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825 lines (825 loc) · 956 KB
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using gpu device 1: GeForce GTX TITAN X (CNMeM is disabled, cuDNN 5004)\n",
"Using Theano backend.\n",
"/usr/local/lib/python2.7/dist-packages/IPython/html.py:14: ShimWarning: The `IPython.html` package has been deprecated. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n",
" \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n"
]
}
],
"source": [
"# Import all the things we need ---\n",
"# by setting env variables before Keras import you can set up which backend and which GPU it uses\n",
"%matplotlib inline\n",
"import os,random\n",
"os.environ[\"KERAS_BACKEND\"] = \"theano\"\n",
"#os.environ[\"KERAS_BACKEND\"] = \"tensorflow\"\n",
"os.environ[\"THEANO_FLAGS\"] = \"device=gpu%d\"%(1)\n",
"import numpy as np\n",
"import theano as th\n",
"import theano.tensor as T\n",
"from keras.utils import np_utils\n",
"import keras.models as models\n",
"from keras.layers.core import Reshape,Dense,Dropout,Activation,Flatten\n",
"from keras.layers.noise import GaussianNoise\n",
"from keras.layers.convolutional import Convolution2D, MaxPooling2D, ZeroPadding2D\n",
"from keras.regularizers import *\n",
"from keras.optimizers import adam\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import cPickle, random, sys, keras\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Dataset setup"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Load the dataset ...\n",
"# You will need to seperately download or generate this file\n",
"Xd = cPickle.load(open(\"RML2016.10a_dict.dat\",'rb'))\n",
"snrs,mods = map(lambda j: sorted(list(set(map(lambda x: x[j], Xd.keys())))), [1,0])\n",
"X = [] \n",
"lbl = []\n",
"for mod in mods:\n",
" for snr in snrs:\n",
" X.append(Xd[(mod,snr)])\n",
" for i in range(Xd[(mod,snr)].shape[0]): lbl.append((mod,snr))\n",
"X = np.vstack(X)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/ipykernel/__main__.py:7: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n"
]
}
],
"source": [
"# Partition the data\n",
"# into training and test sets of the form we can train/test on \n",
"# while keeping SNR and Mod labels handy for each\n",
"np.random.seed(2016)\n",
"n_examples = X.shape[0]\n",
"n_train = n_examples * 0.5\n",
"train_idx = np.random.choice(range(0,n_examples), size=n_train, replace=False)\n",
"test_idx = list(set(range(0,n_examples))-set(train_idx))\n",
"X_train = X[train_idx]\n",
"X_test = X[test_idx]\n",
"def to_onehot(yy):\n",
" yy1 = np.zeros([len(yy), max(yy)+1])\n",
" yy1[np.arange(len(yy)),yy] = 1\n",
" return yy1\n",
"Y_train = to_onehot(map(lambda x: mods.index(lbl[x][0]), train_idx))\n",
"Y_test = to_onehot(map(lambda x: mods.index(lbl[x][0]), test_idx))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(110000, 2, 128) [2, 128]\n"
]
}
],
"source": [
"in_shp = list(X_train.shape[1:])\n",
"print X_train.shape, in_shp\n",
"classes = mods"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Build the NN Model"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"____________________________________________________________________________________________________\n",
"Layer (type) Output Shape Param # Connected to \n",
"====================================================================================================\n",
"reshape_1 (Reshape) (None, 1, 2, 128) 0 reshape_input_1[0][0] \n",
"____________________________________________________________________________________________________\n",
"zeropadding2d_1 (ZeroPadding2D) (None, 1, 2, 132) 0 reshape_1[0][0] \n",
"____________________________________________________________________________________________________\n",
"conv1 (Convolution2D) (None, 256, 2, 130) 1024 zeropadding2d_1[0][0] \n",
"____________________________________________________________________________________________________\n",
"dropout_1 (Dropout) (None, 256, 2, 130) 0 conv1[0][0] \n",
"____________________________________________________________________________________________________\n",
"zeropadding2d_2 (ZeroPadding2D) (None, 256, 2, 134) 0 dropout_1[0][0] \n",
"____________________________________________________________________________________________________\n",
"conv2 (Convolution2D) (None, 80, 1, 132) 122960 zeropadding2d_2[0][0] \n",
"____________________________________________________________________________________________________\n",
"dropout_2 (Dropout) (None, 80, 1, 132) 0 conv2[0][0] \n",
"____________________________________________________________________________________________________\n",
"flatten_1 (Flatten) (None, 10560) 0 dropout_2[0][0] \n",
"____________________________________________________________________________________________________\n",
"dense1 (Dense) (None, 256) 2703616 flatten_1[0][0] \n",
"____________________________________________________________________________________________________\n",
"dropout_3 (Dropout) (None, 256) 0 dense1[0][0] \n",
"____________________________________________________________________________________________________\n",
"dense2 (Dense) (None, 11) 2827 dropout_3[0][0] \n",
"____________________________________________________________________________________________________\n",
