From cdc6768f88fae044f61c66e524d93873b6bd5520 Mon Sep 17 00:00:00 2001 From: Denis Date: Sat, 20 Dec 2025 20:30:30 +0300 Subject: [PATCH] complited lab1 --- stud/gorshchenko/datasets/lab1-03.csv | 200 ++++++++++ stud/gorshchenko/lab1.ipynb | 529 ++++++++++++++++++++++++++ 2 files changed, 729 insertions(+) create mode 100644 stud/gorshchenko/datasets/lab1-03.csv create mode 100644 stud/gorshchenko/lab1.ipynb diff --git a/stud/gorshchenko/datasets/lab1-03.csv b/stud/gorshchenko/datasets/lab1-03.csv new file mode 100644 index 0000000..7155b1f --- /dev/null +++ b/stud/gorshchenko/datasets/lab1-03.csv @@ -0,0 +1,200 @@ +4.232323232323232709e+00,4.674547950182062777e+03 +9.000000000000000000e+00,-3.157316173329246340e+03 +7.505050505050505194e+00,1.837129451474797179e+03 +7.060606060606060552e+00,3.058979356203777115e+03 +8.636363636363636687e+00,-2.190859521223426782e+03 +6.171717171717171269e+00,4.063201500534006300e+03 +6.696969696969697239e+00,4.091669693697236653e+03 +5.929292929292929060e+00,4.865624474443705367e+03 +3.464646464646464974e+00,3.780178638455907276e+03 +5.121212121212121104e+00,4.892980006675787990e+03 +8.393939393939394478e+00,-5.727696464501963192e+02 +6.010101010101010388e+00,4.850930465129485128e+03 +2.333333333333333481e+00,2.056249059773180306e+03 +5.888888888888889284e+00,4.262460374091479025e+03 +4.474747474747474918e+00,4.845577078831325707e+03 +4.595959595959596911e+00,3.785340200483518402e+03 +8.474747474747474030e+00,-7.162065979406248744e+02 +1.848484848484848619e+00,2.443290554968427841e+03 +1.888888888888888840e+00,1.688570029120107392e+03 +2.252525252525252597e+00,2.421111741248440467e+03 +2.373737373737373701e+00,2.653254758351351484e+03 +8.959595959595960224e+00,-4.532808060436406777e+03 +1.969696969696969724e+00,2.824391409941860729e+03 +1.646464646464646631e+00,2.132801589965380117e+03 +3.222222222222222321e+00,3.240947551464866137e+03 +3.949494949494949836e+00,3.092907402626714884e+03 +4.676767676767676463e+00,4.052296444259839063e+03 +8.191919191919192045e+00,-3.499546357866763628e+02 +3.909090909090909172e+00,3.440934804111988342e+03 +3.181818181818182101e+00,3.624553717881778084e+03 +4.838383838383839120e+00,4.584433889591195111e+03 +1.161616161616161547e+00,2.492715320622584841e+03 +3.666666666666666963e+00,3.789726139654822873e+03 +3.424242424242424310e+00,2.462600622111166103e+03 +7.303030303030302761e+00,2.459217732196566431e+03 +3.060606060606060996e+00,3.135957690968660245e+03 +4.636363636363636687e+00,4.156926483672606082e+03 +3.101010101010101216e+00,2.925387008228168270e+03 +7.101010101010101216e+00,2.726390287126580915e+03 +7.747474747474747403e+00,1.015946617989928200e+03 +6.050505050505050164e+00,5.482838089444451725e+03 +8.595959595959596911e+00,-2.362884310229673247e+03 +1.484848484848484862e+00,2.033645992645440401e+03 +1.242424242424242431e+00,1.637390343091470868e+03 +6.939393939393939448e+00,3.122344977546903465e+03 +2.696969696969697239e+00,3.162309915986422311e+03 +1.606060606060605966e+00,1.800909203256403998e+03 +6.575757575757576134e+00,4.023378302646904558e+03 +7.868686868686868507e+00,8.504519264100024429e+02 +5.000000000000000000e+00,5.879540837072479917e+03 +2.656565656565656575e+00,2.469492931918052363e+03 +7.585858585858586522e+00,1.339622576095232944e+03 +5.040404040404040664e+00,5.035648218839662150e+03 +8.757575757575757791e+00,-2.573667719145722913e+03 +3.505050505050505194e+00,3.368543481510203492e+03 +3.585858585858586078e+00,3.162007365131973074e+03 +6.818181818181818343e+00,4.549934964546675474e+03 +7.141414141414141881e+00,2.486811913462805933e+03 +4.959595959595960224e+00,3.484931789566071529e+03 +6.212121212121211933e+00,5.067742070315342971e+03 +7.545454545454545858e+00,1.530118115454974259e+03 +4.717171717171718015e+00,3.697554225007906552e+03 +2.090909090909090828e+00,1.562345087075181254e+03 +5.363636363636363313e+00,5.183334963210994829e+03 +5.525252525252525082e+00,4.193355692900430768e+03 +1.040404040404040442e+00,1.613482565817403383e+03 +4.797979797979798455e+00,3.917277269355262888e+03 +6.616161616161615910e+00,3.260868822336237372e+03 +5.646464646464646187e+00,5.040883673220213495e+03 +1.202020202020201989e+00,1.859159608686541105e+03 +8.272727272727273373e+00,-1.112314206675037894e+03 +6.252525252525252597e+00,4.355973431962662289e+03 +1.686868686868686851e+00,2.165748507009438072e+03 +4.111111111111110716e+00,3.947417839153564728e+03 +6.454545454545455030e+00,3.950098345408717250e+03 +2.494949494949494806e+00,2.094475881671170555e+03 +8.030303030303031164e+00,-1.010098207763566961e+03 +7.707070707070707627e+00,-2.257765685264491822e+02 +6.777777777777777679e+00,3.372166958869260270e+03 +3.020202020202020332e+00,2.635629589856169787e+03 +5.606060606060606410e+00,4.757547781204231796e+03 +4.191919191919192045e+00,3.914888378664871652e+03 +8.232323232323231821e+00,2.305495225598134539e+02 +6.292929292929293261e+00,3.693052459142951193e+03 +6.494949494949494806e+00,3.511491104992655892e+03 +8.111111111111110716e+00,3.476382673977477111e+01 +5.404040404040403978e+00,6.092791053643919440e+03 +4.151515151515152269e+00,3.758950301879377548e+03 +6.535353535353535470e+00,3.355731862651550728e+03 +7.666666666666666963e+00,1.668208159211892280e+03 +2.979797979797980112e+00,3.561373208334526225e+03 +8.070707070707070940e+00,-1.533190582454797322e+03 +1.727272727272727293e+00,2.595691564542517426e+03 +3.828282828282828731e+00,3.937225533258405903e+03 +8.434343434343434254e+00,-2.018543669544703789e+02 +1.444444444444444420e+00,1.881821246213646646e+03 +1.808080808080808177e+00,3.204930519679290683e+03 +3.141414141414141437e+00,2.809867629002311332e+03 +8.919191919191920448e+00,-3.686036630168868214e+03 +4.878787878787878896e+00,4.009399785678685930e+03 +5.727272727272727515e+00,5.400538834107720504e+03 +2.171717171717171713e+00,1.972049185498585530e+03 +4.515151515151515582e+00,4.740856052414173973e+03 +5.282828282828282873e+00,5.091879930361066727e+03 +2.292929292929293261e+00,1.839396992741150598e+03 +6.737373737373737015e+00,3.563439791666025030e+03 +8.676767676767676463e+00,-2.497091662920250201e+03 +8.515151515151515582e+00,-1.014367294236975454e+03 +6.656565656565656575e+00,3.500465014953429545e+03 +4.353535353535353813e+00,3.535956998322245454e+03 +7.626262626262626299e+00,1.388529408049299263e+03 +2.131313131313131493e+00,2.315575998075523785e+03 +8.555555555555555358e+00,-1.300565467865203345e+03 +2.777777777777777679e+00,2.652153616111212614e+03 +7.424242424242423866e+00,1.213994918672236963e+03 +7.262626262626262985e+00,3.420394214166339680e+03 +2.818181818181818343e+00,3.937655751416832572e+03 +4.030303030303031164e+00,2.558529235017321298e+03 +1.282828282828282873e+00,1.820251286512995193e+03 +8.838383838383839120e+00,-2.791768707737261593e+03 +1.363636363636363757e+00,1.978210187230699830e+03 +5.969696969696969724e+00,5.270559644009031217e+03 +3.626262626262626299e+00,3.359460488738527147e+03 +5.161616161616161769e+00,5.848795205513213659e+03 +8.797979797979799343e+00,-3.249160793284281226e+03 +7.181818181818181657e+00,3.175398399803139910e+03 +6.979797979797980112e+00,3.722309821939408266e+03 +2.010101010101010388e+00,2.471684198666236171e+03 +3.383838383838384090e+00,3.876436568200477268e+03 +6.373737373737373701e+00,4.338375951824669755e+03 +2.454545454545454586e+00,2.441673857268740448e+03 +7.020202020202020776e+00,2.678629033326776153e+03 +5.808080808080807955e+00,5.898380543150005906e+03 +1.080808080808080884e+00,2.644450376259322184e+03 +3.343434343434343425e+00,3.749135009146091761e+03 +7.909090909090909172e+00,3.730426550213475707e+02 +3.707070707070707183e+00,2.048368919771397486e+03 +5.767676767676768179e+00,5.290184398845160104e+03 +7.787878787878788067e+00,1.005583478318429457e+03 +8.151515151515152269e+00,-3.287779075026849682e+02 +4.757575757575757791e+00,4.385046416906122431e+03 +7.343434343434343425e+00,2.775175199898782921e+03 +1.323232323232323315e+00,6.911512458569923183e+02 +1.121212121212121104e+00,1.512830924306735596e+03 +2.616161616161616355e+00,2.130325042077512080e+03 +5.484848484848484418e+00,5.123710406064965355e+03 +6.090909090909090828e+00,3.801625594026945237e+03 +4.393939393939394478e+00,4.608256514866996440e+03 +6.414141414141414366e+00,4.087263152219327822e+03 +3.303030303030303205e+00,3.298915506499886305e+03 +8.878787878787878896e+00,-3.578607954439896730e+03 +2.939393939393939448e+00,2.845511801908959569e+03 +3.262626262626262985e+00,4.127870561626885319e+03 +2.414141414141414366e+00,2.489470007362073375e+03 +4.272727272727273373e+00,3.512880242219126558e+03 +2.737373737373737459e+00,2.737732927380986439e+03 +2.050505050505050608e+00,3.172554398686338573e+03 +5.080808080808080440e+00,6.046628048005584787e+03 +6.898989898989899672e+00,2.665122327152314483e+03 +1.565656565656565746e+00,2.058995162240315494e+03 +5.686868686868686851e+00,5.023233487470063665e+03 +3.868686868686868952e+00,3.755513527139656617e+03 +1.767676767676767735e+00,2.540015448276593816e+03 +2.858585858585859008e+00,2.510694774108658294e+03 +8.313131313131313149e+00,-1.069242269193738139e+03 +7.464646464646465418e+00,2.391189075769346800e+03 +6.858585858585859008e+00,3.013199249509081710e+03 +4.919191919191919560e+00,4.115816860841055131e+03 +7.949494949494949836e+00,-1.398559029261277260e+02 +7.828282828282828731e+00,1.192953872788524677e+03 +8.717171717171718015e+00,-3.055476592557454296e+03 +3.989898989898990056e+00,3.727150871292439660e+03 +2.212121212121211933e+00,3.053714763389913969e+03 +3.787878787878788067e+00,3.591105806629751442e+03 +2.535353535353535470e+00,2.032166512249771358e+03 +4.555555555555555358e+00,4.650138156766359316e+03 +5.565656565656565746e+00,5.062149626779922983e+03 +1.929292929292929504e+00,2.354574880873827624e+03 +5.444444444444444642e+00,5.012279721921309829e+03 +5.202020202020202433e+00,5.189129687997530709e+03 +4.313131313131313149e+00,3.739188809073554694e+03 +6.131313131313131493e+00,4.481812713119723412e+03 +4.434343434343434254e+00,5.168530248039493927e+03 +1.525252525252525304e+00,1.145725949870256954e+03 +2.575757575757576134e+00,2.795303433266044976e+03 +7.383838383838384090e+00,2.766174115907965643e+03 +5.242424242424242209e+00,4.939210008721608574e+03 +7.222222222222222321e+00,2.663652022745882277e+03 +4.070707070707070940e+00,2.206429841091934577e+03 +8.353535353535352925e+00,-1.457751317419390944e+03 +5.000000000000000000e+00,5.078350643767001202e+03 +2.898989898989899228e+00,2.274433197582523917e+03 +3.747474747474747847e+00,3.444760222243905446e+03 +5.848484848484848619e+00,5.077981043240078179e+03 +3.545454545454545858e+00,3.205997220940440911e+03 +1.000000000000000000e+00,2.439427810875439263e+03 +7.989898989898989612e+00,3.274758011761818466e+02 +6.333333333333333925e+00,3.826657693761346309e+03 +5.323232323232323537e+00,3.930548259821782267e+03 +1.404040404040403978e+00,2.923979123749333212e+03 diff --git a/stud/gorshchenko/lab1.ipynb b/stud/gorshchenko/lab1.ipynb new file mode 100644 index 0000000..636163e --- /dev/null +++ b/stud/gorshchenko/lab1.ipynb @@ -0,0 +1,529 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f2ab4db6", + "metadata": {}, + "source": [ + "# Лабораторная работа 1: Регрессионный анализ\n", + "\n", + "**Цель:** научиться применять модели линейной регрессии библиотеки scikit-learn к набору эмпирических данных\n", + "\n", + "**Задачи:**\n", + "1. Загрузить данные из CSV-файла\n", + "2. Визуализировать загруженные данные\n", + "3. Разбить данные на обучающую и тестовую выборки\n", + "4. Выбрать модель регрессии\n", + "5. Обучить модель на обучающих данных\n", + "6. Проверить качество модели на тестовых данных\n", + "7. Визуализировать результат" + ] + }, + { + "cell_type": "markdown", + "id": "56e5575e", + "metadata": {}, + "source": [ + "Студент: Горщенко Д. В. \n", + "Вариант: 3" + ] + }, + { + "cell_type": "markdown", + "id": "c1aa2454", + "metadata": {}, + "source": [ + "### 1. Импорт необходимых библиотек" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "70ee04a6", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error\n" + ] + }, + { + "cell_type": "markdown", + "id": "33972e08", + "metadata": {}, + "source": [ + "### 2. Загрузка данных из файла" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f2d8dd5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
XY
04.2323234674.547950
19.000000-3157.316173
27.5050511837.129451
37.0606063058.979356
48.636364-2190.859521
\n", + "
" + ], + "text/plain": [ + " X Y\n", + "0 4.232323 4674.547950\n", + "1 9.000000 -3157.316173\n", + "2 7.505051 1837.129451\n", + "3 7.060606 3058.979356\n", + "4 8.636364 -2190.859521" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = pd.read_csv('datasets/lab1-03.csv', header=None);\n", + "data.columns = ['X', 'Y']\n", + "data.head()" + ] + }, + { + "cell_type": "markdown", + "id": "a84f6447", + "metadata": {}, + "source": [ + "### 3. Визуализация загруженных данных." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6c49bfad", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X_column = data.columns[0]\n", + "Y_column = data.columns[1]\n", + "\n", + "\n", + "plt.figure(figsize=(12, 5))\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(data.iloc[:,0], data.iloc[:,1], alpha=0.6, edgecolors='k', s=50)\n", + "plt.xlabel(X_column, fontsize=12)\n", + "plt.ylabel(Y_column, fontsize=12)\n", + "plt.title('Диаграмма рассеяния', fontsize=14, fontweight='bold')\n", + "plt.grid(True, alpha=0.3)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "84f00f43", + "metadata": {}, + "source": [ + "### 4. Разбиение данных на обучающую и тестовую выборки" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a07c4226", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки: 160\n", + "Размер тестовой выборки: 40\n" + ] + } + ], + "source": [ + "X = data[[X_column]].values\n", + "y = data[Y_column].values\n", + "\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.2, random_state=42\n", + ")\n", + "\n", + "print(f\"Размер обучающей выборки: {X_train.shape[0]}\")\n", + "print(f\"Размер тестовой выборки: {X_test.shape[0]}\")" + ] + }, + { + "cell_type": "markdown", + "id": "cd20df48", + "metadata": {}, + "source": [ + "### 