dY4wxxhjTxckgY4wxxpgZ42SQMcYYY8yMcTLIGGOMMWbGym3Q6YqPx9BilYdcbniAdsbKH8dO\nZjwc20yDk8HH+Oolxhh7dhw7Gav8+DAxY4wxxpgZ42SQMcYYY8yMcTLIGGOMMWbG+JzBx/gm7MyY\n5HJn5OTcNHUzGCtzHDuZsXDcNB2+HR34lkqsLPAtlUqLb0dXeXHsZMbFsaC0+HZ0jDHGGGPMaKpU\nMhgTEwM3N7di57/11lsYPnx4ObaIMcYYY6xiq1LJYP/+/ZGUlFTsfEEQ+PwWxhhjjLEiqtQFJDY2\nNrCxsSmxDp+PwBhjjDH2rwq7Z/Cbb76BQqGATCZDixYt8PvvvwMA4uPjERgYCDs7O9jb26N79+64\nevUqAP3DxAcPHoSfnx9sbW3Rr18/5ObmmqQvjDFmCsXF0aysLPTp0wf29vZo0KABZsyYgYcPH0rP\ni4uLQ5s2bWBrawsfHx/8+OOPpuoCY6wcVMhkMDExEZMmTcKSJUvw559/IiwsDKGhocjKykLPnj3R\ntWtXpKamYseOHcjIyMC8efP0lnHjxg306NEDnTp1QnJyMlq1aoWff/6ZDxMzxsxCcXH09u3b6Nu3\nL1xcXHDixAmsWbMGKpUKM2bMAABkZ2ejZ8+eGDJkCE6dOoUPP/wQ48aNg0qlMnGPGGNlhiqgjRs3\nkrW1NSUlJRERUWFhIe3cuZOuXr1KCxcu1Kn73nvvUfv27YmIKDo6murVq0dEREuXLiWFQqFTNyAg\ngIYPH663PgAEEE88GXFCGWwZVRO/VmWjuDiqUqnIxcWFNBqNVFetVpO1tTUVFBTQ//73PwoODtZZ\nVmRkJHXq1ElvHRw7eTLuhLLdKKoQY79WFfKcwW7dusHX1xe+vr7w8fHBa6+9hjfffBN16tTB0KFD\nsWjRIiQnJyM1NRXJyclo27at3jJSU1PRvHlznbLWrVvj9u3bxaw1ssj/yscTY8zY1Go11Gq1qZtR\n5RUXR3///Xfcvn0bjo6OUl0iwsOHD3Hx4kWkpaVh27ZtkMvl0vyCggLUrFmzmDVFFvlfCY6djBlf\nWcfNCj3odFxcHFQqFTZv3ozs7Gxs2bIFYWFhaNWqFYKCguDn5weVSoW4uDgcOHAAMTEx+OCDD3D5\n8mWMGTMGWVlZiI2NlZY3bdo0/P3334iOjtZZDw+cyoyPB08tLR50umw9GUenTJmCn376STp/UIuI\nUL9+fYSGhsLJyQkffPCBzjwLCwu4u7vrPIdjJzMujgWlZRaDTu/evRtz5sxBQEAAPvnkE6SlpaFW\nrVpQq9VwdHSESqXCuHHj4O/vj/Pnzxtcho+PDxITE6HRaKSyxMREPmeQMWYWioujRITLly+jevXq\nUCgUUCgUuHbtGmbMmIHCwkJ4e3vjzz//lOYpFArs3LkTUVFRpu4SY6yMVMhk0NraGh999BFWrFiB\nCxcuIDY2FpcvX4ZCocCVK1ewa9cuZGRkYMGCBVCpVMjPz9dbRv/+/XH//n2MGzcOZ8+exaJFi7Bv\n3z4T9IYxxspfcXG0bdu2aNiwIQYNGoSTJ08iPj4ew4cPh4WFBaytrTF69GgkJiZi5syZOHfuHDZs\n2IBp06aVOKA/Y6ySM+oZiEYUFRVFXl5eZGNjQx4eHrRs2TLSaDQ0atQocnZ2JmdnZ4qIiKAtW7aQ\nXC6n/Px8io6OJjc3N2kZSUlJ1LZtW5LJZNSlSxcaNWoUX0DCUzlNKM/NpVLj16rsGIqjRESZmZnU\nu3dvsrOzoxo1alBERATdu3dPet7u3bvppZdeImtra3J3d9e7cE+LYydPxp1QLttFVWDs16pCnzNY\nXvi8F2Z8fO5LafE5g5UXx05mXBwLSssszhlkjDHGGGPlg5NBxhhjjDEzxskgY4wxxpgZ42SQMcYY\nY8yMVcg7kJgGjz/IjEcudzZ1ExgrJxw7mXFw3DQdTgYf4yuYGGPs2XHsZKzy48PEjDHGGGNmjJNB\nxhhjjDEzxskgY4wxxpgZ43MGH3s0kj4zV3K5M3Jybpq6GYxVOhw7zQvHyqqJb0cHvqUSA/g2SKbD\nt6OrvDh2miPeXisCvh0dY4wxxhgzGk4GGWOMMcbMWIVIBufOnYsOHTqYuhmMMWaWIiMjERgYWOz8\nzp07Y/bs2eXYIsZYeaoQySBjjLGKSxAEvlCEsSqMk0HGGGOMMTNmkmQwLS0N7dq1g52dHTp06IDr\n169L86Kjo9G4cWNYW1vD1dUVo0ePhkajAQCEh4dj2LBh8PX1haurK06fPo3/+7//w6BBg+Dk5IRa\ntWph0qRJ0Gg0WLBgAZo2baqz3uXLl6N58+bl2lfGGPsvWrZsiSVLlkiP+/Tpg5YtW0qPN27cCC8v\nL9y+fRsRERGoXbs2HB0dMXjwYNy6dQsAoFarIYoiCgsLpeeFh4djyJAhBtcZGxuLF198EXZ2dlIM\n5itIGau6yj0ZvH//Pnr06IEGDRrgxIkTGDRoEJYvXw5BEHDw4EGMGTMG8+fPR3p6OpYtW4bo6Ghs\n3LhRev6aNWsQGRmJ7du3o0mTJujbty8uXbqEvXv3YvPmzdi0aRMWLFiAAQMG4MyZMzh9+rT03HXr\n1mHQoEHl3WXGGHtu3bp1g1qtBvDoPsAHDhxAamoq7t27BwDYuXMnunXrhj59+uDkyZNQqVTYvXs3\nzp49W2yyBxR/6Dc1NRUhISGIiIhAYmIiLC0toVar+TAxY1VYuQ86vWvXLvz9999YtmwZ7Ozs4O3t\njX379iErKwsymQyrVq1Cnz59AABubm5YuHAhUlNTpef7+fkhODgYAHD69GnExcUhPT0dCoUCALBs\n2TJkZ2ejfv36ePXVV7F+/Xo0bdoU2dnZOHDgAKKjo8u7y4wx9tyCgoKwcuVKAEBKSgpcXFxQs2ZN\nHDp0CF27dsWuXbswfvx4LF26FGlpafD29gYA/Pjjj2jcuDHS0tIMLre4PX3R0dHw9/fH5MmTAQCL\nFy/Gli1byqBnjLGKotyTwdTUVDRq1Ah2dnZSWevWrZGVlQU/Pz/Y2Nhg1qxZSE1NRUpKCs6dO4fO\nnTtLdd3d3XWW5eDgICWCwKNf0VoDBw7E0qVLERkZiQ0bNqBNmzZo0KBBMS2LLPK/8vHEGDM2tVot\n7eliT+fv748HDx4gOTkZ+/fvR2BgIDQaDeLi4uDp6YmsrCw4OjpCLpdLiSAAeHt7w9nZGWlpaahe\nvfpT16Pd85eamqpzGFoURfj6+pbwzMgi/yvBsZMx4yvruGmS29E9+YvU0vJRM/744w8EBwcjPDwc\n3bt3x6xZszB69GidutbW1tL/VlZWJa4nJCQEEyZMQGpqKtavX48BAwaUUDvymfrAGHs+SqUSSqVS\nesxDlpTMysoKSqUSarUacXFx6NWrFwoKCvDTTz/Bzc0N7du3h7Ozs8HnajQaaDQag4d4CwoKIIr6\nZwoJgqBzbiEAVKtWrYQWRj5Ldxhjz6Gs42a5nzPYrFkzpKen4/bt21JZYmIiACAqKgrDhw/HsmXL\nMGLECLz44otIT08v9nCGp6cncnJykJmZKZV999136NSpEwCgRo0a6Ny5M77//nscOXIEoaGhZdgz\nxhgrG0FBQdizZw/i4uIQGBiIwMBAHDlyBCqVCt27d4e3tzfu3r2LM2fOSM9JTU1FTk4OvL29pR/O\nOTk50vyMjAyddWjjrI+PDxISEnTKk5KSyrJ7jDETK/dksHPnznB3d8eIESOQlpaGH374AWvXrgUA\nuLi44NChQ0hJScHp06cRHh6OmzdvIj8/3+CymjRpgs6dO+PNN9/EyZMnERcXh7lz5+odKl6yZAna\ntWuHmjVrlksfGWPMmIKCgrB9+3aIogiFQgEvLy/Y29tLyaCXlxd69eqFYcOG4dixY0hISMCwYcMQ\nGBiI5s2bo2nTppDJZJg/fz4yMzOxaNGiYhO8kSNHIikpCR999BHOnj2Ld999Vy9xZIxVLeWeDFpa\nWmLbtm24d+8eWrdujaVLl2LixIkQBAGRkZGoU6cOXnnlFfTo0QMtW7bEjBkzpKBl6Oq3H374AdWr\nV8err76KkJAQDBw4ENOmTZPmay9GKfkQMWOMVVyenp6oW7euzl1C2rVrB3d3d3h5eQEAVq9eDU9P\nT3Tq1AlBQUFo1qyZdOGHg4MDVq5ciXXr1sHHxweJiYmYMGGCtKyisbVRo0ZQqVRYv349fH19cfny\nZfTt27cce8sYK28CVfHBoy5evIjGjRsjOzsbDg4OBus8CoJV+mVgTyXwOGomIgj82ldWHDvNEW+v\nFYGx46ZJLiApD3l5edi6dStWrVqFfv36FZsIMsYYY4yZsyq7ZzAvLw/16tWDu7s7fv/9d9SpU6fY\nuvzrlvGvXdPhPYOVF8dOc8Tba0Vg7LhZZZPBZ8EBjXGAMx1OBisvjp3miLfXioAPE5cZvtWSOZPL\nDY/Txhh7Go6d5oRjZdXEyeBj/EuHMcaeHcdOxiq/ch9ahjHGGGOMVRycDDLGGGOMmTFOBhljjDHG\nzBifM/iYoRu5M/MglzsjJ+emqZvBWKXEsbNq4XhonnhoGfDwCIyHSjAlHlqm8uLYWRXx9lgZGDtu\n8mFixhhjjDEzxskgY4wxxpgZ42SQMcYYY8yMcTLIGGOMMWbGOBlkjDHGGDNjFT4ZvHDhAkRRxG+/\n/QZ3d3fI5XJMnToVKSkpaNWqFezt7REcHIy8vDyEh4dj2LBh8PX1haurK06dOoUNGzagSZMmkMlk\n8PLyQkxMjKm7xBhjzyUzMxO9evWCg4MD3NzcMH/+fABAVlYWQkND4eLiAldXV4wbNw73798HAMTE\nxCAgIAAff/wxqlevjjp16mDt2rX45ZdfUL9+fVSvXh3vv/++tI779+9j4sSJqFmzJmrUqIGwsDBc\nv37dJP1ljJUTquAyMzNJEATy9/enlJQU+vHHH0kQBPL29qY9e/bQ/v37ydHRkb766isKDw8nCwsL\n2rx5Mx07doyuXbtG1apVo6ioKLp06RJFR0eThYUFnT17VmcdAAggnsx2qvCbQZXGr3/p5Ofnk4eH\nB73++ut0+vRp+uOPP8jJyYlWr15Nnp6e1LNnT0pJSaG9e/dSo0aNaMyYMUREFB0dTdbW1jR8+HA6\nf/48jR8/nuzs7Kh9+/Z06tQpWrZsGQmCQKdOnSIiosmTJ1Pbtm3p6NGjdPr0aerXrx+99NJLBtvE\nsbMqTrw9VgbGfp8q/LuuTQa3bdsmlbm4uFBkZKT0ODg4mMaMGUPh4eE6QevEiRMkCAJt3bpVKtu7\ndy/dunVLZx0c0Mx9Qhl+gtnT8OtfOiqViuzs7CgnJ0cq++mnn2j16tVka2urE9e2b99OlpaWdOfO\nHYqOjiZLS0u6d+8eERGdPHmSBEEgtVot1Xd0dKQNGzZQbm4uWVtbU2JiojQvLy+PbG1t6cCBA3pt\n4thZFSfeHisDY79PleYOJAqFQvpfJpOhQYMGOo+1h0SKlvv6+uK1115Dz5490ahRI/Tu3Rvh4eFw\ncnIysIbIIv8rH0+MMWNTq9VQq9Wmbkalk5qaCg8PD8jlcqlswIABWLBgATw8PHTi2iuvvAKNRoP0\n9HQAQI0aNWBnZwfgUbwEYDCGZmRk4MGDBwgMDNRZ9/3793Hu3DkEBAQYaFlkkf+V4NjJmPGVddys\nNMmgpaVuU0XR8OmONjY2Oo83b96MpKQkxMbGYsuWLfjmm2/w22+/oUuXLk88M9KIrWWMFUepVEKp\nVEqPZ8+ebbrGVCJWVlYGy7XJXVEajUbn75PxEzAcQwsKCgAA+/fvh6Ojo1RORHB1dS2mZZElNZsx\nZgRlHTcr/AUk/0ViYiImTpyIli1bYtasWTh+/DgCAwOxadMmUzeNMcaeiZeXF86fP4+7d+9KZbNm\nzWzgoDEAACAASURBVMKCBQuQnp6OW7duSeXx8fGwsLCAh4fHM63Dw8MDFhYWuHHjBhQKBRQKBVxd\nXTF58mRcvHjRaH1hjFUsVToZdHR0xLJlyzB79mxkZmZi7969OHnyJFq3bm3qpjHG2DMJCgqCm5sb\nRo4ciTNnzmDbtm346quvsHjxYnh5eWHIkCFISUmBWq3G+PHjMWDAADg7Oz/TOuzt7TFy5EiMHTsW\ne/fuxZkzZzB06FCkpKTAy8urjHrGGDO1SpEMProZeunqFK2rUCiwfv16bNy4EU2bNsXQoUMxduxY\njBgxoszayhhjZUEURcTGxuLmzZvw8/PD6NGjMWvWLISEhGDz5s0QBAFt27ZFWFgYgoODERUVBeBR\nTHwyhpYUUxcuXIiuXbsiLCwMbdq0QX5+Pnbs2AFra+sy7R9jzHSEx1elmLVHgdHsXwYzJoA3A9MR\nBH79KyuOnVURb4+VgbHjZqXYM8gYY4wxxsoGJ4OMMcYYY2aMk0HGGGOMMTPGySBjjDHGmBmrNINO\nl72nX7HMqia5/NmG32CMFcWxsyrheGieOBl8jK+eYoyxZ8exk7HKjw8TM8YYY4yZMU4GGWOMMcbM\nGCeDjDHGGGNmjM8ZfKw0t7xjlZNc7oycnJumbgZjVRLHzsqPYyTj29GBb6lU9fHtlSoyvh1d5cWx\ns6rgbbCy4dvRMcYYY4wxo6nSyaC7uzu+++47UzeDMcYYY6zCqtLJoCAIfD4LY4wxxlgJqnQyyBhj\njDHGSmaSZPDChQsQRRG//fYb3N3dIZfLMXXqVKSkpKBVq1awt7dHcHAw8vLyEB4ejiFDhug2WhSx\nZ88eAEBeXh7Gjh2LmjVronr16hg2bBju3bsn1U1LS0NAQABkMhl8fX2RmJhYrn1ljDFTyMrKQmho\nKFxcXODq6opx48bh/v37iImJQUBAAObMmYOaNWvCyckJEydO1DkZfcWKFVAoFJDL5QgMDMSxY8dM\n2BPGWFkz6Z7BBQsWQKVSYdmyZVi0aBFCQkLw+eefY9u2bdi3bx9WrVr11EO9b7/9Nvbu3YtNmzZB\nrVbj1KlTmDx5MoBHt0lauXIlpk2bhpMnT8LFxQURERHl1T3GGDOJBw8eoGPHjsjLy8O+ffuwfv16\nbNu2DVOmTIEgCEhISMCZM2dw8OBBfP3111i6dCn++OMPAMBvv/2GDz/8EEuWLEFSUhK6d++Ojh07\nIjs728S9YoyVGTKBzMxMEgSBtm3bJpW5uLhQZGSk9Dg4OJjGjBlD4eHhNHjwYJ3nC4JAu3fvptu3\nb1O1atVo9+7d0ryjR4/S559/TkRE7u7uNH36dGlebGwsWVlZ6bUHAAHEU5WdTPIxZ6XE74/xxcbG\nkq2tLd26dUsq2759O1laWtKSJUtIFEXKycmR5vn5+dFHH31EREQBAQH0xRdf6CyvQ4cO0vyiOHZW\nlYm3wcrG2O+ZSQedVigU0v8y2f+3d+dxUdX7/8BfMyCIzCCImiYEsomKuGFigg5oQGa5pYlKorn/\nNJe0UrMg85tdzS01DS3cK1fc0OvSqBguqSAoSiDYxVxzQa8JDHx+fyjnMuGaM3MG5vV8PObhOZ9z\n5pz3GWZefuacM+fYwc3NTW+8oKDgsc/PzMyETqdDy5YtpbZWrVqhVatW0rinp6c07ODggKKiIggh\nHrK3MabMsObBg4gMTavVQqvVyl1GpZaRkQEvLy84OjpKbW3atEFxcTGKiopQs2ZNqNVqaVppNpY+\nd9KkSZgyZYo0vbCwEK6uro9YW0yZYQ2YnUSGZ+zclLUzaG2tv3qlsvxR67932nQ6nTRsY2PzxHVY\nWVmVa3tyZ5CIjEWj0UCj0UjjsbGx8hVTSdnZ2ZVrKy4ulv59WHbe39lwf/qsWbMQFhamN02lUj1i\nbTHPXS8RPZ6xc9Psf01sY2OD27dvS+Pnzp2Thj08PGBlZYXjx49Lbbt370aDBg2kYCMisjQNGzZE\nVlYWbty4IbUlJyfDysqq3Jfwv2vQoAF+//13eHh4SI9Zs2Zxby5RJWa2ncHSzlyrVq2wd+9e7N27\nF6dOncKoUaNga2sLAFCr1RgwYABGjx6Nw4cP48SJE/jggw/QsWNH3uKKiCxWx44d4ePjg6ioKKSl\npUGr1eK9995DZGQknJ2dy81fNivHjRuHefPmYfny5cjOzkZsbCyWLl2Khg0bmnITiMiEZDtM/KSL\nQZf+ijgqKgoHDx5Ely5d4OjoiJiYGOTk5EjzzZ49G6NHj0ZERASsra3Ro0cPzJw585Hr4EWoiaiy\nUygU2LRpE0aOHInAwECoVCr069cPX3zxBVavXl0uB8uO9+rVC1euXEFsbCz++OMPNGzYEAkJCfD3\n9zf1ZhCRiSgEd5/xZuuVHvcSmzPuxa+4mJ2VBT+DFY2hc9NsDxMTERERkfGxM0hERERkwdgZJCIi\nIrJg7AwSERERWTBZLzptXvgr48pKrXaSuwSiSozZWdExI4mdwQf4SyoiomfH7CSq+HiYmIiIiMiC\nsTNIREREZMHYGSQiIiKyYDxn8AHeps78qdVOyM+/LncZRFQGs7PiYqZSKd6ODrylUsXBWyZVRrwd\nXcXF7Kzo+NmrqHg7OiIiIiIymArZGYyOjkZUVJTcZRARVUparRZKpRIlJSXIzc2FUqnEuXPn5C6L\niIykQp4z+PXXX8tdAhEREVGlUCE7g2q1Wu4SiIiIiCoFszlMXHooYsuWLXB3d4darcb48eORlpaG\nli1bQqVSoUuXLrh7967eYeJbt27h7bffhrOzM6pXr44ePXrg8uXLT5xGRFQZNWvWDHPnzpXGu3bt\nimbNmknjGzZsgI+PD/Lz89G/f384Ojqibt26GDp0KO7cuSNHyUQkM7PpDJb68ssvsXXrVixatAiz\nZs1Cz549MXPmTCQmJmLfvn347rvvoFAopMsZfPLJJzh//jz279+PQ4cO4cqVKxg3btwjp40dO1bO\nzSMiMqqIiAhotVoA928Vd+DAAZw+fVrq6O3atQsREREYMGAArl+/jqSkJGzbtg1nz55FdHS0fIUT\nkWzM7jDxxx9/DD8/P/j5+WH06NGIjIxESEgIAECj0eDMmTN6858/fx4qlQru7u6wt7fHihUrcPPm\nzSdOIyKqjMLDwxEXFwcASEtLg7OzM2rXro1ffvkFYWFh2L17N8aOHYsFCxbg2rVrcHJyAgAsW7YM\n9evXx4ULF+Qsn4hkYHZ7Bj08PKRhOzs7uLm56Y0XFBQA+N/N0ceOHYujR4+iVq1aeP3117F79240\natToidOIiCqjtm3borCwEKmpqdi3bx+Cg4PRunVrJCUlIScnB3l5eXB1dYUQAi+99BLUajXUajX8\n/PygUCiQmZkp9yYQkYmZ3Z5Ba2v9kpTKx/dX27dvj7y8PGzZsgXbt2/H+++/j9WrV2Pv3r2PnVZe\nTJlhzYMHERmaVquVDmOS4dnY2ECj0UCr1SIpKQmdO3eGTqfD6tWr4erqivbt26OkpAQqlQopKSl6\nzxVCoG7dujhy5MgzrDGmzLAGzE4iwzN2bppdZ/BplZ4zOG3aNLRu3Rp9+vRBnz59cPDgQQQHB+PK\nlSuIi4t76LSrV6+iVq1af1tijMm3gcgSaTQaaDQaaTw2Nla+Yiqp8PBw7Nq1C0eOHMGXX34JnU6H\n0aNHQ6VS4bXXXkODBg1w584d6HQ6+Pj4AABycnIwZswYfPvtt8+4thiD109E+oydm2Z3mPhplR4m\nPn/+PEaNGoXk5GScO3cOK1euhJubG2rWrPnYaURElVV4eDh27NgBpVIJDw8P+Pj4QKVSYevWrXjt\ntdfg6+uLiIgIREVF4ciRI0hNTUW/fv1w9epV1KlTR+7yicjEzKoz+DQ3PC+dp/Tfr776Cq1bt0aX\nLl3g5+eHzMxMbN26FUql8pHTeGN1IqrMvL29Ua9ePQQHB0tt7dq1g7u7u7QncMWKFfD29kZYWBg0\nGg1cXFyQkJAgzV82J5mZRJWbQvAu1bzZeoXBm6pXRoa+4TqZDrOzouNnr6IydG6a1Z5BIiIiIjIt\ndgaJiIiILBg7g0REREQWjJ1BIiIiIgtWYa8zaHj8tZy5U6ud5C6BiMphdlZUzFQqxc7gA/xFFRHR\ns2N2ElV8PExMREREZMHYGSQiIiKyYOwMEhEREVkwnjP4AG+3ZN7Uaifk51+Xuwwi+htmZ8XADKXH\n4e3owFsqVQy8bVJlxdvRVVzMzoqEn7PKhLejIyIiIiKDYWeQiIiIyIIZvDOYm5sLpVKJP/74w9CL\nfm7r1q3D5cuX5S6DiMgoPv/8c4SEhGDZsmVwdXV95HyDBg3CgAEDnmqZd+7cwbJlywxVIhGZIYvZ\nM3j+/Hn06tUL//3vf+UuhYjIqHr37o2UlJRHTlcoFE/9w4+vvvoKS5YsMVRpRGSGLObXxKUnWvIE\nWiKq7GxtbWFra/vYeZ42C5mZRJWf0fYMrlmzBvXq1YOjoyOGDRuGwsJCAEBSUhJefvllVKtWDX5+\nfli5cqX0nOjoaIwePRqRkZFQqVRwdXXVOzzh7u6OBQsW4JVXXoGdnR2aNWuGX3/9VZqel5eHrl27\nQqVSwc3NDRMnTkRRUREAwMPDAwDg7e2N5cuXG2uziYhMJiMjA+3atYO9vT1CQkJw9epVACh3mPjg\nwYNo0aIFqlWrhrfeekvvCElMTAx69+6NkSNHwtHREbVr18b06dMBAPHx8fjss89w8OBBWFlZmXbj\niMhkjNYZ/O6777BhwwYkJCQgMTER06ZNw6VLl/D6668jKioK6enp+OSTTzBq1Chs3bpVet6iRYvQ\nsmVLpKen46233sLw4cNx8+ZNaXpsbCw++ugjnDx5Eo6Ojhg5ciSA+99eu3XrBmdnZxw/fhyrVq3C\n1q1bMXHiRADAkSNHAACHDh1Cr169jLXZREQmUVBQgE6dOsHNzQ3Hjx9H3759sWjRonKHf69evYpO\nnTqhQ4cOSE1NRcuWLfHDDz/ozbdx40bY2Njg+PHj+OCDDzBp0iScOXMGvXv3xvvvv4/WrVvj4sWL\npt5EIjIVYWA5OTlCoVCIvXv3Sm3Lli0TtWrVElOmTBFdunTRmz8mJkZ06NBBCCFE//79RUBAgDQt\nPz9fKBQKceDAASGEEO7u7mL8+PHS9ISEBGFlZSWEEGL37t3C2dlZFBcXS9O1Wq2wtbUVxcXFUl3Z\n2dnlagYgAMGHWT8M/lYlM8G/7T+zdetWoVKpxJ07d6S2fv36CY1GI+Lj44WLi4sQQoj58+cLDw8P\nvecGBQWJAQMGCCGE+PTTT8ULL7wgSkpKpOnOzs5ixYoV0vSgoKCH1sDsrEgPfs4qE0P/PY12zuDL\nL78sDTdv3hzXrl3DL7/8ggMHDkCtVkvTdDodateuLY17enpKw6XzlR7q/ft0BwcHlJSUQAiBjIwM\n3Lx5E9WrV5emCyFQVFSE8+fPP8XJ0jFlhjUPHkRkaFqtFlqtVu4yKrzTp0/D09MT9vb2UltAQADy\n8vLKzefv76/XFhAQgFu3bknjbm5uehmpVqv1cvfxYsoMa8DsJDI8Y+em0TqDZc8vKS4uBgCUlJSg\nT58+mDJlijRNCKE3b5UqVcot634n+D4bG5uHTtfpdPD29sa2bdvKTXNxccGFCxeeUHHME6YTkSFo\nNBpoNBppPDY2Vr5iKriy2QgA1tYPj/SSkpJy8z1Nrj6dmKecj4j+KWPnptHOGSx7WYPDhw+jbt26\nePnll5GZmQkPDw/psWvXLoNctqBBgwb4z3/+gxo1akjLvnz5MiZOnAghBO+fSUSVSpMmTZCVlaV3\nTvWJEyfKzefn54cTJ05IX8pL53vaTGR2ElV+RusMDh8+HEePHsXOnTsRExOD8ePHY8SIEThx4gQm\nTZqE3377DevWrcOECRMee3HUpxUeHo769eujb9++OHnyJJKTkzFgwABYWVnBxsYGKpUKwP1OKq81\nSEQVXceOHeHu7o6BAwciIyMDK1aswJo1a8rN17t3bxQUFGDUqFE4e/YsZs2ahX379j31etRqNS5e\nvIjc3FwDVk9E5sQonUGFQoERI0agc+fO6NOnD6KjozF27Fi89NJL2Lp1K3bv3o0mTZpgwoQJiI2N\nxdChQ6XnPeu30NL5lUoltmzZAisrK7zyyit488030b59e2mvo7OzM6Kjo9GnTx8sXbrUsBtMRGRi\n1tbWSExMxJ07dxAQEID58+djzJgxUiaW/uvk5IR///vfOHHiBJo3b44dO3Zg8ODB0nKelLs9evSA\nUqmEn58frl27ZtyNIiJZKMTTnxhSad0PQot/Gcyc4hnOYaKKRKHg37aiYnZWJPycVSaGzk2LuR0d\nEREREZXHziARERGRBWNnkIiIiMiCGe06gxUPL59gztRqJ7lLIKKHYnZWBMxQehx2Bh/gibVERM+O\n2UlU8fEwMREREZEFY2eQiIiIyIKxM0hERERkwXjO4AO8/6a81Gon5Odfl7sMInpGzE7zx3ylJ+Ed\nSMCr6JsHXh3fUvEOJBUXs7Oi4GessuEdSIiIiIjIYNgZJCIiIrJg7AwSEdFDCSGwaNEiHmIkquR4\nziB43ot54DktlornDJqvffv2ISQkBDqdDkpl+X0HzM6Kgp+xyobnDBIRkUmU/mfDjgRR5Wb2ncG8\nvDz06tULzs7OqFWrFkaNGoWCggLEx8cjKCgIn332GWrXrg1HR0eMGTNGL7S+/fZbeHh4QK1WIzg4\nGL/++quMW0JEJI9z586hY8eOsLe3h7+/P2bOnIn69esDAE6dOoXQ0FBUq1YN3t7emDVrFgAgNzcX\noaGhAIAqVapg//79stVPRMZl1tcZLCwsRGhoKHx8fLBv3z5cu3YNgwYNghACrVq1wtGjR/HSSy/h\n4MGDOHLkCPr374+IiAhERERgy5Yt+OSTTxAXF4dGjRrhxx9/RGhoKDIzM1GnTh25N42IyCR0Oh06\nd+6Mhg0b4tixYzhx4gSGDh2KmjVr4t69e4iIiED//v0RFxeH3377DUOGDIGNjQ1GjBiB9evXo0eP\nHrhw4QJq1qwp96YQkbEIM5aQkCCqVasmbty4IbXt2LFDWFtbi7lz5wqlUiny8/OlaS1atBBTp04V\nQggRFBQkZs+erbe8kJAQaXpZAAQg+JD1YdZvRTIi/u2Na+fOncLe3l7cunVLaps4caJwd3cXS5cu\nFU2bNtWbPz4+Xnh6egohhPj555+FQqEQxcXFD102s7OiPPgZq2wM/Tc16z2DGRkZ8PLygqOjo9TW\npk0bFBcXo6ioCDVr1oRarZamOTg4oKioSHrupEmTMGXKFGl6YWEhXF1dH7G2mDLDmgcPIjI0rVYL\nrVYrdxkW4+TJk/Dy8oKDg4PUFhgYiDVr1iAjIwOnTp3Sy9GSkhIUFhZCp9M95RpiygxrwOwkMjxj\n56ZZdwbt7OzKtRUXF0v/2tjYlJt+v8N8f/qsWbMQFhamN02lUj1ibTHPXS8RPZlGo4FGo5HGY2Nj\n5SvGAlhbW0u5WKp0XKfTQaPRYPHixeWmW1lZPeUaYgxQJRE9jrFz06x/QNKwYUNkZWXhxo0bUlty\ncjKsrKxgbf34fmyDBg3w+++/w8PDQ3rMmjWLeySIyKL4+fkhOzsb+fn5UtuxY8cA3M/JzMxMuLm5\nSTmZmpqK6dOnQ6FQ8L7DRBbCrDuDHTt2hI+PD6KiopCWlgatVov33nsPkZGRcHZ2Ljd/2W+/48aN\nw7x587B8+XJkZ2cjNjYWS5cuRcOGDU25CUREsurQoQPc3NwwaNAgnDlzBuvXr8fcuXOhVCrRr18/\nFBQUSNN27dqFESNGSD8WKT2ScuzYMRQUFMi5GURkRGbdGVQoFNi0aRMUCgUCAwPx9ttvo0uXLliy\nZAmEEOW+tZYd79WrF6ZPn47Y2Fj4+fkhISEBCQkJ8Pf3N/VmEBHJRqFQYMOGDbh06RKaNWuGzz//\nHO+++y6qVKkClUqFHTt2IDc3Fy1atEB0dDSio6Mxbdo0AIC/vz/Cw8MRHByMxMREmbeEiIyFdyAB\nr6JvHniFfEvFO5AY19WrV3H8+HGEh4dLbTNmzEBiYiL27t37XMtmdlYU/IxVNrwDCRERPTUhBLp0\n6YJvvvkG58+fx+7duzF37lz07NlT7tKIyExwzyD47dY88JurpeKeQePbvHkzpkyZgszMTLzwwgsY\nPnw4Pvzww+deLrOzouBnrLIxdG6yMwgGmnlgWFkqdgYrLmZnRcHPWGXDw8REREREZDBmfdFp0+L1\ntOSkVjvJXQIR/SPMTnPHfKUnYWfwAe5CJyJ6dsxOooqPh4mJiIiILBg7g0REREQWjJ1BIiIiIgvG\ncwYf4A3ZTUetdkJ+/nW5yyAiA2B2yot5SobA6wyC18oyPV7ziv6H1xmsuJid5oCfH0vE6wwSERER\nkcGYXWcwNzcXSqUS586dk7sUIqIK6/PPP0dISMhzL+fKlSv46aefDFAREZkrs+sMvvTSS7h06RLc\n3d3lLoWIyOJ9+OGH2LJli9xlEJERmd0PSJRKJWrXri13GUREBF5UmsgSmN2ewbKHic+cOYPXXnsN\nDg4OsLOzQ3BwME6fPg0A0Gq1cHFxQVxcHFxcXKBSqdCvXz/cu3dPWtamTZvQuHFj2Nvbo2XLlti5\nc6dcm0VEZFQZGRlo164d7O3tERISgitXrkjTkpOTERQUBJVKhfr162PhwoXStOjoaIwePRqRkZFQ\nqVRwdXXFsmXLAAAxMTFYvnw5Vq1aBQ8PD5NvExGZhtl1BkuVlJTgzTffRP369ZGamopffvkFxcXF\nmDBhgjRP6bksO3fuxIYNG7Bx40bEx8cDAFJTU/HOO+9g0qRJSE9Px5AhQ9CtWzekpqbKtEVERMZR\nUFCATp06wc3NDcePH0ffvn2xePFiKBQKZGRkIDQ0FBqNBikpKYiNjcUHH3yAdevWSc9ftGgRWrZs\nifT0dLz11lsYPnw4bt68iQkTJqBXr1546623cPToURm3kIiMyewuLZObmwsPDw+kpKRg165dGDZs\nGOzt7QEAixcvxhdffIHc3FxotVqEhoYiLS0NjRs3BgD06NEDTk5OWLJkCaKiouDs7Iw5c+ZIyx4w\nYACsrKywZMkSvXXy8gimxksh0P/w0jLPb9u2bejduzcuXbok5WVUVBTy8vLQokUL/PLLL0hOTpbm\nnzhxIvbs2YMjR44gOjoap06dkjp7t2/fRvXq1bF//34EBQUhOjoaxcXFWLFiRbn1MjvNAT8/lsjQ\nuWl25wyWUqlUGDp0KJYvX45ff/0VZ8+exfHjx1GzZk29+Tw9PaVhtVqNoqIiAPcPmaSnp2Pp0qXS\n9KKiIrRu3foRa4wpM6x58CAiQ9NqtdBqtXKXUamcPn0anp6eUkcQAAICApCXl4eMjIxyudemTRss\nWLBAGv97jgKQsvTJYsoMa8DsJDI8Y+em2XYG//rrL7Rq1Qo1a9ZE165d0bdvX2RkZGD69Ol689nY\n2OiNl/aUSw8pDxgwQG+ara3tI9YYY8jyiegRNBoNNBqNNB4bGytfMZXI3/cSWFvfj3c7O7ty04qL\ni6HT6aTxKlWqPHF5jxbzTHUS0bMzdm6abWdQq9UiLy8P6enpsLKyAgDs2LHjqQOqQYMGyM7O1jvp\nOTY2FjVq1MCoUaOMUjMRkRyaNGmCrKws3Lx5E46OjgCAEydOAAB8fX2xZ88evfmTk5Ph6+v7VMvm\n7eaIKj+z/QFJ06ZNcffuXaxfvx65ublYsmQJ4uLiUFBQ8NjnlXYWx44di7Vr12LOnDnIysrC4sWL\nMW3aNHh7e5uifCIik+nYsSPc3d0xcOBAZGRkYMWKFVizZg0UCgVGjBiBtLQ0TJ48GZmZmVi+fDkW\nLlyIkSNHPtWy1Wo1zp8/jz/++MPIW0FEcjHbzuCLL76ITz/9FKNGjUKTJk2wa9cubN++HdevX0de\nXh6A8t9YFQqF1Na6dWusWrUKcXFx8PPzw5w5c/D9998jIiLC5NtCRGRM1tbWSExMxJ07dxAQEID5\n8+djzJgxAIB69eph27Zt2LlzJ/z9/TFt2jTMnj0bAwcOBKCfmw/zzjvvIDs7G82aNTPJthCR6Znd\nr4mzsrLg4+OD33//HS4uLiZZJ38RZ2r89Rv9D39NXHExO80BPz+WyNC5aVZ7Bi9cuIAdO3bAxsYG\ntWrVkrscIiIiokrPrH5AMnv2bCxZsgSTJk16zK9+iYiIiMhQzO4wsRx4qMPUeFiD/oeHiSsuZqc5\n4OfHElXqw8REREREZFpmdZhYXryWlqmo1U5yl0BEBsPslBPzlAyBncEHuJudiOjZMTuJKj4eJiYi\nIiKyYOwMEhEREVkwdgaJiIiILBjPGXyAN2M3LrXaCfn51+Uug4gMjNlpesxTMjReZxC8VpZp8FpY\n9HC8zmDFxeyUCz8zlo7XGSQiIiIigzFYZzA3NxdKpRJ//PFHuWnx8fFwdXU1yHqio6MRFRVlkGUR\nEdGTc9XLywvLli0zYUVEZEom2TPYu3dvpKSkGGRZCoWC56gQERnQk3KVuUtUuZnkByRVq1ZF1apV\nDbIsIQTPlSAiMiDmKpFlM/iewTVr1qBevXpwdHTEsGHDUFhYqHeYWKvVwsXFBXFxcXBxcYFKpUK/\nfv1w7949aRmrVq2Cp6cn7O3t0bdvX0RGRiI2Nvah69u0aRMaN24Me3t7tGzZEjt37gQAHD58GNbW\n1rh8+bI079mzZ1GlShVcu3bN0JtNRGQSOTk56Ny5MxwcHODq6oovvvgCAJCXl4devXrB2dkZtWrV\nwqhRo1BQUADg4afqaDQaTJky5aHriIuLg5ubG6pXr/7I7CWiysPgncHvvvsOGzZsQEJCAhITEzFt\n2rRyhxeuXLmCn376CTt37sSGDRuwceNGxMfHAwCSkpIwcOBAfPDBBzhx4gTs7e3x008/PfQQRWpq\nKt555x1MmjQJ6enpGDJkCLp164bU1FS0bt0a7u7uWLdunTT/jz/+iI4dO6JmzZqG3mwiIqMrnBOM\nWAAAHEhJREFUKChAWFgYbG1tcejQISxduhT/+te/sHz5coSGhuLu3bvYt28f1q5di8TERLz//vuP\nXNbfD/2WDv/73//GqFGjMHXqVBw+fBinTp1Cdna20beNiORj8M7g/Pnz0bp1a7Rv3x5Tp07FN998\nU24enU6HOXPmoHHjxggLC0NERAR+/fVXAMDChQvRs2dPDB06FD4+Pvjmm2/g4uKi9/zS0Jo5cyYG\nDhyIvn37on79+hg6dCjefvttfP311wCAyMhIrF27Vnrejz/+iMjISENvMhGRSezevRsXL15EfHw8\nGjVqhLCwMCxcuBAAcOHCBaxcuRJ+fn7QaDRYsGABFi9ejPz8/GdaR1xcHCIjI/HOO+/A19cXS5Ys\nQbVq1YyxOURkJgzeGXz55Zel4ebNm+PatWu4evVqufk8PT2lYbVajaKiIgBAWloaWrVqJU2zsrJC\nQEDAQ9eVkZGBRYsWQa1WS481a9bgt99+A3C/M5iUlITLly8jPT0d586dQ7du3QyynUREpnb69Gl4\neXlBrVZLbZGRkbh48SK8vLzg6Ogotbdp0wbFxcVSHj6tjIwMNGvWTBp3cHCAt7f38xdPRGbL4D8g\nsbKykoaLi4sBADY2NuXm+3tb6cnL1tbW5U5kLikpeei6iouLMWHCBAwYMEBvOba2tgCARo0aoUmT\nJli/fj0uX76M119/XS9E9cWUGdY8eBCRoWm1Wmi1WrnLqJAelqUAYGdnV66tNH9LSkoeepqNTqd7\n5Hr+nsFVqlR5TFUxZYY1YHYSGZ6xc9PgncGUlBQEBgYCuP8jjrp166J69epP/fzGjRtLh4yB+4GW\nkpKC5s2bl5u3QYMGyM7OhoeHh9QWGxuLGjVqYNSoUQDuf2vevHkz/vzzT3z00UePWXPMU9dIRP+c\nRqOBRqORxvkDhafn4+OD7Oxs3L59W/pi++mnn2LJkiW4efMmbty4AScnJwBAcnIyrKys4OXlhays\nLNy+fVtajhAC586dQ0hISLl1+Pn54ciRI9L4f//7X2RmZj6mqhiDbBsRPZqxc9Pgh4mHDx+Oo0eP\nYufOnYiJicH48eOf6pIFpfOMHDkSa9euxZIlS5CZmYmxY8fi/Pnzet9sS+cdO3Ys1q5dizlz5iAr\nKwuLFy/GtGnT9A5pREZGYt++fcjKykLnzp0NvLVERKYTHh4OV1dXDB48GGfOnEFiYiK+/vprzJkz\nBz4+PoiKikJaWhq0Wi3ee+89REZGwsnJCQEBAcjPz8e8efNw7tw5TJgwATdu3NBbdtkMXr9+PRYv\nXowzZ85g2LBhuHPnjhybS0QmYtDOoEKhwIgRI9C5c2f06dMH0dHRGDNmjDSt7Hx/f15pW2BgIBYu\nXIipU6eiefPmyM/PR9u2baXDI2Xnbd26NVatWoW4uDj4+flhzpw5+P777xERESEt29XVFS1btsSb\nb74pHT4mIqqIlEolEhIScP36dbRo0QIjRozAp59+ip49e2LTpk1QKBQIDAzE22+/jS5dumDJkiUA\nAG9vb8ycORP/93//h+bNm0On0+Htt9+Wlls2V4OCgrB8+XLMmDEDAQEBcHR0RJs2bWTZXiIyDYUw\nsyuNHj16FNWrV4ePj4/U1rhxY3z44Yd45513nnl5Qgh4e3tjwYIFCA8Pf+g8vNm6KfDG6vRwhr7h\nOpkOs1Mu/MxYOkPnpknuQPIskpOTMW/ePKxYsQJ16tTBmjVrcOHCBb29fU9r+/bt2LNnD0pKShAW\nFmaEaomIiIgqNrPrDP6///f/kJOTg+7du+PWrVto3rw5EhMTUbt27Wde1pw5c5Ceno5Vq1bxvppE\nRERED2F2h4nlwEMdpsDDGvRwPExccTE75cLPjKUzdG4a/NfERERERFRxmN1hYvnwMLIxqdVOcpdA\nREbB7DQ15ikZGjuDD3CXOxHRs2N2ElV8PExMREREZMHYGSQiIiKyYOwMEhEREVkwnjP4AK9DaFhq\ntRPy86/LXQYRGRmz0/SYr2RovM4geK0s4+B1sOjp8DqDFRezUy78zFg6XmeQiIiIiAyGnUEiIiIi\nCyZbZzA3NxdKpRLnzp2TqwQiInoMIQQWLVrEQ5JElRz3DBIR0UPt378fI0aMYGeQqJJjZ5CIiB6q\ntBPIziBR5WY2ncFvv/0WDg4OOHz4MJRKJTZs2AAvLy/Y2dnh9ddfx59//inNm5ycjKCgIKhUKtSv\nXx8LFy4EAGzatAnOzs7SfCkpKVAqldi0aZPU5u/vjzVr1phuw4iIjKBZs2aYO3euNN61a1c0a9ZM\nGt+wYQN8fHyQn5+P/v37w9HREXXr1sXQoUNx584dAIBWq4WLiwvi4uLg4uIClUqFfv364d69e8jN\nzUVoaCgAoEqVKti/f79pN5CITMYsOoObN2/GuHHjsGnTJtSpUwcAMH36dKxZswb79u3DsWPHMGPG\nDABARkYGQkNDodFokJKSgtjYWHzwwQdYt24dOnTogNu3b+PkyZMAgH379kGhUODgwYMAgEuXLuH0\n6dMICwuTZ0OJiAwkIiICWq0WwP09dwcOHMDp06eljt6uXbsQERGBAQMG4Pr160hKSsK2bdtw9uxZ\nREdHS8u5cuUKfvrpJ+zcuRMbNmzAxo0bER8fj5deegnr168HAFy4cAFt2rQx9SYSkakImeTk5AiF\nQiGWL18uVCqV2LBhg1771q1bpXnHjRsnQkNDhRBCjB07VgQGBuot66OPPhKtWrUSQgjRrl07MWfO\nHCGEEN26dROvv/66aNOmjRBCiBUrVojWrVuXqwWAAAQfBn3I9taiCobvlX9m7969okaNGkIIIVJT\nU4W3t7fw9fUVO3fuFEII4eXlJRYsWCCUSqW4fv269Lzc3FyhUChEXl6e+Pnnn4VCoRDp6enS9O7d\nu4uBAwcKIYQ0vbi4+KE1MDuZryQPQ78HZL8DyZAhQ1BcXAw3Nze9dk9PT2lYrVZDp9MBuL9nsHXr\n1nrztmnTBgsWLAAAhIeHQ6vVYvTo0Thw4ADWrVuH8PBw3Lt3T/qm/HAxZYY1Dx5EZGharVbao0X/\nXNu2bVFYWIjU1FTs378fwcHBKC4uRlJSEry9vZGXlwdXV1cIIfDSSy/pPVehUCAzM1O6e8ij8vbp\nxJQZ1oDZSWR4xs5N2TuDn332GdLS0jB8+HAcOnRIarexsdGb735HGKhWrZo0XKq4uFgKr7CwMHz1\n1VdIS0uDvb092rdvj1q1auHIkSPYs2ePdNijvBiDbRMRPZpGo4FGo5HGY2Nj5SumArOxsYFGo4FW\nq0VSUhI6d+4MnU6H1atXw9XVFe3bt0dJSQlUKhVSUlL0niuEQN26dXHkyBFpWWWVlJQ8QyUxz7kl\nRPQkxs5N2c8Z7NGjB7788ktkZGQgLi7ukfOVdgB9fX1x+PBhvWnJycnw9fUFALRo0QJWVlaYP38+\n2rVrBwAIDg7GN998g4KCArz88stG2hIiItMKDw/H3r17kZSUhODgYAQHB+Pw4cPYunUrXnvtNTRo\n0AB37tyBTqeDh4cHPDw8oFAoMHbsWOTn5z90mQqFQtpjyPsOE1kG2TuDAFC3bl1MnjwZkyZNwrVr\n1x4774gRI5CWlobJkycjMzMTy5cvx8KFCzFy5EgAgFKpxKuvvoply5YhODgYANCuXTv8+OOPePXV\nVxluRFRphIeHY8eOHVAqlfDw8ICPjw9UKpXUGfT19UVERASioqJw5MgRpKamol+/frh69ar0Y72/\nE0JIX75VKhUA4NixYygoKDDZdhGRacnaGSzbMRs7diycnJzw4Ycfluuwlf2mWq9ePWzbtg07d+6E\nv78/pk2bhtmzZ2PgwIHS/OHh4SgqKpI6g8HBwVAoFI85X5CIqOLx9vZGvXr1pKwD7n/5dXd3h4+P\nDwBgxYoV8Pb2RlhYGDQaDVxcXJCQkCDN/7i89ff3R3h4OIKDg5GYmGiCLSIiOSjE30/As0D3g8/i\nXwYDU5Q7t5PoYRQKvlcqKmanXPiZsXSGzk2zOExMRERERPJgZ5CIiIjIgrEzSERERGTB2BkkIiIi\nsmCyX3TafPCSM4akVjvJXQIRmQSz09SYr2Ro7Aw+wF9mERE9O2YnUcXHw8REREREFoydQSIiIiIL\nxsPED/A2dYahVjshP/+63GUQkYkwO02LGUvGwDuQgFfRNyxeGZ+eDe9AUnExO+XAzwvxDiRERERE\nZEDsDBIRERFZMKOcM5iSkoI7d+5Ap9MhNDQUOp0OSqVp+525ubnw8PBAVlYWPDw8TLpuIiI5mEP2\nElHFY5SU6NatGzIzM3liMRGRCZVmb9u2bXHp0iV2BInoqRgtKYQQPMmViMjEhBCoUqUKateuLXcp\nRFRBGLwzqNFocP78eQwePBgDBgwAAHz77bdwcXGBSqVC//79UVBQIM2/detWtGjRAtWqVUOjRo2w\nbt06vWVNmTJFGs/NzYVSqcS5c+cAAH/++Se6d+8OtVoNT09PLFq0qNw34YSEBHh5eaFatWp44403\ncP06f5JPRJVP2eytX78+lEolSkpKpNzcsmUL3N3doVarMX78eKSlpaFly5ZQqVTo0qUL7t69Ky3r\n22+/hYeHB9RqNYKDg/Hrr7/KuGVEZHTCwK5fvy5cXV3F7NmzRUJCglAoFCI0NFSkp6eL3bt3C5VK\nJebPny+EEGLPnj3CxsZGzJ07V/z2229i9uzZokqVKuLIkSNCCCE0Go2YMmWKtOycnByhUChEdna2\nEEKIjh07iqCgIJGamiq2b98u6tSpI5RKpd68/v7+4ujRo+Lw4cOiXr16Yvz48eVqBiAAwYdBHgZ/\nS1Elx/eMYTwse4uLi6UsbNu2rUhLSxMrV64UCoVCNGjQQOzdu1fs379fVK9eXXz99ddCCCE2b94s\nXnjhBbF582aRlZUlpk2bJtRqtbh48WK5dTI7mbEkD0O/Dwy+Z9DJyQlWVlZwcHCAg4MDAGDBggVo\n3LgxOnTogFdffRUnT54EAMyfPx/du3fHe++9By8vL4wZMwY9evTAjBkznriezMxM7NmzB99//z38\n/f3x2muvITY2Fvdfo//58ssvERAQgJdffhm9evVCamqqoTeZiEh2D8vesj7++GP4+fmhb9++qFGj\nBiIjIxESEoLg4GBoNBqcPXsWAPCvf/0LH330Ed544w14enpi0qRJCAgIwJIlS0y9SURkIia5A4mn\np6c07ODggHv37gEAzpw5gyFDhujN26ZNG8TFxT1xmSdPnoSDgwO8vLyktsDAwKded3kxZYY1Dx5E\nZGharRZarVbuMixO2asq2NnZwc3NTRqvWrWqdPpORkYGJk2apHeKTmFhIVxdXR+x5JgywxowO4kM\nz9i5aZLOoJWVld546d47Ozu7cvMWFxejpKTkocvR6XTSsLW1dbm9gH8ff9y6y4t5RDsRGZJGo4FG\no5HGY2Nj5SvGglhb68f9o35pXFxcjFmzZiEsLExqE0JApVI9YskxBqqQiB7F2LlplF8TP+0lZXx9\nfXHo0CG9tuTkZDRo0AAAYGtri/z8fGla6Q9HAKBRo0a4ffs2srKypLZjx449T9lERBXaP72cV9nn\nNWjQAL///js8PDykx6xZs7g3l6gSM8qeQZVKhYyMDDg6Oj50euneuXHjxqFNmzaYO3cuOnXqhG3b\ntmHjxo3YsWMHAKBVq1aIj49Hv379AACffvqpFFo+Pj4IDw/HoEGDMG/ePFy5cgWffPIJr21IRBbr\nSdn7KEIIvVweOHAgfH190bZtW6xcuRJLly7F0KFDjVEyEZkBo+wZHDlyJBYvXozBgweX65wpFAqp\nrWXLlli9ejUWL16MJk2aID4+HmvXrkWHDh0A3A+lli1bol27dujTpw8mT56sd9j3+++/h1qtRmBg\nIIYPH46BAweiSpUqeut61LqJiCqbR2Xvk3KvbDb26tUL06dPR2xsLPz8/JCQkICEhAT4+/sbtXYi\nko9CPPokOrP2119/YdeuXejUqZN0LszatWvxwQcfICcn55mWdT8EK+TLYIYUjzkvk6g8hYLvmYqK\n2SkHfl7I8LlZYe9VZGtri3fffRexsbHIyclBcnIyYmNj0atXL7lLMyCt3AU8hFb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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now populate two lists \n", + "#Jane Austen: Pride and Prejudice\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "#Jane Austen: Emma\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/158/pg158.txt')\n", + "#Mark Twain: Adventures of Huckleberry Finn\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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qWrZsiUaNGmHDhg0awXxWVpbWsVAe9Vt96aloP5X79u3DTz/9BAB4+vTpSy1H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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Now populate two lists \n", + "#Jane Austen: Pride and Prejudice\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/ebooks/1342.txt.utf-8')\n", + "#Jane Austen: Emma\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/cache/epub/158/pg158.txt')\n", + "#Mark Twain: Adventures of Huckleberry Finn\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Pride and Prejudice and Huckleberry Finn')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of words_JaneAusten_Pride&Prejudice = 717573\n", + "Number of words_MarkTwain_HuckleBerryFinn = 610157\n", + "would_count = 468\n", + "p_would_book1 = 0.000652198452283\n", + "would_count = 591\n", + "p_would_book2 = 0.000968603162793\n", + "must_count = 317\n", + "p_must_book1 = 0.000441766900371\n", + "must_count = 79\n", + "p_must_book2 = 0.000129474872861\n", + "miss_count = 43\n", + "p_miss_book1 = 5.99242167696e-05\n", + "miss_count = 42\n", + "p_miss_book2 = 6.88347425335e-05\n", + "agreeable_count = 59\n", + "p_agreeable_book1 = 8.22215997536e-05\n", + "agreeable_count = 0\n", + "p_agreeable_book2 = 0.0\n", + "dear_count = 162\n", + "p_dear_book1 = 0.000225761002713\n", + "dear_count = 18\n", + "p_dear_book2 = 2.95006039429e-05\n", + "scruple_count = 10\n", + "p_scruple_book1 = 1.3935864365e-05\n", + "scruple_count = 0\n", + "p_scruple_book2 = 0.0\n" + ] + } + ], + "source": [ + "from __future__ import division\n", + "import nltk\n", + "from nltk import *\n", + "import re\n", + "\n", + "#Open file and read\n", + "f = open('P&P.txt', 'r')\n", + "text = f.read()\n", + "\n", + "f2 = open('HF.txt', 'r')\n", + "text2 = f2.read()\n", + "\n", + "#Find the number of words in the text\n", + "num_words_book1= len(text)\n", + "print \"Number of words_JaneAusten_Pride&Prejudice = \" + str(num_words_book1)\n", + "\n", + "num_words_book2= len(text2)\n", + "print \"Number of words_MarkTwain_HuckleBerryFinn = \" + str(num_words_book2)\t\t\n", + "\n", + "word1 = text.count(\"would\")\n", + "print \"would_count = \" + str(word1)\n", + "\n", + "probability1 = word1/num_words_book1\n", + "print \"p_would_book1 = \"+ str(probability1)\n", + "\n", + "word1 = text2.count(\"would\")\n", + "print \"would_count = \" + str(word1)\n", + "\n", + "probability2 = word1/num_words_book2\n", + "print \"p_would_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word2 = text.count(\"must\")\n", + "print \"must_count = \" + str(word2)\n", + "\n", + "probability1 = word2/num_words_book1\n", + "print \"p_must_book1 = \"+ str(probability1)\n", + "\n", + "word2 = text2.count(\"must\")\n", + "print \"must_count = \" + str(word2)\n", + "\n", + "probability2 = word2/num_words_book2\n", + "print \"p_must_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word3 = text.count(\"miss\")\n", + "print \"miss_count = \" + str(word3)\n", + "\n", + "probability1 = word3/num_words_book1\n", + "print \"p_miss_book1 = \"+ str(probability1)\n", + "\n", + "word3 = text2.count(\"miss\")\n", + "print \"miss_count = \" + str(word3)\n", + "\n", + "probability2 = word3/num_words_book2\n", + "print \"p_miss_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word4 = text.count(\"agreeable\")\n", + "print \"agreeable_count = \" + str(word4)\n", + "\n", + "probability1 = word4/num_words_book1\n", + "print \"p_agreeable_book1 = \"+ str(probability1)\n", + "\n", + "word4 = text2.count(\"agreeable\")\n", + "print \"agreeable_count = \" + str(word4)\n", + "\n", + "probability2 = word4/num_words_book2\n", + "print \"p_agreeable_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word5 = text.count(\"dear\")\n", + "print \"dear_count = \" + str(word5)\n", + "\n", + "probability1 = word5/num_words_book1\n", + "print \"p_dear_book1 = \"+ str(probability1)\n", + "\n", + "word5 = text2.count(\"dear\")\n", + "print \"dear_count = \" + str(word5)\n", + "\n", + "probability2 = word5/num_words_book2\n", + "print \"p_dear_book2 = \"+ str(probability2)\n", + "\n", + "\n", + "word6 = text.count(\"scruple\")\n", + "print \"scruple_count = \" + str(word6)\n", + "\n", + "probability1 = word6/num_words_book1\n", + "print \"p_scruple_book1 = \"+ str(probability1)\n", + "\n", + "word6 = text2.count(\"scruple\")\n", + "print \"scruple_count = \" + str(word6)\n", + "\n", + "probability2 = word6/num_words_book2\n", + "print \"p_scruple_book2 = \"+ str(probability2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is a significant difference in the writing styles of the two authors Jane Austen and Mark Twain. Words like \"agreeable\", \"dear\", \"scruple\" are encountered much more in Jane Austen's books than in Mark Twains books. The probability for a few of the commonly used words in both books and some words that are more common in Jane Austen's books are generated by the above program.\n", + "\n", + "The output is as follows:\n", + "```\n", + "Number of words_JaneAusten_Pride&Prejudice = 704147 \n", + "Number of words_MarkTwain_HuckleBerryFinn = 597796 \n", + "would_count = 468 p_would_book1 = 0.000664633947173 \n", + "would_count = 591 p_would_book2 = 0.000988631573313 \n", + "must_count = 317 p_must_book1 = 0.000450190088149 \n", + "must_count = 79 p_must_book2 = 0.000132152105401 \n", + "miss_count = 43 p_miss_book1 = 6.10667942915e-05 \n", + "miss_count = 42 p_miss_book2 = 7.02580813522e-05 \n", + "agreeable_count = 59 p_agreeable_book1 = 8.37893224e-05 \n", + "agreeable_count = 0 p_agreeable_book2 = 0.0 \n", + "dear_count = 162 p_dear_book1 = 0.000230065597098 \n", + "dear_count = 18 p_dear_book2 = 3.01106062938e-05 \n", + "scruple_count = 10 p_scruple_book1 = 1.42015800678e-05 \n", + "scruple_count = 0 p_scruple_book2 = 0.0\n", + "```\n", + "\n", + "** I was unable to upload the text files I used for this program. They are the books Advntures of Huckleberry Finn by Mark Twain and Pride and Prejudice by Jane Austen from the project Gutenberg\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From kagrawa1" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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RjLdto56BW758Odzc3GBtbY1mzZph27ZtAICYmBgEBATA1tYWdnZ26NKlC/76\n6y8A+S+h/vbbb2jRogVsbGzQp08fZGZmGrOKREQVwsPEy8aNG+PDDz80WM8zzzyDBQsWICsrCyNG\njECtWrVga2uLzp0748SJE2W+X0RUNoyWwMXFxWHChAlYtGgRTpw4gX79+iE4OBjp6eno1q0bOnfu\njKSkJPz0009ITU3F7Nmz863jn3/+QdeuXdGxY0ckJCSgZcuW+PrrryvwJVQiopJ72Hg5YMAAbNy4\nUV3PmTNnEBsbi/79+2PJkiXYtWsXtm/fjiNHjkCr1SI0NLSc9pCISpvR2oFLS0uDoihwcXGBs7Mz\npk6ditatW8PMzAxvv/02Jk6cCACoX78+XnjhBcTExORbx8aNG1G9enX1F+bUqVOxfft2Y1WRiKhC\neNh4GRISgunTp+PMmTOoX78+Nm7ciLZt26JOnTpIS0uDtbU16tevj+rVq+Pjjz/GqVOnynM3iagU\nGe0MXFBQEHx9feHr6wsfHx+88847aNiwIerUqYPBgwdj/vz5GDJkCJ566inMmzcPOTn5G5JMSkqC\nj4+PwbRWrVrxXhsiqlQeNl66u7vjqaeewjfffAMA+OabbxASEgIAeO2113Dp0iU88cQT6NChAzZs\n2ABvb+9y20ciKl1GOwNnbW2NmJgYREdHIzIyEps2bcLSpUuxdetW9OvXDy1btkRgYCCGDx+OyMhI\nREdHF7ie+xM7c/MHVTEsz2sdKtMTJkQVh/5/AxnDo8TLAQMGYP369QgODkZiYiL69OkD4N79cWlp\nadixYwe2bduG2bNnY+XKlTh06BCsrKzuq0FYntc6MG4SlQ69Xg+9Xl86Kxcj2b17t4SHh6vjOTk5\n4unpKeHh4eLl5WVQtm/fvuLv7y8iIqtXr5Z69eqJiMjy5cvF2dlZsrKy1LIdO3aUoUOHFrhNAAII\nBw4cynS416Q5PbyHjZciIufPnxdzc3N56623pHv37ur0jz/+WDZs2KCOp6eni6IocuDAAYP1MW5y\n4ABjf6SLzZjbNtolVEtLS8ycORMrV65EWloaIiIicO7cObi5ueHPP//E7t27kZqairlz5yIyMhK3\nbt3Kt47+/fvj9u3bGDNmDI4fP4758+dj7969xqoiEVGF8Cjxsnbt2mjXrh3mz5+vXj4FgMuXL2P8\n+PHYtWsX0tLS8Pnnn0Or1cLT07M8dpGISpvRUkERWbVqlXh6eoqVlZW4u7vLihUrJDs7W0aMGCGO\njo7i6OjIqPdyAAAgAElEQVQow4cPl61bt4pWq5Vbt27J6tWrxdnZWV1HfHy8tGnTRqytreW5556T\nESNG8AwcBw4VauAZOGN4mHiZa+XKlWJjYyM3btxQp929e1cmTJggTzzxhFhZWUnr1q0lKioq33YZ\nNzlwQJl8xgtizG1X+IZ8i8IGKYnKAxvyLW8zZsxAcnIyNmzYUOJlGTeJKkdDvkZ7iIGIiErX0aNH\nERcXhyVLlqhPohLR46nc+0IlIqLiOXToEEaMGIGBAweiQ4cO5V0dIipHvIRKRCXES6imjHGTqHJc\nQuUZOCIiIiITUwnugWM/qURlSat1xPXrV8q7GvRIGDfp8aXVOpZ3FYzC5BM4XsYhKnv3LsORqWLc\nJDJ9vIRKREREZGKYwBERERGZGCZwRERERCbG5O+B4704ZGxarSMyMi6XdzWISg3jJlVGj1vsZjtw\nRPmUXxtBpsKYbRlR2WLcpMqr4scltgNHRERE9BhjAkdERERkYso9gQsLC0NAQECh8zt16oTw8PAy\nrBERkenT6/XQaDTIyckp76oQUSko9wTuQRRF4Q23REQl5OfnhwsXLkCjqfBhnogeAj/ZRESVUJUq\nVVCzZs3yrgYRlZIiE7jmzZtj0aJF6nivXr3QvHlzdXzz5s3w9PTE1atXMXz4cNSuXRv29vYYOHAg\nrly511diQafxQ0NDMWjQoAK3GRERgUaNGsHW1hYjR45EdnZ2hX+qhIioouElVKLKrcgELigoCHq9\nHsC9vvN+/fVXJCUl4caNGwCAXbt2ISgoCL169cKRI0cQGRmJn3/+GcePHy80QQMKvyyalJSEvn37\nYvjw4YiLi4O5uTn0ej0voRIRERHlUWQCFxgYiKioKABAYmIinJyc0LBhQ/z+++8AgN27d8PDwwNR\nUVFYu3YtWrVqhVatWuHLL7/E9u3bkZycXOB6Czujtnr1avj5+WHixInw9PTEwoUL4eLi8ij7R0RE\nRFTpFNkTg5+fH+7cuYOEhARERUUhICAA2dnZiI6OhoeHB9LT02Fvbw+tVgsvLy91OS8vLzg6OiI5\nORnVqlV7YCVyz7AlJSUZXKLVaDTw9fV9wNJheV7r/jcQkTHp9Xr1bDxVBmF5XuvAuElUOkozdhaZ\nwFlYWECn00Gv1yM6Ohrdu3dHVlYWvvrqKzg7O6Ndu3ZwdHQscNns7GxkZ2cXePkzKyurwCejFEXJ\nd79GlSpVHrALYQ+YT0SPSqfTQafTqeNs2sfUhZV3BYgeC6UZOx/4FGpgYCD27NmD6OhoBAQEICAg\nAPv370dkZCS6dOkCLy8vXL9+HceOHVOXSUpKQkZGBry8vGBhYQEAyMjIUOenpqYabCP3kqq3tzdi\nY2MNpsfHxz/aHhIRERFVMsVK4Hbu3AmNRgM3Nzd4enrCzs5OTeA8PT3RvXt3DBkyBAcPHkRsbCyG\nDBmCgIAA+Pj44Mknn4S1tTXmzJmD06dPY/78+YUmZcOGDUN8fDxmzpyJ48eP44033siX7BERERE9\n7h6YwHl4eKBu3boGvSW0bdsWrq6u8PT0BACsXbsWHh4e6NixIwIDA9G0aVNs3boVAFC1alV8+umn\n+Oabb+Dt7Y24uDiMGzdOXVfeJ1IbNmyIyMhIfPvtt/D19cW5c+fQu3dvo+4wEdHjgk/wE1Veiphw\nI2v3gpPJVp8qLIVtDz6AovB/ZKoYN6nyqvhxyZixkz0xEBEREZkYJnBEREREJoYJHBEREZGJYQJH\nREREZGKKbMjXNPApKzIurbbgxqmJKg/GTap8HrfYbfIJXEV/4oSIqKJh3CQyfbyESkRERGRimMAR\nERERmRgmcEREREQmxuTvgWNXMZSXVuuIjIzL5V0NogqNcZOMiXG3fLArLapkKn5XKpUBu9IyXYyb\nZHyMB8XFrrSIiIiIHmOlksDNmjUL7du3f+T1XLx4ERs3bjRCjYiIKpc1a9bA2dm50PmvvPIKhg4d\nWoY1IqKyVKHPwE2ZMgU//PBDeVeDiKjC6d+/P+Lj4wudrygK73UjqsQq9EMMvKZORFQwKysrWFlZ\nFVmGMZSo8jLKGbjk5GS0bdsWtra2aN++PS5evKjOi4mJgb+/P+zs7NCgQQMsX75cnRcaGopx48Yh\nJCQEdnZ2cHZ2xtq1awEAYWFhWLduHdavXw83NzdjVJOIqEJavnw53NzcYG1tjWbNmmHbtm0A7sXP\ngIAA2Nraws7ODl26dMFff/0FIP8l1N9++w0tWrSAjY0N+vTpg8zMzHLZFyIqG4+cwN2+fRtdu3ZF\n/fr1cfjwYbz00kv45JNPoCgKkpOT0aFDB+h0OsTHxyM8PBxvvPEGNm3apC6/YsUKtGzZEkePHkWf\nPn0wYsQIXL16FZMnT0ZwcDD69OmD2NjYR60mEVGFFBcXhwkTJmDRokU4ceIE+vXrh+DgYKSnp6Nb\nt27o3LkzkpKS8NNPPyE1NRWzZ8/Ot45//vkHXbt2RceOHZGQkICWLVvi66+/5iVUokrskS+h7t69\nG5cuXcKKFStga2sLLy8v7N27F+np6Vi1ahWaN2+OWbNmAQDc3d2RnJyMDz74AH369AEA+Pj4YNKk\nSQCAGTNmYNGiRTh69Cj8/f1hZWWF7OxsODk5PWo1iYgqpLS0NCiKAhcXFzg7O2Pq1Klo3bo1zMzM\n8Pbbb2PixIkAgPr16+OFF15ATExMvnVs3LgR1atXx4cffggAmDp1KrZv316m+0FEZeuRE7ikpCQ0\nbNgQtra26rRWrVohPT0dycnJePrppw3KP/PMM1i2bJk63rBhQ/W1VqsFANy9e7cENQjL81r3v4GI\njEmv10Ov15d3NSqloKAg+Pr6wtfXF97e3nj++efxf//3f6hTpw4GDx6M+fPnIyEhAUlJSUhISECb\nNm3yrSMpKQk+Pj4G01q1aoWrV68WstWwPK91YNwkKh2lGTuN8hDD/TfKmpvfW621tXW+ednZ2cjK\nylLHq1Sp8sD1FS2sBGWJ6GHodDrodDp1PDw8vPwqU8lYW1sjJiYG0dHRiIyMxKZNm7B06VJs3boV\n/fr1Q8uWLREYGIjhw4cjMjIS0dHRBa4nJyfHYDw3DhcszHg7QESFKs3Y+cj3wDVt2hSnTp0y+KUX\nFxcHAGjUqBH2799vUD4mJgaNGjUq1rp5/wYRVXY///wzZsyYAX9/f7z//vtITk5GrVq1oNfrYW9v\nj8jISIwZMwZ+fn5ISUkpcB3e3t6Ii4tDdna2Oi0uLo4xlKgSe+QErlOnTnB1dcXLL7+M5ORkfPHF\nF9iwYQMURcHIkSORmJiIt956CydOnMC6deuwfPlyjB49uljr1mq1OHPmjPrUFRFRZWNpaYmZM2di\n5cqVSEtLQ0REBM6dOwc3Nzf8+eef2L17N1JTUzF37lxERkbi1q1b+dbRv39/3L59G2PGjMHx48cx\nf/587N27txz2hojKyiMncObm5tixYwdu3LiBVq1aYenSpRg/fjwAoG7duti2bRt+/PFH+Pj4YPbs\n2ViwYAFefvllAA9uaHLw4MFISUlB8+bNH7WaREQVkr+/P1asWIF58+ahcePGmDx5MhYsWIABAwZg\n0KBBCA4ORqtWrZCamopvvvkGx48fx+3btwH8d5XC0dERP/30E+Li4uDr64udO3di2LBh5blbRFTK\n2Jk9VTLsVLkssDN708W4ScbHeFBc7MyeiIiI6DHGBI6IiIjIxDCBIyIiIjIxTOCIiIiITIxRGvIt\nX2zniP6j1TqWdxWITADjJhkP4275MPkEjk++EBGVDOMmkenjJVQiIiIiE8MEjoiIiMjEMIEjIiIi\nMjEmfw8cO2t+fGi1jsjIuFze1SAyeYybZCyMy+WHXWmRCWF3LRUFu9IyXYybZFyMBSXBrrSIiIiI\nHmMPncClpaVBo9EgNTXVmPVBaGgoBg0aZNR1EhEREVUmFe4MnKIovD+DiIiIqAgVLoETEV5PJyIi\nIirCIydwERERcHd3h42NDXr06IHLly9jzZo1cHZ2Niin0+nwzjvvqONLliyBm5sb7Ozs0LFjRxw/\nfjzfuq9cuYInn3wSISEhTOqI6LGwfPlyuLm5wdraGs2aNcO2bdsAAOnp6ejVqxfs7OxQv359TJ06\nFXfv3lWXi46ORuvWrWFjYwNvb298+eWX5bULRFQGHjmBW7NmDb7++mvo9XrExcVhzpw5BV4CzXtp\n9LPPPsPbb7+NOXPm4MiRI6hXrx569uxpUPb27dt4/vnnUb9+fXzxxRe8rEpElV5cXBwmTJiARYsW\n4cSJE+jXrx+Cg4Nx9epV9O7dG05OTjh8+DDWr1+PyMhITJ06FQBw4cIFdOvWDYMGDcLRo0fx7rvv\nYsyYMYiMjCznPSKi0vLI7cDNnTsXrVq1AgAEBwcjISEB3t7eRS6zYsUKjBs3Dv369QNw72zcrFmz\nkJGRAUVRkJ2djQEDBgAANm/eDHNzk2+ujojogdLS0qAoClxcXODs7IypU6eidevW+O2333D69Gns\n378fGo0Gnp6eWLp0KQIDAzF37lwsW7YM7du3x5gxYwAAbm5uSE5OxsKFC9G9e/dy3isiKg2PnBk1\nbNhQfV21alXcunXrgcskJyfj7bffNljugw8+AHDvHrjNmzfjzp076NGjB6ysrB6wtrA8r3X/G4jI\nmPR6PfR6fXlXo9ILCgqCr68vfH194e3tjeeffx7/93//h23btuHq1auwt7dXy4oI7t69izNnziA5\nORk7duyAVqtV52dlZaFmzZqFbCksz2sdGDeJSkdpxs5HTuDMzMwMxkWkwMudWVlZ6msLC4si11m3\nbl2sWrUKgYGB2LZtG7p161ZE6bCSVJeIHoJOp4NOp1PHw8PDy68ylZi1tTViYmIQHR2NyMhIbNq0\nCUuXLsXrr78ODw8P9X64XCICZ2dn9apF3vuMRSRffP5PWOntBBGpSjN2lspTqBYWFrh+/bo6LiIG\n7cV5eHjg8OHD6nhmZiZq166NP/74A4qi4Nlnn4VOp8Po0aMxduzYYp3VIyIydT///DNmzJgBf39/\nvP/++0hOTkatWrUgIjh37hyqVasGNzc3uLm54e+//8bUqVORk5MDLy8vnDhxQp3n5uaGXbt2YdWq\nVeW9S0RUSkolgWvVqhUyMjKwePFipKamYvLkybhy5Yo6f9y4cVi8eDE2b96MkydP4rXXXkONGjXQ\npEkTg2ZEpk+fjszMTMyZM6c0qklEVKFYWlpi5syZWLlyJdLS0hAREYFz586hTZs2aNCgAV566SUc\nOXIEMTExGDp0KMzMzGBpaYmRI0ciLi4O06ZNw8mTJ7Fp0yZMnjw5X2sARFR5PFICd/+l0twnTd3d\n3fHRRx/hvffeg6+vL7KystC/f3+13IABAzBt2jSMGzcOLVq0wKVLl7B161Z1+dz1Vq1aFe+99x4+\n/PBDpKSkPEpViYgqPH9/f6xYsQLz5s1D48aNMXnyZCxYsACdO3fGDz/8ADMzMzz77LN4/vnn0a5d\nO/UMm4uLCyIjI7F79240bdoUkydPRnh4OF599dVy3iMiKi3szJ5MCDtNrijYmb3pYtwk42IsKAl2\nZk9ERET0GGMCR0RERGRimMARERERmRgmcEREREQmphL0UcU+Uh8XWq1jeVeBqJJg3CTjYFwuPyaf\nwPHpFyKikmHcJDJ9vIRKREREZGKYwBERERGZGCZwRERERCbG5O+Bu787L6p8tFpHZGRcLu9qEFUa\njJuPF8bQyoldaZEJYFctFQ270jJdjJuPI35eKwp2pUVERET0GGMCR0RERGRiKmQCp9frodFokJOT\ng7S0NGg0GqSmppZ3tYiIKoywsDAEBAQUOr9Tp04IDw8vwxoRUVmqkAkcERE9GkVR+LACUSXGBI6I\niIjIxBg9gWvevDkWLVqkjvfq1QvNmzdXxzdv3gxPT09kZGRgyJAhcHBwQJ06dfDqq6/ixo0bxq4O\nEVGZK24cvHr1KoYPH47atWvD3t4eAwcOxJUrVwAY3kqSKzQ0FIMGDSpwmxEREWjUqBFsbW0xcuRI\nZGdn88lDokrM6AlcUFAQ9Ho9gHv97f36669ISkpSk7Ndu3YhKCgIQ4cOxeXLlxEdHY1t27bh+PHj\nCA0NNXZ1iIjKXHHjYK9evXDkyBFERkbi559/xvHjxwtN0IDCL4smJSWhb9++GD58OOLi4mBubg69\nXs9LqESVmNETuMDAQERFRQEAEhMT4eTkhIYNG+L3338HAOzevRuNGjXCli1bsG7dOnh7e6NFixZY\nu3YtNm/ejD///NPYVSIiKlPFiYMeHh6IiorC2rVr0apVK7Rq1Qpffvkltm/fjuTk5ALXW9gZtdWr\nV8PPzw8TJ06Ep6cnFi5cCBcXl9LZOSKqEIzeE4Ofnx/u3LmDhIQEREVFISAgANnZ2YiOjoaHhwfS\n09Ph7OwMEckXYBRFwYkTJ0r4qzEsz2vd/wYiMia9Xq+eUaIHK04ctLe3h1arhZeXl7qcl5cXHB0d\nkZycjGrVqj1wO7mxMikpyeASrUajga+vbxFLhuV5rQPjJlHpKM3YafQEzsLCAjqdDnq9HtHR0eje\nvTuysrLw1VdfwdnZGe3atUNOTg7s7OwQHx9vsKyIoE6dOjhw4EAJthhm1PoTUX46nQ46nU4dZ/MU\nRStOHHR0dCxw2ezsbGRnZxf4QzYrKwsaTf4LJ4qiGNwrBwBVqlQpooZhJdkdInpIpRk7S+Up1MDA\nQOzZswfR0dEICAhAQEAA9u/fj8jISHTp0gVeXl64ceMGsrKy4ObmBjc3NyiKggkTJiAjI6M0qkRE\nVKaKEwevX7+OY8eOqcskJSUhIyMDXl5esLCwAACDmHh/e5i5l1S9vb0RGxtrMP3+H8hEVLmUWgK3\nc+dOaDQauLm5wdPTE3Z2dmrgatSoEYKCgjBo0CAcOHAACQkJGDhwIP755x/Url27NKpERFSmHhQH\nPT090b17dwwZMgQHDx5EbGwshgwZgoCAAPj4+ODJJ5+EtbU15syZg9OnT2P+/PmFJmXDhg1DfHw8\nZs6ciePHj+ONN95g4+dElVypJHAeHh6oW7euQSvhbdu2haurKzw9PQEAX3zxBTw8PNC5c2fodDrU\nq1cPERERavm8lw/4JBURmZrixMG1a9fCw8MDHTt2RGBgIJo2bYqtW7cCAKpWrYpPP/0U33zzDby9\nvREXF4dx48ap68r7RGrDhg0RGRmJb7/9Fr6+vjh37hx69+5dhntLRGVNERNuKOhe8DLZ6lOxKWzP\nqoJRFL4npopx83HEz2tFYczYyZ4YiIiIiEwMEzgiIiIiE8MEjoiIiMjEGL0duLLHBxwqO6224Pay\niOhhMW4+ThhDKyeTT+B4YyYRUckwbhKZPl5CJSIiIjIxTOCIiIiITAwTOCIiIiITY/L3wLGXBtOn\n1ToiI+NyeVeD6LHBuFm5MIY+ntgTA1UAbCXc1LAnBtPFuFkZ8fNoKtgTAxEREdFjjAkcERERkYkx\n2j1w8fHxuHHjBrKystChQwdkZWVBo2F+SERERGRsRsuwevfujRMnTsDPzw8XLlxg8kZERERUSoya\nZYkIqlSpgpo1axpztURERESUh1ESOJ1OhzNnzmDYsGFo0KABNBoNcnJykJaWBo1Ggx9++AGurq7Q\narWYNGkSEhMT0bJlS9jZ2aFnz564efOmuq6VK1fCzc0NWq0WAQEBOHjwoDGqSERUbk6fPo3u3buj\natWqcHZ2xpw5cwAA6enpCA4OhpOTE2rUqIExY8bg9u3bAIA1a9bA398f7733HqpVq4Y6depgw4YN\n2LhxI1xcXFCtWjW89dZb6