"activation_1 (Activation) (None, 11) 0 dense2[0][0] \n",
"____________________________________________________________________________________________________\n",
"reshape_2 (Reshape) (None, 11) 0 activation_1[0][0] \n",
"====================================================================================================\n",
"Total params: 2830427\n",
"____________________________________________________________________________________________________\n"
]
}
],
"source": [
"\n",
"# Build VT-CNN2 Neural Net model using Keras primitives -- \n",
"# - Reshape [N,2,128] to [N,1,2,128] on input\n",
"# - Pass through 2 2DConv/ReLu layers\n",
"# - Pass through 2 Dense layers (ReLu and Softmax)\n",
"# - Perform categorical cross entropy optimization\n",
"\n",
"dr = 0.5 # dropout rate (%)\n",
"model = models.Sequential()\n",
"model.add(Reshape([1]+in_shp, input_shape=in_shp))\n",
"model.add(ZeroPadding2D((0, 2)))\n",
"model.add(Convolution2D(256, 1, 3, border_mode='valid', activation=\"relu\", name=\"conv1\", init='glorot_uniform'))\n",
"model.add(Dropout(dr))\n",
"model.add(ZeroPadding2D((0, 2)))\n",
"model.add(Convolution2D(80, 2, 3, border_mode=\"valid\", activation=\"relu\", name=\"conv2\", init='glorot_uniform'))\n",
"model.add(Dropout(dr))\n",
"model.add(Flatten())\n",
"model.add(Dense(256, activation='relu', init='he_normal', name=\"dense1\"))\n",
"model.add(Dropout(dr))\n",
"model.add(Dense( len(classes), init='he_normal', name=\"dense2\" ))\n",
"model.add(Activation('softmax'))\n",
"model.add(Reshape([len(classes)]))\n",
"model.compile(loss='categorical_crossentropy', optimizer='adam')\n",
"model.summary()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Set up some params \n",
"nb_epoch = 100 # number of epochs to train on\n",
"batch_size = 1024 # training batch size"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Train the Model"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train on 110000 samples, validate on 110000 samples\n",
"Epoch 1/100\n",
"15s - loss: 2.2384 - val_loss: 2.1028\n",
"Epoch 2/100\n",
"15s - loss: 2.0282 - val_loss: 1.8806\n",
"Epoch 3/100\n",
"15s - loss: 1.8641 - val_loss: 1.7373\n",
"Epoch 4/100\n",
"16s - loss: 1.7378 - val_loss: 1.6276\n",
"Epoch 5/100\n",
"16s - loss: 1.6693 - val_loss: 1.5724\n",
"Epoch 6/100\n",
"16s - loss: 1.6102 - val_loss: 1.4985\n",
"Epoch 7/100\n",
"16s - loss: 1.5535 - val_loss: 1.4475\n",
"Epoch 8/100\n",
"16s - loss: 1.5115 - val_loss: 1.4226\n",
"Epoch 9/100\n",
"16s - loss: 1.4799 - val_loss: 1.4122\n",
"Epoch 10/100\n",
"16s - loss: 1.4569 - val_loss: 1.3884\n",
"Epoch 11/100\n",
"16s - loss: 1.4412 - val_loss: 1.3534\n",
"Epoch 12/100\n",
"16s - loss: 1.4264 - val_loss: 1.3395\n",
"Epoch 13/100\n",
"16s - loss: 1.4175 - val_loss: 1.3401\n",
"Epoch 14/100\n",
"16s - loss: 1.4080 - val_loss: 1.3408\n",
"Epoch 15/100\n",
"16s - loss: 1.4012 - val_loss: 1.3495\n",
"Epoch 16/100\n",
"16s - loss: 1.3988 - val_loss: 1.3250\n",
"Epoch 17/100\n",
"16s - loss: 1.3835 - val_loss: 1.3171\n",
"Epoch 18/100\n",
"16s - loss: 1.3775 - val_loss: 1.3095\n",
"Epoch 19/100\n",
"16s - loss: 1.3752 - val_loss: 1.3052\n",
"Epoch 20/100\n",
"16s - loss: 1.3743 - val_loss: 1.3056\n",
"Epoch 21/100\n",
"16s - loss: 1.3670 - val_loss: 1.3045\n",
"Epoch 22/100\n",
"16s - loss: 1.3643 - val_loss: 1.3231\n",
"Epoch 23/100\n",
"16s - loss: 1.3620 - val_loss: 1.3103\n",
"Epoch 24/100\n",
"16s - loss: 1.3541 - val_loss: 1.2933\n",
"Epoch 25/100\n",
"16s - loss: 1.3530 - val_loss: 1.3028\n",
"Epoch 26/100\n",
"16s - loss: 1.3479 - val_loss: 1.2945\n",
"Epoch 27/100\n",
"16s - loss: 1.3478 - val_loss: 1.2984\n",
"Epoch 28/100\n",
"16s - loss: 1.3428 - val_loss: 1.2893\n",
"Epoch 29/100\n",
"16s - loss: 1.3358 - val_loss: 1.3019\n",
"Epoch 30/100\n",
"16s - loss: 1.3333 - val_loss: 1.2903\n",
"Epoch 31/100\n",
"16s - loss: 1.3304 - val_loss: 1.2911\n",
"Epoch 32/100\n",
"16s - loss: 1.3247 - val_loss: 1.2825\n",
"Epoch 33/100\n",
"16s - loss: 1.3252 - val_loss: 1.2891\n",
"Epoch 34/100\n",
"16s - loss: 1.3207 - val_loss: 1.2846\n",
"Epoch 35/100\n",
"16s - loss: 1.3167 - val_loss: 1.2836\n",
"Epoch 36/100\n",
"16s - loss: 1.3186 - val_loss: 1.2789\n",
"Epoch 37/100\n",
"16s - loss: 1.3127 - val_loss: 1.2765\n",
"Epoch 38/100\n",
"16s - loss: 1.3101 - val_loss: 1.2802\n",
"Epoch 39/100\n",
"16s - loss: 1.3077 - val_loss: 1.2973\n",
"Epoch 40/100\n",
"16s - loss: 1.3033 - val_loss: 1.2996\n",
"Epoch 41/100\n",
"16s - loss: 1.3016 - val_loss: 1.2877\n",
"Epoch 42/100\n",
"16s - loss: 1.2993 - val_loss: 1.2769\n",
"Epoch 43/100\n",
"16s - loss: 1.2963 - val_loss: 1.3045\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/Keras-1.0.4-py2.7.egg/keras/models.py:391: UserWarning: The \"show_accuracy\" argument is deprecated, instead you should pass the \"accuracy\" metric to the model at compile time:\n",
"`model.compile(optimizer, loss, metrics=[\"accuracy\"])`\n",
" warnings.warn('The \"show_accuracy\" argument is deprecated, '\n"
]
}
],
"source": [
"# perform training ...\n",
"# - call the main training loop in keras for our network+dataset\n",
"filepath = 'convmodrecnets_CNN2_0.5.wts.h5'\n",
"history = model.fit(X_train,\n",
" Y_train,\n",
" batch_size=batch_size,\n",
" nb_epoch=nb_epoch,\n",
" show_accuracy=False,\n",
" verbose=2,\n",
" validation_data=(X_test, Y_test),\n",
" callbacks = [\n",
" keras.callbacks.ModelCheckpoint(filepath, monitor='val_loss', verbose=0, save_best_only=True, mode='auto'),\n",
" keras.callbacks.EarlyStopping(monitor='val_loss', patience=5, verbose=0, mode='auto')\n",
" ])\n",
"# we re-load the best weights once training is finished\n",
"model.load_weights(filepath)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Evaluate and Plot Model Performance"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.27649493232\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python2.7/dist-packages/Keras-1.0.4-py2.7.egg/keras/models.py:432: UserWarning: The \"show_accuracy\" argument is deprecated, instead you should pass the \"accuracy\" metric to the model at compile time:\n",
"`model.compile(optimizer, loss, metrics=[\"accuracy\"])`\n",
" warnings.warn('The \"show_accuracy\" argument is deprecated, '\n"
]
}
],
"source": [
"# Show simple version of performance\n",
"score = model.evaluate(X_test, Y_test, show_accuracy=True, verbose=0, batch_size=batch_size)\n",
"print score"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f089a6d7ad0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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6s0VEJNyEbDCPic3BbrGzpZsBYEeNTsBmNVirYBYRkTARssFst9rJjRtFcX0p\n1c2dP6/sctiYmJ1AoceLp7pxkEsoIiLS/0I2mOGA7uxuWs37urPVahYRkXAQ0sE8MWEc0H0wH53b\nFsx5CmYRERn+QjqYM6LScDui2VK1vctHouLdTkalu9maX019U+sgl1BERKR/hXQwG4bBhPhx1LV4\n2Vtf0uVx08YmEzBN1u+oGMTSiYiI9L+QDmaAie3Tc3YzC1iuHpsSEZHw0Ktg3rJlC/Pnz+eZZ545\naN8zzzzDwoULufTSS1m0aFG/F7A3A8BGJEeRFOti/c4KWn2dr0glIiIyHPQYzI2Njdx7773Mnj37\noH11dXU8+eST/POf/+Sf//wnO3bs4KuvvurXAsY6Y8iISiOveiet/s7vIRuGwfSxyTS1+NlaUNWv\n1xcRERlMPQazw+HgscceIykpqdN9DoeD+vp6fD4fjY2NxMXF9XshJySMpTXgY0fN7i6PmaZZwERE\nJAz0GMxWqxWHw9HpPqfTyQ033MD8+fOZN28exx57LNnZ2f1eyAm9eGxqbPuiFuVa1EJERIYt2+G8\n2Ov18sc//pG3336bqKgorrrqKrZu3cr48eO7fE1ysrvP1zkhfiqPr7eRV7uj29fPnJTG+6sLqW0J\nkJvZ/y33Ax1KPUJRONQjHOoA4VGPcKgDqB6hJBzq0FeHFcw7duwgMzOzvfv62GOPZcOGDd0Gs8dz\naCtBjY7JZlv1DnYWFeN2RHd6zMSRcby/upDlX+wh1mk9pOv0RnKy+5DrEUrCoR7hUAcIj3qEQx1A\n9Qgl4VAH6PsfF71+XKqz7uERI0awc+dOmpubAdiwYcOAdGXD/tHZW7tb1GKUFrUQEZHhrccW89q1\na7njjjuoqKjAarXy3HPPccEFF5CVlcX8+fO55ppruOKKK7BarRxzzDHMmDFjQAo6MWEcr+58i81V\n25mRNr3TYyKcNiaMjGfDrkrKaxpJio0YkLKIiIgMlB6Dedq0abz22mtd7l+wYAELFizo10J1JtOd\nQZQ9ki2Vwek5DcPo9LjpY5PYsKuSr/IqOPXYzAEvl4iISH8K+Zm/9rEYFsbH51LdXENpg6fL445u\nnwWs62NERERC1bAJZti/2lR303MmxLjITgsuatGgRS1ERGSYGVbB3JvpOSHYne0PmKzfWTkYxRIR\nEek3wyqYE1zxpEQmsb16B/6Av8vjpo9NBtSdLSIiw8+wCmaACfHjaPa3sKs2v8tjMpOjSIwJLmrh\n82tRCxEC70xpAAAgAElEQVQRGT6GXTD3ZhnI4KIWSTQ2+9laUD1YRRMRETlswy6Yx8aPwWJYerzP\nvG9Ri7XbNNmIiIgMH8MumCNsLnJiRrKntoCG1oYujxuXFUek08baPI8WtRARkWFj2AUzBLuzTUy2\nVu3o8hib1cLUMYlU1DZTUOYdxNKJiIgcumEZzPuXgez6PjNojWYRERl+hmUwZ7szibC5erzPPGV0\nIlaLocemRERk2BiWwWy1WBkfn0t5UyV7vSVdHhfhtDF5VAL5pV427tZkIyIiEvqGZTADHJMyFYCV\npWu7Pe78k0ZjAM//J49AQIPAREQktA3bYJ6SNAmn1cHK0jXdjrrOTnPzjSnpFHq8fLRu7yCWUERE\npO+GbTA7rA6OTj6KiqYqdtXu6fbY808ejdNu5ZUPd9LY7BukEoqIiPTdsA1mgJmp0wH4sqT77ux4\nt5OzZo2ktqGVNz7rPsRFRESG0rAO5vHxubjt0awu+6rbRS0AzjhuJPFuJ+98WUB5deMglVBERKRv\nhnUwWy1Wjkk9Gm9rPVuqun90ymm3cuHcMfj8AV76oOuJSURERIbSsA5mgJmp0wD4smRNj8cePymV\nUekxfLG5jLzCmoEumoiISJ8N+2DOiRlJkiuBr8o30uxv6fZYi2Gw8NRcAJ79z3YCmkNbRERCzLAP\nZsMwmJE2nRZ/C+s9G3s8fmxmHDMnpLCruJbPN5UOQglFRER6b9gHMxzQnV3ac3c2wEVzx2CzWnjp\n/R00t3Y/aExERGQwhUUwp0WlkhWdwabKbXhb6ns8PikugtNnZlFV18w7X+QPQglFRER6JyyCGWBG\n2nQCZoDVZet6dfw5J2QTE2ln6Yp8quqaB7h0IiIivRM+wZw6DQODlb3szo5w2vj2yaNpbvXzyoc7\nB7h0IiIivRM2wRznjGVs3Gh21OymorGqV685eWoGmclRfLK+mD0ldQNcQhERkZ6FTTADzEgLDgJb\n1cOKU/tYLAYLTh2LCTz3n+3dLoYhIiIyGMIqmKcnT8VmWHs9Ohtgck4CR49JZGtBNWu2lw9g6URE\nRHoWVsEcaY9gctJE9taXUOQt7vXrLp6Xi9Vi8Px72/X4lIiIDKmwCmYIDgKD3k3RuU96YhSnzcjC\nU92kgWAiIjKkwi6Yj0qciMvqYmXpWgJmoNev+/ZJo0iNj2DZlwXsKNI82iIiMjTCLpgdVjvTko+i\nqrmanTW9X3vZYbfyvbMnYgJPLd1Mq09d2iIiMvjCLpgBZqZNB3o/Rec+47LiOPWYTIorGnj1k90D\nUDIREZHuhWUwj4sfQ4zDzZrSdfgCvj699jtzR5MY4+LNFfl6tllERAZdWAazxbBwbOrR1Psa2Fy5\nrU+vdTlsXHX2BAKmyZNvbMbn7/19ahERkcMVlsEMMDO1rTu7D6Oz95mck8DJR6dT6PGydEXv71OL\niIgcrrAN5pHuTFIiklhXvokmX98Xqbj4lLHEu5289sluCj3eASihiIjIwcI2mA3DYEbqNFoDrawr\n39jn10e6bFx+xnj8AZO/LN2MP6AubRERGXhhG8wQXAoS+j46e59puUmcMDmVXcV1vPNlQX8WTURE\npFNhHcypkclkx2SxuWIb26sObUavS+aPIybSzisf7qK4or6fSygiItJRWAczwIVjzwPgb5ufp9HX\n2OfXR0fYuez08fj8Af7y5hYCWoFKREQGUNgH8+jYHM7MmUdlUxUvbPv3IZ1jxoQUZoxPJq+whvdW\nFfZzCUVERPbrVTBv2bKF+fPn88wzzxy0r7i4mEsuuYSLLrqIO++8s98L2B/OyplPtjuLL0pW93qt\n5q/77unjiXLZeOmDHZSoS1tERAZIj8Hc2NjIvffey+zZszvdf88993DNNdfw4osvYrVaKS7u/XKL\ng8VqsXLl5IU4LHae3foKVU3VfT5HbJSDS08bR0trgIdfWKsubRERGRA9BrPD4eCxxx4jKSnpoH2B\nQIBVq1Yxb948AH71q1+Rnp7e/6XsB6mRyVww9jwafY38ffMLfVp5ap9Zk1KZlpvEurxydWmLiMiA\n6DGYrVYrDoej032VlZVERUWxaNEiLr30Uh544IF+L2B/mp1xPEclTmRrVR7vF3zc59cbhsGVZ47H\nHengxfd3aJS2iIj0u8Ma/GWaJmVlZVx55ZX84x//YNOmTXzwwQf9VbZ+ZxgGl028CLc9mn/veJMi\nb9+73WOjnfzooqNp9QV44nVNPCIiIv3Ldjgvjo+PJyMjg6ysLABOOOEEtm/fzpw5c7p8TXKy+3Au\nediScXPdrCu496NH+cfWF1h02i04rPa+nSPZzdxjMnl/dSEfrC9hwfzxA1TagTfU34/+EA51gPCo\nRzjUAVSPUBIOdeirXgez2clgJ5vNRlZWFnv27CE7O5uNGzdy7rnndnsej2fol1Icac9h9ohZfFy0\ngqc+f5HvtD3r3FvJyW6+c/Iovtru4dm3tzIm1U122vD74UlOdofE9+NwhEMdIDzqEQ51ANUjlIRD\nHaDvf1z02JW9du1azjvvPJ599ln+9Kc/cd555/GXv/yFd999F4Dbb7+d2267jYULF+J2u9sHgoW6\nC3LPJSUyifcKPmJL5fY+vz7KZed7Z0/AHzB54o1NtPrUpS0iIofPMDtrCg+gUPrrZ09tAfet+gMx\nDje/OO4mIu2RvXrdgX/F/f3trSxfU8RZx4/kolNyB7K4/S4c/hoNhzpAeNQjHOoAqkcoCYc6wAC0\nmMNZdkwWZ+ecRnVzDc9ufbnT7vqeXHxKLilxEbz1eT7bCvr+fLSIiMiBjuhgBjg9ey6jY7NZXbbu\nkFahcjqsXHPuRDDgyTc20dTiG4BSiojIkeKID2arxcqVkxbitDp4Ydu/aWjt+0IXYzPjOPP4kXiq\nm3hh+Y4BKKWIiBwpjvhgBkiKSOSsnPk0+hr5T/6hPYf97dmjyUyO4v01RWzYWdHPJRQRkSOFgrnN\nnMwTiXW4ea/wY2pb+j7YwG6zcO25k7BaDJ5aupn6ptYBKKWIiIQ7BXMbh9XBmTnzafG38Pbu9w7p\nHCNT3Xxr9iiqvS088862fi6hiIgcCRTMBzgxYyaJrgQ+LlpBRWPVIZ3jrFkjGZMRw4pNpXyxubSf\nSygiIuFOwXwAm8XGOaNOw2f6Wbp72SGdw2qxcM25k3DYLDy1dDM7imr6uZQiIhLOFMxfMzNtOulR\nqXxevIqS+rJDOkdaQiQ/+NZkfD6TB1/8iiKPt59LKSIi4UrB/DUWw8J5o8/AxOT1Xe8c8nmmj03m\ne2dPoL7Jx/3Pr6W8uu+PYYmIyJFHwdyJqUmTyY7JYk3ZOvLrCg/5PN+Yks7CeblUe1u47/m11NS3\n9GMpRUQkHCmYO2EYBt8cfSYAr+14+7DOdfpxIznnhGzKqhr5/fNraWjSzGAiItI1BXMXJiSMZVx8\nLpsqt7K9audhneuCk0czZ1oG+WVeHnrpK1pa/f1UShERCTcK5m7sazW/uvOtQ1rgYh/DMLj89PHM\nmJDCtsIa/vTvjfj8WiZSREQOpmDuxqjYkUxNmszOmt1srNhyWOeyWAy+f+4kJufEszavnL8s3UJg\ncFfcFBGRYUDB3IPzRp+BgcGrO98iYB5eK9dus/CjC6YwKj2GzzaW8Px/8g6rJS4iIuFHwdyDjOg0\nZqROp8hbzJqydYd9PpfDxk0XH01GUhTLVhbw+md7+qGUIiISLhTMvXDOqNOwGBZe3/kO/sDhD9yK\njrDz0wXTSIxx8cqHO3nr83y1nEVEBFAw90pyZCInZhxHWWM5K0pW9ss5491OfrpwGrFRDl5Ynsdf\n39xCq08DwkREjnQK5l46K+dU7BYbS3e9S4u/f5Z0TEuI5I4rZ5Cd6uajdcX87tk11Hib++XcIiIy\nPCmYeynOGcuczG9Q3VzDO3kf9tt5E2Jc3HrZMRw/KZW8ohr+5+mV7Cqu7bfzi4jI8KJg7oPTsufi\nsrp4ccPrlDV4+u28TruV/zpvEhfOHUN1XTP3PLOaFRtL+u38IiIyfCiY+yDaHsXC8efT6GviiQ3/\n6LcubQhOQnL2rGx+fOFUbFaDx1/bxIvL8wgENChMRORIomDuo5lp0zltzEkUeYt5cdu/+v38R+cm\n8csrZpCaEMmbn+fzfy+to6Gp//4AEBGR0KZgPgRXTr+ILPcIPi3+khXF/TNK+0DpiVHcccWxHDU6\ngfU7K/j131ZRXFHf79cREZHQo2A+BA6rnWuPuowIm4vntr5Ckbe4368R6bLzkwuP5szjR1Ja2cBv\n/raSzzeV6nlnEZEwp2A+REkRiVw+8WJaA608ueEfNPma+v0aFovBxafk8v3zJuHzmzz26kZ+9+wa\nCj3efr+WiIiEBgXzYTg6+SjmZZ1EaYOHf25ZMmCt2RMmp/E/1xzH0WMS2ZJfzV1Pfcmz727X2s4i\nImFIwXyYvj3mbEbHZrOq7Cs+KvpswK6TGh/JjRcdzY8vnEpSrItlKwu4/fHP+GR9sVapEhEJIwrm\nw2S1WLl68neJtkexZPtr7KktGNDrTctN4tfXHscFJ4+mqcXPk29s5n//sYo9JXUDel0RERkcCuZ+\nEO+K46pJl+A3Azy54R80tDYM6PXsNivnnpjDb78/ixkTUthRVMv//PVL/vb2VryNerRKRGQ4UzD3\nk4mJ4zgzZx4VTVX8bfPzgzJ6OjHWxXXfPoqfLZxGWmIk768p4rbHPuPfH++iqk5zbouIDEcK5n50\n9qjTGB+fy/ryzbyb/8GgXXdSTgJ3X30cC+blEjBN/v3xLn7+6Kc8vGQd63dW6B60iMgwYhvqAoQT\ni2HhqsmXcM8XD/LqzrfIiclibPyYQbm2zWrhjONGMmdaBp9vKmX5miLWbC9nzfZykmJdzJmWweyp\nGcRGOQalPCIicmisd911112DecGGhpbBvNyAiIpydlkPp9XJSHcWn5es4ouSNfjNAKNis7Eag9M5\nYbNayEmLYc60DI7OTcI0TXburWXDrkreXVlAkaee6Ag7SbGubusxXIRDHSA86hEOdQDVI5SEQx0g\nWI++UDAfgp5+WBIj4smOyWRb1Q42VGxmbdl6stwZxLviBq2MhmEQ73YyfWwy844ZQbzbRXlNE1vy\nq/l0Qwmfby7D5w8QF2nH5Ri+HSfh9D/ucK9HONQBVI9QEg51gL4Hs2EO8hyPHs/wf6wnOdndq3o0\n+pp4dcebfFj0GQYGJ2eewDdHn4nL5hqEUh7MNE3yimp4f00RX27x4PMHsBgGU8ckMntqOlPHJGKz\nDq9hB739XoS6cKhHONQBVI9QEg51gGA9+mL4NpWGgQibiwXjz+fY1Gn8c8tLfFD4Kes8m1g4/nyO\nSpo46OUxDIOxmXGMzYzjkvmtbMqv5s3PdrM2r5y1eeXERNo54ag0Zk9JZ0Ry9KCXT0RE1JV9SPra\nvZLgiufE9OPAMNhUuZUvS9dQ1uAhN24UTuvQDMZy2K1Mm5jGzHFJTB+bhM1moaCsns17qli+pig4\nmjtgkhIfid0Wuq3ocOrqGu71CIc6gOoRSsKhDtD3rmy1mAeJ3WrnvNFncEzKVJ7Z8hIrS9eyuXIb\nF479JjNTp2MYxpCVbWSqm0tT3Vw0N5ev8sr5eH0x63dWsHNvLf98dzuj093kZsaROyKWMSNicEdq\nZLeIyEDRPeZDcLj3PQJmgPcLP+G1HW/REmglJSKJCQnjmJCQy7j4MUTYIvqxtF3rrh5Vdc18uqGY\nLzeXUeDxcuBPSWpCJGNHxJKbGcuYEbGkJ0ZiGaI/LMLpHtRwr0c41AFUj1ASDnWAvt9jVjAfgv76\nYalorORfO5aysWILzf5gd42BQU5MFuMTxjIhfiyjYkdiswxMx0avB7E1+9hZXEteYQ15RTXs3FtD\nY7O/fX+Uy8aYEbGMy4pjfFYc2WnuQRtEFk7/4w73eoRDHUD1CCXhUAcYgMFfW7Zs4frrr+d73/se\n3/3udzs95v7772ft2rX8/e9/79PFj3SJEQlcc9Rl+AN+dtXms7VyO1uqtrO7toBdtfm8tfs/OKwO\nxsaNZkJ8LjPTjsHtGPxBWRFOG5NzEpickwBAIGCyt7ye7UU15BXWsKOohnU7Kli3owIAp91KbmYs\n47PiGD8yjlHpMcNutLeIyFDpNpgbGxu59957mT17dpfH5OXlsXLlSux2e78X7khhtVjJjRtFbtwo\nzuF0Gn1N5FXvZHPldrZWbmdjxRY2Vmxh6e53+ebos5g94ngsgzRhSWcsFoPMlGgyU6I5ZfoIAKq9\nzWwrqGZrfjVb8qvYuKuSjbsqAXDYLIwZEQzqsVlxZKVEEx2hnxcRkc50G8wOh4PHHnuMxx9/vMtj\nFi9ezM0338xDDz3U74U7UkXYXExJmsSUpEkAVDfXsLr0K97Y9S7Pb3uFFSUruWT8BWS5RwxxSfeL\ni3Zy3MRUjpuYCkBtfUt7UG8tqGLznuC//cc7yEyOJjM5mhHJUWQmR5OeGInDbh2qKoiIhIRug9lq\ntWK1dv2L8uWXX2bWrFlkZGT0e8FkvzhnLPNGnsyxqdN4Oe91Vpau5d4vH2Ju5jc4Z/TpRAzRhCXd\niYlyMGNCCjMmpADgbWxlW0E1O/bWUOSpp9DjZcOuSja0taoBDANS4yMZkRxFWkIkUS47kS4bkU4b\nEU4bka62j21fh/JjXCIih+qQRxVVV1fz6quv8uSTT1JcXNyfZZIuxDpj+N7kSzkhfSbPb32F5YUf\ns7psHReO+ybTk6cM6SNXPYmOsHPMuGSOGZfcvq2hqZVCTz1F5cGgLirzUuipp6Syd+tZ220W0pOi\nOH5iCt84Kp0YLdAhImGgV6OyH3nkEeLj4zsM/nr77bd5+OGHiYqKoqWlhfz8fC666CJuvfXWAS2w\nBLX4W/n35rf51+a3aQ34mJY2iauPXUhadHLPLw5hpmlSUdNESUU9DU0+vI2t1De20tDUirexlYYm\nH/Vt27xNrewprqXVF8BmNTh+cjqnz8pm2thkLJbQ/SNFRKQ7vQrmhx9+mISEhC5HZRcVFXHrrbf2\nalR2uAx9D5V6lDV4eH7rv9hStR27xcYZ2adyWvacXj1iFUr1OFQRUU5e+yCPD7/aS6GnHoCkWBcn\nTU1n9tQM4t19m3FnqITD9yIc6gCqRygJhzpAPz8utXbtWu644w4qKiqwWq0899xzXHDBBWRlZTF/\n/vz240zTDOlu1HCWEpnM9dOuZVXZVyzZ/hqv73qbrVXb+cHUKwdtopKhFB3pYP6MLE49NpOdxbV8\nuHYvn28u5ZWPdvGvj3dx9JgkTj46gyljErBadE9aREKfJhg5BKH6V1yjr5G/b36RrzwbGBGdznVH\nX02cM7bL40O1Hn3RWR0am318vqmUD77ay56S4D6n3UpaQiTpiZGkJUSStu9jQmiMBA/X78VwpHqE\njnCoA2h1qSNahC2Ca4+6jOe3/YuPi1Zw/6pHuf7oa0iNShnqog2qCKeNudNHMHf6CPaU1PHhur1s\nL6imqLyePaUd/yc3gIQYV3tgJ8S42kd/RzitRDrtbR+Do8LttqEPcREJbwrmMGMxLCwcdz5xjlhe\n3/U2969+lB9OvZpRsSOHumhDIjvNzeVp44HgjGUVtU2UVDZQXNFASWUDJRX1FFc2HPToVldsVoMI\npw2n3YrVasFmNbBZgh+tVgtWi4HNuv/rxBgnI1PcZKVGk5YQqRnQRKRHCuYwZBgGZ406lRhnNM9u\neZmH1jzGNUddNiRrQIcSi8UgOS6C5LgIpoxO7LCvsdlHSWUDNd4WGppbaWz209DU9rHZR0Ozj8Zm\nHw1NwY+tPj9NzT58/gC+gInfH8Dn7/6ukM1qYURyFCNTohmZ6iYrJZqslGginPrfUET202+EMPaN\njONx26N5auMzPLb+aS6dcCEnpM8Y6mKFpAinjVHpMYd1DtM0CZgmPn8wqFt9AUqrGiko85JfWkd+\nmZciT33bfe/9z/4nx7lIS4zGYTWIirAR5bITFWEnytX2ucvW9nVwwhWnwzpkq3mJyMBTMIe5qcmT\nuWHaf/GndX/hH5tfoLa5ltOzT9Eo+gFgGAZWw8BqAdoGlMVGOxmXFdd+jM8foKSygYJSL/lldeSX\neiko87J+R3nvrwO4nDYinda2e+EdZ0aLctnISIpiVFoMyfERCnGRYUbBfAQYE5fDzcdexyNrn+DV\nnW9R01LHhWPPG+piHZFsVkv7HOEnkNa+PSEhij2FVdTvm0ClqZX6Rh/epn0TrAQ/b2zrSt/XtV5R\n20xTcz1ddaJHOG3kpLnJSXczKi2GnDQ3ibEu/WEmEsIUzEeI9KhUfnbsj/jDV0/yQeEn1LXUcUPc\nlUNdLGljtVpwRzpwR/Z9WtGAadLU7KexLazrGlooKPOyu6SOXSV1By0gEh1hJyfdTXaqm0inDZvV\ngt1mOeij3WbBbrXgsFtIjHUR5dKKYCKDQc8xH4Lh/GxdQ2sDf1r3V3bU7MZusTE5cSLHpR3D5MTx\nvZotbKAFzABlDR78ZoAR0ek9Hj+cvxcHGsh6NDS1sqekrj2odxfXUl7T1OfzRDptJMW5ggPoYiNI\njnOR1DaYLjHGRUZ6rL4XISQc6hEOdQA9xyw9iLRHcv207/N+4ces9KxhrWc9az3ribJFMj11Ksel\nHsPo2OxB6+ps9DWyu6aAXbV72FWTz67afBp9jQAckzKVC8d+i1hn336opaNIl52JOQlMzElo31bX\n0EKRp57mVj+tvgA+f4BWfwCfL0Cr36TV58fnN/H5A8Eu85omymuaKKloIL/Ue9A1DCDW7YSvzQK4\n71Oj7b+GEVx8JDHGRVJsMNiTYl0kxUaQFOfCHWFXN7sc8dRiPgTh8ldcUlI0a3Zt5YuS1awsXUtt\nS7BOia4EZqZN57jU6Yc8OYlpmpiY+AN+/GaAgBn86G2tDwZwzR521e6hpL4M84A7pEkRiYyKyaa8\nsZxdtflE2CL49pizODHjOCzGwc8Ah8v3YrjUwzRNautb8NQ04aluxFPdSHl18PO6xlZ8vkDwOEwO\n/M0S/Dy4obk1gLextdPzO+3WtqB2kRIfSWZyFJkp0YxIihq0GdqGy/eiJ+FQj3CoA/S9xaxgPgTh\n9MOyrx4BM8DWqjy+KFnNWs8GWvwtAGREpeGyuQiYAfymP/gx4G//2t9h+wGfm/4er++w2MmOyWJU\nbDajYkYyKjYbtyO6vTwfF33Ov3e8SZO/iTGxOVw64TukRaV2WYfhLBzq0Zc6BAeuNVFe3UR5TSPl\nbUFfUdOEp6aJxmZfh+P3rdWdmRJNVltYZyVHD8hAtnD4XkB41CMc6gAK5kERTj8sndWj2d/COs9G\nvihdzZbK7ZimidWwYLFYsRoWrIYVS9vH4HYLFmP/vvb97cfvf43T5iTbncWo2JFkRKVhtXTfCqpu\nruHFbf9mrWcDVsPK6dmncEb2Kdit9m7rMNyEQz36sw4NTa0UVzRQ6PFSWFZPgcdLYZmXhq8FdoTT\nSkpcJFERNiJddiLbHheLbHsGvMPHCDvRruAUq92FeTh8LyA86hEOdQAF86AIpx+WnuoRKiuHrfNs\n5Plt/6K6uYaUyCQuGf8dxsWPOaK+F6FuoOtgmiZVdc0UlHkp9ASf/y4o81JR00RLWxd6b1iM4EQu\n0RH29rCOjrC3fW1jZEYckXaDtITIYT0SXT9ToUODv6RfhUIoQ3CilHHxY3ht59t8UPgp/7fmMU5I\nn8n3YxYMddFkkBiGQUKMi4QYF0fnJnXY1+oLBKdObWqlvunAjz7qm4LPgdc3tuJtbMXb1Iq30Udd\nQysllQ101zSJjrCTlhBJakJE8GN8cLGTlPiI9nvephm8n+4PBGd+C3T4GBzNbrdpjnTpPQWzDBsu\nm4uLxn2LmWnT+eeWJXxW/CUrX11DRnQ62e5MRrozGRmTSVpkSo9d5MNNZVMVX5asISkigcmJE3HZ\nnENdpJBit1mItTmIjerbc+AB06Sx2RcM7MZWvA2ttJiQt6eK0qrgQic799aSV1Rz0GttVoNAIHiO\nnsREOUiMcZIQ4yKx7Y+LfV8nxLiIidRodNlPwSzDTk7MSG6Z8WOWF37M2op15FfvZU9tQft+u8VO\nljuDbHcWI2OCgZ0SmdTpqO5QV9rg4Z09y/miZDUBM9hdG3z+fALTU6ZylEL6sFgMo20+cjup8cFt\nycluPGP3t8h9/gCe6kZKqxoprWygtDIY2C2+ABaLgcUwsFoMLAZt4y2CC6ZYLAaGYeBtaKGyNtgF\nv6u4825Zm9VCXLSDeLeTuOi2f24HcdFO4qOdxLmdxEU7cDmCv7L9gQDNLX6a2v41t7Z9bPHT1Oqj\n1RdgdFY8LotBfIxT07IOMwpmGZasFivzR87hkmPPZW9JJXvrS9hTW0h+XfDf7toCdtbsaT/eaXWQ\nGZ1BlntE+79QblkXeYt5e/d7rC5bh4lJamQK87JmU91cw+qy9az1bGCtZwN2i41JiRM4JnkKRyVN\nxGVzDXXRw47NaiE9MYr0xKjDOk/ANKmrb6GitpnK2iYqa5vaP6+obaLK20xeUU23XetOuxV/IPh8\neW85bBZS4iNJS4ggNSHYFR/sno8kOmL43kMPZwpmGfbs1uBjV9kxWe3bWvwtFHqLg0FdW0hBXRE7\na/awo2b3/tdZbGREp5N1QGCnRaXitPZ9Wsz+srs2n7d2v8f68k0AjIhO58ycU5mWfFR7i/+cUadT\nXF/K6rJ1rClbx1eeDXzl2YDNYmNywnimp0zl6OSjcFj1SzeUWAyD2GgnsdFORmd0vpKZPxCgtr6V\nam9z278Wquv2f15T34zVYsHlsOJyWHE6rLjsbR8dwXXCXQ4rVqtBY6vJzsIqSisbKakMjnD/uiiX\njehIR/tI9ui2EeyRro6rm+3bFtm2WIrL0f3Idjk8GpV9CMJppOBwr0df6tDib6HIW0JBXVHwn7eI\nvd6Sg565jrRFEOeMJd4VF/zojCXOFRf82PbPaXW0TaJhEjADBDAxzUBw0A+B9iUgrRYLNsOG3WLr\nsv3NEy8AABECSURBVHVumibllPDc2tfZUrUdgFEx2ZyZM4/JiRN6/AW411vCmrJ1rPasp6S+FIAo\neySzM2ZxcuYJxDlje/X+HK5w+HmC8KyHaZpUe1soOaArvqSyAU91Y9uiKT78gd5HgWEEB7XtW9Us\nGNjBEI9377t37iTBHfy4rwv+cOownOlxqUEQTj8sw70eh1sHX8BHcX0pBXVF5NcV4Wkop7q5hqrm\naprbJlnpLxbDgs0SDOl9YW2z2gmYfsoagss+jovP5ayceYyNG3NILZLi+lK+KFnNJ3s/p761AYth\n4ZiUqczLOqlDj0JvmKZJWYOHkoYy0iJTSO7hPv1Q/Dy1Bnz4A75+7cIPh/8voG/1ME2TltZAcFWz\nA0a1t49ob2qlsclPQ3Pw64a2Fc72fd7c0v2EQpFOWzCoY1wkuIO9Bvta9862Fr+z7fN9PQBOu5XM\nEXHUVNUfduu80dfIqzveIs4Zyxk58w7rXIdCj0uJ9IHNYmvvxj7xa/safU3BkG6qbgvrGqqbgqHt\nC/gwMLAYFgwjOMjHQvBzi2HBQnBbwAzQGvDRGvDhC/jwBVo7fN3Y0oQ/4OeYjCnMSz+ZUbHZh1Wf\n9KhUvjXmLM7Kmc+XpatZXvAxK0vXsrJ0LaNjszkl6ySOTprcaes9YAYori9le/VO8qp3kVe9k7qW\n/d2fEbYIcmKyyGm7bZATM7J9praemKZJva+BmuZafAEfI6LTD3nRlGZ/CxsrtrC2bD0bKjbT4m9l\ndGwOU5ImMiVpIqmRKepm7SPDMNrDMaHzXvZu+QMBGpv91NY346mtp7S2loq6OirqvVQ31FPbXEX5\n/2/vzmOjrNcFjn9n7SztdLpToFDWlk2BK0cLHDkQrgajxmgUUaMSNIZNE0SEssS/EDAGJY0sot5r\nNJQIxMR/UPFylSMC9RAPa0EKpfXSddrOtLNv949pxwIttLRM5x2fTzJ5OzOd9/0988zM866/n9dF\nrdMHngDUqQnaMwm7LHT0pN4djVrVPuZ4ZPxxU6cxyDtuyQYtySYdyUY9KaY/r0s36DVU2Cv573Ol\nNHma+Y/se+/sDYox2WK+A3/FNep4lQgxwN2LIxwOc6H5Eoerj3DGVg5AWpKVWUOnU5Q7jSZPc7QQ\nV7RcwRlwRV+bqrcwJm0kueZB1DrrqHRU0eC2XTf/DEN6tFiPHTyca4027F4HLV47dq8Du88RmXod\nBDodMtCpteRbhjEqNZ9R1hGMSB2O8RZbve6Am9ON5/mt4QznbBfwhyJ9bWca0knRJ1PpqI72uZ5p\nzGBS5jgmZoxjtHVEr1cA5DPVO+FwmEstl/mf6n9yrukCgVDg9i9qZ1Ink6sbQZYqH0soF18AvO1n\nmXt9QUKosLd6ouOPu72R53pEFUI/pAJNbgUAqc4J/GfebGZPGXYHUfaN7MqOAfnixo9EiAFiE0ed\ns57//eMox2rK8IVuHkQiw5DGaOtIxlhHMto6kkxj+k1bnm1+J1cd1VQ6qql0VHHVXn1dMb+RWqXG\nok8hVW8hNcmCNclCGLhsr+RaW220mKpQMTQ5l5HWEYy2jmBUaj5atZZTDWf5reE05U2/Rwt7jimb\nKdmTmJw1iaHJuahUKlp9bZy1lXOm8Tznmy7iCXoBMGgMjM8Yy8SMcQxNGRzp3729T/fIACvB6/4O\nhIIMy87BGs7AqDX20zs/MO72ZyoQCvCvun9zuPoI1W3XABhkziEtKRWj1oBRa8CgNWDUGK+/rzXQ\n5ndyuvEcZxvLo5+fJI2e8ekFTMocz8TMcZh1pi5j6Ng6d0eLdYA2d2R3e6vLR5vbj81to0L7Ix6d\nDZXfRLhyMu5mC1PGZLL8qXvu2nvSHSnMMSDFIH4kQgwQ2zhcfhdHa8o41XCOQeYsRltHMto6gnRD\nWq/nFQ6HaXQ3UemowqVuQ+3XYU2ytBfiVFL05m6PS7v8bq44rrZvrVdytbX6uq0tFapo4R6SnMuU\nrElMzp5E7g0DmdwoEArwe8tlzjSe53TjeWyepl7HpUJFjjm7fXCVYYywDGeQOfuWx9hD4RANbhs1\nzjpq2uqocdZS66pHq9aSnmQlzWAl3ZAWmbbfT9aZ79pu97v1mWrzO/nn/x3npz9+xu5rRYWKe7Mm\nMifv770eMjYYCnLZXsmpxnOcajxHY/seGbVKzajUfB4YPoVhScPJNef0aL7hcJhjtf/iq4tf4w36\nmJYzhfkFT2DUGgkEQ2jary2PNSnMMSDFIH4kQgyQGHH0NQZ/KECV4w8q7JHd6u6Al4mZhUzOmkS2\nKfP2M+hCOBym1lXPmcbzNHla0Ko10cFXNB1/Rx+LPO5WOzlbe4mrjqrrTgA0aJKio6HlW/IIhcOR\nIuyspcZZR52r4abduHq1LjoCW1d0ai1pSVasBitGTRLa9rP3tSotWrUmcl8VmUZuGiz6FNINaWQY\n0rDoU7o927+/P1O1znoOVx/heO1J/CE/Bk0S0wf/jVlDZ5BpTL/9DG6jI1enGyJFutJRFV0xsyal\nMj59LOMyCihMG4NJd/PeDJffxZ4LBzhZfwqDxsD8gif426CpfW5Xf5DCHAOJ8CMKiRFHIsQAiRFH\nIsQAf8bRcTLcFfvVyBjijirqXPVdvkan1pFrzibXPIhcc070lmawAtDqa6PJ00Kzt4VmT+TW5G2h\n2dNMs8dOq//ma4x7Qq1St1/SF9kaTzdYSTdEtsaHZmXhbQth1EZ2JffkWLs/6Mfha8Pha8Xhc0Sm\n3lYqHdWca7oARA55/CNvJkW50255XkBf2b2t/OG/yvHKf1Pe/DtOvysac74lj/HpBYzLGMuwlKFU\ntFzhv86V0uK1MzI1n5fHP0tGP6ws9BcpzDGQaD9ASpYIMUBixJEIMcCt43D5XVxxVHPVUYVWpSU3\nOVKA0w1pfery1R/04wv5CYSCBEIBguFA5O/2aTAUmfpCfuxeB02eZpq9LTR5mmnytGD3OqJbl93R\nq3UYtUZMOmNkqjWg0+hx+pw4fK3Yfa24A+5uXz8yNZ85eX/n3qwJMevetvNKUlXrH5y3XeRc0wWu\n2P/cmjZrTbgCblQqFY/kz+Wh4bPjrkc/uVxKCCHuEpPOxISMAiZkFPTrfHUaXXSM8TsRDAVp8dpp\n8rS0F2076ALYHA5cATfu9psr4MHha6XO1RDtex0iHdJYkywMSxmCRZ+CJSklMm0/cS/NYL3jwwn9\nIbKVPIx8yzDmjZiLy++ivPkS520XON/0O6lJFp4rfKrPlxvGCynMQgihcBq1hgxj+nW7b2+15R8O\nh/EGvXiDPkw6E7o7vKZ8oJh0JqZm38PU7NifYR0LysqGEEKIPlOpVBjaL18S8Ud54+AJIYQQCUwK\nsxBCCBFHpDALIYQQcUQKsxBCCBFHpDALIYQQcUQKsxBCCBFHpDALIYQQcUQKsxBCCBFHpDALIYQQ\ncUQKsxBCCBFHpDALIYQQcUQKsxBCCBFHelSYy8vLmTt3Ll9++eVNzx07doz58+ezYMECiouLifHw\nzkIIIURCuW1hdrvdbN68mZkzZ3b5/IYNG9i2bRt79uzB6XTy008/9XsjhRBCiL+K2xZmvV7Pzp07\nyczsepDsAwcOkJOTA0B6ejp2u71/WyiEEEL8hdy2MGs0GvR6fbfPJycnA1BfX8/PP//MrFmz+q91\nQgghxF9Mv5z8ZbPZWLx4Me+88w6pqan9MUshhBDiL0nb1xm0tbXx6quvsmLFCqZPn37b/8/KSunr\nIuOCxBE/EiEGSIw4EiEGkDjiSSLE0Fs93mLu7mzrTZs28fLLL3d7cpgQQgghek4Vvs31Tb/99hvr\n16/HZrOh0WiwWq08+eST5OXlMXPmTKZNm8bkyZOj///YY4/xzDPP3PWGCyGEEInotoVZCCGEELEj\nPX8JIYQQcUQKsxBCCBFHpDALIYQQcaTPl0v11MaNGzl16hQAa9euZdKkSbFadL85fvw4b7zxBmPG\njAGgoKCAdevWDXCreq68vJxly5axcOFCnn/+eWpqali1ahWhUIisrCy2bNlyy85k4sGNMaxevZqz\nZ89itVoBeOWVVxTRyc2WLVs4efIkgUCA1157jYkTJyouFzfG8MMPPyguF263m9WrV9PU1ITX62XJ\nkiUUFBQoKhddxXDw4EHF5aKDx+Ph0UcfZenSpTzwwAOKykWHzjEcP36817mISWE+ceIEVVVVlJaW\nUlFRwdq1ayktLY3Fovvd/fffz4cffjjQzei1rvo837ZtGy+88AIPP/wwW7duZf/+/SxYsGAAW3lr\nXcWgUqlYuXKlYn50IDLwy6VLlygtLaWlpYUnnniCoqIiReWiuxiUlovDhw9zzz33sGjRIq5du8bC\nhQuZOnWqonLRXQxKy0WH7du3k5aWBijvN6pD5xju5DcqJruyjx07xty5cwEYNWoUdrsdp9MZi0X3\nO6WexN5Vn+cnTpxgzpw5AMyePZtffvlloJrXI9312660nEybNo0PPvgAgJSUFNxuN2VlZYrKRVcx\nBINBxeXikUceYdGiRQBcu3aNQYMGKe570VUMoLzvBUBFRQWXL1+OFjGl5QJujgF6n4uYFObGxsbo\n2gNEBrtoaGiIxaL7lUqloqKigsWLF/Pcc89x9OjRgW5Sj3XV57nb7Uan0wGRnNTX1w9E03qsu37b\nv/jiC1566SVWrFhBc3PzALSsdzQaDSaTCYB9+/Yxa9YsXC6X4nJxYwwajUZxuejw7LPPsmrVKoqL\nixX3vejQOQZQ3vcC4L333mPNmjXR+0rMxY0xQO9zEbNjzJ2Fw2FUKtVALLpPhg8fzrJly5g3bx7V\n1dW8+OKLfP/992i1A/I29islrl0DPP7446SlpVFYWMiuXbsoKSlh/fr1A92sHjl06BAHDhzgk08+\n4aGHHoo+rqRcHDp0iP379/Ppp59y+vRpxeaitLSU8vJyVq5ced3jSspFRwxvvfUWxcXFWK1WReXi\n66+/5r777mPw4MHAze+9EnLROYaO9t7Jb1RMtpizs7NpbGyM3q+vrycrKysWi+5XOTk5zJs3D4C8\nvDwyMzOpq6sb4FbdOZPJhM/nA6Curo7s7OwBblHvFRUVUVhYCMCcOXO4ePHiALeoZ44cOcLOnTv5\n+OOPSU5OVmQujhw5wq5du9i9ezfJycmKzMWZM2eoqakBoLCwkGAwiNlsxuv1AsrIRVcxjB07VnG5\n+PHHHzl48CDz58/nq6++Yvv27YrLRecY9u3bx0cffQTQ61zEpDDPmDGDb7/9FoCzZ8+Sk5MT3Q2m\nJN988w0lJSVAZEQtm80WHYtaKTqvdU6fPp2DBw8C8N133/Hggw8OVLN6pXMMr7/+OhcuXACgrKyM\nsWPHDlSzeqy1tZUtW7awc+dOLBYLoLxcdMSwY8eOaAxKzMWvv/7KZ599BkQOubndboqKiqK/V0rI\nxY0xuFwuNmzYoLhcbN26lX379rF3716efvpplixZorhcdBXDnj17ep2LmHXJ+f7771NWVoZGo2HD\nhg0UFBTEYrH9yul08uabb2K32wmFQixdujTuPygduurzfPfu3axZswav18uQIUN499130Wg0A93U\nbnUVw/Lly9mxYwdmsxmz2czGjRtJT08f6Kbe0t69eykpKSE/Px+InLuwadMm1q1bp5hc3BgDwFNP\nPcXnn3+uqFx4vV6Ki4upra3F4/GwfPlyJkyYwNtvv62YXHQVg9FoZPPmzYrKRWclJSUMHTqUGTNm\nKCoXnZWUlDBkyBAGDx7c61xIX9lCCCFEHJGev4QQQog4IoVZCCGEiCNSmIUQQog4IoVZCCGEiCNS\nmIUQQog4IoVZCCGEiCNSmIUQQog4IoVZCCGEiCP/D7DuWKXUlGNeAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f089ab35510>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Show loss curves \n",
"plt.figure()\n",
"plt.title('Training performance')\n",
"plt.plot(history.epoch, history.history['loss'], label='train loss+error')\n",
"plt.plot(history.epoch, history.history['val_loss'], label='val_error')\n",
"plt.legend()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def plot_confusion_matrix(cm, title='Confusion matrix', cmap=plt.cm.Blues, labels=[]):\n",
" plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
" plt.title(title)\n",
" plt.colorbar()\n",
" tick_marks = np.arange(len(labels))\n",
" plt.xticks(tick_marks, labels, rotation=45)\n",
" plt.yticks(tick_marks, labels)\n",
" plt.tight_layout()\n",
" plt.ylabel('True label')\n",
" plt.xlabel('Predicted label')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/pymodules/python2.7/matplotlib/collections.py:548: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" if self._edgecolors == 'face':\n"