jZu376N8ePHo2bNmqhevTr69euHixcvlsv+ElEZECO4fPmyODs7y4IF\nCyQiIkIURZHs7Gw5ffq0KIoifn5+kpiYKF9++aUoiiJeXl6yZ88eiYqKEnt7e1myZImIiGzdulVq\n1aolW7dulVOnTsns2bNFq9XK+fPnC9wuAAGEg8kPRjkMqQzxPSu+W7duibu7u7zwwgvyxx9/yI8/\n/igODg6ydu1a8fDwkG7dukliYqL88ssv0rBhQxk1apSIiKxevVosLS1l6NChkpKSImPHjhVbW1tp\n166dHD16VFasWCGKosjRo0dFRGTixInSpk0bOXDggPzxxx/Sp08feeqpp/LVh3GzMg78PJoKY75X\nRluTq6urfPbZZ/LLL7/kS+B27NihlnNycpKwsDB1vGfPnjJ69GgREfH395cFCxYYrLd9+/Yyc+bM\ngivPQFRJBgYfU8P3rPgiIyPF1tZWMjIy1GlfffWVrF27VmxsbOTKlSvq9J07d4q5ublcu3ZNVq9e\nLebm5nLjxg0RETly5IgoiiJ6vV4tb29vL5s2bZLMzEyxtLSUuLg4dd7NmzfFxsZGfv31V4P6MG5W\nxoGfR1NhzPeqTHpicHNzU19bW1ujfv366riVlZV6ySA5ORnTpk3DO++8o86/c+cOnJ2di1h7WJ7X\nuv8NRGRMer0eer2+vKthkpKSkuDu7g6tVqtOCwkJwdy5c+Hu7g4HBwd1+jPPPIPs7GycOnUKAFC9\nenXY2toCuBc7ARjET2tra9y+fRupqam4c+cOAgICDLZ9+/ZtnDx5Ev7+/vfVKizPax0YN4lKR2nG\nzjJJ4MzNDTdT2BOq2dnZmD9/Pjp37qxOExHY2dkVsfYwI9SQiIqi0+mg0+nU8fDw8PKrjImxsLAo\ncHpuQpZXdna2wd/7YydQcPzMysoCAERFRcHe3l6dLiKoUaNGAVsPe1C1icgISjN2Gu0p1IftWy/v\ncl5eXjh79izc3NzUYf78+fzlT0Qmy9PTEykpKbh+/bo6bfr06Zg7dy5OnTqFK1euqNNjYmJgZmYG\nd3f3Em3D3d0dZmZm+Oeff9TYWaNGDUycOBFnzpwx2r4QUcVhtATOzs4OycnJuHy5ZB3qigjuXRYG\nJk6ciMWLF2PdunVISUlBeHg4PvvsMzRu3NhY1SQiKlOBgYFwdnbGsGHDcOzYMezYsQNLlizBwoUL\n4enpiUGDBiExMRF6vR5jx45FSEgIHB0dS7QNOzs7DBs2DKNHj8Yvv/yCY8eOYfDgwUhMTISnp2cp\n7RkRlSejXUIdPXo0Jk2ahM8//9zgrNqDzswpiqKWCQ4OxsWLFxEeHo6//voLjRs3RkREBHx8fIxV\nTSKiMqXRaBAREYFRo0ahRYsWqFWrFqZPn46+ffuidevWGD16NNq0aQM7OzsMHDhQbWIkb2zMVVQ8\nnTdvHiZPnox+/frh1q1b8PPzw08//QRLS8tS3T8iKh+K5J7+MkH3gpnJVp9UCkz4MHwsKQrfM1PF\nuFkZ8fNoKowZO9nfFREREZGJYQJHREREZGKYwBERERGZGCZwRERERCamTBryLV0P1/4cVRxabcma\nTCCiR8W4WZkwhj6eTD6B45M3REQlw7hJZPp4CZWIiIjIxDCBIyIiIjIxTOCIiIiITIzJ3wP3oK66\nqGLTah2RkVGy/nOJ6NEwbpo+xk5iV1pUztgFjCliV1qmi3GzsuBn0BSxKy0iIiKix1iFSOBCQ0Mx\naNCgQue7u7tj7dq1ZVgjIiIiooqrQiRwiqIUeU/Gg+YTERERPU4qRAInIryWT0RERFRMJU7gTp8+\nje7du6Nq1apwdnbGnDlzAADp6ekIDg6Gk5MTatSogTFjxuD27dsAgDVr1sDZ2dlgPTqdDu+8806B\n2/j0009Rv3592NvbIzw8vKRVJCIySYXF0TVr1sDf3x8zZsxAzZo14eDggPHjxxv88F25ciXc3Nyg\n1WoREBCAgwcPluOeEFFpK1EzIrdv30bnzp3h4+ODffv2IT09Hf369UPdunUxa9YseHp6Yu/evbh0\n6RJeeeUViAiWLl1a4Lruvyya+/qnn37CmDFjsHLlSrRu3RrvvvsuUlJSHmEXiYgqvjt37qBDhw4F\nxtGnnnoKsbGxcHFxwW+//YYDBw5gyJAhCAoKQlBQEH744Qe8++67+PTTT9GkSRN888036NChA06c\nOIHatWuX964RUSkoUQK3e/dunD9/HocPH4ZWq0WTJk2wfPly3L17F3/++ScOHDgABwcHAMCyZcvQ\nvXt3vPfeeyWq0KeffoqQkBAMHjwYALBq1Sps3769ROsgIjI1O3fuLDSOenp6IisrC5988gm0Wi08\nPDwwf/58HDx4EEFBQfjggw/w5ptvokePHgCAadOmYffu3Vi1ahXefvvt8twtIiolJUrgkpKS4O7u\nDq1Wq04LCQnB3Llz4e7urgYdAHjmmWeQnZ2NkydPlqhCycnJGDZsmDpetWpVeHh4FLFEWJ7Xuv8N\nRGRMer0eer2+vKtRqSUnJxcaR+/evYvq1asbxN6qVavi7t276rLTpk0zuC3lzp07+W5d+U9Yntc6\nMG4SlY7SjJ0lSuAsLCwKnG5tbZ1vWnZ2NgAgJyenwCdIs7KyCt3O/Q80VKlSpYhahRUxj4iMQafT\nQafTqeO8N9X4ioqj2dnZBcbf3FiZnZ2N+fPno3Pnzgbz7OzsCtla2CPXl4gerDRjZ4keYvD09ERK\nSgquX7+uTps+fTrmzp2LU6dO4cqVK+r0mJgYmJmZwd3dHRYWFgbLiAhSU1ML3Ia3tzcOHDigjmdm\nZuLEiRMlqSYRkclp3LhxoXHU3Lzo39peXl44e/Ys3Nzc1GH+/Pk8a0pUiZUogQsMDISzszOGDRuG\nY8eOYceOHViyZAkWLlwIT09PDBo0CImJidDr9Rg7dixCQkLg6OiIVq1aISMjA4sXL0ZqaiomT55s\nEKSA/35Jjh49Gt999x0++eQTHDt2DK+99hpu3LhhvD0mIqqAOnXqVGgcdXJyylc+75WKiRMnYvHi\nxVi3bh1SUlIQHh6Ozz77DI0bNy7LXSCiMlSiBE6j0SAiIgKXL19GixYtMHLkSEyfPh19+/bFli1b\noCgK2rRpg379+qFnz55YtWoVAMDDwwMfffQR3nvvPfj6+iIrKwv9+vVT15v3iVR/f3+sW7cOH374\nIbyqWLYAACAASURBVFq1agUHBwc888wzRtxlIqKKR1GUQuOoiOS7FSXveHBwMN5//32Eh4fD29sb\nERERiIiIgI+PT1nvBhGVEXZmT+WMHTKbInZmb7oYNysLfgZNETuzJyIiInqMMYEjIiIiMjFM4IiI\niIhMDBM4IiIiIhNTooZ8K6b8jQST6dBqHcu7CkSPIcZNU8fYSSafwPEpHCKikmHcJDJ9vIRKRERE\nZGKYwBERERGZGCZwRERERCbG5O+Bu797GTINWq0jMjIul3c1iB5LjJumi7GTcrErLSon7AbGlLEr\nLdPFuGnq+NkzZexKi4iIiOgxxgSOiKgS0Ov10Gg0yMnJQVpaGjQaDVJTU8u7WkRUSpjAEREREZkY\nJnBEREREJqZUErj09HQEBwfDyckJNWrUwJgxY3D79m2sWbMG/v7+mDFjBmrWrAkHBweMHz/e4Ia+\nlStXws3NDVqtFgEBATh48GBpVJGIqMJo3rw5Fi1apI736tULzZs3V8c3b94MT09PZGRkYMiQIXBw\ncECdOnXw6quv4saNG+VRZSIqZ0ZP4O7cuYMOHTrg5s2b2Lt3L7799lvs2LEDr7/+OhRFQWxsLI4d\nO4bffvsNy5Ytw9KlS/Hjjz8CAH744Qe8++67WLRoEeLj49GlSxd06NABFy5cMHY1iYgqjKCgIOj1\negD3urn69ddfkZSUpCZnu3btQlBQEIYOHYrLly8jOjoa27Ztw/HjxxEaGlp+FSei8iNGFhERITY2\nNnLlyhV12s6dO8Xc3FwWLVokGo1GMjIy1HktWrSQmTNnioiIv7+/LFiwwGB97du3V+ffD4AAwsEk\nB6MfelSG+P4Z1549e6RatWoiIpKQkCAeHh7SqFEj+fHHH0VExN3dXZYtWyYajUYuX76sLpeWliaK\nokh6err88ssvoiiKZGdny+nTp0VRFElJScm3LcZNUx/42TNlxnz/jN6Qb3JyMtzd3eHg4KBOe+aZ\nZ5CdnY27d++ievXq0Gq16ryqVavi7t276rLTpk3DO++8o86/c+cOnJ2djV1NIqIKw8/PD3fu3EFC\nQgKioqIQEBCA7OxsREdHw8PDA+np6XB2doaIwMXFxWBZRVFw4sQJNs5L9JgxegJnbW2db1p2drb6\n18LCIt/8e0npvfnz589H586dDebZ2dkVscWwPK91/xuIyJj0er16iY+Mz8LCAjqdDnq9HtHR0eje\nvTuysrLw1VdfwdnZGe3atUNOTg7s7OwQHx9vsKyIoE6dOjhw4EAJthiW57UOjJtEpaM0Y6fRE7jG\njRvj1KlTuHLlChwdHQEAMTExMDMzg7l50Zvz8vLC2bNn4ebmpk4bNWoU2rZti379+hWyVJiRak5E\nhdHpdNDpdOp4eHh4+VWmkgoMDMSuXbtw4MABzJ07F1lZWRg3bhzs7OzQpUsXeHl54caNG8jKyoKn\npycA4PTp0xg/fjxWrlxZwq2FGb3+RJRfacZOoz/E0KlTJ3h6emLQoEFITEyEXq/H2LFjERISAicn\np3zlc8++AcD/t3fnYVHWax/AvzOiCMyASuKCyCJrIqJRQUIN6FHytbTMrSTNJdOjJ3Mplyyw5fhe\nLqVp7ud1Ke31uKEmWkpIdjAXFk2HUFATl9RjimQCA/f7h8fnhcCVeWYY+H6uay5nfs8zz/37OfPc\nc/Os48aNw7x587Bq1Srk5uYiISEBy5cvR1BQkLm7SURUo3Tr1g07duyAVquFj48P/P39odPpsG3b\nNjz77LMIDAxEbGws4uLisH//fmRlZWHgwIG4dOkSmjdvbu3uE5GFmb2A02g02Lx5MzQaDcLDw9Gv\nXz/07NkTy5Ytg4hUOk6j/Ou+fftixowZSEhIQHBwMBITE5GYmIiQkBBzd5OIqEbx8/ODu7s7oqKi\nlLann34aXl5eyha31atXw8/PD127doXBYECrVq2QmJiozF8+n/KYOKLajTezJyvhDZltGW9mb7uY\nN20d1z1bxpvZExEREdVhLOCIiIiIbAwLOCIiIiIbwwKOiIiIyMaY/TpwlsczrWyRXt/Y2l0gqsOY\nN20VcyfdZvMFHM/GISJ6MMybRLaPu1CJiIiIbAwLOCIiIiIbwwKOiIiIyMbY/DFwvF2MbdHrG6Og\n4Iq1u0FUpzFv2gbmS7ob3kqLLIy3gakNeCst28W8aUu4ntU2vJUWERERUR3GAo6IiIjIxtToAk5E\nsGjRIm5CJqJa68MPP0R0dDRWrlwJDw+PO843bNgwvPbaa/e1zMLCQqxcudJcXSSiGqhGF3CpqakY\nNWoUCzgiqvX69++PzMzMO07XaDT3ffLB7NmzsWzZMnN1jYhqoBp9Furtwo0FHBHVdvb29rC3t7/r\nPPebC5kziWo/i2yBy8vLQ5cuXeDk5ISQkBDMmjUL3t7eAACj0YjY2Fi4uLjA3d0dCQkJEBGcOnUK\nMTExAID69esjNTXVEl0lIlKV0WjE008/DScnJ0RHR+PSpUsAUGkX6g8//ICOHTvC0dERL730En7/\n/XdlWnx8PPr374/Ro0ejUaNGcHNzw4wZMwAAK1aswPTp0/HDDz+gXr16lh0cEVmM6gWcyWRCjx49\n4OLigkOHDmHy5MmYPn06NBoN/v3vfyMqKgqtWrXC/v37sXDhQixYsACzZ89G69atsWHDBgDA2bNn\nERERoXZXiYhUVVRUhO7du8PT0xPp6el45ZVXsGjRokq7Ri9duoTu3bujc+fOyMrKwmOPPYavvvqq\nwnybNm1CgwYNkJ6ejrfffhtTpkxBdnY2+vfvj/Hjx+PJJ5/E+fPnLT1EIrIQ1XehJicn45dffsG+\nffvg7OyMwMBAHDlyBGvXrsWaNWvg6OiIxYsXo169eggICMAHH3yAadOmYcKECWjcuDEAoFmzZtBq\na/ThekRE97Rr1y5cvnwZixYtgpOTEwICArBnzx7k5+dXmG/dunV45JFHMHPmTADA5MmTsX379grz\nNG7cGLNnz4ZGo8GECRMwY8YMHDx4EIGBgXBycoKdnR3c3NwsNjYisizVC7jDhw/D19cXzs7OSlt4\neDjWrl0Lo9GIDh06VNjMHxERgcuXL+PKlfu9+nR8ueeG/zyIyJxSUlKQkpJi7W7YvGPHjqFNmzZw\ncnJS2sLCwioVcMeOHUNISEiFtrCwMFy7dk157enpWWGLnF6vR0lJyX32JL7ccwOYN4nUoWbuVL2A\ns7Ozq3RA7e3XDg4OleYvLS2t8O+9xVene0R0HwwGAwwGg/I6ISHBep2xcX/Oh3Z2VafhsrKySvOV\nf2+DBg3uuew7i7/P+YioOtTMnarvlwwODkZubi4KCgqUtkOHDgEAAgMDkZ6eDpPJpExLS0uDq6sr\nmjZtyvv1EVGt0q5dO5w4cQJXr15V2jIyMirNFxwcjIyMjAp/yGZkZNx3TmTuJKr9VC/gOnfuDE9P\nTwwbNgzZ2dnYsGED5s6dC61Wi5dffhmlpaUYMWIEjEYjtmzZgvj4eIwcORIAoNPpANwq+IqKitTu\nKhGRqrp06QIvLy8MGTIERqMRq1evxtq1ayvN179/fxQVFWHMmDH4+eefMWfOHOzZs+e+4+j1epw/\nfx6nTp0yY++JqCZRvYDTaDTYuHEjLly4gNDQUHz44YcYOnQo6tevDycnJ+zYsQO5ubno2LEjxowZ\ng7FjxyqbGENCQtCtWzdERUUhKSlJ7a4SEanKzs4OSUlJKCwsRFhYGObPn4+xY8cqW8xu/9u4cWN8\n8803yMjIQIcOHbBjxw4MHz5cWc69Lurbu3dvaLVaBAcH4/Lly+oOioisQiMqX/Hx0qVLSE9PR7du\n3ZS2mTNnIikpCcnJydVa9q0ExgtW2hYNLzJaC2g0/BxtFfOmLeF6VtuYM3eqvgVORNCzZ08sXLgQ\np0+fxq5duzB37lz06dNH7dBEREREtZLqW+AAYMuWLZg2bRpycnLQrFkzjBw5Eu+88061l8u/JG0R\n/6KsDbgFznYxb9oSrme1jTlzp0UKOLUwEdkiJqTagAWc7WLetCVcz2obc+bOGn0z+/vD0+VtiV7f\n2NpdICLmTZvAfEl3Y/MFHP86ISJ6MMybRLaPNxglIiIisjEs4IiIiIhsDAs4IiIiIhtj88fA8Z5/\nNZde3xgFBVes3Q0i+hPmzZqP+ZPuhZcRIRXxFPjaipcRsV3Mm7aC61htZFN3YiAiIiIi82IBR0RE\nRGRjqlXAnTp1ClqtFufOnTNXf4iIqJpEBIsWLeIuOKJajFvgiIhqmdTUVIwaNYoFHFEtxgKOiKiW\nuV24sYAjqr3MUsCtXbsW7u7uaNSoEd544w0UFxcDANLS0hAZGQmdTgdvb298/vnnAIBz586hXr16\nOHDggLKMgoICNGzYEBkZGThz5gyeffZZuLi4wNXVFUOGDMHvv/9ujq4SEdmMvLw8dOnSBU5OTggJ\nCcGsWbPg7e0NADh69ChiYmLg6OgIPz8/zJkzB8CtQ1tiYmIAAPXr10dqaqrV+k9E6jFLAfePf/wD\nGzduRGJiIpKSkvDRRx/BaDQiJiYGBoMBmZmZSEhIwNtvv43169ejZcuWMBgMWLdunbKMzZs3w9vb\nGx06dMDo0aNhb2+PQ4cO4dtvv0VaWho+/vhjc3SViMgmmEwm9OjRAy4uLjh06BAmT56M6dOnQ6PR\n4ObNm4iNjcVTTz2FI0eO4LPPPsOnn36K+fPno3Xr1tiwYQMA4OzZs4iIiLDySIhIFVINJ0+eFI1G\nI8nJyUrbypUrpWnTpjJu3DgJDw+vMP+kSZPk8ccfFxGRZcuWiZeXlzKte/fukpCQICIi7du3l7i4\nOCkuLhYRkWPHjkl2dnal+AAEED5q7KNaXy+qwfjZqm/nzp3i5OQk165dU9omT54sXl5esnz5cmnf\nvn2F+VesWCFt2rQREZHvvvtONBqNlJaWVlou86atPLiO1Ubm/FzNcieGJ554QnneoUMHXL58GUaj\nEU8++WSF+SIiIrBgwQIAQO/evfHXv/4VBw4cgK+vL3bt2oVPP/0UADBp0iQMHjwYiYmJ6Nq1K3r3\n7o1+/frdIXp8ueeG/zyIyJxSUlKQkpJi7W7UKYcPH4avry+cnZ2VtvDwcKxduxZGoxFHjx6FXq9X\nppWVlaG4uBgmk+k+lh5f7rkBzJtE6lAzd5qlgKtXr57yvLS0FADQsGFD3Co2UWHa7eTSqFEjPPvs\ns/jnP/+JoKAgtGvXDn5+fgCA/v37o0uXLti8eTOSkpLw2muvYefOnfif//mfKqLHm2MIRHQXBoMB\nBoNBeZ2QkGC9ztQRdnZ2lXLo7dcmkwkGgwGLFy+uNL18Pr6zeDP1kojuRs3caZZj4DIzM5XnP/74\nI1q0aIGgoCD8+OOPFeZLS0tDYGCg8nrAgAHYunUrtm/fjgEDBgC4lYDGjx+P/Px8DBs2DBs2bMDS\npUvxv//7v+boKhGRTQgODkZubi4KCgqUtkOHDgEAAgICkJOTA09PT/j4+MDHxwdZWVmYMWMGNBoN\n73VKVBdUZ//r7WPgQkNDZf/+/bJjxw5p3ry5zJkzR/Lz88XR0VGmTJkiP//8s6xcuVKcnJxk+fLl\nyvv/+OMP0el0otPpJD8/X2n/y1/+Ip06dZKMjAzJzs6WXr16SVRUVKX44LEcNfzBYzhqK3626isr\nK5NHH31U+vTpI0ajUdavXy/Ozs7i4+Mj169fl2bNmsngwYPFaDTKN998I82bN5dJkyaJiMjBgwdF\no9HI/v375ebNmxWWy7xpKw+uY7WROT/Xai3p5MmTotVqZcmSJeLm5iZNmjRREojIrQNpH3vsMbG3\ntxd/f39ZsmRJpWW88sor8vTTT1doO3v2rLzwwgvSuHFj0el00qtXLzlz5kzlzjMR1fAHE1Btxc/W\nMrKzsyUqKkrs7e0lNDRU3nrrLQkICBARkYyMDDEYDOLg4CAtW7aUSZMmKSctFBcXS2xsrNjb28um\nTZsqLJN501YeXMdqI3N+rpr/LNBqYmJi0K9fP4wYMeKB33trN4FVu093pYGVv16kEo2Gn63aLl26\nhPT0dHTr1k1pmzlzJpKSkpCcnPzQy2XetBVcx2ojc+ZOs5zE8DBSUlKwb98+pKenY/PmzdbqBhFR\njSQi6NmzJz755BN0794dx48fx9y5czF16lRrd42IagCrFXBr1qzBhg0bsHDhwgqnyRMREeDm5oZ1\n69Zh2rRpGDduHJo1a4YxY8Zg5MiR1u4aEdUAVt+FWh3cFVDTcRdAbcVdqLaLedNWcB2rjcyZO3kz\neyIiIiIbY7VdqObD6x3VVHp9Y2t3gYiqxLxZ0zF/0r3YfAHHTcxERA+GeZPI9nEXKhEREZGNYQFH\nREREZGNYwBERERHZGJs/Bo43bbY8vb4xCgquWLsbRPSQmDetizmUzIHXgaOHwOsT1XW8DpztYt6s\nCbj+1FW8DhwRERFRHcYCjoiohvjwww8RHR1d7eVcvHgR69atM0OPiKimYgFHRFTLvPPOO9i6dau1\nu0FEKmIBR0RUy/D4KqLa76ELuFOnTkGr1SIvL09pi4+PR1RUFFauXInIyEhMmjQJzs7OaN26NZYu\nXVrh/StWrMCjjz4KR0dHhIWFYc+ePco0Ly8vLFiwAE899RQcHBwQGhqKgwcPPmxXiYhqJKPRiKef\nfhpOTk6Ijo7GxYsXlWlpaWmIjIyETqeDt7c3Pv/8c2Xa4MGD8eabb2LAgAHQ6XTw8PDAypUrAdzK\nw6tWrcKXX34JHx8fi4+JiCzDrFvgyp+afuDAARw9ehQ//vgjEhISMHr0aCQlJQG4VbyNHj0aU6ZM\nweHDh9G1a1d0794dZ86cUd6fkJCASZMm4fDhw2jUqBFGjx5tzq4SEVlVUVERunfvDk9PT6Snp+OV\nV17B4sWLodFoYDQaERMTA4PBgMzMTCQkJODtt9/G+vXrlfcvWrQIjz32GH766Se89NJLGDlyJK5e\nvYqJEyeib9++eOmll3DgwAErjpCIVCUP6eTJk6LRaCQ3N1dpe//99yUyMlJWrFghDg4O8u9//1uZ\nNmjQIOnVq5eIiHTo0EEmTZpUYXkREREyceJEERHx8vKSCRMmKNO2bNki9erVq9QHAAIIHxZ/PPTX\nhmoJfgeqb9u2baLT6aSwsFBpGzhwoBgMBhk3bpyEh4dXmH/SpEny+OOPi8itfBoWFqZMKygoEI1G\nI99//70yfeDAgVXGZd6sCQ+uP3WVOT971S7kGxAQgCZNmiivH3vsMSxYsAAAkJ2djffee6/C/BER\nEcjOzlZet2nTRnmu1+tRVlYGEaniApTx5Z4b/vMgInNKSUlBSkqKtbtRqxw7dgxt2rSBk5OT0hYW\nFob8/HwYjUY8+eSTFeaPiIhQcihQOUcCQElJyX1Gjy/33ADmTSJ1qJk7H7qAq+pK3iaT6f8XbFdx\n0aWlpUqbg4NDle8tLS1VXjdo0KDSPPcu4IhIDQaDAQaDQXmdkJBgvc7UIrf+IP9/5XPkn6eVlpZW\nyLH169e/5/LuLP6B+klED0fN3PnQx8DdLrAKCgqUtvInNBw/fhw3btxQXh88eBDt27cHAAQGBmLf\nvn0Vlrdv3z4EBAQ8bHeIiGxKu3btcOLECVy9elVpy8jIAHArR/74448V5k9LS0NgYOB9LZu3yiKq\n/R66gGvWrBk8PDwwe/Zs5OXlYfXq1di+fbsyvaCgACNGjEB2djaWLl2K9evXKycijB8/HgsWLMDq\n1auRk5ODyZMn48iRIxg+fHj1R0REZAO6dOkCLy8vDBkyBEajEatXr8batWuh0WgwatQoHDlyBFOn\nTkVOTg5WrVqFzz///L5P5tLr9Th9+jTOnTun8iiIyFoeuoDTarVYvnw5Dh48iLZt2+Krr77CtGnT\nlL/8PDw80Lx5c4SFhWHWrFn48ssvERERAQB48cUXMWPGDLz33nto37499uzZg507dyIoKOiO8fgX\nJRHVJnZ2dkhKSkJhYSHCwsIwf/58jB07FgDg7u6Or7/+Gjt37kRISAg++ugjfPLJJxgyZAiAW/nw\nbjnx1VdfRW5uLkJDQy0yFiKyPFVuZr9ixQokJCTg5MmT5l50Bbwps7XwRsx1HW9mb7uYN2sCrj91\nFW9mT0RERFSHqVLA3WvzPhERERE9PFV2oVoKdwVYCzf/13XchWq7mDdrAq4/dRV3oRIRERHVYard\nicFyuKvW0vT6xtbuAhFVC/OmNTGHkjnYfAHHzdBERA+GeZPI9nEXKhEREZGNYQFHREREZGNYwBER\nERHZGJs/Bo7Xm1OXXt8YBQVXrN0NIjIj5k3rYD4lc+J14OgeeL0iqozXgbNdzJvWxPWmruN14IiI\niIjqMLMWcKdOnYJWq0Vubi60Wi2Sk5MBABcvXsS6deuU+fLy8rB9+/YK78nLyzNnV4iIar3Bgwcj\nLi7ujtN9fX2xcuVKC/aIiCxFtXuhXrhwAVFRUQCAd955B1u3blWmDx06FPv27VMjNBFRnXGv+07z\nvtREtZdqJzG4ubkpz/+8v1dEeBwAEVE1MZcS1V2qbIETEWi1WuzevRvx8fFYtWoVvvzyS3h7e+O1\n115DamoqPvroI8TExFT66/DatWsYNGgQGjVqhBYtWmDEiBEoLCxUo5tERBZz8uRJ9OjRA87OzvDw\n8MDf//53AEB+fj769u0LV1dXNG3aFGPGjEFRUREAYMWKFfDw8KiwHIPBgGnTplUZY+nSpfD09ISL\niwsSEhLUHRARWZWqlxHRaDSYOHEisrOzUVZWhoULF6J+/frIyclBeHg4pk2bhqtXr1Z4z5AhQ1Bc\nXIy9e/eiuLgY48aNw+DBg7F+/Xo1u0pEpJqioiJ07doVISEh2LdvH/Lz89GvXz+4u7vjww8/hL+/\nP/bs2YPLly9j2LBhEBHMnz+/ymX9ebfo7efffPMNxowZgyVLluCJJ57Ae++9h9zcXIuMj4gsT/Xr\nwDk5OaFhw4YoLS2Fq6srAKBBgwZwcnJCo0aNKhRwubm52Lx5My5fvozGjW/d7HflypXw9vbG2bNn\n4e7urnZ3iYjMbteuXTh//jzS09Oh1+vx6KOP4vPPP0dJSQnOnj2L/fv3o1GjRgCABQsWoEePHvj4\n448fKMbSpUsxYMAAvPrqqwCAZcuWKSeLEVHtU6MuI2I0GiEiaN26NfR6PfR6PYKDg6HRaJCTk2Pt\n7hERPZRjx47B19cXer1eaRswYADOnz8PX19fpXgDgIiICJSWluL48eMPFMNoNCI0NFR57ezsDD8/\nv+p3nohqpBp1JwaTyQSdTofMzMwK7SKCFi1a3OFd8eWeG/7zICJzSklJQUpKirW7YbMaNGhQZbuD\ng0OlttLSUgBAWVlZlWeQmkymO8b58wkN9evXv8Oc8eWeG8C8SaQONXOnRQq4PyehO53WHhAQgMLC\nQphMJvj7+wO4deDv2LFjsWTJEjg6Olbxrngz95aI/sxgMMBgMCiveYD8g/H390dubi6uX7+ubIV7\n//33sWzZMly9ehW//fabcthIWloa6tWrB19fX5w4cQLXr19XliMiyMvLQ3R0dKUYwcHB2L9/v/L6\n999/v8uei3izjY2I7kzN3GmRXah6vR6nT5/GuXPnAAA6nQ7Hjx/HpUuXKswXFBSE2NhYxMXFYf/+\n/cjKysLAgQNx6dIlNG/e3BJdJSIyu27dusHDwwPDhw9HdnY2kpKS8Nlnn+HTTz+Fv78/4uLicOTI\nEaSkpOBvf/sbBgwYgMaNGyMsLAwFBQWYN28e8vLyMHHiRPz2228Vln17q9vo0aOxYcMGLF68GNnZ\n2XjjjTd4Bj9RLWb2Aq6qrWuvvvoqcnNzleMzRowYgW+++QbPPvtspTOqVq9eDT8/P3Tt2hUGgwGt\nWrVCYmKiubtJRGQxWq0WiYmJuHLlCjp27IhRo0bh/fffR58+fbB582ZoNBqEh4ejX79+6NmzJ5Yt\nWwYA8PPzw6xZs/Dxxx+jQ4cOMJlM6Nevn7Lc8vkzMjISq1atwsyZMxEWFoZGjRohIiLCKuMlIvXx\nZvZ0D7z5MlXGm9nbLuZNa+J6U9fxZvZEREREdRgLOCIiIiIbwwKOiIiIyMawgCMiIiKyMTXqQr4P\np+prypF56PWNrd0FIjI75k1rYD4lc7L5Ao5n9BARPRjmTSLbx12oRERERDaGBRwRERGRjWEBR0RE\nRGRjbP4YuKpu3UXVo9c3RkHBFWt3g4hUwrxpecyrZG68lRZVgbd7obvjrbRsF/OmtXCdId5Ki4iI\niKhOYwFHREREZGNYwBER1SIigkWLFnF3HVEtx2PgqAo8VoPujsfA1Vx79uxBdHQ0TCYTtNrKf6Mz\nb1oL1xniMXBERHQHt38cWCwQ1W6qFXCff/45fHx84ODggPbt2+Prr78GAOTn56NXr17Q6XTw9PTE\n5MmTUVJSorxv7969eOKJJ+Do6Ijg4GB88cUXanWRiMiiQkNDMXfuXOV1r169EBoaqrzeuHEj/P39\nUVBQgEGDBqFRo0Zo0aIFRowYgcLCQgBASkoKWrVqhaVLl6JVq1bQ6XQYOHAgbt68iVOnTiEmJgYA\nUL9+faSmplp2gERkMaoUcBkZGXjrrbcwd+5c5OTkoF+/fujbty+uXr2KF154Aa6urkhPT8eXX36J\nbdu2YfLkyQCACxcu4L/+678QFxeHn376Ce+99x7GjBmDbdu2qdFNIiKLio2NRUpKCoBbW8i+//57\nHDt2TCnOvv32W8TGxuK1117DlStXsHfvXnz99df4+eefMXjwYGU5Fy9exLp167Bz505s3LgRmzZt\nwooVK9C6dWts2LABAHD27FlERERYeohEZCmigo0bN4q9vb1kZmaKiEhZWZl8++23sm3bNnF1dZXS\n0lJl3pSUFLG3txeTySTvvvuu9OzZs8Ky4uPjpXPnzlXGASCA8GH2hypfC6pF+B15OMnJydKkSRMR\nEcnKyhI/Pz8JDAyUnTt3ioiIr6+vLFiwQLRarVy5ckV536lTp0Sj0Uh+fr589913otFo5KefZV66\nNgAAFD5JREFUflKmv/jiizJkyBAREWV6+TxbHvMm8ypZjzm/B6rciSE2NhYdOnRAhw4dEBwcjOef\nfx5Dhw7F119/jatXr8LFxaV8AYmSkhKcPn0aRqMRSUlJ0Ov1ynSTyQQ3N7e7RIsv99zwnwcRmVNK\nSoqy5YgeXqdOnVBcXIysrCykpqYiKioKpaWl2Lt3L/z8/JCfnw8PDw+ICFq3bl3hvRqNBjk5Ocpd\nFNq0aaNM0+v1MJlMD9CT+HLPDWDeJFKHmrlTlQLOwcEBaWlp2Lt3L7Zt24b169dj/vz5GD9+PPz8\n/JTj4W4TEXh4eKC0tBQvv/wypk2bVmFavXr17hItXo0hEFE5BoMBBoNBeZ2QkGC9ztiwBg0awGAw\nICUlBXv37kWPHj1gMpmwZs0aeHh44JlnnkFZWRl0Oh0yMzMrvFdE0KJFC+zfv19ZVnllZWUP0JP4\nao6EiO6HmrlTlWPgdu/ejenTpyMyMhIzZsyA0WhEs2bNICI4c+YMmjRpAh8fH/j4+ODXX3/F5MmT\nUVZWhoCAAOTk5CjTfHx88O2332LZsmVqdJOIyOK6deuG5ORk7N27F1FRUYiKisKPP/6Ibdu24dln\nn0VAQAAKCwthMpmUPKjRaPDWW2+hoKCgymVqNBplyxzvc0pUN6hSwNnb2+ODDz7AkiVLcOrUKSQm\nJuLMmTMIDw+Ht7c3XnnlFRw+fBhpaWl47bXXUK9ePdjb22PUqFHIyMjAlClTcPz4caxfvx4TJ06E\nh4eHGt0kIrK4bt26YceOHdBqtfDx8YG/vz90Op1SwAUGBiI2NhZxcXHYv38/srKyMHDgQFy6dAnN\nmzevcpkigluH1wA6nQ4AcOjQIRQVFVlsXERkYWY7mu5Pli1bJv7+/tKwYUPx9fWVRYsWiYjIyZMn\n5bnnnhMnJyd55JFH5PXXX5fCwkLlfbt375bHH39c7O3txcvLS2bPnn3HGODBuDzYlqyC35Hq8fb2\nln79+imv+/TpIz4+Psrry5cvyyuvvCIuLi7SqFEj6du3r/z6668icuskBa1WW+EkhcGDB0tcXJyI\niBQXF0tsbKzY29vLpk2bKsVm3mReJesx5/eAd2KgKvCK4XR3vBOD7WLetBauM8Q7MRARERHVaSzg\niIiIiGwMCzgiIiIiG8MCjoiIiMjGqHIhX8viNY/MTa9vbO0uEJGqmDc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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/cache/epub/74/pg74.txt')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/ebooks/76.txt.utf-8')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words From Two Departments')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1) The above plot gives an graphical representation of most words used in two different works of same author (Mark Twain). As we can see (left side of the plot) the top 2 most frequent word used in the book \"The Adventures of Tom Sawyer\" are 'would' and 'said' by this we can presume that the author might have narrated the story being from a third person's perspective. On the other hand for the second book \"The Adventures of Huckleberry Finn\" (right side) author has used 'I' and 'see' the most, we can say that here author himself is the main character of the book and narrates the story as central character himself. " + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Word\tFrequency\tProbability\n", + "elizabeth\t571\t0.0100355021266\n", + "could\t523\t0.00919188723681\n", + "would\t465\t0.00817251924496\n", + "said\t399\t0.00701254877149\n", + "darcy\t345\t0.00606348202046\n", + "mrs\t343\t0.00602833140005\n", + "\n", + "For most used word depending on the writing style of Jane Austin\n", + " Word\tFrequency\tProbability\n", + "dear\t154\t0.00270659777145\n", + "agreeable\t41\t0.000720587718373\n", + "scruple\t4\t7.03012408169e-05\n", + "terrific\t1\t1.75753102042e-05\n", + "\n", + "\n", + "Word\tFrequency\tProbability\n", + "says\t603\t0.0103545977505\n", + " i\t572\t0.00982227182966\n", + "said\t466\t0.00800206061647\n", + "see\t462\t0.00793337340088\n", + "would\t392\t0.00673134712802\n", + "come\t365\t0.00626770842277\n", + "\n", + "For most used word depending on writing style of Mark Twain\n", + " Word\tFrequency\tProbability\n", + "would\t392\t0.00673134712802\n", + "miss\t72\t0.00123636988066\n" + ] + } + ], + "source": [ + "def get_wf_k (URL, writer):\n", + " # first get the web page\n", + " txt = saveUrl(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " wl = max(len(wfs),20)\n", + " \n", + " print \"\\n\\nWord\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", + " for i in range(1,wl,1):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw)) \n", + " if (i > 5):\n", + " break\n", + " \n", + " if (writer == 'mt'):\n", + " print \"\\nFor most used word depending on writing style of Mark Twain\" \n", + " print \" Word\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", + " for i in range(1,wl,1):\n", + " if (wfs[i][0] == 'would' or wfs[i][0] == 'must' or wfs[i][0] == 'miss' or wfs[i][0] == 'agreeable' or wfs[i][0] == 'terrific'):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw))\n", + "\n", + " if (writer == 'ja'):\n", + " print \"\\nFor most used word depending on the writing style of Jane Austin\" \n", + " print \" Word\" + \"\\t\" + \"Frequency\" + \"\\t\" + \"Probability\"\n", + " for i in range(1,wl,1):\n", + " if (wfs[i][0] == 'agreeable' or wfs[i][0] == 'dear' or wfs[i][0] == 'irrepressible' or wfs[i][0] == 'scruple' or wfs[i][0] == 'terrific'):\n", + " print wfs[i][0]+\"\\t\"+str(wfs[i][1]) + \"\\t\" + str(float(wfs[i][1])/float(tw))\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf_k('http://www.gutenberg.org/ebooks/1342.txt.utf-8', 'ja') # Jane Austin\n", + "(wf_bu, tw_bu) = get_wf_k('http://www.gutenberg.org/ebooks/76.txt.utf-8', 'mt') # Mark Twain\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " ********************* Extra Credit ***************************\n", + "\n", + "I tried to compare the most common used words used by the authors (source online) with the list that I got. The first chart of gives the word, frequency and probability of top 5 high frequency words in present in the list (irrespective of anything). Second chart gives the same details but for particular words that we got online for a given author.