]
},
{
"data": {
"image/png": 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ERES1GDs3JiQkyIPGxMbGon///vJzV69exSuvvIKqqir07dsXCxcubHBfbFYl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\nGBuvAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f089a5c3c10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot confusion matrix\n",
"test_Y_hat = model.predict(X_test, batch_size=batch_size)\n",
"conf = np.zeros([len(classes),len(classes)])\n",
"confnorm = np.zeros([len(classes),len(classes)])\n",
"for i in range(0,X_test.shape[0]):\n",
" j = list(Y_test[i,:]).index(1)\n",
" k = int(np.argmax(test_Y_hat[i,:]))\n",
" conf[j,k] = conf[j,k] + 1\n",
"for i in range(0,len(classes)):\n",
" confnorm[i,:] = conf[i,:] / np.sum(conf[i,:])\n",
"plot_confusion_matrix(confnorm, labels=classes)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overall Accuracy: 0.095516925892\n",
"Overall Accuracy: 0.0919164396004\n",
"Overall Accuracy: 0.10003617945\n",
"Overall Accuracy: 0.104474918802\n",
"Overall Accuracy: 0.150045578851\n",
"Overall Accuracy: 0.227652390261\n",
"Overall Accuracy: 0.348704758405\n",
"Overall Accuracy: 0.493401759531\n",
"Overall Accuracy: 0.589463955638\n",
"Overall Accuracy: 0.649310595065\n",
"Overall Accuracy: 0.704197080292\n",
"Overall Accuracy: 0.708833151581\n",
"Overall Accuracy: 0.722834067548\n",
"Overall Accuracy: 0.72761732852\n",
"Overall Accuracy: 0.717583408476\n",
"Overall Accuracy: 0.732786885246\n",
"Overall Accuracy: 0.723881948217\n",
"Overall Accuracy: 0.729470381989\n",
"Overall Accuracy: 0.725067873303\n",
"Overall Accuracy: 0.723852385239\n"
]
},
{
"data": {
"image/png": 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Hl/PRCiGEKIklBUed0Zw5Uspw4cIFOnbsiLu7OzqdjtzcXKpUqYK/vz/Nmzcn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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f089a5c3e10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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k+oCTmqMQQgh9KNZTH5PgKIQQQh8V0CqjlQRHIYQQ+pCaoxBCCFGI1ByFEEKIQqyo5mg9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"text/plain": [
"<matplotlib.figure.Figure at 0x7f089a435590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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0f/zxB5MnTwagoKCA3r17s3HjxgrLbDSBFcz8IoQQFissAUcdv7PQ9JU1FqU/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\nAf8fvG7Io4la0mgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899bfab50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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L49ChQ+zatYuPP/6YuLg4hgwZwqVLl1ixYgWKorB8+XJKS0txdHRU9/v111+z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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899bfabd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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KIYTQh2I99TEJjkIIIfRhRTVcCY5CCCH0ITVHIYQQopQqrjlGR0er851GRkbSpk0b9b1v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\nJUmSJOkBMjhKkiRJ0gP+H+CA9Vw6Hd4xAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899bf08d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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DB7Kysjhy5Ah79uzh008/ZdasWQwYMIBLly6xcuVKFEVhxYoVFBYW4ujoqO53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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899b5c6d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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w8HAlQfbp04eEhATWrVvHU089RVxcnIWPVgghRGWsKTladMqqc+fOERwcjKen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\nE15HDAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899939390>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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888039O/fn/z8fABCQ0OJjY1l3bp1PPPMM0RFRdXw2QohhKhITTar7t69m9On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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899798c10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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88QeTJ08GoKCggN69e7N58+Yqy1xqMKC3oB5VQgih1tUig6ZTVjUfvcak+NOL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\nDhMHp3MAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f089931e250>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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CAIWFhfTq1YtNmzZVWWeDwYhebz1XVAkhhFqFJUZNp6xq+toas+JPzX/2LtWk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\n6QEyOEqSJEnSA2RwlCRJkqQH/D8NH2QNRViuDAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f089953e190>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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rrU2DwUBYWBgffPABzZs3B+Ds2bM0bdqUnTt3snjxYpYvX46dnR3Xrl3j8uXL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\n8+fp168furq6dO7cmd69e/PCCy/Qtm1bpeq2KvmrmKbxgw8+YNCgQdS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Ym5srPXVbt26t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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899077290>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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JAQICApTWpsFgIDg4mPfee48WLVoAcP78eZo2bcru3btZvnw5n3zyCXZ2dty8