\n", + "\n", + "Although the code should run fine but as the source site is down I could not say more about the results. However, the results that I am expecting is the more biased on the particular words. As these are the explict words that defines a authors writing style so the probablity of getting this in other authors works should be close to zero." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#From tplunket1" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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yctSm50+ElHUYMmSIxjoo69GzZ88329giqF27NpydnXHmzBmcOXMGL168UPsx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\nUTAKRsEoGNYAAATxV8pWLwIVAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Q1\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "time.sleep(10)\n", + "(wf_bu, tw_bu) = get_wf('http://www.gutenberg.org/files/2852/2852-h/2852-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from A Study in Scarlet and The Hounds of Baskervilles')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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ERL71oFmzZrh06ZLebnt8fX3h5eUFoOhsTu3atbFhwwZ07NhR7qD27t27T9UN\nRWmxLisrC1OmTMH333+vVf9HsX79ehARlixZgoEDB2pdLs7MzATwZH3paZ6+oO/YLXn8P46XX34Z\nQFEfhZs3b4avry8aNWqkt6wmNicnJ+u9CmDoWNcXyzU/hos/VaK892tNp+1DhgwxWKZZs2YA9D/F\n6NChQ7C2tsacOXO06tyyZUs4OTlh9uzZuHXrFsaPH19mdS5Pz2SCBxTt9Hfu3MHEiROhVCrRo0cP\ng2WHDh0KU1NTzJ49W6uPo9u3b2PcuHEA/jv1/PvvvyM2Nhbz5s3TWsaVK1dw9+5drSdoaM4YPur9\nL2XhxRdfhK2tLebOnavTp9HkyZOxYMEC+QvqueeeQ/PmzbFx40at5OXPP//ERx99pLNsb29vPHjw\nADt37pTHXbt2TedJCZaWlggNDUVGRgbmz5+vNW3fvn2YOHEiVq5c+USXJTTv6eNcouzcuTOuX7+O\nNWvWoF69evIXT3FBQUHIyMjAsWPHdH6l9+vXD3Z2dliyZIlWv2b5+fmYOHEi7t2790iPPxoxYgSE\nEHj77be17ivctGkTDh8+rPUF9Msvv+CLL77A0qVLtZah2T/1PanlaWge+zZx4kStM1TZ2dmYNWsW\nzM3NSz3D87TWrFkDAHjllVcMltG8f5s3bzZ4P9/o0aNhbm6OyZMn63327pUrV/D+++/DysoKAwcO\nlMebmZmBiLSOVc29OMWfw1pYWKj3eddhYWHIzc3F22+/LY8jIrzzzjsGj3/NEykiIyMhSVKp217e\nxo8fj9zcXAwYMAD//POPzvSEhATs2bMHL774onyGZNiwYSAiTJ06Vess57fffosLFy6gW7duAIri\nwb1797TOAhUUFMjHDoCH9k2mz9ChQ2FiYoJ33nlHK8nMz8/HuHHj8Mknn+Dff/+Vx+v7jPXRXB6+\ncuWK1vgff/xRvvSo6TfwcbRp0wZNmjTBunXrtH7kXblyRW+8fVTNmzdHo0aNsHHjRvzwww+lnsyw\nsLDAkCFD8Pvvv2PmzJla03bu3IkNGzbAw8ND5/61BQsWaCX/P/30EzZv3owWLVpoJXhA+e3X69at\nw7Jly+Di4lJqAubm5ob27dvjhx9+wK5du+TxmvtHhRDyvlnSmDFj0Lp1a2zZsgUJCQllUu9yVfHt\nOipe8Va0Gjdv3iRzc3MSQrcfqNL6wbO3t6ewsDAaN24cubm5kRBCq/8eTT94mtZ4UVFRNGbMGLmV\n3549e+S0FFw7AAAgAElEQVSyMTExcrmHtY563H7wNK1o9bUI27hxI5mZmZG1tTUNHTqUoqKiqE2b\nNiSEoLZt22p1mZCamkr29vZkYWFBQ4YMoTfffJOcnZ3lPqqK11vThYVSqaQ33niDwsPDqW7dutSx\nY0edFptXr14lDw8PEqKoP7LJkyfToEGDyNzcnKysrLS2U9/np1Gy5W5eXh5ZWlqSQqGgiIgIg91e\nFPf333/LrQGLd4dS3IEDB+QyX331lc70+Ph4MjMzI0tLSxo8eDBNnDhR7gevU6dOWq0nDbU2JiKa\nMmWK3AI1PDycXnrpJZIkSe6zrGQ/eEII6tWrF02dOpVGjhxJ1tbWZGtrq9X9gz6ltaIt3vqzuP79\n+5MQgho1akTjxo2T+8EzNTXV6u6mtJbMhpZf2ntCROTu7k6SJNH58+dL3a7u3bvrdMNS0oYNG8jS\n0pKEKOoHcOLEiTRt2jQaOHAg2djYkKWlJcXHx2vNM3LkSBJCUEhICH366adERPTXX3+RjY0NSZJE\n/fv3p6ioKGrRogWpVCpq0KAB+fr6yvPfv39fbt3Xvn17mjRpErVv356sra2pbt26Wq2si9N0+RAU\nFFTqdhdX8tg39FkTPXpL/vz8fLkFpVKppP79+9PUqVNp0qRJ9Pzzz5MQgpo0aaLVjVFBQQEFBwfL\nn/mkSZPkPkEbNWok9z8YFRUl71cRERE0YcIE8vLyotq1a1Pr1q1JCCG3ONe0otXXZ6K+mDd//nwS\nQpCjoyO9+uqrFBERQd7e3iSEoBdeeEGr5aa+z1if1NRUMjc3J0tLSxoxYgRNnTqVevbsSaamptSr\nVy8SQtCcOXPk8o/TfdTRo0dJqVSShYUFDR06lMaOHUvOzs7y8f+4rWg1pk6dKve2cO7cOXl8yVa0\nRNr94LVv354iIiKoX79+JEkSOTg40LFjx+Symtjs6elJ9evXp4iICBoyZAiZm5vrdBtV3JPs1/q6\nCnv33Xdp3Lhx1LJlSxJCkJOTEx0/flxrPkP94Dk4OJCpqSn179+fIiMj5e/t4uX07VPHjx8nExMT\ncnV1lXt6qKqeiQQvOjqaJEnSSRB69epFkiTp9IWj2ZlLdsi4c+dOCgoKIltbW1IqldS2bVudvpuI\nig6QyZMnk5eXF1lZWZGjoyP16dNHq6m6plz37t1JoVCQk5OTVv9iJYWFhZEkSY/V0XFpTf4PHz5M\nL7zwAjk6OpJCoaAmTZrQzJkz9e6wp0+fpn79+pGtrS3VqFGDxowZQ+vWrdMbcL7++mvy9fUlS0tL\nql+/Pk2fPp2uXLmi9wvm2rVrNHnyZGrUqBFZWFiQq6srDRgwQKsPKCLDnx9RUSeiJYPnihUryMXF\nhRQKhVb/c6Xx8fEhSZJo7dq1eqdrunbR192BxtGjR6lPnz7k4OBAVlZW1KJFC5o3b55O9w/66lyy\n/i1atCCFQkEeHh60bNkyevvtt3X2yUuXLtGoUaOoUaNGZGlpSbVr16bBgwfT6dOnH7q9T5LgFRYW\n0uLFi8nX15cUCgXVrFmTevfurdVlCdGTJXilvSf6+js0RNMNUKtWrUotd+HCBZo4cSL5+PjIP2Aa\nNmxIo0aN0vv+nT9/ntq1a0cWFhbUuHFjefzx48epW7duZG1tTTVq1KAhQ4bQ5cuXydfXV2c779y5\nQ9OmTSOVSkUKhYLatm1LSUlJ1K5dO4PdUmi63SjZ32FpSh77pSV4mrjyKF01ERV17fHyyy+Tq6sr\nKRQKsre3p+eee47mzp2r1S2Uxv379+mDDz6gxo0bk4WFBdWqVYvCwsK0uk65f/8+zZo1izw8POS4\nER4eTleuXKEFCxaQJEn05ZdfElFRgidJkt4Ez1DM2759OwUFBcmdSvv6+tKCBQu0Oh8nMvwZ67Nn\nzx7q0KED2dnZkb29PfXo0YP27t1L//zzD5mYmFDHjh3lsob2bUOfy8mTJ6lv377k4OBADg4ONHLk\nSDp8+PBTJXjHjh0jIYROFyX6Ejyior7yJk+eTA0bNpRj82uvvSb3damhic0///wzjRw5kuzt7cnW\n1pb69u1LmZmZBuv4JPu1pnP24t3zSJJEtra21LJlS5o2bZrc3VVxht7nc+fO0ZAhQ8jJyYnMzc3J\n29ubFi5cqNXVj6F9auzYsSRJEk2YMOGR618ZBJERPHiPVbjExES88MILiI6OfmYf5MxYeRs8eDAS\nExNx5coVg62SGatueL+uGM/sPXiMMVaVnTx5EvHx8QgNDeUvQWY0eL+uOJzgMcZYFfLxxx/jueee\nQ7t27WBqaopp06ZVdpUYe2q8X1c8TvAYY6wKcXFxwblz5+Di4oINGzYY7NKCseqE9+uKx/fgMcYY\nY4wZGT6DxxhjjDFmZDjBY4wxxhgzMpzgMcYYY4wZGU7wGGOMMcaMDCd4jDHGGGNGhhM8xhhjjDEj\nwwkeY4wxxpiR4QSPMcYYY8zIcILHGGOMMWZkOMFjjDHGGDMynOAxxhhjjBkZTvAYY4wxxowMJ3iM\nMcYYY0aGEzzGGGOMMSNjWtkVKE+SZAKiwsquBmPPnBYtWiA1NbWyq8GeAMdNxipPWcZOoz6DVxSk\nyIiHmVWgDrxtvH3FB4CIkJaWBlY9VUzcrIj9n9dRddZhDNvwtOsAiOihQ1nGTqNO8BhjjDHGnkVV\nPsFbtWoVXF1dDU5//fXXMXLkyAqsEWOMVQxJkrB3794nmjc6OhoBAQFlXCPGWHVR5RO8QYMGlXo9\nWggBIUQF1qgqCazsCpSjwMquQDkLrOwKMFaJAnkdz9Q6ynv5xrSOslPlG1lYWlrC0tKy1DJEVEG1\nqWoCK7sC5SiwsitQzgIruwKMVaJAXscztY7yXr4xraPsVOgZvCVLlsDNzQ0KhQItWrTA999/DwA4\nfPgwAgICYG1tDRsbG/Ts2RN//PEHAN1LtAcPHkTLli1hZWWF/v374/bt2xW5CYwx9tR8fX2xaNEi\n+XW/fv3g6+srv46Pj4eHhweAopjXokULKBQKdOzYERcvXpTLJSYmomXLllAoFLC3t8egQYNw69Yt\nvetMSkpCmzZtYGVlBR8fH6xdu7Z8No4xViVUWIKXkpKCSZMmYdGiRTh79ixCQ0MxcOBAXL58Gb17\n90b37t2RkZGBXbt2ISsrCx988IHOMq5evYpevXohKCgIaWlpaNWqFdavX/8MX6JljFVHPXr0gFqt\nBlB0BeLAgQPIyMhAbm4uAGD37t3o2bMnACAuLg6LFi1CcnIybt68iaioKABAdnY2+vfvj7Fjx+LM\nmTPYuHEj9u7di6VLl+qs78qVK+jduzeGDRuGU6dOYcaMGQgPD0diYmLFbDBjrOJRBYmPjycLCwtK\nTU0lIqLCwkLavXs3/fHHHzRv3jytsm+//TZ16tSJiIhWrlxJ9erVIyKizz77jNzc3LTK+vv708iR\nI/WuEwABxAMPPFTYAPnYY4bt3buXatSoQUREaWlp5OHhQY0bN6YffviBiIjc3d1p+/btJISgzz//\nXJ5v0aJF5OHhQURE586doy+++EJruYMGDaKwsDAiIpo5cyb5+/sTEdG7775Lffv21SobHR1NQUFB\nOnXjuMkDD+Ux4JFiQ1nGzgq7B69Hjx7w8/ODn58ffHx88MILL+C1115DnTp1MHz4cMyfPx9paWnI\nyMhAWloa2rVrp7OMjIwMNG/eXGtc69atcePGjYraDMYYe2odOnTA/fv3kZaWhv379yMgIAAFBQVI\nSkqCh4cHLl++jMDAQABAo0aN5PlsbW1x7949AIC7uzvMzc3xwQcf4JdffpGHIUOG6KwvMzMTO3bs\ngFKplMfl5+ejVq1a5buhjLFKU2EJnkKhwOHDh5GUlITExERs2rQJn332GbZu3YrQ0FC0atUKwcHB\nGD16NBITE5GUlKR3OYWF2j2sm5o+bBOii/0fiOp2kyRj1YP6/4ei7jlY6czNzREYGAi1Wo2kpCSE\nhIQgPz8fX3/9NVxdXREYGAiFQgEAMDEx0Zq36Ec+kJaWhg4dOqBv377o2LEjIiMjsWDBAq2ymttX\n8vPzMWTIEPzvf//TWk7JZf8nutj/geC4yVj5UKvV8u0aZa3CErwff/wRBw8exIwZM+Dv7485c+ag\ncePGUKvVsLOz07oXpPjNx8X5+Phg27ZtKCgokANTSkoK6tevX8qao8twKxhj+gX+/xCD6OhoxMTE\nVG51qoHg4GDs3r0bx44dw9y5c5Gfn4+JEyfCxsYGPXr0eOj8a9asQUBAANatWyePO3v2LLy8vOTX\nmmSwcePGOHDgANzc3ORpS5cuxeXLl/H+++/rWXr0E28XY+zRBQYGymfrAZRp7KywRhYWFhZ47733\nsGzZMly8eBEJCQn47bff4Obmht9//x179uxBVlYW5s6di8TERPkyRHGDBg1CXl4ewsPDcebMGcyf\nPx/79u2rqE1gjLEyExwcjJ07d0KSJLi5ucHT0xM2NjZITEyUG1iUpmbNmkhPT8exY8dw7tw5REZG\n4uTJk3pj59ixY5GSkoLp06fj3Llz2LRpE6KiokrtRJ4xVr1VWILn7++PpUuXYt68efD29kZUVBQW\nLFiAIUOGYNiwYRg4cCBat26NrKwsbNiwAWfOnEFeXh6A/y4zODg4YNeuXUhJSYGfnx927tyJUaNG\nVdQmMMZYmfHw8ICLi4vW0yY6duwIlUoFT09PvfMU79h9woQJ6NChA7p164aAgACYmZlh8eLFcsfw\nxcvWr18fiYmJ2LNnD5o1a4aoqCjExMRgzJgx5byVjLHKIkhzDt8IFQU3o908xqogASKCEAJGHFqM\nGsdNxsrDo8XEsoydVf5RZYwxxhhj7PFwgscYY4wxZmQ4wWOMMcYYMzKc4DHGGGOMGZkK6wev8vBz\nahmrKEqlQ2VXgZUJjpuMlaXKiI1Gn+BxSz7GGHs8HDcZq/74Ei1jjDHGmJHhBI8xxhhjzMhwgscY\nY4wxZmSM/h48zaN6GKsulEoH5ORcq+xqsGcYx032uDhuVT38qDLGqpzq/5gvflRZ9cVxkz0ZPubL\nAj+qjDHGGGOMGcQJHmOMMcaYkeEEjzHGqpmLFy9CkiRcuHABkiRh7969AACVSoUVK1ZUcu0YY1WB\n0TeyYIwxYyWEwJUrV+Dg4CC/5gYSjDGAEzzGGKvWatWqVdlVYIxVQZV2ifby5csYOHAgHB0d4eTk\nhPDwcOTl5WHVqlXw9/fHrFmzUKtWLdjb2+Ott97SalWybNkyuLm5QalUIiAgAMePH6+szWCMsUpD\nRFqXaIv7+eefoVQqERsbCwDIy8vDW2+9hVq1aqFmzZoIDQ3F33//XdFVZoxVkEpJ8O7fv48uXbrg\nzp072LdvHzZu3IgdO3YgMjISQggkJyfj9OnTOHjwIGJjY/HZZ5/hhx9+AABs27YNM2bMwKJFi5Ca\nmoqePXuiS5cuuHLlSmVsCmOMVTlZWVno3bs3pk6dinHjxgEApk+fjqNHj+L777/H/v37UVhYiJCQ\nkEquKWOs3FAlSEhIICsrK7p+/bo8bufOnWRqakqLFi0iSZIoJydHntayZUt67733iIjI39+fFixY\noLW8zp07y9OLA0AA8cBDNRtQTkdexTGGbajKsrOzSQhB58+fJyEE/fjjj0REpFKpaM6cOeTh4UGT\nJk2Sy9++fZssLCwoJSVFHnfnzh2ysrKiAwcOaC2b4yYPTzagYnZ+I1eW72Ol3IOXmZkJd3d32Nvb\ny+Pat2+PgoICPHjwADVr1oRSqZSn2dra4sGDB/K806dPx//+9z95+v379+Hq6mpgbdHF/g/8/4Ex\nVpbUajXUanVlV+OZR0SIiYnBgwcPUL9+fXl8VlYW7t+/j4CAAK3yeXl5OHfuHPz9/UssKbrY/4Hg\nuMlY+SjP2FkpCZ5CodAZV1BQIP81NzfXmV6U2BZNnz9/Prp37641zcbGxsDaop+6voyx0gUGBiIw\nMFB+HRMTU3mVecZ1794dvXv3RlRUFEJDQ1GnTh3k5+cDAPbv3w87Ozu5LBHByclJz1KiK6ayjD3j\nyjN2Vso9eN7e3jh//jyuX78ujzt8+DBMTExgalp6zunl5YVff/0Vbm5u8jB//nw+e8AYe+YJIdC3\nb1+MGjUKXl5eiIyMBAA0atQIJiYmuHr1qhw3nZycEBERgUuXLlVyrRlj5aFSEryuXbvC09MTw4YN\nQ3p6OtRqNSZMmIDBgwfD0dFRp7zm7B0ARERE4NNPP8VXX32FCxcuICYmBitWrIC3t3dFbgJjjFVZ\nQgh8+umn2LBhA3766ScolUqMGjUK48ePx08//YTTp09j+PDhSE9Ph6enZ2VXlzFWDiolwRNCYMuW\nLRBCoF27dggNDUXfvn2xfPlyEJFOR53FXw8cOBAffvghYmJi4OPjg4SEBCQkJKB58+YVvRmMMVZp\nHtahcbt27fDKK69g/PjxyM/Px7x589C9e3eEhoaiTZs2uHfvHnbt2gULC4sKqjFjrCIJKn56zMgU\nBUCj3TxmtASq+2EpRPXfhmcVx032ZPiYLwtlGTv5WbSMMcYYY0aGEzzGGGOMMSPDCR5jjDHGmJHh\nBI8xxhhjzMhUSkfHFav0lmaMVTVKpUNlV4E98zhussfDcavqMfoEj1v1MMbY4+G4yVj1x5doGWOM\nMcaMDCd4jDHGGGNGhhM8xhhjjDEjY/T34D3scT6MGaJUOiAn51plV4OxCsdxkz0OjpVVEz+qjDGD\n+NE7T4ofVVZ9cdxkj4+P97LCjypjjDHGGGMGcYLHGGOMMWZkOMFjjDHGGDMynOAxxhhjjBmZCkvw\nLl68CEmSsG3bNqhUKiiVSkyePBnp6elo1aoVbGxs0LdvX9y5cwcPHjxAVFQUXF1dYW5uDpVKhaVL\nl8rLUqlUiI2NxfPPPw+FQgFfX18cP368ojaFMcbKhSZOZmVlyeOio6MREBCA1atXw9/fH2+//TZs\nbW1Rv359xMXFac2/atUqNGnSBFZWVmjdujX27dsnT+O4ydgzhipIdnY2CSGoQ4cOlJ6eTmvXriUh\nBHl5edHevXtp//79ZGdnR4sXL6b33nuPvLy86OjRo5SdnU0zZ84kMzMz+vPPP4mIqEGDBuTk5EQJ\nCQl09uxZ6tSpE7Vt21ZnnQAIIB54eMIBFXV4GB1+756MJk5euHBBHhcdHU3+/v60atUqMjc3p5CQ\nEMrIyKAvv/ySzM3Nafv27UREtHLlSrK2tqY1a9bQuXPnaNq0aWRlZUW//vorEXHc5KE8B1TMAfIM\nKMv3ssI+FU3g2rFjhzzO0dGRoqOj5dd9+/alcePGUUJCAiUlJcnj7927R0IIUqvVRESkUqlo8uTJ\n8vStW7eSiYmJzjo5UPHwdAPK41B4JvB792T0JXgzZ86UEzyFQkH//vuvPG3EiBHUr18/IiLy8/Oj\nt99+W2t57du3p6ioKCLiuMlDeQ4o0+PgWVaW72WFd3Ts5uYm/69QKNCgQQOt1/fv38cLL7yA3bt3\nIzIyEmfOnMGJEycAAAUFBXLZRo0ayf8rlUoUFhaCiPR00Bld7P/A/x8YY2VJrVZDrVZXdjWMnpeX\nF2rUqCG/btWqFWJjYwEAp0+fxowZM7TKt2/fHqdPn5Zfc9xkrGopz9hZ4Qmeqan2KiVJ+zZAIsK7\n776LZcuW4bXXXsPw4cOxZMkSqFQqrXLm5uY6y354oGKMlYfAwEAEBgbKr2NiYiqvMtWYvidI5Ofn\ny/+XjJ8FBQXyOIVCoXfe4j+MOW4yVrWUZ+yskq1ov/jiCyxevBhz5szBwIEDkZubC6AoEDHGmLHS\nJGA5OTnyuOINLs6dO4c7d+7Ir48fP44WLVoAABo3bowjR45oLe/IkSPw8vIqzyozxqqoKpngOTo6\nYtu2bcjKykJSUhJGjBgBU1NT5OXlVXbVGGOs3NSuXRuurq6YN28esrKysGbNGmzfvl2enpOTgzFj\nxuD06dOIi4vDpk2bMH78eABAZGQkYmNjsWbNGpw9exbTpk1Deno6Ro0aVVmbwxirRBWa4D3KA6yF\nEPjyyy+Rnp6Opk2bIjw8HDExMfD390dKSspTLZsxxqoySZKwYsUKHD9+HE2bNsX69evxv//9T45v\nrq6ucHZ2RuvWrfHJJ59g3bp1aN++PQDgpZdewocffogZM2agRYsW2LdvH3744Qd4e3sbXB/HTcaM\nlyAjvu7JD81mT4cfoP2kyvKB2azIqlWrEBMTg+zs7HJdD8dN9vj4eC8rZRk7q+QlWsYYY4wx9uQ4\nwWOMsWpACMGXVBljj4wv0TJmEF92eFJ8ibb64rjJHh8f72WFL9EyxhhjjDGDKryj44rHlzTYk1Eq\nHSq7CoxVEo6b7NFxrKyajD7B49PGjDH2eDhuMlb98SVaxhhjjDEjwwkeY4wxxpiR4QSPMcYYY8zI\nGP09eNxvFCuNUumAnJxrlV0NxqoUjpvVC8cxpg/3g8eecdx/U3ngfvCqL46b1REfb8aC+8FjjDHG\nGGMGVfkELzo6GgEBAQand+3aFTExMRVYI8YYq/pWrVoFV1dXg9Nff/11jBw5sgJrxBirSFU+wXsY\nfj4jY4w9Po6djBm3ap/gMcYYezJ83xZjxuupEjxfX18sWrRIft2vXz/4+vrKr+Pj4+Hp6YkbN25g\n9OjRcHZ2hp2dHYYOHYrr168DANRqNSRJQmFhoTxfWFgYhg0bpnedCQkJaNy4MaytrTF27FgUFBRw\nkGKMPbMuX76MgQMHwtHREU5OTggPD0deXp5OuYMHD6Jly5awsrJC//79cfv27UqoLWOsojxVgtej\nRw+o1WoARb8EDxw4gIyMDOTm5gIAdu/ejR49eqBfv344efIkEhMT8eOPP+LMmTMGEzjA8KWDjIwM\nDBgwAKNHj0ZKSgpMTU2hVqv5MgNj7Jl0//59dOnSBXfu3MG+ffuwceNG7NixA5GRkVpx8erVq+jV\nqxeCgoKQlpaGVq1aYf369Rw7GTNiT9UPXnBwMOLi4gAA6enpcHR0RK1atXDo0CF0794de/bswYQJ\nE/DZZ58hMzMTXl5eAIC1a9fC29sbmZmZepdr6IzcypUr0aFDB0RERAAAFi5ciK1btz7NJjDGWLW1\nc+dO/P777zh27Bjs7e0BALGxsQgJCYGnp6dc7ttvv0XNmjXx8ccfAwCmTZuG7du3V0qdGWMV46kS\nvA4dOuD+/ftIS0vD/v37ERAQgIKCAiQlJcHDwwOXL1+GnZ0dlEqlnNwBgJeXFxwcHJCZmYkaNWo8\ndD2aX5kZGRlal4AlSYKfn99D5o4u9n/g/w+MsbKkVqvls/ms4mRmZsLd3V1O7gCgffv2KCgowIMH\nD+RxGRkZaN68uda8rVu3xo0bNwwsObrY/4HguMlY+SjP2PlUCZ65uTkCAwOhVquRlJSEkJAQ5Ofn\n4+uvv4arqys6deoEBwcHvfMWFBSgoKBA7yWC/Px8SJLu1WMhhNa9egBgZmb2kFpGP+rmMMaeUGBg\nIAIDA+XX3HVRxVAoFDrjCgoKtP5qlIydpqalhf/op60aY+wRlGfsfOpWtMHBwdi7dy+SkpIQEBCA\ngIAAHD16FImJiejZsye8vLxw69YtnD59Wp4nIyMDOTk58PLygrm5OQAgJydHnp6VlaW1Ds0lWx8f\nHyQnJ2uNT01NfdpNYIyxasnb2xvnz5+XG60BwOHDh2FiYqKVwPn4+CAlJUUr6UtJSeF78BgzYmWS\n4O3cuROSJMHNzQ2enp6wsbGREzxPT0+EhIRgxIgROH78OJKTkzFixAgEBASgefPmaNq0KRQKBebM\nmYPs7GzMnz/fYNI2atQopKam4r333sOZM2cwZcoUnWSQMcaeFV27doWnpyeGDRuG9PR0qNVqTJgw\nAYMHD4ajo6NcbtCgQcjLy0N4eDjOnDmD+fPnY9++fZVYc8ZYeXvqBM/DwwMuLi5aT5vo2LEjVCqV\nfJPv6tWr4eHhgaCgIAQHB6NZs2Zy4whbW1vExcVhw4YN8q/MiRMnyssq3qK2UaNGSExMxMaNG+Hn\n54fffvsNL7744tNuAmOMVUtCCGzZsgVCCLRr1w6hoaHo27cvli9fDiKSY6eDgwN27dqFlJQU+Pn5\nYefOnRg1alQl154xVp4EGXEncvzQbPZw/JDu8lCWD8xmFYvjZnXEx5uxKMvYyU+yYIwxxhgzMpzg\nMcYYY4wZGU7wGGOMMcaMDCd4jDHGGGNG5qk6Oq4euJ8nZphSqb8jbsaebRw3qxOOY0wfo0/wuGUR\nY4w9Ho6bjFV/fImWMcYYY8zIcILHGGOMMWZkOMFjjDHGGDMyRn8PHj9Mu3pRKh2Qk3OtsqvB2DON\n42bVx7GSPQw/qoxVMfzIHWPAjyqrvjhuVhd8jBkjflQZY4wxxhgziBM8xhhjjDEjUy0SvLCwMAwb\nNszgdHd3d6xevboCa8QYY1VbdHQ0AgICDE7v2rUrYmJiKrBGjLGKVC0SPCFEqTf9Pmw6Y4wxbRw3\nGTNu1SLBIyK+mZQxxhhj7BGVeYKXnZ2NkJAQ2NrawtXVFXPmzAEAXL58GQMHDoSjoyOcnJwQHh6O\nvLw8AMCqVavg6uqqtZzAwED873//07uOuLg4NGjQAHZ2dnyJgTFW7fj6+mLRokXy6379+sHX11d+\nHR8fD09PT9y4cQOjR4+Gs7Mz7OzsMHToUFy/fh0AoFarIUkSCgsL5flKu50lISEBjRs3hrW1NcaO\nHYuCggL+4cyYESvTBC8vLw/du3eHhYUFjhw5ghUrVuCjjz7CV199hS5duuDOnTvYt28fNm7ciB07\ndiAyMtLgskpePtD8v2vXLoSHh+O9997D0aNH8csvv+DChQtluRmMMVauevToAbVaDaDoCsWBAweQ\nkZGB3NxcAMDu3bvRo0cP9OvXDydPnkRiYiJ+/PFHnDlzptT7kQ1dds3IyMCAAQMwevRopKSkwNTU\nFGq1mi/RMmbEyrSj4z179uDPP//EiRMnoFQq0aRJEyxZsgQPHjzA77//jmPHjsHe3h4AEBsbi5CQ\nEFq50G0AACAASURBVMyePfux1hEXF4fBgwdj+PDhAIDly5dj+/btZbkZjDFWroKDgxEXFwcASE9P\nh6OjI2rVqoVDhw6he/fu2LNnDyZMmIDPPvsMmZmZ8PLyAgCsXbsW3t7eyMzM1LtcQ2fkVq5ciQ4d\nOiAiIgIAsHDhQmzdurUctowxVlWUaYKXkZEBd3d3KJVKedzgwYMxd+5cuLu7y8kdALRv3x4FBQU4\nd+7cY60jMzMTo0aNkl/b2trCw8OjlDmii/0f+P8DY6wsqdVq+YwUe7gOHTrg/v37SEtLw/79+xEQ\nEICCggIkJSXBw8MDly9fhp2dHZRKpZzcAYCXlxccHByQmZmJGjVqPHQ9mjN0GRkZWpeAJUmCn59f\nKXNGF/s/EBw3GSsf5Rk7yzTBMzc31zteoVDojCsoKAAAFBYW6r1MkJ+fb3A9JX+lmpmZlVKr6FKm\nMcbKQmBgIAIDA+XXfG9s6czNzREYGAi1Wo2kpCSEhIQgPz8fX3/9NVxdXdGpUyc4ODjonbegoAAF\nBQUG46Yk6d55I4TQulcP4LjJWFVQnrGzTO/B8/T0xIULF3Dr1i153MyZMzF37lycP39evjkYAA4f\nPgwTExO4u7vD3Nxcax4iQlZWlt51+Pj44NixY/Lr27dv4+zZs2W5GYwxVu6Cg4Oxd+9eJCUlISAg\nAAEBATh69CgSExPRs2dPeHl54datWzh9+rQ8T0ZGBnJycuDl5SX/oM7JyZGnl4ybmh/DPj4+SE5O\n1hqfmppanpvHGKtkZZrgBQcHw9XVFaNGjcLp06exY8cOLF68GAsXLoSnpyeGDRuG9PR0qNVqTJgw\nAYMHD4aDgwNat26NnJwcfPrpp8jKykJUVJRWMgj8F6jGjx+PzZs344svvsDp06fxxhtvyDcmM8ZY\ndREcHIydO3dCkiS4ubnB09MTNjY2coLn6emJkJAQjBgxAsePH0dycjJGjBiBgIAANG/eHE2bNoVC\nocCcOXOQnZ2N+fPnG0zaRo0ahdTUVLz33ns4c+YMpkyZYvBHNGPMOJRpgidJEhISEnDt2jW0bNkS\nY8eOxcyZMzFgwABs2bIFQgi0a9cOoaGh6Nu3L5YvXw4A8PDwwCeffILZs2fDz88P+fn5CA0NlZdb\nvGWYv78/vvrqK3z88cdo3bo17O3t0b59+7LcDMYYK3ceHh5wcXHRetpEx44doVKp4OnpCQBYvXo1\nPDw8EBQUhODgYDRr1kxuHGFra4u4uDhs2LABPj4+SElJwcSJE+VlFY+bjRo1QmJiIjZu3Ag/Pz/8\n9ttvePHFFytwaxljFU2QEXeEVBTcjHbzjJTgvrmMgBD8OVZXHDerCz7GjFFZxs5q8SQLxhhjjDH2\n6DjBY4wxxhgzMpzgMcYYY4wZmTLtB69q4kfxVCdKpf6+vxhjFYnjZlXHsZI9jNEneHwTKmOMPR6O\nm4xVf3yJljHGGGPMyHCCxxhjjDFmZDjBY4wxxhgzMkZ/D56+B3KzqkOpdEBOzrXKrgZjrBiOm5WH\nYyIrK/wkC1bJuDd2Y8RPsqi+OG5WNj52nmX8JAvGGGOMMWYQJ3iMMcYYY0am1ATv4sWLkCQJWVlZ\nj73gsLAwDBs27IkrxhhjjDHGnky5ncETQvCNuowxxhhjlaDcEjwi4htFGWOMMcYqwSMleAkJCXB3\nd4eVlRX69OmDa9eKmnAfPnwY/v7+sLGxQcOGDbFkyRKt+TRn8KKjozFkyBBMmDABSqUSbm5u2Lt3\nLxYvXgxnZ2fUrl1ba96bN29ixIgRsLe3R506dTBmzBjk5ubK02fMmIF69epBoVDg+eefx5EjR576\njWCMsapGc5vMtm3boFKpoFQqMXnyZKSnp6NVq1awsbFB3759cefOHTx48ABRUVFwdXWFubk5VCoV\nli5dKi9LpVIhNjYWzz//PBQKBXx9fXH8+PFK3DrGWLmiUmRnZ5MQgpo3b07Jycl09OhRcnFxocmT\nJ1NGRgZZWlrSO++8Q+fOnaPVq/+PvTsPi6r6/wD+HkBwgAHZRBIUEVDTFBULE3RcgXJLDQV3Df2l\noqVZmRmQmZXlkuReWqmVmoaOoeEyAYa5gggoyGKuWaGiEvv5/eHXmwQmyCwwvl/PMw8z5y7nHObe\nDx/ucu6XwsLCQmzdulUIIcTYsWPF6NGjhRBChIeHCzMzMzF37lyRnZ0thg0bJmxsbMTgwYPFmTNn\nxLx584Spqam4fv26EEKIIUOGiP79+4uUlBRx/Phx0aNHDzF06FAhhBDbt28Xtra24ueffxa5ubli\n6tSpomnTplW2H4AABF91+vWfmyDVU/xeNeNeDO7WrZtISUkRGzduFDKZTLRq1UocOHBAxMXFCWtr\na7F8+XIxf/580apVK/Hrr7+KnJwcER4eLho0aCCuXLkihBCiefPmwsHBQURHR4uMjAzRo0cP8cwz\nz1Sqk3FT3y/uO48zTX7//7mme8ElJiZGKnv11VdF3759xcyZM4WPj0+F+d98803RpUsXIUTlBM/J\nyUmab+fOnUImk4nc3FwhhBB5eXlCJpOJY8eOiXPnzgkjIyORl5cnzZ+bmytkMpm4cOGCWLx4sXB0\ndBQ5OTlCCCFu3bolDh48KEpLSyt3joGqHrwYzAwRv1fNqCoG29nZiYiICOnzoEGDxNSpU0V0dLRI\nSEiQygsLC4VMJhNqtVoIIYSrq6t47bXXpOk7d+4UxsbGlepk3NT3i/vO40yT33+1nmTRsmVL6b21\ntTUKCwuRnp6OZ555psJ8Xbt2xWeffVblOpo3by69l8vlFcrufS4qKkJ6ejqEEGjWrFmF5WUyGTIz\nMxESEoJVq1ahZcuW6NKlCwYOHIiJEyfC2Nj4Aa2PuO+98n8vItIktVoNtVqt72YYLDc3N+m9XC6v\nFE+Li4sxcOBAxMbGYtasWTh79ixOnDgBACgrK5PmvT+WKxQKlJeXQwhRxQ1xEfe9V4Jxk0g7tBk7\nq5Xg/Tt5EkJALpfjbrL5j7KyMpSWllZdkUn1nopWWloKS0tLJCUlVarTyckJ5ubmSEtLw/79+7F7\n926sXr0an332GY4dOwYnJ6cq1hhRrXqJ6NEplUoolUrpc2RkpP4aY4D+HT+NjCpePi2EwNtvv401\na9Zg4sSJGDNmDFasWAFXV9cK85mamlZa98MTPCLSFm3GzhrfRXsvqWvdujV+/fXXCtMSExPRunXr\nWjWoVatWuH37NkpLS+Hm5gY3NzfIZDK8+uqryM/Px9atW7Fy5Ur069cPy5YtQ0ZGBm7duoWEhIRa\n1UtEVJ+tXr0ay5cvx8KFCxEUFCTdmPbvf8SJ6PHwyMOkTJkyBSkpKZg7dy4yMjLw1VdfYcWKFZg2\nbZo0z6MEljZt2iAgIACjR4/GkSNHkJycjFGjRuGPP/5AkyZNUFxcjDfeeAPff/89cnNzsXHjRhQV\nFcHLy+tRu0JEVO/Z2dlh165dyM7ORkJCAsaOHQsTExMUFRXpu2lEpAcPTfD+fej+3gDGTZs2xe7d\nu7F37160b98eCxYswJIlSzBhwoQK8/37/YPWe7+vv/4aHh4e6NevH5RKJZydnREdHQ0AGDlyJObO\nnYtZs2ahdevWWLZsGb799lt4eHjUrOdERPVAdQaMl8lk+OKLL5CSkoK2bdsiLCwMkZGR8PX1xcmT\nJ2u1biKqn2TCgI/f3w1eBts9AyHjKSQDJJPxe62vGDf1jfvO40yTsVNrT7IgIiIiIv1ggkdERERk\nYJjgERERERkYJnhEREREBqZ6ow/Xa7xLrC5TKGz03QQiqoRxU18YE0lTDD7B491IREQ1w7hJVP/x\nFC0RERGRgWGCR0RERGRgmOARERERGRiDvwaPj+LRP4XCBvn5efpuBhFVE+OmfjBWkibxUWWkA3z0\nzuOGjyqrvxg39Yn7zeOOjyojIiIiogfSW4JnZGSEAwcO1Ho9SUlJSEhI0ECLiIjqrg0bNsDFxeWR\nl3d1dcWmTZs02CIiqsv0luBdvXoVfn5+tV7PCy+8gIyMDA20iIjIcMlkMl5bR/QY0dtNFo0bN9bY\nunjNAhEREdE/qn0ELzc3F0ZGRvjmm2/QtGlT2NjYYPr06SgtLcWGDRvg4+ODYcOGoVGjRvjiiy8g\nhMCiRYvg7u4Oc3NzKJVKnDp16p+K7ztFW1RUhFdeeQWNGzeGvb09hg8fjmvXrknz5uTkoH///rCy\nsoKLiwsWLlwIAFAqlTh//jxCQ0MxYcIETf1OiIj0JjExEX5+frCwsIClpSUCAwNx+fJlafp7772H\nxo0bw8bGBrNmzZLKS0pKMHv2bLi4uMDU1BSurq5YtWpVhXUnJyejQ4cOkMvlCAgIwIULF3TWLyLS\nMVFNOTk5QiaTiSeffFL88ssv4uDBg8LZ2Vm88cYbYsOGDUImk4m33npLZGRkiN9//12Eh4cLR0dH\nsWvXLnHmzBkxbtw44eTkJG7fvi2EEEImk4n9+/cLIYSYOXOm8PHxEUeOHBGpqali2LBhokuXLkII\nIQoLC4W7u7sYMmSISE1NFXv37hWNGjUSmzdvFnl5ecLFxUUsWbJE5OfnV2ozAAEIvvT+qvZmRgaC\n3/mjyc/PFzY2NuLdd98Vubm54tChQ8LT01NMmTJFirMjRowQGRkZ4rvvvhNGRkZCpVIJIYSYP3++\naNWqlfj1119FTk6OCA8PFw0aNBBXrlwRQgjRvHlzYWVlJbZu3SpOnz4tevfuLbp3716pDYybjJWk\nP5rcBqq9pnsJ3o8//iiVrV+/XtjZ2YkvvvhCyGQycefOHSGEEOXl5cLW1lasWrVKmrekpEQ0a9ZM\nrFixQgjxT4J3584dYWZmJk6ePCnNW1BQIMzNzUV8fLxQqVTCwsKiQgK3adMmER0dLYQQwtXVVXz+\n+edVd46Bqo68GLQeN/zOH83Vq1fFJ598UqHszTffFD169BAbNmwQDRo0ELdu3ZKmdezYUbz//vtC\nCCF++OEHkZCQIE0rLCwUMplMqNVqIcTdWPnOO+9I03Nzc4VMJhOpqakV6mPcZKwk/dHkNlDja/C6\ndesmve/cuTPy8vLw+++/w87ODubm5gCAa9eu4fr163jmmWekeU1MTODt7Y309PQK68vOzkZxcXGl\nGy6KioqQmZmJP//8E+7u7lAoFNK0kJCQGrQ44r73yv+9iEiT1Go11Gq1vptR7zk6OmLMmDFYvHgx\nkpOTkZaWhuTkZPj4+AAA7O3tYWlpKc1vbW2NwsJCAMCgQYMQGxuLWbNm4ezZszhx4gQAoKysTJr/\n6aeflt43b94ctra2SE9Px5NPPvmvlkTc914Jxk0i7dBm7Kxxgmdi8s8i9wKHsbExGjZsKJXL5fIq\nly0tLa0QbO6VAUBcXBysra2lciEEHBwcsH79+po28V8iark8ET2MUqmEUqmUPkdGRuqvMfXYpUuX\n4O3tjc6dO8Pf3x+TJk2CSqWShoIyNjautMzdf/qBt99+G2vWrMHEiRMxZswYrFixAq6urhXm/ffy\nZWVlMDU1raIlEZroDhE9hDZjZ42HSbn3XyEAHDt2DE5OTnBwcKgwj5WVFZycnHD48GGprKSkBMeP\nH0erVq0qzNuyZUsYGxvjjz/+gJubG9zc3ODg4ICZM2fi/Pnz8PT0RFZWFm7duiUtEx4ejvHjxwPg\nI3WIyHDs2LED1tbWUKlUCAsLQ7du3ZCVlSUlcf9l1apVWL58ORYuXIigoCDcvn0bACosm5SUJL0/\ne/Ysbt68iTZt2mi+I0SkdzVO8MLCwnD8+HHs27cP4eHhCAsLq3K+WbNmISIiArt27cKZM2cwadIk\nFBUVITg4uMJ8CoUCoaGhmDZtGg4ePIgzZ85gzJgxSElJgaenJ/z9/eHi4oLQ0FCcOXMGMTExWL58\nOZ577jkAgKWlJdLT03H9+vVH6D4RUd1hb2+PS5cuYd++fcjOzsaHH34IlUqFoqKiKue/P3mzt7fH\nrl27kJ2djYSEBIwdOxYmJibSskIIfPTRR9i5cyeSkpIwbtw4DBgwAO7u7jrpGxHpWHUv1rt3k8X7\n778vHB0dhYODgwgPDxfl5eVi/fr1wsXFpcL85eXlIjw8XDg5OQlzc3PRp08fcfr0aWn6/XfRFhQU\niKlTpwoHBwehUChEQECAyMzMlObNyMgQffv2FXK5XLi6uoqlS5dK01avXi0UCoUYOnRopTaDFwvX\nkRcvHH7c8Dt/NGVlZeLll18WNjY2wsbGRkyaNEns3LlTKBQKsXLlykpxVqlUinnz5gkhhDh06JBo\n3769aNiwofDy8hK7d+8WPXv2FO+9954Q4u5NFgsXLhStW7cWcrlcDB06VPz111+V2sC4yVhJ+qPJ\nbUD2vxU+VG5uLtzc3JCbm4tmzZrVKqksLS2Fqakp4uLi4OvrW6t1/Rc+NLuu4AO0HzeafGA26Rbj\npj5xv3ncaTJ26vxJFn/++Sfi4uIAAE888YSuqyciIiIyeDW6Bk8TNzRs3rwZY8eORWhoKNzc3Gq9\nPiIiIiKqqNqnaOsjnmqoK3ja4XHDU7T1F+OmPnG/edxpMnbW+C5aIiIiIqrbdH4Nnu5xnDx9Uyhs\n9N0EIqoRxk19YKwkTTL4BI+Hu4mIaoZxk6j+4ylaIiIiIgPDBI+IiIjIwDDBIyIiIjIwBn8NnibG\n7qPqUShskJ+fp+9mEFEtMW7qHuMnaRrHwSMN4hhOdBfHwau/GDf1hfsMcRw8IiIiIvoPOk3wcnNz\nYWRkhKysLBgZGeHAgQMAgGvXrmHLli3SfNnZ2fjxxx8rLJOdna3LphIR6cT9sbCmIiIi4Ofnp+EW\nEZEh0MsRPJlMhqtXr0qB6Y033sCuXbuk6RMnTsThw4f10TQiIiKiek9vN1k0btxYev/v881CCF6L\nQERERPSI9HIETwgBIyMj7N+/HxEREfjqq6+wadMmtGjRAuPHj0dcXBwWLFiAXr16Vbqb6+bNmxg7\ndiwaNWoEJycnTJ48Gbdv39ZHN4iIHsjLywvLli2TPg8ePBheXl7S5+3bt8PDwwMAcOjQIXTo0AFy\nuRzdu3dHbm6uNJ9KpUKnTp0gl8vRqFEjjBgxArdu3aqyzoSEBDz99NMwNzdHu3btsHHjRmnahQsX\nEBgYCGtra9jZ2WHChAm4c+eOhntNRHWFXm+ykMlkmD17NoKCgjBs2DAcO3YMy5YtQ9euXfHqq69i\n+/btlY7kTZgwAXl5eUhISMDu3btx9uxZjBs3Tj8dICJ6gICAAKjVagB3/6mNj49HWlqa9A9pbGws\nAgMDAQBr167FsmXLcPToUdy8eROzZ88GAOTk5GDYsGGYMmUKzp49i61bt+LAgQNYtWpVpfquXr2K\n559/HqNHj8bp06fxzjvvICwsDCqVCgAwbdo0mJmZ4fjx44iNjUViYiLef/99HfwmiEgf9D4OnoWF\nBRo2bIiysjLY2dkBAExNTWFhYYFGjRrhxo0b0rxZWVn44Ycf8Oeff8LG5u5Dmb/88ku0aNECly5d\nQtOmTfXSByKif/P398fatWsBACkpKbCzs0Pjxo3xyy+/oF+/fti3bx8+/fRTREVF4a233oJSqQRw\n9xrkqKgoAEBZWRk+/fRTvPTSSwCAZs2aoXfv3khLS6tU32effYaePXsiLCwMAODm5ob09HQsXboU\n/fv3x/nz59G+fXs0b94cDRo0wPbt22FkxIEUiAyV3hO8mkhPT4cQAs2aNatQLpPJkJGRwQSPiOqM\nbt26obi4GMnJyYiLi4Ofnx/KysqQkJAADw8PXLx4UUrqWrZsKS1nZWWFwsJCAIC7uztMTU2xYMEC\npKamSq+QkJBK9aWnpyMmJgYKhUIqKy0tla53fvPNNzFu3DhER0ejX79+GDp0KIYPH67F3wAR6VO9\nSvBKS0thaWmJpKSkCuVCCDg5OT1gqYj73iv/9yIiTVKr1dLpSLrL1NQUSqUSarUaCQkJ6N+/P0pL\nS7F582a4uLhAqVRCLpcDAIyNjSsse+/SlOTkZHTr1g2DBg1C9+7dMWvWLCxZsqTCvPeuUy4tLUVI\nSAjmzZtXYT331j1ixAj06dMHP/zwA2JiYjB+/Hjs3bsX69evr6L1Efe9V4Jxk0g7tBk760SC9+8b\nKR70mJxWrVrh9u3bKC0thaenJ4C716i88sorWLNmDczNzatYKkLDrSWif1MqldLRKACIjIzUX2Pq\nEH9/f8TGxuLIkSP48MMPUVpaihkzZsDS0hIBAQEPXf7rr7+Gn58fNm3aJJVlZGSgVatW0ud7yWDr\n1q0RHx8PNzc3adqqVatw8eJFzJ8/H6+99hpGjx6Nl156CS+99BI2btyISZMmVSPBIyJt0WbsrBMX\nYCgUCpw/fx6XL18GAFhaWiIzMxN//PFHhfnatGmDgIAAjB49GkeOHEFycjJGjRqFP/74A02aNNFH\n04mIHsjf3x979uyBkZER3Nzc4OnpCUtLS6hUKukGi/9ib2+PlJQUHDlyBJmZmZg1axZOnTolncK9\n35QpU3Dy5Em89dZbyMzMxLZt2zB79my4uLhAJpMhJSUF06ZNQ1JSEs6ePYvvv/8e3t7e2ug2EdUB\nOk/wqjo6N2bMGGRlZUlDCEyePBk//fQTAgMDIZPJKizz9ddfw8PDA/369YNSqYSzszOio6N11n4i\noury8PBA06ZNKzxtonv37nB1dZXOQvzb/TFv+vTp6NatG/r27Qs/Pz80aNAAy5cvly5TuX/eZs2a\nQaVSYd++fXjqqacwe/ZsREZGYvLkyQCADRs2oHHjxujVq5eU2G3evFlrfSci/ZIJAx5RmA/N1jU+\nLJvu0uQDs0m3GDf1hfsMaTZ21olTtERERESkOUzwiIiIiAwMEzwiIiIiA8MEj4iIiMjA1Ilx8LSr\n6jH1SPMUCht9N4GINIJxU9cYP0nTDD7B411JREQ1w7hJVP/xFC0RERGRgWGCR0RERGRgmOARERER\nGRiDvwavqkejkWYoFDbIz8/TdzOISMMYN3WHcZS0hY8qo1rgo3WoanxUWf3FuKlr3FfoH3xUGRER\nERE9EBM8IiIiIgOj1wQvKSkJCQkJ+mwCERERkcHRa4L3wgsvICMjQ59NICIiIjI4ej9Fy4tLiYiI\niDRLbwmeUqnE+fPnERoaCnt7e0RHR0vTvLy8MHjwYOnz4sWL0a9fPwDAxYsXERQUBDs7Ozg4OCAs\nLAxFRUU6bz8RUV3z8ssv4/nnn69QNmfOHAwcOBCXLl3C4MGDYWlpiebNm2POnDkoKSnRU0uJSNv0\nluDt2LEDzs7OWLx4Mbp37w61Wg0AuH79Ok6fPo3ExERp3tjYWAQGBqKkpAS9evVCQUEBfv75Z2zd\nuhUxMTGYNWuWnnpBRFR3hISEYN++fbhx44ZUtnXrVoSEhGDw4MGws7PDiRMnsGnTJqhUKsyZM0eP\nrSUibdJbgmdjYwNjY2MoFAoMGDBASvDi4+PRvXt33LlzB5mZmSguLkZ8fDwCAwMRExODS5cuYePG\njWjXrh2USiU+++wzrF69Grdu3dJXV4iI6gRfX180adIEP/zwAwDg6NGjuHr1KqysrJCTk4O1a9fC\n09MTvr6+iIqKQlRUFMrLy/XcaiLSBr0/yUImk6Ffv34IDQ3F9evX8fPPP6Nnz54oLy9HfHw8Ll68\nCHt7e7Ru3RrR0dFwd3dHo0aNpOW7du2KsrIyZGZmolOnTlXUEHHfe+X/XkSkSWq1WvonjfRHJpNh\nxIgR2LJlC8aNG4fvvvsOgwYNQk5ODm7cuAFra2tpXiEESkpKcP78ebRo0eJfa4q4770SjJtE2qHN\n2Kn3BA8AmjZtijZt2iAuLg5xcXFYtGgRiouLcejQIWRlZSEwMBAAIJfLKy1bVlZW4WdlEVpqNRHd\no1QqoVQqpc+RkZH6a8xjLjg4GEuXLsWNGzewbds2REVFISsrCx4eHti9e3eFeYUQcHZ2rmItETpp\nK9HjTpuxU6930d7/vEN/f39ER0cjNTUVPj4+8PPzQ3x8PPbu3YuAgAAAQOvWrXHu3Dlcv35dWi4x\nMRHGxsZwd3fXefuJiOoaLy8vtGzZEh9//DHy8/MREBAAT09PXLhwAba2tnBzc4Obmxt+//13zJkz\nh6doiQyUXhM8S0tLpKen4/r16/D398emTZvQsWNHNGzYEM8++yxycnKQmpqKPn36AAD69u0LT09P\njB49GikpKVCr1Zg+fTqCg4NhY2Ojz64QEdUZISEhWLx4MYYNGwYTExP4+/ujRYsWGDlyJE6dOoXE\nxESMHz8exsbGMDMz03dziUgL9JrgTZs2DatXr0ZoaCi6d+8OExMT+Pn5Abib/HXs2BFdu3aFhYUF\ngLtH/H744QfIZDL4+Phg+PDhGDRoENatW6fPbhAR1SnDhw9HYWEhgoODAQBGRkbYtWsXjI2N8eyz\nz2LgwIHo0aMHYyeRAZMJAx5p+O4pYIPtXh0g40DVVCWZjNuGPsXFxSE4OBiXLl2q8bKMm7rGfYX+\nocnYWSdusiAiotq7du0a4uLi8NFHH2HixIn6bg4R6RGP4FEt8D9PqhqP4OlHZmYmOnfuDG9vb+za\ntUu6vKUmGDd1jfsK/UOTsZMJHtUCAxNVjQle/cW4qWvcV+gfPEVbI7KHz0KPRKHgnctEholxU1cY\nR0lbDD7B439GREQ1w7hJVP/pdZgUIiIiItI8JnhEREREBoYJHhEREZGBMfhr8O5/3i09OoXCBvn5\nefpuBhHpAOOm9jGmkrZxmBSqJt7KT9XHYVLqL8ZNXeE+QpVpMnbyFC0RERGRgWGCR0RERGRgdHYN\nXlJSEm7fvo3S0lL06tULpaWlMDJifklEhq0uxL7c3Fy4ubnh3LlzcHNz02ndRKQfOosyL7zwAjIy\nMtCtWzdcvXqVyR0RPRbuxT7euEBEuqTTLEsIgQYNGqBx48a6rJaISK+EELygnoh0SicJnlKpxPnz\n5xEaGooWLVrAyMgI5eXlyM3NhZGREXbt2gVXV1coFAq89tprSElJQefOnWFpaYlBgwahoKBAEzn3\nMAAAIABJREFUWteaNWvg5uYGhUIBPz8/HDt2TBddICKqsftj3/jx4wHcjWHOzs6wtLTE2LFjUVRU\nJM2vUqnQqVMnmJub48knn8S2bdsqrGvevHnS53vxMzs7GwDw119/YciQIVAoFGjZsiVWrVpV6UxJ\ndHQ03N3dYW5ujgEDBiAvj8N0EBksoQN5eXnCxcVFLFmyRERHRwuZTCbKyspETk6OkMlkolu3biIl\nJUVs3LhRyGQy0apVK3HgwAERFxcnrK2txfLly4UQQuzcuVM4OjqKnTt3inPnzokFCxYIhUIhrly5\nUmW9AAQg+NLISyebChkIbi93VRX7evXqJU6fPi327dsnLC0tRVRUlBBCiP379wtTU1OxbNkykZmZ\nKZYsWSIaNGggjhw5IoQQQqlUinnz5knrvhc/s7KyhBBC9OnTR/j6+ork5GTx448/iiZNmggjI6MK\n87Zv314cPXpU/Prrr6Jp06bitddeq9Rmxk3GVNIfTW4XOjmCZ2NjA2NjY1hZWcHKyqrS9Lfffhvt\n2rXDyJEjYWtri+DgYPTs2RN+fn5QKpU4e/YsAOCjjz7Cm2++iQEDBqBly5Z466234O3tjXXr1umi\nG0RENVJV7Pvss8/Qtm1b9O7dG3379sWpU6cAAFFRURgyZAimT58Od3d3vPLKKxg6dCgWLVr00Hoy\nMjKwf/9+rF+/Hu3bt0dgYCAiIyNx9+/FPz788EN4e3vj6aefRlBQEJKTkzXfaSKqE+rEkyzuv6tL\nLpejefPm0ueGDRtKpzDS09Px1ltvVThNUVxcDBcXl/9Ye8R975X/exGRJqnVaqjVan03o15o2bKl\n9N7KygqFhYUAgDNnzmDSpEkV5u3atSvWrl370HWeOnUKVlZWcHd3l8p8fHyqXXdlEfe9V4Jxk0g7\ntBk760SCZ2JSsRkPusO2rKwMixcvRr9+/aQyIQQsLS3/Y+0RGmghEf0XpVIJpVIpfY6MjNRfY+o4\nY2PjCp/vHWWTy+WV5i0rK0N5eXmV6yktLZXem5iYVDpa9+/P/1V3ZREPKCciTdJm7NTZXbSPOkTA\n/cu1atUKv/32G9zc3KTX4sWLeeSAiOqs6sa+1q1b4/DhwxXKEhMT0apVKwCAmZkZ8vPzpWn3bq4A\ngCeffBK3bt3CuXPnpLLjx4/XptlEVM/p7AiepaUl0tPT0ahRoxotJ8Q/wwvMnDkTEyZMQOvWrdGt\nWzds3LgRn3/+OSZPnqyNJhMR1drDYt/98a1r165YtmwZnnvuOezevRs7duzAnj17AABdunTBhg0b\nMGrUKABAeHi4lDx6enrC398fL730Ej799FNcu3YN77zzDsfeI3qM6ewI3rRp07B69WqEhoZWCDoP\nC0AymUyaJygoCB988AEiIyPRrl07REdHIzo6Gu3bt9dq24mIHtWDYh9QMb517twZmzdvxurVq/HU\nU09hw4YN2Lp1K3r37g3gbgLYuXNndO/eHSEhIZg7d26FU67r16+HQqGAj48PXn75ZUyYMAENGjSo\nUNeD6iYiwyMTD74Io967G7wMtns6JvuP63WIKpLJuL3o0t9//43Y2Fg899xz0jXNW7duxeuvv46c\nnJwarYtxU1e4j1BlmoydfF4YEVE9Z2ZmhokTJyIyMhI5OTlITExEZGQkgoKC9N00ItITHsGjauJ/\nm1R9PIKne4cOHcJrr70mDZkyevRoLFiwoMJp2upg3NQV7iNUmSZjJxM8qiYGI6o+Jnj1F+OmrnAf\nocp4ipaIiIiIHqhODHSsXbxLTBMUCht9N4GIdIZxU9sYU0nbDD7B4yFwIqKaYdwkqv94ipaIiIjI\nwDDBIyIiIjIwTPCIiIiIDIzBX4PHR/E8GoXCBvn5efpuBhHpAeOm9jC2kq5wHDx6AI7RRI+O4+DV\nX4yb2sZ9gx6M4+ARERER0QMxwSMiqodyc3NhZGSE7OzsKqdv2LABLi4uOm4VEdUVTPCIiAzQiBEj\nkJSUpO9mEJGeGPxNFkREj6OGDRuiYcOG+m4GEemJRo/g5eTkoH///rCysoKLiwsWLlwIALh48SKC\ngoJgZ2cHBwcHhIWFoaioCMDd0wi+vr54//33YWtrCycnJ3zzzTfYsmULmjVrBltbW8ydO1eqo6io\nCK+88goaN24Me3t7DB8+HNeuXdNkN4iI6pQVK1bAzc0NcrkcHTp0wO7du6Vp0dHRcHd3h7m5OQYM\nGIC8vLt3aN5/ilatVsPZ2Rmffvop7Ozs4OjoiPfee08vfSEi3dBYgldUVIR+/frBzMwMhw8fxuef\nf46PPvoIX331FXr16oWCggL8/PPP2Lp1K2JiYjBr1ixp2WPHjuHcuXM4duwYgoKCEBoaihUrViAm\nJgYLFy7EwoULkZqaCgB466238Ouvv2L37t2Ii4tDeXk5+vfvr6luEBHVKSdPnsSrr76KZcuWISMj\nA8OHD0dQUBBu3rwJ4G4i9+2330KtVuPkyZPSP9b/du3aNWzevBkHDhzAmjVr8PHHH2PVqlW67AoR\n6ZLQEJVKJSwsLER+fr5UtnnzZvHll18Kc3Nzcf36dal8z549wsTERNy8eVOsX79emJiYiNu3bwsh\nhDh16pSQyWRCrVZL81tbW4tt27aJO3fuCDMzM3Hy5ElpWkFBgTA3Nxfx8fGV2gRAAIKvR3ppbNOg\nxxC3H83Zvn27MDMzE0lJSUIIIcrLy0VsbKxIS0sTMplMxMTESPO++uqrom/fvkIIIdavXy+cnZ2F\nEEIcPHhQyGQykZaWJs0bHh4uvLy8KtXHuMnYSvqjye1DY9fgpaWlwd3dHQqFQioLDg7Ghx9+CHd3\ndzRq1Egq79q1K8rKynDu3DkAgL29PSwsLAAAcrkcANC8eXNpfrlcjqKiImRnZ6O4uBh+fn4V6i4q\nKkJmZiZ8fX2raFnEfe+V/3sRkSap1Wqo1Wp9N8MgBQQEoGPHjujYsSPatWuHgQMHYuLEidJgxC1b\ntpTmtbKyQmFhYZXrsba2Rps2baTPnTt3xgcffPCAWiPue68E4yaRdmgzdmoswTM1Na2y/F7Cdr+y\nsrIKP01MKjfDyKjy2ePS0lIAQFxcHKytraVyIQQcHBwe0LKI/2o2EWmAUqmEUqmUPkdGRuqvMQZG\nLpcjMTERCQkJUKlU2LZtG6KiohAfHw8AMDY2rjD/3YMAlf07zpaVlVVa9h8RtW02EVWDNmOnxq7B\n8/T0RFZWFm7duiWVhYeH48MPP8S5c+dw/fp1qTwxMRHGxsZwd3evUR3u7u4wNjbGH3/8ATc3N7i5\nucHBwQEzZ87E+fPnNdUVIqI6Y//+/Xj33Xfh6+uLDz74AOnp6XB0dERMTEyN1vPXX3/hwoUL0udj\nx47By8tL080lojpCYwmev78/XFxcEBoaijNnziAmJgbLly/H0qVL4enpidGjRyMlJQVqtRrTp09H\ncHAwbGxsalSHpaUlQkNDMW3aNBw8eBBnzpzBmDFjkJKSAk9PT011hYiozjAzM8P8+fOxZs0a5Obm\nIjo6GhcuXICdnV2N1zVx4kSkpqbi+++/x/LlyxEWFqaFFhNRXaCxU7RGRkaIjo7G1KlT0alTJzg6\nOiI8PBwvvvginn76aUybNg0+Pj6wtLTEqFGjpDu9ZDJZpQdb/9eDrj/55BPMnj0bw4cPR2FhIbp1\n64affvoJZmZmmuoKEVGd4evri1WrVuGjjz7CjBkz4OzsjCVLlqBPnz5Vxs77y/49PSAgAL6+vlAo\nFFi4cCFGjBihkz4Qke7JxIMu2DAAfGh2bfCB2PToNPnAbKo9tVqNXr16oby8/KHzMm5qG/cNejBN\nxk4+qoyIiIjIwDDBIyJ6DPzXpS9EZHh4ipYegKcR6NHxFG39xbipbdw36MF4ipaIiIiIHkhjd9HW\nXTwt8SgUipoNYUNEhoRxU1sYW0lXDD7B46FwIqKaYdwkqv94ipaIiIjIwDDBIyIiIjIwTPCIiIiI\nDIzBX4PHsZ9qTqGwQX5+nr6bQUR6wripGYylpE8cB4+qwHGaqHY4Dl79xbipSdwPqGY4Dh4RERER\nPRATPCKix8y2bdvw+++/67sZRKRFTPCIiB4j58+fR1BQEO7cuaPvphCRFjHBIyJ6jNy7vofXhhEZ\nNp0leF5eXli2bJn0efDgwfDy8pI+b9++HZ6enjh79iwCAwNhZWUFuVwOPz8/pKWlAQACAwMxderU\nCusNDg7G9OnTddMJIqI64uWXX8bzzz9foWzOnDkYOHAgLl26hMGDB8PS0hLNmzfHnDlzUFJSAgBw\nc3MDAHh4eOCrr77SebuJSDd0luAFBARArVYDuPufY3x8PNLS0nD79m0AQGxsLAICAjBw4EC0aNEC\nycnJ+OWXX1BWVobZs2cDAEJCQrB9+3aUl5cDAAoKCqBSqTBy5EhddYOIqE4ICQnBvn37cOPGDals\n69atCAkJweDBg2FnZ4cTJ05g06ZNUKlUmDNnDgDgyJEjAIDDhw8jKChIL20nIu3TWYLn7++PuLg4\nAEBKSgrs7OzQsmVL/PLLLwCAffv2ITAwEJMmTcKiRYvQokULdOzYEWPHjkVqaiqAu0f98vPzpfXs\n3r0bjRs3xjPPPKOrbhAR1Qm+vr5o0qQJfvjhBwDA0aNHcfXqVVhZWSEnJwdr166Fp6cnfH19ERUV\nhaioKJSXl8Pe3h4AYG9vj4YNG+qzC0SkRTob6Lhbt24oLi5GcnIy4uLi4Ofnh7KyMiQkJMDDwwMX\nL15Ez5494efnh6+++grHjh3D2bNnceLECSkgKRQK9O/fH1u2bIFSqcR3332HESNG6KoLRER1hkwm\nw4gRI7BlyxaMGzcO3333HQYNGoScnBzcuHED1tbW0rxCCJSUlOD8+fMcxJjoMaGzBM/U1BRKpRJq\ntRoJCQno378/SktLsXnzZri4uECpVKKsrAxdunSBvb09Bg8ejJEjRyI9PR0ffPCBtJ6QkBBMnjwZ\nH330EWJiYhAREfGQmu+frvzfi4g0Sa1WS5dgkO4EBwdj6dKluHHjBrZt24aoqChkZWXBw8MDu3fv\nrjCvEALOzs64dOlSNdYccd97JRg3ibRDm7FTp0+yiIqKQmxsLI4cOYJDhw6htLQUnTp1Qu/evdGr\nVy+0bNkSwcHBuHHjBoyNjQEAr7/+OjZv3oyLFy8CAIqKiuDk5IQpU6YgOjoaKSkpD6yPI7I/Ko6+\nTrXDJ1nozpNPPokhQ4ZgxYoVuHbtGmJjY/Hiiy/i4sWLaNSoEQAgMTERS5YswcaNG3HlyhW0aNEC\n586dk264uB/jpiZxP6CaqbdPsvD398eePXtgZGQENzc3eHp6wtLSEiqVCoGBgbCzs0NBQQG+//57\n5ObmYt26dVi7di2KioqkdZiZmWHIkCFYvHgxgoODddl8IqI6JyQkBIsXL8awYcNgYmICf39/tGjR\nAiNHjsSpU6eQmJiI8ePHw9jYGKamprC0tAQAJCUlcSw8IgOm0wTPw8MDTZs2hZ+fn1TWvXt3uLq6\nwtPTE127dkV4eDjCwsLw1FNPITY2Fj/++CPy8vKkI3gAMHz4cBQWFvL6OyJ67N2Lh/f+4TUyMsKu\nXbtgbGyMZ599FgMHDkSPHj2wbt06AICdnR3GjRuHkJAQfP755/psOhFpkU5P0WrKV199hZUrVyIx\nMfE/5+OphkfF0wpUOzxFqztxcXEIDg6u5rV1D8e4qUncD6hmNBk7dXaThSbk5OTgyJEjmD9/vjSm\nExHR4+jatWuIi4vDRx99hIkTJ+q7OURUx9SrR5Xl5ORg4sSJ6NSpE8aPH6/v5hAR6c3NmzcxYcIE\nWFpa4o033tB3c4iojqmXp2iri6caHhVPK1Dt8BRt/cW4qUncD6hm6u1dtERERESkffXqGrxHw1Hb\na0qhsNF3E4hIrxg3NYGxlPTJ4BM8Hh4nIqoZxk2i+o+naImIiIgMDBM8IiIiIgPDBI+IiIjIwBj8\nNXh3b/mn/6JQ2CA/P0/fzSCiOoJxs/YYV0nfOA4egWM1kaZxHLz6i3FTU7gPUM1xHDwiIiIieiAm\neEREREQGhgkeERERkYFhgkdERERkYJjgERERERkYjSZ4OTk56N+/P6ysrODi4oKFCxcCABITE+Hn\n5wcLCwtYWloiMDAQly9fBgBs2LABvr6+eP/992FrawsnJyd888032LJlC5o1awZbW1vMnTtXqqOo\nqAivvPIKGjduDHt7ewwfPhzXrl3TZDeIiOqsFStWwM3NDXK5HB06dMDu3bsBABcvXsTgwYNhaWmJ\n5s2bY86cOSgpKZGWW79+Pdq0aQMzMzM4ODhgypQpKCsr01c3iEjbhIYUFhYKd3d3MWTIEJGamir2\n7t0rGjVqJL788ktha2sr3n33XZGbmysOHTokPD09xZQpU4QQQqxfv16YmZmJ8ePHi6ysLDF9+nRh\nYWEhevToIU6fPi1WrVolZDKZOH36tBBCiJkzZwofHx9x5MgRkZqaKoYNGya6dOlSZZsACEDw9dCX\nxjYDIiEEtyltOXHihDA1NRU7d+4Uv/32m1iwYIEwNzcX169fF97e3mLChAni7NmzIj4+XrRr107M\nmjVLCCFEfHy8kMvlYseOHeK3334T27ZtEw0bNhRbtmypVAfjJuMq6Y8mtxuNrUmlUgkLCwuRn58v\nlW3atEl8++234pNPPqkw75tvvil69OghhLib4JmYmIjbt28LIYQ4deqUkMlkQq1WS/NbW1uLbdu2\niTt37ggzMzNx8uRJaVpBQYEwNzcX8fHxlTvHQMVARHrBbUo7tm/fLszMzERSUpIQQojy8nIRGxsr\nVCqVsLOzE2VlZdK8arVamJmZidLSUnH8+HHxzTffVFhX165dRURERKU6GDcZV0l/NLndaOxJFmlp\naXB3d4dCoZDKQkJCAAB//vknFi9ejOTkZKSlpSE5ORk+Pj7SfPb29rCwsAAAyOVyAEDz5s2l6XK5\nHEVFRcjOzkZxcTH8/Pwq1F1UVITMzEz4+vpW0bKI+94r//ciIk1Sq9VQq9X6bobBCwgIQMeOHdGx\nY0e0a9cOAwcOxMSJE7F7927cuHED1tbW0rxCCJSUlOC3335Dp06d0LBhQ4SHhyMtLQ0pKSnIzMxE\nnz59HlBTxH3vlWDcJNIObcZOjSV4pqamVZZfunQJ3t7e6Ny5M/z9/TFp0iSoVCokJCT80wiTys0w\nMqp8eWBpaSkAIC4urlIgc3BweEDLIqrfCSJ6JEqlEkqlUvocGRmpv8YYMLlcjsTERCQkJEClUmHb\ntm2IiorCrFmz4OHhIV2Pd48QAs7Ozti7dy8GDx6MsWPHIjAwEOHh4ZgyZcp/1BSh1X4Q0V3ajJ0a\nu8nC09MTWVlZuHXrllQWHh4OLy8vNGrUCCqVCmFhYejWrRuysrIeqQ53d3cYGxvjjz/+gJubG9zc\n3ODg4ICZM2fi/PnzmuoKEVGdtH//frz77rvw9fXFBx98gPT0dDg6OkIIgQsXLsDW1laKjb///jvm\nzJmD8vJyrF27FuPGjcOqVaswYcIEtG7dGufOncPdM0JEZIg0luD5+/vDxcUFoaGhOHPmDGJiYrB8\n+XIsXrwYFy9exL59+5CdnY0PP/wQKpUKhYWFNa7D0tISoaGhmDZtGg4ePIgzZ85gzJgxSElJgaen\np6a6QkRUJ5mZmWH+/PlYs2YNcnNzER0djQsXLsDHxwctWrTAyJEjcerUKSQmJmL8+PEwNjaGmZkZ\n7O3t8csvvyAlJQWpqakYN24c8vLyHikOE1H9oLEEz8jICNHR0cjLy0OnTp0wZcoUhIeHY+TIkRg9\nejSCgoLg7e2N7OxsfPfddzh79iyKiooA3Hu49T/+/fl+n3zyCfr164fhw4fj6aefRmFhIX766SeY\nmZlpqitERHWSr68vVq1ahU8++QRt2rTB7NmzsWTJEvTr1w+7du2CsbExnn32WQwcOBA9evTAunXr\nAAARERFwcnJC165d8dxzz8HLywtz5sxBUlKSnntERNoiEwZ8jP5uomiw3dMgGU/VkEbJZNym6ivG\nTU3hPkA1p8nYySdZEBERERkYJnhEREREBoYJHhEREZGBYYJHREREZGA0NtBx3fXgO3LpLoXCRt9N\nIKI6hXGzthhXSd8MPsHjXUxERDXDuElU//EULREREZGBYYJHREREZGAM/hTtfz0Vg+5eJ5Kfn6fv\nZhBRHcK4WTOMo1QX8UkWjz2Otk6axydZ1F+Mm4+C2ztpBp9kQUREREQPxASPiIiIyMDoJcHbsGED\nXFxcNLY+ExMTxMXFaWx9RER1RW5uLoyMjJCdna3vphBRPWIQR/B4QTARERHRPwwiwSMiIiKif9Q6\nwUtMTISfnx8sLCxgaWmJwMBAXL58GSUlJXj55Zfh6OgICwsL9OvXDxkZGZWWF0Jg1KhRePLJJ/HX\nX38BABISEvD000/D3Nwc7dq1w8aNGyss895778HR0REODg5Ys2ZNbbtARFQvXL9+HZMmTUKTJk1g\nbW2NUaNG4fr16wAAtVoNZ2dnrF27Fs7OzrC0tMSoUaNQWFgoLb9p0ya0bNkSFhYWGDlyJIKDgxEZ\nGamv7hCRFtUqwbt16xaef/559OvXD2lpafjpp5+QnZ2NBQsWICoqCrGxsfjxxx9x6tQpKBQKjBs3\nrtI6Xn/9dRw6dAj79u2DnZ0drl69iueffx6jR4/G6dOn8c477yAsLAwqlQoAsGbNGixevBiff/45\nDhw4gM2bN6OsrKw23SAiqvOEEHjhhRdw6tQpqFQq7N+/H2fPnsXo0aOlea5du4YtW7Zg79692L59\nO3bs2IENGzYAuPuP84QJE/D666/j5MmTsLCwwJYtW3iJC5GBqtVAxwUFBXj77bcxc+ZMAEDz5s0x\nZMgQJCYmokGDBpDL5WjevDns7e2xcuVKnDt3rsLyS5cuxddff42EhAQ88cQTAIDPPvsMPXv2RFhY\nGADAzc0N6enpWLp0Kfr374+1a9dixowZ6N+/PwBg3bp18PT0rE03iIjqvIKCAsTFxSE9PR2tWrUC\nAGzcuBFt2rRBeno6AKC0tBRLly5F27Zt0bZtWwQEBODYsWMAgBUrVuDFF1/E5MmTAQArV67E3r17\n9dMZItK6WiV4jo6OGDNmDBYvXozk5GSkpaUhOTkZPj4+mDx5Mr777js88cQT8PX1xaBBgzB+/Hhp\n2WvXrmH27NlwcnKCk5OTVJ6eno6YmBgoFAqprLS0FI0bN5amv/3229I0d3d3WFtb/0crI+57r/zf\ni4g0Sa1WQ61W67sZBu1eXLyX3AFAq1atYGNjg/T0dNja2gIAWrZsKU1XKBQoKSkBAKSkpOCll16S\nphkbG8Pb2/sBtUXc914Jxk0i7dBm7KxVgnfp0iV4e3ujc+fO8Pf3x6RJk6BSqZCQkIA2bdogNzcX\nMTEx2L17NxYsWIA1a9bg+PHjAO7e+bpnzx783//9HyIiIrBo0SIAQFlZGUJCQjBv3jypHiEEjI2N\nK3y+X4MGDf6jlRG16SIRVYNSqYRSqZQ+87ouzZPL5VWWl5WVVbhMxdTUtML0e/HSxMSkUuwsLy9/\nQG0Rj9xOIqo+bcbOWl2Dt2PHDlhbW0OlUiEsLAzdunVDVlYWhBBYvXo1duzYgcGDB2Pt2rU4efIk\n0tPTkZKSAgBwcHBA7969sXjxYixbtgypqakA7v5HmpGRATc3N+kVGxuLdevWAQDatWuHI0eOSG24\ncOEC/vzzz9p0g4iozvP398etW7dw5swZqSwtLQ35+fkVjuo9SNu2baXTtcDdxDApKUkrbSUi/atV\ngmdvb49Lly5h3759yM7OxocffgiVSoWioiL89ddfeOWVVxAbG4vc3Fx88cUXUCgUla6XGzBgAHr3\n7o2pU6cCAKZMmYKTJ0/irbfeQmZmJrZt24bZs2dLAyNPnz4dUVFR2LZtG1JTUzFhwgQYGXG0FyIy\nbMbGxujfvz/Gjh2LY8eO4ejRoxg7diz8/PzQvn37By5376jdtGnTsHXrVqxbtw4ZGRl49dVXcf78\ned5kQWSgapUZBQUFYfTo0QgKCoK3tzeys7Px3Xff4ezZs5gxYwZCQkIwbtw4tGnTBiqVCiqVSrpe\n7v6gsnTpUiQmJmLjxo1o1qwZVCoV9u3bh6eeegqzZ89GZGSkdGFwSEgIFixYgBkzZsDX1xdKpVK6\nQYOIyBDJZDLIZDJ8+eWX8PDwQO/eveHv74+nnnoKO3furDBfVcsBgI+PD1asWIH58+ejY8eOyM/P\nR7du3Sqd0iUiwyAT/74ow4DcDWwG2z0NkVW6LoeotmQybld1zdGjR2FtbV3hLErbtm3xxhtvYMyY\nMVIZ4+aj4PZOmqHJ2Mlzm/WaWt8N0BpDvyPT0PtHdU9iYiKee+45JCYmIicnB++//z4uXbqEgIAA\nPbRGzTqqW4MOYoW26zCEPuiqDk1iglevqfXdAK2pbztSTRl6/6jumTp1KgYMGIAhQ4agbdu22L17\nN2JiYqQhqHRLzTqqW4MBJC6G0Add1aFJtRomhYiI6gdjY2MsWbIES5Ys0XdTiEgHeASPiIiIyMAY\n9E0WXl5eSE5O1ncziB47HTp04Bhr9RTjJpH+aDJ2GnSCR0RERPQ44ilaIiIiIgPDBI+IiIjIwDDB\nIyIiIjIwBpfgFRUVYdKkSbC1tYWTkxMWLVqk7ybVyjfffAMjI6MKryFDhgAAzp8/j379+sHS0hJP\nPvkk9uzZo+fWVl9RURHatWuH/fv3S2UP68/BgwfRvn17WFhYoGfPnsjKytJ1s6utqv5Nnjy50nf5\n6aefStPrQ/+ysrIwYMAA2NrawsXFBa+99hqKiooAGNb39zjSZOzU5v6ti23wzJkz6NOnDxQKBVxd\nXfHxxx9rvB/3hIaGomfPnhpff23+dlS3jpKSEsycORMODg6wt7fHlClTUFxcrLE6NmzYUKkP914X\nL17UWD+uXr2KoUOHwsbGBs7OzpgzZw7Ky8s1+rv6888/MWLECNjZ2cHV1RVLly6VpmmVHCO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Q2\n", + "(wf_ee, tw_ee) = get_wf('http://www.gutenberg.org/files/244/244-h/244-h.htm')\n", + "(wf_bu1, tw_bu1) = get_wf('http://www.gutenberg.org/files/2701/2701-h/2701-h.htm')\n", + "plotTwoLists (wf_ee, wf_bu1, 'Most Frequent Words from A Study in Scarlet and Moby Dick')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Q3\n", + "Yes, for instance the word \"said\" was among the top 3 most common words for both of Doyle's books mentioned but failed to even make the top 14 in Moby Dick (Herman Melville). Since words of the form \"to say\" are common, the difference liklely lies in writing styles specific to the authors.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##From ccrumpton1\n", + "\n", + "First Part of Assignment 1\n", + "\n", + "Compare works by the same author\n", + "\n", + "I chose War and Peace and Anna Karenina by Leo Tolstory" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'eyes', 815), (u'french', 852), (u'went', 859), (u'face', 888), (u'princess', 894), (u'time', 895), (u'andrew', 1017), (u'man', 1034), (u'natasha', 1061), (u'could', 1109), (u'would', 1361), (u'pierre', 1759), (u'prince', 1858), (u'one', 2020)] 277999 [(u'well', 596), (u'it\\u2019s', 602), (u'see', 605), (u'alexey', 621), (u'know', 637), (u'come', 644), (u'go', 654), (u'went', 661), (u'anna', 715), (u'vronsky', 753), (u'could', 971), (u'would', 1044), (u'one', 1168), (u'levin', 1490)] 167597\n" + ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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SQpC1tbVGgJ8zZ47O9UQXPz8/MjU1lRP4+/fvk6GhIY0ePZqIitZnKysr8vb2lj+j/m7V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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "## Still a problem with Forster's Howards End: empty words\n", - "Lets fix that and also get rid of the standard boiler plate from Project Guttenberg\n", - "```\n", - "# create a single line replacing newline by space\n", - "t = re.sub('\\n', ' ', t)\n", - "# a0 (no-break-space) was causing empty words\n", - "t = re.sub('\\xa0', ' ', t)\n", - "# now cut out the standard start of the text\n", - "t = re.sub(r'^.*end\\s+the\\s+small\\s+print!', '', t)\n", - "wds = re .split(r'[\\s.,\"\\'*\\-:|&]+',t)\n", - "```" + "output_type": "display_data" + } + ], + "source": [ + "# War and Peace\n", + "(wf_wp, tw_wp) = get_wf('http://www.gutenberg.org/cache/epub/2600/pg2600.txt')\n", + "# Anna Karenina\n", + "(wf_ak, tw_ak) = get_wf('http://www.gutenberg.org/files/1399/1399-0.txt')\n", + "print wf_wp, tw_wp, wf_ak, tw_ak\n", + "plotTwoLists (wf_od, wf_ak, 'Most Frequent Words From War and Peace and Anna Karenina')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top words in War and Peace in order prince, pierre, would, could, natasha, man, andrew, time, princess, face, went, french, eyes, know\n", + "\n", + "Top words in Anna Karenina in order one, would, could, vronsky, anna, went, go, come, know, alexey, see, it's, well, kitty\n", + "\n", + "I found it interesting that \"would\" and \"could\" and number 3,4 and 2,3 respectively in both novels - although both could be stopwords, the frequently and closeness in frequency seems like a pattern. However, these two novels have very different top words. \"Went\" and \"Know\" are the only other top shared words.\n", + "\n", + "##Second Part of Assignment 1\n", + "\n", + "Comparing two works from different authors\n", + "\n", + "I chose The Odyssey by Homer and Ulysses by James Joyce since Joyce's work has loose connections to the Odyssey." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(u'son', 268), (u'telemachus', 269), (u'upon', 270), (u'may', 274), (u'go', 274), (u'come', 287), (u'us', 295), (u'went', 301), (u'man', 313), (u'men', 319), (u'would', 385), (u'house', 386), (u'said', 480), (u'one', 554)] 59703 [(u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'says', 472), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865)] 151579\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "## Still a problem with Forster's Howards End\n", - "def get_wf_try2 (URL):\n", - " # first get the web page\n", - " txt = saveUrl (URL)\n", - " # Now clean\n", - " # remove html markup\n", - " t = cleanHtml (txt) .lower()\n", - " # create a single line replacing newline by space\n", - " t = re.sub('\\n', ' ', t)\n", - " # a0 (no-break-space) was causing empty words\n", - " t = re.sub('\\xa0', ' ', t)\n", - " # now cut out the standard start of the text\n", - " t = re.sub(r'^.*end\\s+the\\s+small\\s+print!', '', t)\n", - " # split string into an array of words using any sequence of spaces \"\\s+\" \n", - " wds = re .split(r'[\\s.,\"\\'*\\-:|&]+',t)\n", - " #print wds\n", - " \n", - " \n", - " # remove periods, commas, etc stuck to the edges of words\n", - " for i in range(len(wds)):\n", - " z = wds [i]\n", - " wds [i] = cleanWord (wds [i])\n", - " if wds[i] == '': \n", - " print z \n", - " \n", - " # If satisfied with results, lets go to the next step: calculate frequencies\n", - " # We can write a loop to create a dictionary, but \n", - " # there is a special function for everything in python\n", - " # in particular for counting frequencies (like function table() in R)\n", - " wf = Counter (wds)\n", - " \n", - " # Remove stop words from the dictionary wf\n", - " for k in stop_words:\n", - " wf. pop(k, None) \n", - " \n", - " #how many regular words in the document?\n", - " tw = 0\n", - " for w in wf:\n", - " tw += wf[w] \n", - " \n", - " # Get ordered list\n", - " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", - " ml = min(len(wfs),15)\n", - " \n", - " #Reverse the list because barh plots items from the bottom\n", - " return (wfs [ 0:(ml-1) ] [::-1], tw, wf)\n", - "(wf_he1, tw_he1,wf_he1_all) = get_wf_try2('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", - "plotTwoLists (wf_he, wf_he1, 'Most Frequent Words From Two Books by E. M. Forster')\n", - "print wf_he\n", - "print wf_he1" - ], - "language": "python", + "data": { + "image/png": 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gAQkh6KuvvtLK++zZsySEIJVKRURE0dHRcjCTmZkpp8vIyKBbt25pTFuWYLK4jyRJGunV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VosqVK9OwYcNo/fr1Oskg0fNOmhs0aEDW1tbk4eFBU6ZMoZs3b+r9Qr9z5w6N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- "text": [ - "" - ] - } - ], - "prompt_number": 24 + "output_type": "display_data" + } + ], + "source": [ + "# The Odyssey\n", + "(wf_od, tw_od) = get_wf('http://www.gutenberg.org/cache/epub/1727/pg1727.txt')\n", + "# Ulysses\n", + "(wf_ul, tw_ul) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_od, tw_od, wf_ul, tw_ul\n", + "plotTwoLists (wf_od, wf_ul, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top words in The Odyssey in order one, said, house, would, men, man went, us, come, go, may, upon, telemachus, son\n", + "\n", + "Top words in Ulysses in order bloom, like, mr, one, old, stephen, says, see, man, would, two, time, back, know\n", + "\n", + "When I add \"says\" and \"said\" to the collection of stopwords, \"bloom\" disappears as the most frequent word in Ulysses. I found this very odd, as this was the only thing I changed, and I did NOT add \"bloom\" to the stopwords.\n", + "\n", + "Proper nouns from both stories are common. However, I thought that \"two\", \"time\", and \"eyes\" being frequent words in Ulysses was interesting and uncommon." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Investigate data anomalies" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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KDQ2lcePGkZ2dHZmYmNBPP/0kl9U2R9GhQwfFU7CFedZ2+rRPLxZsFkNry5Yt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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", + "\n", + "(wf_ul, tw_ul) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", + "'says', 'said']\n", + "(wf_ul1, tw_ul1) = get_wf('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Indeed, the behaviour indicates a bug\n", + "\n", + "Lets investigate it further by adding print statements:" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "865\n", + "151579\n", + "(u'said', 1203)\n", + "[(u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'says', 472), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865)]\n", + "865\n", + "149904\n", + "(u'bloom', 865)\n", + "[(u'could', 310), (u'eyes', 319), (u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723)]\n" + ] }, { - "cell_type": "markdown", + "data": { + "image/png": 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KDQ2lcePGkZ2dHZmYmNBPP/0kl9U2R9GhQwfFU7CFedZ2+rRPLxZsFkNry5Yt\nVKNGDbKwsKBhw4ZRaGio/JRlmzZt5Pa0iPLbvrOxsSFTU1MaMmQIjR8/npycnKhmzZo6T+9GR0eT\nEILUajW99dZbFBwcTHXq1JHbbSrYZMvdu3epUaNGJER+W1szZsygQYMGkYmJCZmbmyuWs7Dtp/X0\nE29ZWVlkZmZGKpWKpk+fTocOHSpxXd25c0d+avXppim0Dh48KJdZv369zvDIyEiqUaMGmZmZ0eDB\ng2nKlClyO32dOnVSPDlY1FPORERvv/223KRJcHAw9evXjyRJooYNGyr2SW07fUII6t69O82cOZNG\njRpFFhYWZGVlVWITIv+0nb7C2pO8ePEiOTk5kRD5bS5Onz5dbqfP2dm50Hb6nt6WRU2/sOZ+SqO0\nT+8WtjyFHf+LFy8mIQTZ2dnR6NGjafr06eTp6UlC5LdfV/AJ6uJER0eTlZUVSZJEGo2GZsyYQSEh\nIdSxY0eSJImsra1p69atOuNFRUVRjRo1yNramsaMGUNjxowhGxsbeb8o7KnSHTt2yE9iHzx4UDEs\nLy+PunfvTkLkt5k4ffp0Cg4OJhcXF5IkSW4KqLTliPLbbHN0dJT3ydDQUOrduzcZGRmRvb09JSUl\n6dRR2/qBEH83e1US7XJZW1vTW2+9RaGhodSpUyeqUaOGvN998803cnlt3Z9W2D7wT9ZzYbRP+9as\nWVNuR3P8+PHUuHFj+Th5uumj4uJC69atSYjC2747ePAgmZiYkEqlohEjRtA777xDvXv3JkmSyMvL\nizIyMp6pXMH6u7i40Lhx42jy5MlyG5YTJkyQy2nb6TM2NqY33niD3nnnHTmO161bV6eFAkPHSV8F\nCQsLI0mSdP7RdO/enSRJUjRtQETUt2/fQhvF3LVrF/n5+ZGVlRWp1Wpq06aNTttkRPmPq8+YMYM8\nPDzI3Nyc7OzsqFevXnTkyBGdcl27diWVSkUODg6Kg+5pgYGBJEnSMzXOLElSoUkfUX5bV7179yY7\nOztSqVTUpEkTmjNnjtxMSkHnz5+nvn37kpWVFdWsWZPGjRsnN2/wdLK6ceNGat68OZmZmVG9evVo\n1qxZdOvWrUL/cd+/f59mzJhB7u7uZGpqSi4uLjRgwABFm4BERW8/ovyGjp8OlOvWraO6deuSSqVS\ntI9XHC8vL5IkSdHwaEHaZmYkSdJpekfr6NGj1KtXL7K1tSVzc3Nq1qwZLVq0iHJyckqs89P1b9as\nGalUKmr0ghz9AAAgAElEQVTUqBGtXr2a3nnnHZ198urVqxQUFETu7u5kZmZGtWrVosGDB9P58+dL\nXN5nTfoiIiJIkqQiGxG/ceMGvfnmm1S3bl0yNTUlNzc3mjp1qtyel1ZR27Ko6f/TpE+7/xeV9BW3\nPEUd/zt37iQ/Pz+ytrYmS0tLat68OS1ZskTR8HZp3Lp1i+bMmUMtWrQgGxsbsrGxoRYtWlBYWFix\njVAfOHCA/Pz8SK1WU61atWj69Om0bds2neZ1tHJyckitVhfZfMjDhw9p3rx55OXlRWq1mqytrcnP\nz0+nnb3SliPKb9PwzTffJGdnZzI1NaUGDRrQqFGjCm1eRcvT05MsLS0VPzZLsnnzZmrRogVZWlqS\nvb099e/fn+Lj4yk+Pp6EEHLzW0RFJ31F7QPPup6LEhUVRb169ZLXhZOTE3Xo0IHWrl2rExOIio8L\nCxcuJCF02+XU+uWXX6hnz56K4y8kJITS0tL+UTkiog0bNlD79u3JwsKCbGxsqE2bNhQREaHThuKZ\nM2coICCA6tevT6ampuTs7ExBQUH022+/lXZVGQxBxC9dZVVTdHQ0evfujbCwsAp7aIAxVnoXLlyA\np6cnZs+erXhdYmXy4MEDODk5YeDAgcW+MtHQDR48GNHR0bh161aRT76zyo/v6WOMMVbmiAjh4eEw\nMjLC6NGj9V2dIi1YsABZWVkICgrSd1UqrV9//RWRkZEICAjghK+K43b6GGOMlZmsrCy0bNkSmZmZ\nuHz5MsaMGVMpb6bv2LEj/vjjDyQlJcHPzw8+Pj76rlKl8/HHH+Pbb7/F2bNnYWxsjHfffVffVWLP\nic/0McYYKzOmpqYwNTXF7du3MWjQoCLfMqRvdnZ2uHr1Krp27So3wcKU6tati4sXL6Ju3brYvHkz\n3N3d9V0l9pz4nj7GGGOMMQPAZ/oYY4wxxgwAJ32MMcYYYwaAkz7GGGOMMQPASR9jjDHGmAHgpI8x\nxhhjzABw0scYY4wxZgA46WOMMcYYMwCc9DHGGGOMGQBO+hhjjDHGDAAnfYwxxhhjBoCTPsYYY4wx\nA8BJH2OMMcaYAeCkjzHGGGPMAHDSxxhjjDFmAIz1XYGKJElGIMrTdzUYM0jNmjXD6dOn9V0N9g9w\n7GRMP8o6bhrUmb78oEXl3M3heVSaeVSHZagq8wCIqNguISEBrGqqmNhZ0fs8z4/nV9bzQ4lx8Fm7\nso6bBpX0McYYY4wZqjJN+lJTUyFJEm7evKkzLCIiAi4uLmU5O8YYY/+njb+XLl2CJEnYu3cvAMDV\n1RXr1q3Tc+0YY5WBQd3TVzE0PI9KM4/ynj7Pg1U+QgjcunULtra28nchhJ5r9aw0PD+eH8+vHHDS\nV+Y0PI9KM4/ynj7Pg1VOjo6O+q7Cc9Lw/Hh+PL9yUC739H3zzTeoW7cubGxs8NZbb+HJkyc6ZZKS\nkuDv7w9ra2vUrVsX4eHhICJ5eHR0NFq0aAFzc3M0adIEW7dulYdpNBp89NFHePXVV2Fubo62bdvi\n8uXLCAoKglqthoeHBw4fPlwei8YYY5UaESku7xZ08uRJqNVqrFixAgCQlZWFqVOnwtHREfb29ggI\nCMCdO3cqusqMsQpSLknfF198gcjISERFRSEmJgbz589XXF64d+8eOnToAGdnZxw7dgwrV67EihUr\nsGjRIgDA3r170b9/fwQGBuLXX3/Fm2++iSFDhuD48ePyND744AO8+eabOHnyJO7fv49WrVqhXr16\nOHHiBBo1aoQpU6aUx6IxxliVdPnyZfTo0QMzZ87ExIkTAQCzZs3C0aNHsWPHDhw4cAB5eXno2bOn\nnmvKGCs3VIauXLlCQgjau3ev3O+///0vOTg4UEREBDk7OxMR0dKlS6levXqUk5Mjl/v888/JwcGB\niIhef/11GjRokGLagwYNogEDBhARUadOnSggIEAeFhISQq6urvL3yMhIsrCw0KkfAAKIO+64K/MO\nJcaHMg437Cna+JuSkkJCCPr555+JiMjV1ZX+/e9/U6NGjWjatGly+UePHpGpqSnFx8fL/TIyMsjc\n3JwOHjyomDbHTu64K02HMj+uy3qa5XKm7+WXX5Y/e3t74969e7h7967cLykpCd7e3jAyMpL7tWvX\nDvfu3cMff/yB8+fPo02bNopptmvXDklJSfJ3Nzc3+bOZmRnq1asnf1epVMjKyirTZWKMsaqIiBAe\nHo7Lly8r4uTly5fx5MkTdOjQAWq1Gmq1Go6OjsjKysLFixf1WGPGWHkplwc5CiZzubm5AAATExO5\nn0qlQn4CC51yubm5UKlUOtPMzc1FXt7fLcIbGyurLkmlzV/DCnzWoCrfkMlYZRYbG4vY2Fh9V4MB\n6Nq1K3r06IHQ0FAEBASgdu3ayMnJAQAcOHAA1tbWclkigoODQyFTCSvwWQOOnYyVvfKOm+WS9J0+\nfRpt27YFABw9ehS1a9dWBJUXXngBW7ZsQU5Ojpy8xcXFwc7ODg4ODnjhhRdw5MgRxTTj4uLg4eEB\nAM/Z/EDYc4zLGCstjUYDjUYjfw8PD9dfZQyYEAJ9+vTBqFGjsHbtWoSEhGDjxo1wd3eHkZER7t69\nC29vbwDAX3/9hWHDhuGDDz7ASy+99NSUwiq87owZmvKOm+VyeXf8+PE4fvw4fvzxR4SFhWHGjBmK\nM3tDhw5Fbm4uxo0bh6SkJPzwww8ICwvD+PHjIYTA9OnTERkZiaVLl+LixYv45JNP8P3338s3HxOR\nzplCxhhjRRNCYNmyZdi8eTP27dsHtVqNoKAgTJo0Cfv27cP58+cxYsQIJCYmonHjxvquLmOsHJR5\n0ieEwIQJE9CzZ08MGTIEgYGBmDp1qjwMACwsLLBr1y5cunQJLVq0QHBwMKZOnSpntC1btsTGjRux\natUqvPTSS4iIiMCWLVvg5+cnT6fg2b7CGh+teo2RMsbY8ykp7rVt2xZDhw7FpEmTkJOTg0WLFqFr\n164ICAjAyy+/jMzMTOzevRumpqYVVGPGWEUSZECnzPIDosEsLmMVSJR49l2IksuwyoljJ2OlUfYx\nrqzjZrlc3mWMMcYYY5ULJ32MMcYYYwaAkz7GGGOMMQPASR9jjDHGmAEol3b6Kjd+qpexsqZW2+q7\nCqzccexkrDhVIQ4aXNLHTw8yxtiz49jJWNXHl3cZY4wxxgwAJ32MMcYYYwaAkz7GGGOMMQNgcPf0\n8evZWHWhVtsiPf2+vqvBDATHTsbyVeXYy69hY6zKqlqvNePXsFVdHDsZK6jiYhm/ho0xxhhjjD0z\nTvoYY4wxxgxApUv6UlNTIUkSLl26BEmSsHfvXgCAq6sr1q1bp+faMcYYY4xVTZX2QQ4hBG7dugVb\nW1v5O99IzBhjjDH2z1TapA8AHB0d9V0FxhhjjLFqodJd3tUiIsXl3YJOnjwJtVqNFStWAACysrIw\ndepUODo6wt7eHgEBAbhz505FV5kxxioN7a0y27dvh6urK9RqNWbMmIHExES0bNkSlpaW6NOnDzIy\nMhAYGIiRI0fC29sbDg4OOHv2rL6rzxgrB5X6TF9hLl++jB49emDmzJmYOHEiAGDWrFk4evQoduzY\nAQsLC8yZMwc9e/bEsWPH9FxbxhjTr4ULFyI6OhoJCQkYPnw4oqOjsXLlShgbG6NXr1744osvIITA\nhg0b8N1338HZ2RlNmjTRd7UZY+WgSiV9d+7cgb+/P4YMGYL33nsPAJCRkYEVK1bgyJEjaN68OQBg\n/fr1sLe3x6FDh+Dj46PPKjPGmF6999578PLygpeXF6ZMmYLBgwejc+fOAACNRoPz588DAFq0aIE+\nffros6qMsXJWZZI+IkJ4eDiys7NRr149uf/ly5fx5MkTdOjQQVE+KysLFy9eLCTpCyvwWfP/jjFW\n1mJjYxEbG6vvahg8Nzc3+bNKpUL9+vUV37OysgBA0b9wYQU+a8Cxk7GyV95xs8okfQDQtWtX9OjR\nA6GhoQgICEDt2rWRk5MDADhw4ACsra3lskQEBweHQqYSVjGVZczAaTQaaDQa+Xt4eLj+KmPAjI2V\nYV6SCr+V28zMrIQphZVNhRhjRSrvuFlpH+R4mhACffr0QVBQEDw8PBASEgIAcHd3h5GREe7evQs3\nNze4ubnBwcEB06dPx9WrV/Vca8YYY4yxyqHKJH1aQggsW7YMmzdvxr59+6BWqxEUFIRJkyZh3759\nOH/+PEaMGIHExEQ0btxY39VljDHGGKsUKmXSV1IjzG3btsXQoUMxadIk5OTkYNGiRejatSsCAgLw\n8ssvIzMzE7t374apqWkF1Zgxxiqf0jRory3Djd8zVv0JIiJ9V6Ki5Ac1g1lcVu0JVKXDV4iqVV/2\nN46djBVUcbGsrONmpTzTxxhjjDHGyhYnfYwxxhhjBoCTPsYYY4wxA8BJH2OMMcaYAahSjTOXDX5C\njVUParWtvqvADArHTsaAqh17DS7p46cHGWPs2XHsZKzq48u7jDHGGGMGgJM+xhhjjDEDwEkfY4wx\nxpgBMLh7+vhVQ6wqUqttkZ5+X9/VYAaMYyczJNU15vJr2BirEqr+K8z4NWxVF8dOZngqR7zi17Ax\nxhhjjLFnxkkfY4wxxpgB4KSPMcYYY8wAcNLHGGOMMWYAKn3Sl5qaCkmSsH37dri6ukKtVmPGjBlI\nTExEy5YtYWlpiT59+iAjIwOBgYEYOXIkvL294eDggLNnz+q7+owxVq5u3LiBgQMHws7ODg4ODggO\nDkZWVhYiIiLg4+ODuXPnwtHRETY2Npg6daripvDVq1fDzc0NarUaHTp0wIkTJ/S4JIyx8lZlmmxZ\nuHAhoqOjkZCQgOHDhyM6OhorV66EsbExevXqhS+++AJCCGzYsAHfffcdnJ2d0aRJE31XmzHGys2T\nJ0/g6+uLxo0bY//+/bh37x7Gjh0LIkLr1q1x/Phx1KtXD4cPH8axY8cwcuRI+Pv7w9/fH9u3b8f7\n77+PNWvWoEmTJti8eTN8fX2RnJwMJycnfS8aY6w8UCV35coVEkJQTEyM3M/Ozo7CwsLk73369KGJ\nEydSYGAgtW7dushpASCAuOOuCnYo1+OsIlSHZahsoqKiyNzcnNLS0uR+u3btImNjY1q6dClJkkTp\n6enysBYtWtC8efOIiMjHx4eWLFmimF7nzp3l4QVx7OTO8DqU01H7bMq6HlXmTJ+bm5v8WaVSoX79\n+orvWVlZAKDoX7iwAp81/+8YY2UtNjYWsbGx+q5GtZaUlISGDRvCxsZG7teuXTvk5uYiOzsb9vb2\nUKvV8jArKytkZ2fL486aNQuzZ8+Whz958gQuLi5FzC2swGcNOHYyVvbKO25WmaTP2FhZVUkq/HZE\nMzOzEqYUVjYVYowVS6PRQKPRyN/Dw8P1V5lqSqVS6fTLzc2V/5qYmOgMzz95kD988eLF6Nq1q2KY\npaVlEXMLe+76MsaKV95xs9I/yMEYY6xwnp6eSElJQVpamtwvLi4ORkZGOj+Un+bh4YFr167Bzc1N\n7hYvXsxnZxmrxjjpY4yxKqpLly5o3Lgxhg8fjsTERMTGxmLy5MkYPHgw7OzsdMprz/IBwPTp07Fs\n2TKsX78ely5dQnh4ONatWwdPT8+KXATGWAWqEklfaV70rS3DLwVnjBkKIQS2bdsGIQTatm2LgIAA\n9OnTB2vXrgUR6cTDgt8HDhyIBQsWIDw8HF5eXoiKikJUVBSaNm1a0YvBGKsgggr+9Kvm+KXhrOqq\nHC//fh5l/eJwVnE4djLDUzniVVnHzSpxpo8xxhhjjD0fTvoYY4wxxgwAJ32MMcYYYwaAkz7GGGOM\nMQNQZRpnLjv8dC+retRqW31XgRk8jp3McFTXmGtwSV9leBqHMcaqGo6djFV9fHmXMcYYY8wAcNLH\nGGOMMWYAOOljjDHGGDMABndPH7+mjVVmarUt0tPv67sajOng2MkKwzGrauHXsDFWqVSOV/+UB34N\nW9XFsZMVjY/r8sSvYWOMMcYYY8+Mkz7GGDMQERERcHFxKXL42LFjMWrUqAqsEWOsInHSxxhjDED+\npSS+d4+x6ouTPsYYYzK+P4ux6qvSJH03btzAwIEDYWdnBwcHBwQHByMrKwsRERHw8fHB3Llz4ejo\nCBsbG0ydOlURmFavXg03Nzeo1Wp06NABJ06c0OOSMMaYfhUVT592+PBhtGjRAubm5njjjTfw6NEj\nPdSWMVZRKkXS9+TJE/j6+iIjIwP79+/Hli1bEBMTg5CQEAghcPz4cZw/fx6HDx/GihUrsHz5cvz4\n448AgO3bt+P999/H0qVLcfr0aXTr1g2+vr64deuWnpeKMcYqXknxVOvu3bvo3r07/Pz8kJCQgJYt\nW2LTpk18eZex6owqgaioKDI3N6e0tDS5365du8jY2JiWLl1KkiRRenq6PKxFixY0b948IiLy8fGh\nJUuWKKbXuXNneXhBAAgg7rirxB3K6SjTv+q8bJVJSfHU2dmZiIiWL19Obm5uinF9fHxo1KhROtPk\n2Mld0R3Kd4c2cGW9fitF48xJSUlo2LAhbGxs5H7t2rVDbm4usrOzYW9vD7VaLQ+zsrJCdna2PO6s\nWbMwe/ZsefiTJ0+KeUItrMBnzf87xlhZi42NRWxsrL6rYXBKiqda586dQ9OmTRXjtmrVCn/++WcR\nUw4r8FkDjp2Mlb3yjpuVIulTqVQ6/XJzc+W/JiYmOsPzE+D84YsXL0bXrl0VwywtLYuYW9hz15cx\nVjKNRgONRiN/Dw8P119lDEhJ8bSgvLw8xXdj4+L+JYQ9b9UYYyUo77hZKe7p8/T0REpKCtLS0uR+\ncXFxMDIyKiEIAR4eHrh27Rrc3NzkbvHixXyGgTFmkEobT728vBAfH69IBOPj4/mePsaqsUqR9HXp\n0gWNGzfG8OHDkZiYiNjYWEyePBmDBw+GnZ2dTnntWT4AmD59OpYtW4b169fj0qVLCA8Px7p16+Dp\n6VmRi8AYY5VCaePpoEGDkJWVheDgYFy4cAGLFy/G/v379Vhzxlh5qxRJnxAC27ZtgxACbdu2RUBA\nAPr06YO1a9eCiHR+eRb8PnDgQCxYsADh4eHw8vJCVFQUoqKidO5VYYwxQ1DaeGpra4vdu3cjPj4e\n3t7e2LVrF4KCgvRce8ZYeRJU8LRZNccvDWeVX/V9eXlZvzicVRyOnaxofFyXp7KOm5XiTB9jjDHG\nGCtfnPQxxhhjjBkATvoYY4wxxgwAJ32MMcYYYwagUjTOXLG4DSpWeanVtvquAmNF4NjJdHHMqloM\nLunjp4wYY+zZcexkrOrjy7uMMcYYYwaAkz7GGGOMMQPASR9jjDHGmAEwuHv6+GXi1ZdabYv09Pv6\nrgZj1RLHTqbFsbbq4tewsWqEXwdUmfFr2Koujp1MiY/lisKvYWOMMcYYY8+Mkz7GGGOMMQNQJZO+\niIgIuLi4FDl87NixGDVqVAXWiDHGSuf06dM4dOhQmUxLo9Fg9uzZZTItxlj1VyWTvpIIIfimY8ZY\npfT6668jOTm5TKbFsY4x9iyqZdIHcOvxjLHKi+MTY0wfKnXSd+PGDQwcOBB2dnZwcHBAcHAwsrKy\ndModPnwYLVq0gLm5Od544w08evRID7VljLG/ffbZZ3Bzc4NKpUKzZs0QHR0NjUaDq1evIigoCKNH\njwYAnD17Fr6+vjA3N0ejRo2wePFieRphYWEYNGgQRo0aBQsLC3h4eCAqKkoxn5s3b6J79+5QqVTw\n8PDA7t275WEPHjzAyJEjYWNjg9q1a2PcuHF4+PAhACA2NhbOzs5Ys2YNnJ2dYWlpiWHDhiEzM7MC\n1g5jTB8qbdL35MkT+Pr6IiMjA/v378eWLVsQExODkJAQxeWMu3fvonv37vDz80NCQgJatmyJTZs2\n8SUPxpjexMfHY9q0aVi6dCmSk5MREBCAQYMGYdu2bXB2dsbixYuxdOlSPH78GP7+/mjfvj0SExPx\n6aef4pNPPsHy5cvlaX3//fcwMjLCqVOnMGbMGLzxxhs4c+YMgPwzhl999RUGDBiAc+fOoXXr1hg+\nfLg87ujRo3H//n0cOnQIO3bswIULFxAYGCgPv3PnDr799lv8+OOPiIyMxPfff4+IiIiKWk2MsYpG\nlVRUVBSZm5tTWlqa3G/Xrl1kbGxMS5cuJWdnZyIiWr58Obm5uSnG9fHxoVGjRulMEwABxF217Srt\n7szIsLZPZGQkmZqa0unTp4mIKC8vj/bs2UMZGRnk6upK69atIyKitWvXUrNmzRTjRkREkLu7OxER\nzZkzh5ydnSk7O1se3qlTJ5o6dar8OSAgQB6WkJBAQgi6efMmpaSkkCRJdP/+fXl4amoqCSHoxo0b\ntG/fPhJC0JkzZ+Th/fr1o9GjR+ssD8dO7pQdnvcQYaVU1uu60r6RIykpCQ0bNoSNjY3cr127dsjN\nzUV2drbc79y5c2jatKli3FatWuHPP/8sYsphBT5r/t8xxspabGwsYmNj9V0NvfD394e3tze8vb3h\n5eWF3r17Y8yYMVCpVIpySUlJOHv2LNRqtdwvLy8PT548keNc69atYWz8d6hu1aoVzp49CyD/QQ53\nd3d5mJWVFQAgMzMTSUlJICLUq1dPMU8hBJKTk+WrIU+PXzC+KoUV+KwBx07Gyl55x81Km/Q9HRwB\nIDc3V/FXKy8vT/G9YIDUFfa8VWOMlYJGo4FGo5G/h4eH668yFUylUiEuLg6HDh1CdHQ0tm7diuXL\nl+PgwYOKcjk5OdBoNFi1apWiPxHJcczIyEhnnIL9nh6uHT8nJweWlpY4ffq0zrDatWvj2LFjAAAT\nExPFsPyTC4UJK3aZGWPPr7zjZqW9p8/T0xMpKSlIS0uT+8XFxcHIyEiR1Hl5eSE+Pl6RCMbHx/M9\nfYwxvfn5558xd+5c+Pj4YMGCBUhKSkKtWrUQExOjiE0vvPACkpOTUb9+fbi5ucHNzQ0JCQlYsGCB\nXC4hIUEx7RMnTqBZs2Yl1sHDwwMPHz5ETk6OPG0hBKZNm4b09PRCx+G4yVj1VmmTvi5duqBx48YY\nPnw4EhMTERsbi8mTJ2Pw4MGws7OTyw0aNAhZWVkIDg7GhQsXsHjxYuzfv1+PNWeMGTpTU1PMmzcP\nq1evRmpqKqKionD9+nW0bNkSlpaWSEpKQlpaGoYNG4asrCyMHTsW58+fx549ezBhwgTY29vL00pJ\nSUFoaCguXLiA+fPnIz4+HkFBQQCKPzPn6ekJf39/DB8+HMeOHUNCQgKGDRuGu3fvwsnJqdBxij7L\nxxirDipt0ieEwLZt2yCEQNu2bREQEIA+ffpg7dq1ICL5F6mtrS12796N+Ph4eHt7Y9euXXJAZIwx\nffDx8cHnn3+ORYsWwdPTE6GhoViyZAn8/PwwadIkrFq1CkFBQbC0tMSuXbuQmpqKFi1aIDAwEIGB\ngZg/f748rTZt2uD27dvw9vbG1q1bsXPnTri6ugIovHHmgt+/+uorNGrUCF27doVGo4Gzs7OiyZfC\nxuWzfYxVX4IM6KddfjAzmMU1QILPVFRiQvD2eVZhYWHYv38/9u3bp9d6cOxkSnwsV5SyjpuV9kwf\nY4wxxhgrO5z0McZYJcWXWxljZYkv77JqhC85VGZ8ebfq4tjJlPhYrihlHTcrbTt95Yd/NVdXarWt\nvqvAWDXGsZPl41hbdRlc0se/Thhj7Nlx7GSs6uN7+hhjjDHGDAAnfYwxxhhjBoCTPsYYY4wxA2Bw\n9/Rx8wfVj1pti/T0+/quBmPVGsfOqo3jJAO4yRZWLXDzAVUBN9lSdXHsrA74+KuK+I0cjDHGGGPs\nmXHSxxhjjDFmAP5x0nf69GkcOnSoTCqh0Wgwe/bsMpkWY4wxxhjT9Y+Tvtdffx3JycllUgl+vyRj\njDHGWPl6rsu7fFMoY4wxxljVUGLS99lnn8HNzQ0qlQrNmjVDdHQ0NBoNrl69iqCgIIwePRoAcPbs\nWfj6+sLc3ByNGjXC4sWL5WmEhYVh0KBBGDVqFCwsLODh4YGoqCjFfG7evInu3btDpVLBw8MDu3fv\nloc9ePAAI0eOhI2NDWrXro1x48bh4cOHAIDY2Fg4OztjzZo1cHZ2hqWlJYYNG4bMzMwyWUGMMVbZ\nPR2nd+zYAQC4ceMG+vbtC0tLS9SvXx/vvvsusrOz5fEOHTqEl19+Gebm5vDy8sKGDRv0tQiMsYpA\nxTh16hSZmJjQDz/8QNeuXaP58+eThYUFpaWlkYuLCy1ZsoTS09MpIyODnJ2d6V//+helpKRQTEwM\nubi40KeffkpERHPmzCETExMaM2YMnT9/nhYuXEjGxsaUmJhIRESdOnUiExMT+uKLL+jy5cs0dOhQ\ncnR0lOvRr18/6tmzJyUmJtLJkyepU6dO1L9/fyIi2rdvH9WoUYO6dOlCZ86coR9//JHMzc1p5cqV\nOssDgADirtp1xe7GrJLg7VQ+CovT5ubmlJaWRq1ataLRo0fThQsX6ODBg+Tl5UUhISFERPT777+T\nlZUVLVu2jC5dukSbN28mGxsb2r59u848OHZWh46Pv6qorLdbsVOLjIwkU1NTOn36NBER5eXl0Z49\neygjI4NcXV1p3bp1RES0du1aatasmWLciIgIcnd3J6L8pM/Z2Zmys7Pl4Z06daKpU6fKnwMCAuRh\nCQkJJISgmzdvUkpKCkmSRPfv35eHp6amkhCCbty4Qfv27SMhBJ05c0Ye3q9fPxo9erTuwnLgqqYd\nB7OqgLdT+SgqTkdHR5OdnR3l5ubKZWNjY8nU1JRycnLovffeoz59+iimFRYWRn5+fjrz4NhZHTo+\n/qqist5uxb6Rw9/fH97e3vD29oaXlxd69+6NMWPGQKVSKcolJSXh7NmzUKvVcr+8vDw8efJEvpTQ\nunVrGBv/PbtWrVrh7NmzAPIf5HB3d5eHWVlZAQAyMzORlJQEIkK9evUU8xRCIDk5WX4A5OnxC17C\nUAor8Fnz/44xVtZiY2MRGxur72pUe0XF6R07duDPP/+EtbW1XJaIkJ2djatXryIpKQkxMTGKuJ2T\nkz0sFvYAACAASURBVANHR8ci5hRW4LMGHDsZK3vlHTeLTfpUKhXi4uJw6NAhREdHY+vWrVi+fDkO\nHjyoKJeTkwONRoNVq1Yp+hORnOgZGRnpjFOw39PDtePn5OTA0tISp0+f1hlWu3ZtHDt2DABgYmKi\nGJafIBcmrLhFZoyVEY1GA41GI38PDw/XX2WqsaLidEhICBo1aiTf36dFRHBxcUFubi6GDBmiaC6L\niAqNxfnCym8hGGMAyj9uFvsgx88//4y5c+fCx8cHCxYsQFJSEmrVqoWYmBhFEysvvPACkpOTUb9+\nfbi5ucHNzQ0JCQlYsGCBXC4hIUEx7RMnTqBZs2YlVtDDwwMPHz5ETk6OPG0hBKZNm4b09PRCx+Hm\nXxhjhqKoOE1EuH79OmrWrCnHztu3b+Pdd99FXl4ePDw8kJycLA9zc3PDnj17sHbtWn0vEmOsnBSb\n9JmammLevHlYvXo1UlNTERUVhevXr6Nly5awtLREUlIS0tLSMGzYMGRlZWHs2LE4f/489uzZgwkT\nJsDe3l6eVkpKCkJDQ3HhwgXMnz8f8fHxCAoKAlD8mTlPT0/4+/tj+PDhOHbsGBISEjBs2DDcvXsX\nTk5OhY5T9Fk+xhirXoqK023btkWDBg0wdOhQ/Prrr4iLi8OoUaNgZGQEU1NTTJgwAfHx8Zg1axYu\nXryIrVu3IjQ0FC4uLvpeJMZYeSnppr+1a9dS48aNyczMjBo2bEiff/45ERGtWrWK1Gq1/BRtfHw8\naTQaUqlUVKdOHXrnnXfkG4jnzJlDbdu2peHDh5NKpaLmzZtTbGysPA+NRkOzZ8+Wv1+5coUkSaJL\nly4REdG9e/do6NChZG1tTTY2NjRw4EC6ffs2EeU/vStJkuJm5cDAQBo+fLjOsoBvRq6mXYm7MasE\neDuVn6Li9JUrV6hXr15kYWFB9vb29Oabb9LDhw/l8X7++Wdq3bo1mZqakqurKy1atKjQ6XPsrA4d\nH39VUVlvN/H/iZarsLAw7N+/H/v27SvvWRUr/7JvuS8uq3ACFbAbs+ckBG+nqopjZ3XAx19VVNZx\n87neyMEYY4wxxqqGCkn6+N26jDHGGGP6VSGXdysLvkRRXfFli6qAL+9WXRw7qwM+/qoivrzLGGOM\nMcaeWbGNM1dPfJm5ulGrbfVdBcYMAMfOqozjJAMMMOnj09uMMfbsOHYyVvXx5V3GGGOMMQPASR9j\njDHGmAHgpI8xxhhjzAAY3D193F5g9aJW2yI9/b6+q8FYtcexs2rh2MgKw+30sSqO256qKridvqqL\nY2dVxMdbdcDt9DHGGGOMsWfGSR9jjDHGmAHgpI8xxhhjzABw0scYY4wxZgD0kvR99tlncHNzg0ql\nQrNmzbBjxw4AQFxcHDp06AALCwtYWlqiW7duuHnzJgDA09MTH3/8sWI67dq1w5IlS5CTk4Px48ej\nVq1asLCwQNeuXZGcnFzhy8UYY+UtNTUVkiRh+/btcHV1hVqtxowZM5CYmIiWLVvC0tISffr0QUZG\nBrKzsxEaGgoXFxeYmJjA1dUVn3/+uTwtV1dXrFixAu3bt4dKpULz5s1x4sQJPS4dY6xcUQU7deoU\nmZiY0A8//EDXrl2j+fPnk7m5OV2/fp1sbW1p7ty5lJqaSocPH6bGjRvThAkTiIho7ty51KpVK3k6\nqampZGRkRDdv3qTFixeTu7s7nThxglJSUqhfv37Url07nXkDIIC4q1Zdhe/C7B/ibVU2rly5QkII\neuV/7d15XFT13gfwzwwIIgyIiBuSiKxJKobmAjpuIE+u16vmgpKFVwn1UbGbW0Jabom5ZC60uOU1\nlUQx8lFrZAl3UZJRUMEkteeaGC7JMvyeP7ycZwiptDMzwHzer9e8XjNnzjm/32+c+fjlrN27i6ys\nLLFt2zahUCiEt7e3+Oabb0RKSopwcHAQa9asEQsXLhTe3t7i+PHjIi8vTyxYsEDUq1dP3Lx5Uwgh\nRKtWrYSzs7NITEwUOTk5omfPnuKll16q0iazszY++HurC+T+dzT6tyIhIUFYW1uLzMxMIYQQ5eXl\n4tChQ+LGjRtixYoVleZ96623RM+ePYUQQuTm5gqFQiHy8/OFEEIsW7ZM9OrVSwghxNSpU4Wfn5/4\n97//LYQQ4qeffhLp6elV2mZw1cUHg6224L+VPCqKvuTkZGmak5OTiImJkV4PHjxYvPHGGyIxMVGk\npaVJ0x89eiQUCoXQaDRCCCHc3NxEdHS09P6+ffuEhYVFlTaZnbXxwd9bXSD3v6PRL87cv39/+Pv7\nw9/fH35+fhg0aBBee+01NG/eHOPGjUNcXBzOnTuH7OxsnDt3Dl26dAEAeHh4oFOnTti5cyfefPNN\n7Ny5E//4xz8AAJMmTcIXX3yBFi1aIDAwEIMHD8arr75aTQ9i9J6r//MgIrlpNBpoNBpTd6POcnd3\nl57b2NigVatWlV6XlJRg0KBBOHToEGbOnIlLly7hzJkzAACdTifN26ZNG+m5SqVCeXk5hBBPuBhz\njN5zNZidRPIzdG6a7OLMaWlpSEpKwt69e3Hr1i3s27cPI0eOxIsvvoiQkBB07NgRSUlJSEtLQ2pq\nKgBg1apV2L59O7744gt4e3vj1q1bcHR0BAAUFxcjOTkZBw4cQGJiIpydnXH69GnUr1///wfLC4zW\nQbwAaW3BizPLIz8/H+7u7rh8+bJU+Lm6uuLdd9/FuHHjAACjRo2CnZ0dmjZtio0bN+K1116Dv78/\nunTpAjc3Nxw+fBi9e/dG69atMX/+fEyYMAHA4/9wevfujbKyMiiV/3/IN7OzNuLvrS6QOzeNvqXv\nyJEjSE9Px9tvv43AwEAsXrwYPj4+0Gg0cHBwQFJSkjTvqlWrKi07cuRIREdHIz4+HsHBwVLBt379\nejRs2BCvvPIKhgwZgpiYGLi6uiIrKwudOnUy6viIiGqKDRs2YO3atRg5ciQAIDs7GwBYDBCZKaMX\nfdbW1li4cCGaNWuG4OBgZGZm4vr163B3d8ePP/6Iw4cPw93dHbt27UJSUhLatm0rLdusWTP07NkT\ncXFxiI+Pl6bfuXMHMTExcHJygqenJ7Zu3QqVSgUvLy9jD4+IqMZwcnLC/v370alTJ9y4cQPTp0+H\npaUliouLTd01IjIBo1+yJTAwEOvXr8eKFSvg6+uLWbNmYeXKlRg9ejTCwsIwYsQIBAQE4OrVq9i5\ncycuXbpUKaBGjhwJhUKBwYMHS9PefPNNjB49GuHh4fD19UVSUhKSkpLg4OBg7OERERlc1ePtnjzP\nJ598gqysLLRt2xZTpkxBbGwsAgMDcfbs2b+0biKqnUx2TN+zeuedd6DVarFjx46nXpbHpdRFPG6l\ntuAxfbUXs7M24u+tLqj1x/Q9q++//x5nz57FmjVrsHPnTlN3h4iIiKhWqTW3YTt9+jQmT56MsWPH\nonfv3qbuDhEREVGtUut27/4V3EVRF3EXRm3B3bu1F7OzNuLvrS6QOzdrzZY+IiIiInp2teaYPvnw\nzLS6RKVyNHUXiMwEs7M2YTbSk5hd0cfN3URET4/ZSVT7cfcuERERkRlg0UdERERkBlj0EREREZkB\nszumj7cYqllUKkcUFd0xdTeI6A8wO2sHZir9Hl6nj0yM15IyF7xOX+3F7KxN+DurS3idPiIiIiJ6\naiz6iIjMRExMDIKCgqp9v2/fvoiNjTVij4jImFj0ERERgMe7knjsHlHdxaKPiIiIyAzUqKJv3bp1\ncHd3h42NDdq3b48DBw4AAAoKCjBkyBDY2dmhVatWmD17NkpLS6Xl0tLS0LlzZzRo0AB+fn7Ytm2b\nqYZARPRMOnTogFWrVkmvhwwZgg4dOkivExIS4OXlhbt372LixIlo1qwZHBwcMHbsWBQWFgIANBoN\nlEolysvLpeXCw8MRFhb2xDYTExPh4+MDW1tbREZGQqfT8SQAojqsxhR9Z8+exfTp07Fq1Srk5ORg\n5MiRGDFiBO7evYuhQ4fCyckJZ86cwfbt25GUlITZs2cDAG7duoWXX34ZYWFh+P777/H2229jypQp\nSEpKMvGIiIj+vP79+0Oj0QB4fMuz1NRUZGdn4/79+wCAQ4cOoX///hgyZAjOnz+PpKQkHDlyBJcu\nXaq2qAOq32WbnZ2N4cOHY+LEiTh79iwsLS2h0Wi4e5eoDqsx1+nLz8+HQqHAc889B1dXV8yePRud\nO3dGeno68vLycPz4cSiVSnh5eWHt2rUICQnB0qVL8eGHH6JXr16YMmUKAMDd3R1arRYffPABBgwY\nYOJRERH9OSEhIdi0aRMAICsrC05OTmjSpAm+++47BAcH4/Dhw5g6dSrWrl0LrVYLb29vAMC2bdvg\n6+sLrVb7xPVWt+Xu008/Rffu3TFjxgwAwAcffIB9+/YZYGREVFPUmKKvf//+8Pf3h7+/P/z8/DBo\n0CC89tprOHDgAO7evQsHBwdpXiEESktLce3aNWi1WiQnJ0OlUknvl5WVoUmTJqYYBhHRM+nevTtK\nSkpw7tw5pKSkICgoCDqdDmlpafD09ERBQQEcHBygUqmkgg8AvL294ejoCK1Wi0aNGv1hOxVb8rKz\nsyvtPlYqlfD395d/YERUY9SYos/GxgYZGRlIS0tDUlISdu/ejbVr12LmzJnw9PSUju+rIISAq6sr\ndDodRo8ejfnz51d6z8LCopqWYvSeq//zICK5aTQaaXcl/TErKyuo1WpoNBqkpaVhwIABKCsrw+ef\nfw5XV1f07NkTjo6OT1xWp9NBp9M9cddsWVkZlMqqR/IoFIpKx/4BQL169X6nhzF6z9VgdhLJz9C5\nWWOKviNHjiA9PR1vv/02AgMDsXjxYvj4+EAIgevXr6NRo0Zo2LAhACAjIwMrV67E1q1b4e3tjdTU\nVLi7u0vrWr9+PQoKCrBo0aIntBRjnAERmTm1Wg21Wi295vXf/lhISAgOHTqEEydOYOnSpSgrK8O0\nadNgZ2eH0NBQeHt74969e7h48SJ8fHwAPN5iV1RUBG9vbzx48AAAUFRUJOXl1atX4eHhIbVRsbvX\nz88PKSkplaZnZmbCz8+vmt7FyD9gIqrE0LlZY07ksLa2xsKFC7Fx40bk5+cjMTER169fR5cuXdC6\ndWuMGTMG58+fR0ZGBl599VVYWFjA2toakZGROHv2LObMmYPc3Fzs3r0bs2bNgqurq6mHRET0VEJC\nQvD1119DqVTC3d0dXl5esLOzQ1JSEkJDQ+Hl5YUBAwZg/PjxOHXqFE6ePInx48cjKCgI7dq1Q9u2\nbWFjY4PFixcjLy8PcXFxyMzMfGJbERERyMzMxMKFC3Hp0iW8+eabuHr1qpFHTETGVGOKvsDAQKxf\nvx4rVqyAr68vZs2ahZUrVyI4OBj79++HhYUFunXrhkGDBqFnz56Ij48HADz33HNISkrC4cOH8cIL\nL2DWrFmIjY3FP/7xDxOPiIjo6Xh6esLFxaXSXTN69OgBNzc3eHl5AQA2b94MT09P9OnTByEhIXjh\nhRekEzDs7e2xadMm7Ny5E35+fjh79iymTZsmrUv/TN42bdogKSkJu3btgr+/P65fv46hQ4cacbRE\nZGwKYUYXZeJNw2si3hzcXMh943AyHmZnbcLfWV0id27WmC19RERERGQ4LPqIiIiIzACLPiIiIiIz\nwKKPiIiIyAzUmOv0GQ/vK1mTqFRPvtgsEdU0zM7agJlKv8fsij6e1URE9PSYnUS1H3fvEhEREZkB\nFn1EREREZoBFHxEREZEZMLtj+ipuQUSmoVI5oqjojqm7QURPidlZszFb6c/gbdjIyHiLIHPF27DV\nXszO2oC/r7qIt2EjIiIioqfGoo+IiIjIDLDoIyKq5TIzM5GWlmbqbhBRDceij4iolhs6dChycnJM\n3Q0iquFY9BER1QE8iJ+I/ojJir78/HwolUrs378fbm5uUKlUiI6ORlZWFl588UXY2dlh8ODBePjw\nIUpLSzFr1iy4urrCysoKbm5uWL9+vbQuNzc3fPjhh+jWrRtsbGzQoUMHnDp1ylRDIyIyGrVajWvX\nriEiIgKNGzdGYmKi9F6HDh0wZMgQ6XVcXByCg4MBAAUFBRgxYgScnJzg7OyMKVOmoLi42Oj9JyLj\nMdklW/Lz8+Hu7o5u3bph/fr1OHfuHMLCwuDl5YWPPvoIlpaWGDhwIBYtWoS7d+9i27Zt2LJlC5o0\naYLPPvsM7733Hn744Qc0a9YMbm5uePjwIeLj4+Hr64uIiAg8evQIx44dqzxYXnagBuBlBcwVL9li\nGIWFhWjfvj1mzJiBlJQUtGrVCitXrkRhYSGcnZ3h5OSEn376CQAQGhqK4OBgREVFoW3btvDy8sKS\nJUtw+/ZtvP766+jfvz/Wrl1bpQ1mZ23A31ddJHtuChPJy8sTCoVCJCcnS9OcnJxETEyM9Hrw4MHi\njTfeEImJiSItLU2a/ujRI6FQKIRGoxFCCOHm5iaio6Ol9/ft2ycsLCyqtAlAAIIPkz5M9pUjE+O/\nveG4ubmJ+Ph48cknn4gOHToIIYRITEwUvXr1Era2tiInJ0cUFxcLW1tbodVqRWJiomjQoIEoLCyU\n1vH1118LS0tLUVRUVGX9zM7a8ODvqy6S+9/V5HfkcHd3l57b2NigVatWlV6XlJRg0KBBOHToEGbO\nnIlLly7hzJkzAACdTifN26ZNG+m5SqVCeXk5hBBPuIp8jN5z9X8eRCQ3jUYDjUZj6m6YDYVCgeDg\nYERERKCwsBBHjx5Fr169UF5ejtTUVBQUFKBx48bw8fFBYmIiPDw80LBhQ2n5rl27QqfTITc3Fx07\ndnxCCzF6z9VgdhLJz9C5afKiz9KycheUysqHGQohMG/ePGzcuBGvvfYaxo0bh3Xr1sHNza3SfFZW\nVlXW/cdFHxEZilqthlqtll7HxsaarjNmwsXFBb6+vkhJSUFKSgqWL1+OkpISpKen48qVKwgNDQXw\n+A/q36r4I1r/j+nKYgzUayKqYOjcNHnR92ds2LABa9euxciRIwEA2dnZAB4XdURE5k7/j9uQkBAk\nJibiwoUL6NKlC0pKShAVFQV7e3vMnz8fAODj44PLly+jsLAQjo6OAICMjAxYWFjAw8PDJGMgIsOr\nFUWfk5MT9u/fj06dOuHGjRuYPn06LC0teaYZEREAOzs7aLVaFBYWIiQkBAMGDEBAQADq16+Pbt26\nIS8vD5aWlujbty8AoF+/fvDy8kJYWBgWL16Mn3/+GVOnTsWoUaOkIpCI6h6TXqev6q7XJ8/zySef\nICsrC23btsWUKVMQGxuLwMBAnD179i+tm4ioLoiKisKGDRsQERGBHj16wNLSEkFBQQAeF4T+/v7o\n2rUrbG1tATzOx71790KhUKBLly4YOXIkBg8ejPj4eFMOg4gMzGSXbDEFXnagJuBlBcwVL9lSezE7\nawP+vuoiuXOTd+QgIiIiMgMs+oiIiIjMAIs+IiIiIjNQK87elRdP8DAllYpnBhLVTszOmozZSn+G\n2RV9PNCViOjpMTuJaj/u3iUiIiIyAyz6iIiIiMwAiz4iIiIiM2B2x/TxTh2moVI5oqjojqm7QUTP\niNlZczBP6VnxjhxkJLxavLnjHTlqL2ZnTcPfkrngHTmIiIiI6Kmx6CMiIiIyA7Wy6IuJiUFQUFC1\n7/ft2xexsbFG7BERkfFkZmYiLS0NGo0GSqUS5eXlpu4SEdUCtbLo+yMKhYIHHRNRnTV06FDk5OSg\ne/fuuHXrFpTKOhnlRCQzJgURUS0khEC9evXQpEkTU3eFiGoJ2Yu+Dh06YNWqVdLrIUOGoEOHDtLr\nhIQEeHl54e7du5g4cSKaNWsGBwcHjB07FoWFhQDwxF0W4eHhCAsLe2KbiYmJ8PHxga2tLSIjI6HT\n6XhmExHVSWq1GteuXUNERARat24tZWV+fj6USiX2798PNzc3qFQqREdHIysrCy+++CLs7OwwePBg\nPHz4UFrXxo0b4e7uDpVKhaCgIJw6dcqEIyMiQ5O96Ovfvz80Gg2Ax3+JpqamIjs7G/fv3wcAHDp0\nCP3798eQIUNw/vx5JCUl4ciRI7h06VK1RR1Q/S7b7OxsDB8+HBMnTsTZs2dhaWkJjUbD3btEVCd9\n+eWXaNmyJeLi4ir9gV1h6dKlSEpKwvr16xEXF4fhw4fj/fffR3JyMo4ePYpPPvkEALB//368/fbb\nWLVqFTIzMxEaGorevXvj1q1bxh4SERmJ7EVfSEgIUlJSAABZWVlwcnJCmzZt8N133wEADh8+DE9P\nT6SkpGDz5s0ICAhAQEAAtm3bhq+++gparfaJ661uy92nn36K7t27Y8aMGfDy8sIHH3yA5557Tu5h\nERHVCI6OjrCwsIC9vT3s7e2rvD9v3jz4+flhzJgxaNSoEUaNGoVevXohKCgIarUaly5dAgAsW7YM\nb731FgYOHIg2bdpgzpw5CAgIQHx8vLGHRERGIvsdObp3746SkhKcO3cOKSkpCAoKgk6nQ1paGjw9\nPVFQUAAHBweoVCp4e3tLy3l7e8PR0RFarRaNGjX6w3YqtuRlZ2dX2n2sVCrh7+//O0vG6D1X/+dB\nRHLTaDTSVn8yHnd3d+m5jY0NWrVqJb2uX78+iouLAQBarRZz5szB/PnzpfdLSkrg6upazZpj9J6r\nwewkkp+hc1P2os/KygpqtRoajQZpaWkYMGAAysrK8Pnnn8PV1RU9e/aEo6PjE5fV6XTQ6XRP3DVb\nVlb2xDPUFApFlcsV1KtX73d6GPM0wyGiZ6RWq6FWq6XXvIyScVhaVo716s7s1el0iIuLQ3BwsDRN\nCAE7O7tq1hwjUw+JqDqGzk2DnL0bEhKCb775BmlpaQgKCkJQUBCOHz+OpKQkhIaGwtvbG/fu3cPF\nixelZbKzs1FUVARvb29YWVkBAIqKiqT3r169WqmNit29fn5+OHnyZKXpmZmZhhgWEVGN8KzHLOsv\n5+3tjR9++AHu7u7SIy4ujltnieowgxV9X3/9NZRKJdzd3eHl5QU7Ozup6PPy8sKAAQMwfvx4nDp1\nCidPnsT48eMRFBSEdu3aoW3btrCxscHixYuRl5eHuLi4agu5iIgIZGZmYuHChbh06RLefPPNKgUi\nEVFdYmdnB61Wizt37jzVckII6Q/mGTNmYPXq1diyZQuuXLmC2NhYfPzxx/D19TVEl4moBjBI0efp\n6QkXF5dKd83o0aMH3Nzc4OXlBQDYvHkzPD090adPH4SEhOCFF17Avn37AAD29vbYtGkTdu7cCT8/\nP5w9exbTpk2T1qV/Jm+bNm2QlJSEXbt2wd/fH9evX8fQoUMNMSwiohohKioKGzZsQERERKWtd3+0\nBVA/O0eMGIElS5YgNjYWfn5+SExMRGJiItq1a2fQvhOR6SiEGV3Q7nHYmc1waxgFr51o5hQKfgdq\nK2ZnTcPfkrmQOzd5Rw4iIiIiM8Cij4iIiMgMsOgjIiIiMgMs+oiIiIjMgOwXZ675eE9eU1CpnnxB\nbiKqLZidNQXzlJ6V2RV9POOJiOjpMTuJaj/u3iUiIiIyAyz6iIiIiMwAiz4iIiIiM2B2x/Q9643K\n6dmoVI4oKnq6+4MSUc3D7DQd5ijJhbdhIwPj7YLoMd6GrfZidpoafzvmirdhIyIiIqKnVqOKvszM\nTKSlpZm6G0RENUp+fj6USiVu3Lgh63rDw8MRFhYm6zqJqOaqUUXf0KFDkZOTY+puEBGZBYVCwWP1\niMxIjSr6AF4AlIjIWIQQzFwiM1Jjij61Wo1r164hIiICjRs3RmJiovRehw4dMGTIEOl1XFwcgoOD\nAQAFBQUYMWIEnJyc4OzsjClTpqC4uNjo/SciMrQdO3bAxcUFDRs2xKRJk1BSUgIA+PTTT+Hr6wtr\na2s4OzsjMjISOp1OWm7NmjVwd3eHnZ0d+vTpg0uXLlVZd2FhIdq2bYtRo0axECSqo2pM0ffll1+i\nZcuWiIuLQ48ePaDRaAA8DqLvv/8eGRkZ0ryHDh1CaGgoSktL0bt3bzx8+BBHjx7Frl27kJycjJkz\nZ5poFEREhvPJJ58gISEBiYmJSE5Oxrvvvou0tDS88cYbWLx4MS5fvoz169fj008/RUJCAgDg448/\nxrx587B48WKcP38eLVu2xODBg6V1KhQKFBcXY9CgQWjVqhW2bt3KXb5EdVSNKfocHR1hYWEBlUqF\ngQMHSkVfamoqevTogQcPHiA3NxclJSVITU1FaGgokpOT8eOPP2Lbtm3w8/ODWq3Ghx9+iA0bNuDe\nvXumHRARkczWrl2Ll156CT179sTChQvx0UcfwdbWFp988gmGDBkCV1dXDBs2DP7+/sjOzgYArF+/\nHtOmTcPIkSPh7u6ONWvWYNCgQSgqKoJCoYBOp8Po0aMBAAkJCbC0NLvLtxKZjRr361YoFAgODkZE\nRAQKCwtx9OhR9OrVC+Xl5UhNTUVBQQEaN24MHx8fJCYmwsPDAw0bNpSW79q1K3Q6HXJzc9GxY8cn\ntBCj91z9nwcRyU2j0Uh/vJE8OnfuLD339/fH7du38dxzz8Ha2hoLFixAdnY2srKykJubi759+wIA\ntFot5s2bJy1nb2+PZcuWAXh8TF9CQgJKSkowcOBA1K9f/3daj9F7rgazk0h+hs7NGlf0AYCLiwt8\nfX2RkpKClJQULF++HCUlJUhPT8eVK1cQGhoKALCxsamybMVxLPrHs1QWY6BeE5E+tVoNtVotvY6N\njTVdZ+oICwsL6XlFxqWnp2PEiBEIDw9HaGgoFixYgMjISGk+Kyur312ni4sL4uPjERISggMHDuDl\nl1+uZs6Yv9p9IvoDhs7NGrN7F6h8m5+QkBAkJibiwoUL6NKlC4KCgpCamoqDBw+if//+AAAfHx9c\nvnwZhYWF0nIZGRmwsLCAh4eH0ftPRGRImZmZ0vPjx4+jefPm2Lp1K1599VWsX78eEyZMkHKx4mQM\nT09PnDlzRlruwYMHaNasGS5cuACFQoFu3bpBrVYjKioKU6dOxaNHj4w+LiIyjhpV9NnZ2UGrZ6rN\nTQAAIABJREFU1aKwsBAhISHYvn07/P39Ub9+fXTr1g15eXm4cOGCtNuiX79+8PLyQlhYGLKysqDR\naDB16lSMGjUKjo6OJh4NEZG8Jk+ejJMnT+LgwYOIiYlBdHQ0nJyc8N133yErKwsXLlxAeHg47ty5\nIxVv06ZNw+rVq5GQkIDc3FxMmjQJzs7OeP755ytdsmXBggV48OABFi9ebMohEpEB1ajdu1FRUYiO\njkZeXh62b98OS0tLBAUFAXhcEPr7+8POzg62trYAHm8Z3Lt3L6KiotClSxfY2dlh7NixDC0iqnMU\nCgUiIyMxYMAAlJWVYeLEiZg+fTpu3bqF8PBwdO3aFU5OTpgyZQo8PT2luxuNHj0aP/74I6ZNm4a7\nd+8iMDAQ+/btky7MXLGHxd7eHu+99x6ioqIwbtw4tGnTxpTDJSIDUAgzuiATbxpuCrxROD0m943D\nyXiYnabG3465kjs3a9TuXSIiIiIyDBZ9RERERGaARR8RERGRGWDRR0RERGQGatTZu8bBe0oak0rF\nS+cQ1Q3MTlNhjpJczK7o4xlQRERPj9lJVPtx9y4RERGRGWDRR0RERGQGWPQRERERmQGzO6av4pZD\nZBgqlSOKiu6YuhtEJDNmp+ExP8nQeBs2khlvF0RPxtuw1V7MTmPhb4Qq423YiIiIiOipmbToy8zM\nRFpaGjQaDZRKJcrLy03ZHSKiGiM/Px9KpRJXr141dVeIqI4wadE3dOhQ5OTkoHv37rh16xaUSm54\nJCIiIjIEk1dZQgjUq1cPTZo0MXVXiIiIiOoskxV9arUa165dQ0REBFq3bi3t3q3YpbF//364ublB\npVIhOjoaWVlZePHFF2FnZ4fBgwfj4cOH0ro2btwId3d3qFQqBAUF4dSpU6YaFhGRQWzcuBH29vY4\nfvw4lEolEhIS4OHhARsbG7z88sv4+eefpXkzMjIQGBgIOzs7tG7dGuvWrQMA7N27F05OTtJ8mZmZ\nUCqV2Lt3rzStXbt22LFjh/EGRkTGI0zkzp07wtXVVaxcuVIkJiYKhUIhdDqdyMvLEwqFQnTv3l1k\nZWWJbdu2CYVCIby9vcU333wjUlJShIODg1izZo0QQoh9+/aJpk2bin379onLly+Ld999V6hUKnHz\n5s0qbQIQgODDoA+TfaWohuN34+lUZOGVK1dEYmKisLW1FUeOHBH5+flCoVCITp06iRMnTojjx4+L\npk2bin/+859CCCGys7NF/fr1xdy5c0Vubq7YvHmzsLW1Fbt27RJFRUWiXr164ty5c0IIIT744AOh\nVCpFdHS0EEKImzdvCgsLC3H79u1KfWF2Mj/JNOT+TphsS5+joyMsLCxgb28Pe3v7Ku/PmzcPfn5+\nGDNmDBo1aoRRo0ahV69eCAoKglqtxqVLlwAAy5Ytw1tvvYWBAweiTZs2mDNnDgICAhAfH2/sIRER\nyS49PR1jxozB1q1b0bt3bzz+fwBYsGABOnXqhM6dO2PMmDE4efIkAGDTpk3o0KEDFi1aBA8PD4wb\nNw5TpkzBsmXLoFKp0LVrV3z77bcAgKNHjyI0NBTp6ekAgMOHDyMgIKDS1kAiqjtMfkxfddzd3aXn\nNjY2aNWqlfS6fv36KC4uBgBotVrMmTMHKpVKeqSnpyM3N9fofSYiktvEiRNRXFxcKQMBoE2bNtJz\nlUqFsrIyAI8z8aWXXqo0b9euXXHx4kUAQEhICDQaDQAgNTUVs2bNwpkzZ/Do0SMcOnQI/fv3N+Bo\niMiUauwdOSwtK3etujN7dTod4uLiEBwcLE0TQsDOzq6aNcfoPVf/50FEctNoNFJxQc/unXfeQVZW\nFiZPnoxjx45J062srCrNV7EFsEGDBtLzCjqdTioKg4ODsWLFCmRlZcHW1hY9e/aEs7MzTpw4gSNH\njmDPnj3V9CRG77kazE4i+Rk6N01a9D3rbX30l/P29sYPP/xQacvgG2+8gR49emDkyJFPWDrmmdok\noqejVquhVqul17GxsabrTC02bNgwjB07Ft7e3ti0aVOlP3D1VRR6Pj4+OHLkSKX3MjIy4OPjAwDo\n2LEjLCwssHbtWvTo0QMAEBQUhI8++gjFxcXo3LlzNT2JkWU8RFQ9Q+emSXfv2tnZQavV4s6dp7vX\noBBCCrgZM2Zg9erV2LJlC65cuYLY2Fh8/PHH8PX1NUSXiYiMrnnz5pg7dy7mzJmD27dv/+68kZGR\nyMrKwty5c5GTk4MtW7Zg3bp1iIqKAvB4r0m/fv2wefNmBAUFAQB69OiBnTt3ol+/frzHLlEdZtKi\nLyoqChs2bEBERESloPmj0FEoFNI8I0aMwJIlSxAbGws/Pz8kJiYiMTER7dq1M2jfiYgMTT8Lp0+f\nDkdHR/zzn/+skpH6meji4oIDBw7g4MGDaNeuHd59912sXLkSEyZMkOYPCQlBaWmpVPQFBQVBoVDw\neD6iOk4hfnvwRx3Gm4YbA28YTk8m943DyXiYncbC3whVJndu1tizd4mIiIhIPiz6iIiIiMwAiz4i\nIiIiM8Cij4iIiMgM1NiLMxsOL0dgSCqVo6m7QEQGwew0NOYnGZrZFX08M4qI6OkxO4lqP+7eJSIi\nIjIDLPqIiIiIzACLPiIiIiIzYHbH9PG+kvJTqRxRVPR0908motqF2WlYzFEyBt6GjWTAWwfRH+Nt\n2GovZqcx8PdBVfE2bERERET01Fj0EREREZkBoxZ9+fn5UCqVuHHjhqzrDQ8PR1hYmKzrJCIiIqpL\n6sSWPoVCwYOMiYiIiH5HnSj6hBA8AJaIiIjod5ik6NuxYwdcXFzQsGFDTJo0CSUlJQCATz/9FL6+\nvrC2toazszMiIyOh0+mk5dasWQN3d3fY2dmhT58+uHTpUpV1FxYWom3bthg1ahQLQSKqMwoKCjBk\nyBDY2dmhVatWmD17NkpKSuDr64vly5dXmrdr165YuXIlACAtLQ2dO3dGgwYN4Ofnh23btknzXb9+\nHaGhoXBwcICTkxMmTJiABw8eGHVcRGREwojy8vKEQqEQzz//vDh27JjQaDTiueeeE2+//bZITU0V\nNjY24ssvvxQ//PCD2L17t6hfv7744osvhBBCxMfHC3t7e/Gvf/1LXLlyRYwbN054e3sLIYQYP368\nCAsLE48ePRKBgYEiNDRUlJaWVmkfgAAEH7I/jPo1olqK35NnV15eLgICAsSECRPEpUuXRGpqqvDz\n8xMzZ84U77zzjggICJDmzc/PFxYWFuLGjRvi5s2bwt7eXqxevVpcuXJF7Ny5UzRs2FDs379fCCHE\noEGDxODBg0Vubq44ffq08PHxEXPmzKnSPrOTOUqmIff3wqjfsoqi75tvvpGmbd68WTg7O4szZ86I\nHTt2VJq/a9euIiYmRgghREBAgJg/f7703i+//CJmzZolfvnlFxEeHi5Gjx4t/va3v4nAwEDx66+/\nPrF9BhfDikyH35Nnd/jwYeHk5CR0Op00TaPRCGtra3H58mWhUChEfn6+EEKIZcuWiV69egkhhJg3\nb54YPHhwpXXFxMSIPn36CCGEaN++vQgLCxMlJSVCCCGys7PFxYsXq7TP7GSOkmnI/b0wyR05Onfu\nLD339/fH7du38dxzz8Ha2hoLFixAdnY2srKykJubi759+wIAtFot5s2bJy1nb2+PZcuWAQCEEEhI\nSEBJSQkGDhyI+vXr/07rMXrP1f95EJHcNBoNNBqNqbtRJ2i1Wty9excODg7SNCEESktLoVAo0KlT\nJ+zcuRNvvvkmdu7ciX/84x/ScsnJyVCpVNJyZWVlaNKkCQDgrbfeQnh4OBITExEcHIxhw4Zh5MiR\n1fQiRu+5GsxOIvkZOjdNUvRZWFhIzyuO2UtPT8eIESMQHh6O0NBQLFiwAJGRkdJ8VlZWv7tOFxcX\nxMfHIyQkBAcOHMDLL79czZwxf7X7RPQnqNVqqNVq6XVsbKzpOlPLlZWVwdPTEwcOHKg0XQgBV1dX\njB49Gtu3b8eIESOQlZWFv//97wAe5+vo0aMxf/78SstUZPArr7yCvn37Yu/evUhOTsarr76KgwcP\n4tNPP31CL2IMNTwi+g9D56ZJTuTIzMyUnh8/fhzNmzfH1q1b8eqrr2L9+vWYMGECfHx8cPnyZTze\nugl4enrizJkz0nIPHjxAs2bNcOHCBSgUCnTr1g1qtRpRUVGYOnUqHj16ZPRxEREZgo+PD65fv45G\njRrB3d0d7u7u+OmnnzB79mwIITBixAicPXsW8fHxCA4OhqOjIwDA29sbOTk50jLu7u44dOgQ4uPj\nIYTAzJkzUVBQgNdffx179uzBpk2bsHPnThOPlogMxSRF3+TJk3Hy5EkcPHgQMTExiI6OhpOTE777\n7jtkZWXhwoULCA8Px507d6Tibdq0aVi9ejUSEhKQm5uLSZMmwdnZGc8//zyE+P9LtixYsAAPHjzA\n4sWLTTE0IiLZBQcHo3Xr1hgzZgzOnz+PjIwMvPrqq7CwsICVlRWaN2+Onj17Ii4uDqNGjZKWi4yM\nxNmzZzFnzhzk5uZi9+7dmDVrFlxdXaFQKJCVlYWoqChkZmbi0qVL2LNnDwICAkw4UiIyKFmPEPwD\neXl5QqlUio0bN4omTZqIRo0aibfeeksIIcTNmzdFSEiIsLW1Fc8995xYvny5iImJEX379pWWX7Zs\nmWjZsqWws7MT/fv3F1evXhVCCBEeHi7CwsKk+T7++GNhY2MjLl++XKl98GBkHoBMJsPvyV+Tl5cn\nBg4cKGxtbUXjxo3FxIkTxf3796X3N27cKBo0aFBpmhBCHDlyRHTq1ElYW1sLNzc3sWLFCum9H3/8\nUQwdOlQ4OjoKOzs7MWTIEHH9+vUqbTM7maNkGnJ/LxT/WalZeHzXDrMZrhEpYEZfI3pGCgW/J4b0\nzjvvQKvVYseOHbKvm9lpDPx9UFVy56ZJTuQgIiJ5fP/99zh79izWrFnD4/GI6HfViduwERGZq9On\nT2Py5MkYO3YsevfuberuEFENxt27JAPulqA/xt27tRez0xj4+6Cq5M5NbukjIiIiMgNmeEyfwtQd\nqHNUKkdTd4GIDI7ZaUjMUTIGsyv6uPmciOjpMTuJaj/u3iUiIiIyAyz6iIiIiMyA2e3efXwWGj0r\nlcoRRUV3TN0NIjIyZqdhMFPJmHjJFnpKvKwAPRtesqX2YnYaEn8XVD1esoWIiIiInhqLPiIiIiIz\nYPCiLz8/H0qlElevXjV0U0RE9DvCw8MRFhZW7fseHh7YvHmzEXtERMbELX1ERGZCoVD87gkZf/Q+\nEdVuLPqIiMyEEIInDRCZMaMXfRs3boS9vT2OHz8OpVKJhIQEeHh4wMbGBi+//DJ+/vlnad6MjAwE\nBgbCzs4OrVu3xrp16wAAe/fuhZOTkzRfZmYmlEol9u7dK01r164dduzYYbyBERHJKC8vDwMGDIC9\nvT1cXV2xePFiAEBBQQFGjBgBJycnODs7Y8qUKSguLgYAfPbZZ3B1da20HrVajfnz5z+xjU2bNqFV\nq1ZwcHBAbGysYQdERCZn1KJv3759mDFjBvbu3YtmzZoBAJYsWYIdO3bg6NGjOH36NJYvXw4A0Gq1\n6N27N9RqNTIzMxEbG4s333wTu3fvRp8+fXDv3j2cP38eAHD06FEoFAqkp6cDAG7duoXs7GwEBwcb\nc3hERLIoLi5GcHAwrK2tcezYMXz88cdYtmwZtmzZgt69e+Phw4c4evQodu3aheTkZMycObPadf12\nl23F8//5n//BlClTsHDhQhw/fhwXLlzAlStXDD42IjIdo12cOT09HZGRkdi6dSt69+6N/Px8AMCC\nBQvQqVMnAMCYMWNw8uRJAI//Au3QoQMWLVoE4PEBxlqtFsuWLcPf//53dO3aFd9++y3atWuHo0eP\nIjQ0VCr6Dh8+jICAgEpbA4mIaovDhw/j5s2bOHPmDFQqFZ5//nmsW7cOpaWl+PHHH3HixAk0bNgQ\nAPDhhx9iwIABeO+9956qjU2bNmHUqFEYN24cACA+Ph5fffWV7GMhoprDaEXfxIkTodPp0KpVq0rT\n27RpIz1XqVQoKysD8HhL30svvVRp3q5du+LDDz8EAISEhECj0WDatGlITU3F7t2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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "source": [ - "#Questions on binomial distribution\n", - "\n", - "Lets consider that a particular word w in text t occurs with some probability $p_t(w)$\n", - "If the number of words in text t is $n_t$, \n", - "* then the number of occurances of$n_t(w)$ would have binomial distribution $(p_t(w),n_t)$ with \n", - "* mean $p_t(w)$ and \n", - "* variance $n_t(1-p_t(w))p_t(w)$\n", - "\n", - "The variance for the estimate $n_t(w)/n_t$ is, therefore, \n", - "* $\\frac{(1-p_t(w))p_t(w)}{n_t}$\n", - "\n", - "95% confidence interval is mean +- 1.96*stdev\n", - "* $n_t(w)/n_t \\pm 1.96\\sqrt{\\frac{(1-p_t(w))p_t(w)}{n_t}}$" + "output_type": "display_data" + } + ], + "source": [ + "def get_wf_try (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " print wf['bloom']\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " print tw\n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " print wfs[0]\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", + "\n", + "(wf_ul, tw_ul) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", + "'says', 'said']\n", + "\n", + "(wf_ul1, tw_ul1) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul1\n", + "\n", + "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The bug appears to be in the statment\n", + "```\n", + "return (wfs [ 1:ml ] [::-1], tw)\n", + "```\n", + "Lets fix it\n", + "```\n", + "return (wfs [ 0:(ml-1) ] [::-1], tw)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "865\n", + "151579\n", + "(u'said', 1203)\n", + "[(u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'says', 472), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865), (u'said', 1203)]\n", + "865\n", + "149904\n", + "(u'bloom', 865)\n", + "[(u'eyes', 319), (u'know', 323), (u'back', 345), (u'time', 359), (u'two', 374), (u'would', 382), (u'man', 390), (u'see', 406), (u'stephen', 474), (u'old', 484), (u'one', 678), (u'mr', 702), (u'like', 723), (u'bloom', 865)]\n" ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "#Now compare frequencies of \"like\" in two texts\n", - "(wf_he1, tw_he1,wf_he1_all) = get_wf_try2('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') \n", - "(wf_book1, tw_book1,wf_book1_all) = get_wf_try2('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')" - ], - "language": "python", + "data": { + "image/png": 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5ciQRkVbSt2DBAhJC0GeffaZV99mzZ0kIQWq1moiIYmJipKQjOztbKpeVlUXXrl2Tzfss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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n" - ] - } - ], - "prompt_number": 37 - }, + "output_type": "display_data" + } + ], + "source": [ + "def get_wf_try (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " print wf['bloom']\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " print tw\n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " print wfs[0]\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 0:(ml-1) ] [::-1], tw)\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations', 'must' ]\n", + "\n", + "(wf_ul, tw_ul) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul\n", + "\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'', \n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014', 'gutenberg', 'gutenberg-tm', 'electronic', 'terms',\n", + "'foundation', 'agreement', 'license', 'full', 'work', 'works', 'donations','must',\n", + "'says', 'said']\n", + "\n", + "(wf_ul1, tw_ul1) = get_wf_try ('http://www.gutenberg.org/cache/epub/4300/pg4300.txt')\n", + "print wf_ul1\n", + "\n", + "plotTwoLists (wf_ul, wf_ul1, 'Most Frequent Words From The Odyssey and Ulysses')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ok, fixed, offset by one error...\n", + "## Lets look for more bugs\n", + "Lets fix word split\n", + "```\n", + "wds = re .split(r'[\\s~,.