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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0898cb2a50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ycuVKbGxsyMvL49q1azRt2pRz584Z1eXXX3+lVatWFdY5v0jdudpZQ26hurSF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\nJEmSpHvI4ChJkiRJ9/h/Rq0goHXW5nwAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0898d28a10>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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27Mm5c+do37493bp146OPPqJ58+bKfUKAgIAApbVpMBgIDg5m6dKltGjRAoBL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\nUdPNy8ujoKAAAHNzczQaDQcPHuTs2bP07dsXXV1dOnXqRK9evXjhhRd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KPn36UK9ePXmj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\nEQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0898a8fdd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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hQ4YoAQqgV69enDlzhg4dOtC9e3c++OADmjdvrlwnBAgICFBamwaDgZCQEJYv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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f089859cd50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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92Lp1a4V1NhhBbz0DqoQQQrVrhUac7LX7g9f8xQ1mpT+99Kl7VJPKWfRRjsTE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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f08985a6190>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Up0+f5rfffmPKlCkAFBQU0KdPHzZv3lxpnY1GEwaD7YyoEkIIra4UmXBx1O/f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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899bf0690>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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UFNC3b182b95caZ2NRhMG7WsACSGEzSgoNuHsoN+/d01fXGdR+lNLnrpDNama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\nI4OjJEmSJN1HBkdJkiRJus//AyqhPdCovvfKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899d92590>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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tW8sts8EIeuvpUCWEEKrdyDfiZK/dF16TMevNSn926bP3qSQVs+ijHAkJCQwZ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\nJEm6x/8DhoQLeFdwhLsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0899d92e90>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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yXbVqFTt37mTOnDkUFhaavTdkyBDGjBnD6dOn+f3335kyZQoABQUFhIWFsWHD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\nV8N5OtlrW6b6z/XeKLP9g3VUl6km7W9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6ugLQsmVLcnJyuHXrlrJ9xowZ9O3b95GvVQZH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\nJEmSpHvI4ChJkiRJ95DBUZIkSZLu8f8AvOU9FjBdLb8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0897eaebd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot confusion matrix\n",
"acc = {}\n",
"for snr in snrs:\n",
"\n",
" # extract classes @ SNR\n",
" test_SNRs = map(lambda x: lbl[x][1], test_idx)\n",
" test_X_i = X_test[np.where(np.array(test_SNRs)==snr)]\n",
" test_Y_i = Y_test[np.where(np.array(test_SNRs)==snr)] \n",
"\n",
" # estimate classes\n",
" test_Y_i_hat = model.predict(test_X_i)\n",
" conf = np.zeros([len(classes),len(classes)])\n",
" confnorm = np.zeros([len(classes),len(classes)])\n",
" for i in range(0,test_X_i.shape[0]):\n",
" j = list(test_Y_i[i,:]).index(1)\n",
" k = int(np.argmax(test_Y_i_hat[i,:]))\n",
" conf[j,k] = conf[j,k] + 1\n",
" for i in range(0,len(classes)):\n",
" confnorm[i,:] = conf[i,:] / np.sum(conf[i,:])\n",
" plt.figure()\n",
" plot_confusion_matrix(confnorm, labels=classes, title=\"ConvNet Confusion Matrix (SNR=%d)\"%(snr))\n",
" \n",
" cor = np.sum(np.diag(conf))\n",
" ncor = np.sum(conf) - cor\n",
" print \"Overall Accuracy: \", cor / (cor+ncor)\n",
" acc[snr] = 1.0*cor/(cor+ncor)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{0: 0.70419708029197081, 16: 0.72506787330316746, 2: 0.70883315158124316, 4: 0.72283406754772395, 6: 0.72761732851985561, 8: 0.71758340847610458, 12: 0.72388194821654894, 10: 0.73278688524590163, -20: 0.09551692589204025, 18: 0.7238523852385238, -18: 0.091916439600363303, -16: 0.10003617945007236, -14: 0.10447491880187658, -12: 0.15004557885141295, 14: 0.72947038198929692, -10: 0.22765239026124046, -8: 0.34870475840529119, -6: 0.49340175953079179, -4: 0.58946395563770793, -2: 0.64931059506531208}\n"
]
}
],
"source": [
"# Save results to a pickle file for plotting later\n",
"print acc\n",
"fd = open('results_cnn2_d0.5.dat','wb')\n",
"cPickle.dump( (\"CNN2\", 0.5, acc) , fd )"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f089771fb10>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HZ86cAfDXB4x9+/bB1dUVgiBAEARoNBpoNBp07doVQMU/vL29PdRqNX799Ve8/fbbEAQB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\nEYNQURcRETEIFXURERGDUFEXERExiP8H55rTRxGB4/kAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f089a30ce50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot accuracy curve\n",
"plt.plot(snrs, map(lambda x: acc[x], snrs))\n",
"plt.xlabel(\"Signal to Noise Ratio\")\n",
"plt.ylabel(\"Classification Accuracy\")\n",
"plt.title(\"CNN2 Classification Accuracy on RadioML 2016.10 Alpha\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}