\"]+',t)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "import math\n", - "def calcCI (nw,n):\n", - " p = (nw+0.0)/n\n", - " sd = math.sqrt(p*(1-p)/n)\n", - " return (p, p-1.96*sd,p+1.96*sd)" - ], - "language": "python", + "data": { + "image/png": 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sWbIEZmZm6NGjh1gWKPh6edOyZcugpaWF0aNHi98dpfUdUemuQQQgnlI+fvw4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\n/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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 42 + "output_type": "display_data" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "ci = calcCI(wf_he1_all['like'],tw_he1)\n", - "ci1 = calcCI(wf_book1_all['like'],tw_book1)\n", - "print ci\n", - "print ci1" - ], - "language": "python", + "data": { + "image/png": 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0aNAgGj9+PNnY2JCdnR1paWmp9Yz37NlTslUTJ06kcePGSWXRrFkzBVnGGDVp0oT09PTI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\nxuTJky2WU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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "(0.004309133489461358, 0.0037534284144691054, 0.004864838564453611)\n", - "(0.004362822357751433, 0.00374543537227873, 0.004980209343224136)\n" - ] - } - ], - "prompt_number": 43 + "output_type": "display_data" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np\n", - "import scipy.stats as ss\n", - "data_m = [ ci[0],ci1[0] ] #(Means of your data)\n", - "data_ci = [ ci[1]-ci[0], ci1[2]-ci1[0] ]# ci1[0]-ci1[1], ci1[2]-ci1[0] ]\n", - "import matplotlib.pyplot as plt\n", - "plt.plot([0,1], data_m, linestyle=\"dashed\", marker=\"o\", color=\"green\")\n", - "plt.errorbar([0,1], data_m, yerr=data_ci, linestyle=\"None\", marker=\"None\", color=\"green\")\n", - "plt.xlim(-0.5,1.5)\n", - "plt.ylim(0.0037,0.005)\n", - "plt.show()" - ], - "language": "python", + "data": { + "image/png": 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tSzVq1KCaNWvS6NGjad26dTqJHtGzAYZbtGhB1tbW1KBBA5o1axbdvHlT7z/r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- "text": [ - "" - ] - } - ], - "prompt_number": 76 + "output_type": "display_data" + } + ], + "source": [ + "def get_wf_try1 (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split(r'[\\s~,.\"]+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 0:(ml-1) ] [::-1], tw)\n", + "(wf_book1, tw_book1) = get_wf_try1('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')\n", + "(wf_book2, tw_book2) = get_wf_try1('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "plotTwoLists_a (wf_book1, wf_book2, 'Most Frequent Words From The First and Last Harry Potter Books', 'The Sorcerer\\'s Stone', 'The Deathly Hallows')\n", + "(wf_book_author_1, tw_book_author_1) = get_wf_try1('https://archive.org/stream/7HarryPotterAndTheDeathlyHallows7/7%20Harry%20Potter%20and%20the%20Deathly%20Hallows%20-%207_djvu.txt')\n", + "(wf_book_author_2, tw_book_author_2) = get_wf_try1('http://www.gutenberg.org/cache/epub/2893/pg2893.txt')\n", + "plotTwoLists_a (wf_book_author_1, wf_book_author_2, 'Most Frequent Words From A Book of J.K. Rowling and Haggard\\'s \"The Wizard\"', 'The Deathly Hallows', 'The Wizard')\n", + "(wf_pi, tw_pi) = get_wf_try1('https://archive.org/stream/APassageToIndia_109/APassageToIndia_djvu.txt') # A Passage to India\n", + "(wf_he, tw_he) = get_wf_try1('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", + "plotTwoLists (wf_pi, wf_he, 'Most Frequent Words From Two Books by E. M. Forster')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Still a problem with Forster's Howards End: empty words\n", + "Lets fix that and also get rid of the standard boiler plate from Project Guttenberg\n", + "```\n", + "# create a single line replacing newline by space\n", + "t = re.sub('\\n', ' ', t)\n", + "# a0 (no-break-space) was causing empty words\n", + "t = re.sub('\\xa0', ' ', t)\n", + "# now cut out the standard start of the text\n", + "t = re.sub(r'^.*end\\s+the\\s+small\\s+print!', '', t)\n", + "wds = re .split(r'[\\s.,\"\\'*\\-:|&]+',t)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "[(u'like', 226), (u'mrs', 230), (u'mr', 238), (u'little', 254), (u'dont', 262), (u'could', 298), (u'wilcox', 306), (u'helen', 395), (u'would', 421), (u'one', 422), (u'margaret', 464), (u'said', 597), (u'\\xa0\\xa0\\xa0\\xa0', 2225), (u'\\xa0', 5379)]\n", + "[(u'know', 215), (u'never', 221), (u'charles', 227), (u'like', 230), (u'little', 256), (u'mrs', 256), (u'mr', 258), (u'could', 299), (u'wilcox', 344), (u'would', 422), (u'one', 455), (u'helen', 498), (u'margaret', 601), (u'said', 604)]\n" + ] }, { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", + "data": { + "image/png": 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KjIzUWf7t27fJxsaGlEqlNE7zSz9/0pO/LsePH9dZTr169bSSQc0Rqo8//ljrCzozM1Pn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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [] + "output_type": "display_data" + } + ], + "source": [ + "## Still a problem with Forster's Howards End\n", + "def get_wf_try2 (URL):\n", + " # first get the web page\n", + " txt = saveUrl (URL)\n", + " # Now clean\n", + " # remove html markup\n", + " t = cleanHtml (txt) .lower()\n", + " # create a single line replacing newline by space\n", + " t = re.sub('\\n', ' ', t)\n", + " # a0 (no-break-space) was causing empty words\n", + " t = re.sub('\\xa0', ' ', t)\n", + " # now cut out the standard start of the text\n", + " t = re.sub(r'^.*end\\s+the\\s+small\\s+print!', '', t)\n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split(r'[\\s.,\"\\'*\\-:|&]+',t)\n", + " #print wds\n", + " \n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " z = wds [i]\n", + " wds [i] = cleanWord (wds [i])\n", + " if wds[i] == '': \n", + " print z \n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None) \n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .iteritems(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),15)\n", + " \n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 0:(ml-1) ] [::-1], tw, wf)\n", + "(wf_he1, tw_he1,wf_he1_all) = get_wf_try2('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') # Howards End\n", + "plotTwoLists (wf_he, wf_he1, 'Most Frequent Words From Two Books by E. M. Forster')\n", + "print wf_he\n", + "print wf_he1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Questions on binomial distribution\n", + "\n", + "Lets consider that a particular word w in text t occurs with some probability $p_t(w)$\n", + "If the number of words in text t is $n_t$, \n", + "* then the number of occurances of$n_t(w)$ would have binomial distribution $(p_t(w),n_t)$ with \n", + "* mean $p_t(w)$ and \n", + "* variance $n_t(1-p_t(w))p_t(w)$\n", + "\n", + "The variance for the estimate $n_t(w)/n_t$ is, therefore, \n", + "* $\\frac{(1-p_t(w))p_t(w)}{n_t}$\n", + "\n", + "95% confidence interval is mean +- 1.96*stdev\n", + "* $n_t(w)/n_t \\pm 1.96\\sqrt{\\frac{(1-p_t(w))p_t(w)}{n_t}}$" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "#Now compare frequencies of \"like\" in two texts\n", + "(wf_he1, tw_he1,wf_he1_all) = get_wf_try2('http://www.gutenberg.org/dirs/etext01/hoend10h.htm') \n", + "(wf_book1, tw_book1,wf_book1_all) = get_wf_try2('https://archive.org/stream/HarryPotterAndTheSorcerersStone_496/HarryPotterAndTheSorcerersStonebook1_djvu.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import math\n", + "def calcCI (nw,n):\n", + " p = (nw+0.0)/n\n", + " sd = math.sqrt(p*(1-p)/n)\n", + " return (p, p-1.96*sd,p+1.96*sd)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(0.004309133489461358, 0.0037534284144691054, 0.004864838564453611)\n", + "(0.004362822357751433, 0.00374543537227873, 0.004980209343224136)\n" + ] + } + ], + "source": [ + "ci = calcCI(wf_he1_all['like'],tw_he1)\n", + "ci1 = calcCI(wf_book1_all['like'],tw_book1)\n", + "print ci\n", + "print ci1" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], - "metadata": {} + "source": [ + "import numpy as np\n", + "import scipy.stats as ss\n", + "data_m = [ ci[0],ci1[0] ] #(Means of your data)\n", + "data_ci = [ ci[1]-ci[0], ci1[2]-ci1[0] ]# ci1[0]-ci1[1], ci1[2]-ci1[0] ]\n", + "import matplotlib.pyplot as plt\n", + "plt.plot([0,1], data_m, linestyle=\"dashed\", marker=\"o\", color=\"green\")\n", + "plt.errorbar([0,1], data_m, yerr=data_ci, linestyle=\"None\", marker=\"None\", color=\"green\")\n", + "plt.xlim(-0.5,1.5)\n", + "plt.ylim(0.0037,0.005)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.0" } - ] -} \ No newline at end of file + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/WordFreq.pptx b/WordFreq.pptx new file mode 100644 index 0000000..491c04d Binary files /dev/null and b/WordFreq.pptx differ diff --git a/kdunn13.ipynb b/kdunn13.ipynb new file mode 100644 index 0000000..7ff3f60 --- /dev/null +++ b/kdunn13.ipynb @@ -0,0 +1,545 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Assignment 1\n", + "\n", + "1. Compare word frequencies between two works of a single author.\n", + "1. Compare word frequencies between works of two authors.\n", + "1. Are there some words preferred by one author but used less frequently by another author?\n", + "\n", + "Extra credit\n", + "\n", + "1. The frequency of a specific word, e.g., \"would\" should follow a binomial distribution (each regular word in a document is a trial and with probability p that word is \"would\". The estimate for p is N(\"would\")/N(regular word)). Do these binomial distributions for your chosen word differ significantly between books of the same author or between authors? \n", + "\n", + "Project Gutenberg is a good source of for fiction and non-fiction.\n", + "\n", + "E.g below are two most popular books from Project Gutenberg:\n", + "- Pride and Prejudice at http://www.gutenberg.org/ebooks/1342.txt.utf-8\n", + "- Adventures of Huckleberry Finn at http://www.gutenberg.org/ebooks/76.txt.utf-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Written text as operational data\n", + "\n", + "Written text is one type of data\n", + "\n", + "### Why people write?\n", + "\n", + " - To communicate: their thoughts, feelings, urgency, needs, information\n", + "\n", + "### Why people communicate?\n", + "\n", + "1. To express emotions\n", + "1. To share information\n", + "1. To enable or elicit an action\n", + "1. ...\n", + "\n", + "### We will use written text for the purpose other than \n", + "1. To experience emotion\n", + "1. To learn something the author intended us to learn\n", + "1. To do what the author intended us to do\n", + "\n", + "### Instead, we will use written text to recognize who wrote it\n", + " - By calculating and comparing word frequencies in written documents" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 1: Compare the Same Author.\n", + "\n", + "Here I compare Animal Farm and 1984 by George Orwell" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import requests, re, nltk\n", + "from bs4 import BeautifulSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "\n", + "# we may not care about the usage of stop words\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " from bs4 import BeautifulSoup\n", + " soup = BeautifulSoup(html, 'html.parser')\n", + " return soup .get_text()\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (fileName):\n", + " # first get the web page\n", + " #r = requests .get(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " file = open(fileName, 'r');\n", + " t = \"\"\n", + " for line in file:\n", + " for word in line:\n", + " t += word\n", + " \n", + " t = cleanHtml(t).lower()\n", + " #t = cleanHtml (r .text) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),25)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('1984.txt')\n", + "(wf_bu, tw_bu) = get_wf('AnimalFarm.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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4bgFaAb8Aa4GTAVeIfJoA7wP1gJeA5UAH4DqgD9AF+KEIyisiIiIiIiIiIiWs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\n2doGfAxcAtydIW8sUAZ4jd8no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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " f = plt.figure (figsize=(20, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Most Frequent Words from 1984 on the left and Animal Farm on the right')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 3: Analysise:\n", + " \n", + " These works were both written by George Orwell. Orwell was depressed when he wrote 1984, so I was expecting some \"darker\" words to appear in it. However, it seems that many of the words are unique to the specific book and don't overlap. Words such as \"Napoleon\" and \"Obrien\"." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 2: Compare two Different Authors.\n", + "\n", + "Here I compare the Federalist Papers and the Constituion" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import requests, re, nltk\n", + "from bs4 import BeautifulSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "\n", + "# we may not care about the usage of stop words\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " from bs4 import BeautifulSoup\n", + " soup = BeautifulSoup(html, 'html.parser')\n", + " return soup .get_text()\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (fileName):\n", + " # first get the web page\n", + " #r = requests .get(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " file = open(fileName, 'r');\n", + " t = \"\"\n", + " for line in file:\n", + " for word in line:\n", + " t += word\n", + " \n", + " t = cleanHtml(t).lower()\n", + " #t = cleanHtml (r .text) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " \n", + " # Get ordered list\n", + " wfs = sorted (wf .items(), key = operator.itemgetter(1), reverse=True)\n", + " ml = min(len(wfs),25)\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (wfs [ 1:ml ] [::-1], tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('Constitution.txt')\n", + "(wf_bu, tw_bu) = get_wf('FedPapers.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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E8fsr/geQfPy1uBx4AV+ZViPOtJX6bA0LG9f9Pyx8A3xF3XfBuVqCb+l/EDGe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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "def plotTwoLists (wf_ee, wf_bu, title):\n", + " f = plt.figure (figsize=(20, 6))\n", + " # this is painfully tedious....\n", + " f .suptitle (title, fontsize=20)\n", + " ax = f.add_subplot(111)\n", + " ax .spines ['top'] .set_color ('none')\n", + " ax .spines ['bottom'] .set_color ('none')\n", + " ax .spines ['left'] .set_color ('none')\n", + " ax .spines ['right'] .set_color ('none')\n", + " ax .tick_params (labelcolor='w', top='off', bottom='off', left='off', right='off', labelsize=20)\n", + "\n", + " # Create two subplots, this is the first one\n", + " ax1 = f .add_subplot (121)\n", + " plt .subplots_adjust (wspace=.5)\n", + "\n", + " pos = np .arange (len(wf_ee)+1) \n", + " ax1 .tick_params (axis='both', which='major', labelsize=14)\n", + " pylab .yticks (pos, [ x [0] for x in wf_ee ])\n", + " ax1 .barh (range(len(wf_ee)), [ x [1] for x in wf_ee ], align='center')\n", + "\n", + " ax2 = f .add_subplot (122)\n", + " ax2 .tick_params (axis='both', which='major', labelsize=14)\n", + " pos = np .arange (len(wf_bu)+1) \n", + " pylab .yticks (pos, [ x [0] for x in wf_bu ])\n", + " ax2 .barh (range (len(wf_bu)), [ x [1] for x in wf_bu ], align='center')\n", + "\n", + "plotTwoLists (wf_ee, wf_bu, 'Word Frequencies of Consitution on the Left and the Federalist Papers on the Right')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Section 3: Analysise:\n", + " \n", + " These works were both written by promenient politicians in the same era over the same subjects. Therefore, it isn't surprising that the words frequencies are farily similar. Many of the same words appear in both and most of the words have a similar government theme" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the Extra Credit I will graph the binomial distribution of the word 'thought' from Orwell's 1984 and Animcal Farm." + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import requests, re, nltk\n", + "from bs4 import BeautifulSoup\n", + "from nltk import clean_html\n", + "from collections import Counter\n", + "import operator\n", + "\n", + "# we may not care about the usage of stop words\n", + "stop_words = nltk.corpus.stopwords.words('english') + [\n", + " 'ut', '\\'re','.', ',', '--', '\\'s', '?', ')', '(', ':', '\\'',\n", + " '\\\"', '-', '}', '{', '&', '|', u'\\u2014' ]\n", + "\n", + "# We most likely would like to remove html markup\n", + "def cleanHtml (html):\n", + " from bs4 import BeautifulSoup\n", + " soup = BeautifulSoup(html, 'html.parser')\n", + " return soup .get_text()\n", + "\n", + "# We also want to remove special characters, quotes, etc. from each word\n", + "def cleanWord (w):\n", + " # r in r'[.,\"\\']' tells to treat \\ as a regular character \n", + " # but we need to escape ' with \\'\n", + " # any character between the brackets [] is to be removed \n", + " return re.sub('[,\"\\.\\'&\\|:]', \"\", w)\n", + " \n", + "# define a function to get text/clean/calculate frequency\n", + "def get_wf (fileName):\n", + " targetWord = 'thought'\n", + " # first get the web page\n", + " #r = requests .get(URL)\n", + " \n", + " # Now clean\n", + " # remove html markup\n", + " file = open(fileName, 'r');\n", + " t = \"\"\n", + " for line in file:\n", + " for word in line:\n", + " t += word\n", + " \n", + " t = cleanHtml(t).lower()\n", + " #t = cleanHtml (r .text) .lower()\n", + " \n", + " # split string into an array of words using any sequence of spaces \"\\s+\" \n", + " wds = re .split('\\s+',t)\n", + " \n", + " # remove periods, commas, etc stuck to the edges of words\n", + " for i in range(len(wds)):\n", + " wds [i] = cleanWord (wds [i])\n", + " \n", + " # If satisfied with results, lets go to the next step: calculate frequencies\n", + " # We can write a loop to create a dictionary, but \n", + " # there is a special function for everything in python\n", + " # in particular for counting frequencies (like function table() in R)\n", + " wf = Counter (wds)\n", + " \n", + " # Remove stop words from the dictionary wf\n", + " for k in stop_words:\n", + " wf. pop(k, None)\n", + " \n", + " #how many regular words in the document?\n", + " tw = 0\n", + " for w in wf:\n", + " tw += wf[w] \n", + " \n", + " for w in wf:\n", + " if(w == targetWord):\n", + " ml = wf[w]\n", + " \n", + " # Get ordered list\n", + "\n", + " #Reverse the list because barh plots items from the bottom\n", + " return (ml, tw)\n", + " \n", + "# Now populate two lists \n", + "(wf_ee, tw_ee) = get_wf('1984.txt')\n", + "(wf_bu, tw_bu) = get_wf('AnimalFarm.txt')" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Plot the results: are there striking differences in language?\n", + "import numpy as np\n", + "import pylab\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "#!/usr/bin/env python\n", + "# a bar plot with errorbars\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "N = 2\n", + "menMeans = (wf_bu / (tw_bu), wf_ee / (tw_ee))\n", + "ind = np.arange(N) # the x locations for the groups\n", + "width = 0.35 # the width of the bars\n", + "\n", + "#fig, ax = plt.subplots()\n", + "fig = plt.figure(figsize=(3,6)) # the size of the figure itself\n", + "ax = fig.add_subplot(121)\n", + "ax.bar(ind, menMeans, width, color='r')\n", + "\n", + "\n", + "# add some text for labels, title and axes ticks\n", + "ax.set_ylabel('Probability')\n", + "ax.set_xticks(ind + .2)\n", + "ax.set_xticklabels( ('Animal Farm', '1984') )\n", + "\n", + "plt.show()\n", + " \n", + " \n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "Analysis: The chosen word \"Thought\" has a very different binomial distribution for both books. This doesn't come as a surprise, because the \"Thought police\" are frequently mentioned in 1984, bringing the probability of it appearing up" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.4.0" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}