5. Создание и обучение модели линейной регрессии" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a959f536", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Коэффициент (наклон): -326.110028\n", + "Свободный член (intercept): 4287.438954\n", + "ЭМПИРИЧЕСКАЯ ФОРМУЛА:\n", + "y = -326.110028 * x + 4287.438954\n" + ] + } + ], + "source": [ + "model = LinearRegression()\n", + "\n", + "model.fit(X_train, y_train)\n", + "\n", + "a = model.coef_[0]\n", + "b = model.intercept_\n", + "\n", + "print(f\"\\nКоэффициент (наклон): {a:.6f}\")\n", + "print(f\"Свободный член (intercept): {b:.6f}\")\n", + "print(\"ЭМПИРИЧЕСКАЯ ФОРМУЛА:\")\n", + "if b >= 0:\n", + " print(f\"y = {a:.6f} * x + {b:.6f}\")\n", + "else:\n", + " print(f\"y = {a:.6f} * x - {abs(b):.6f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "a4b87edd", + "metadata": {}, + "source": [ + "### 6. Прогнозирование на тестовой выборке" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "217dfad2", + "metadata": {}, + "outputs": [], + "source": [ + "y_pred_train = model.predict(X_train)\n", + "y_pred_test = model.predict(X_test)\n" + ] + }, + { + "cell_type": "markdown", + "id": "12c57e14", + "metadata": {}, + "source": [ + "### 7. Оценка качества модели" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5c6ead0c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "============================================================\n", + "МЕТРИКИ КАЧЕСТВА МОДЕЛИ\n", + "============================================================\n", + "\n", + "Обучающая выборка:\n", + " MSE (средняя квадратичная ошибка): 3604067.241972\n", + " RMSE (корень из MSE): 1898.438106\n", + " MAE (средняя абсолютная ошибка): 1566.299964\n", + " R² (коэффициент детерминации): 0.133970\n", + "\n", + "Тестовая выборка:\n", + " MSE (средняя квадратичная ошибка): 4651677.876951\n", + " RMSE (корень из MSE): 2156.774879\n", + " MAE (средняя абсолютная ошибка): 1841.199152\n", + " R² (коэффициент детерминации): 0.155201\n", + "============================================================\n", + "\n", + "Модель объясняет 15.52% вариации данных\n" + ] + } + ], + "source": [ + "mse_train = mean_squared_error(y_train, y_pred_train)\n", + "rmse_train = np.sqrt(mse_train)\n", + "mae_train = mean_absolute_error(y_train, y_pred_train)\n", + "r2_train = r2_score(y_train, y_pred_train)\n", + "\n", + "mse_test = mean_squared_error(y_test, y_pred_test)\n", + "rmse_test = np.sqrt(mse_test)\n", + "mae_test = mean_absolute_error(y_test, y_pred_test)\n", + "r2_test = r2_score(y_test, y_pred_test)\n", + "\n", + "print(\"=\"*60)\n", + "print(\"МЕТРИКИ КАЧЕСТВА МОДЕЛИ\")\n", + "print(\"=\"*60)\n", + "print(\"\\nОбучающая выборка:\")\n", + "print(f\" MSE (средняя квадратичная ошибка): {mse_train:.6f}\")\n", + "print(f\" RMSE (корень из MSE): {rmse_train:.6f}\")\n", + "print(f\" MAE (средняя абсолютная ошибка): {mae_train:.6f}\")\n", + "print(f\" R² (коэффициент детерминации): {r2_train:.6f}\")\n", + "\n", + "print(\"\\nТестовая выборка:\")\n", + "print(f\" MSE (средняя квадратичная ошибка): {mse_test:.6f}\")\n", + "print(f\" RMSE (корень из MSE): {rmse_test:.6f}\")\n", + "print(f\" MAE (средняя абсолютная ошибка): {mae_test:.6f}\")\n", + "print(f\" R² (коэффициент детерминации): {r2_test:.6f}\")\n", + "print(\"=\"*60)\n", + "\n", + "print(f\"\\nМодель объясняет {r2_test*100:.2f}% вариации данных\")" + ] + }, + { + "cell_type": "markdown", + "id": "69c44e1f", + "metadata": {}, + "source": [ + "### 8. Визуализация результатов" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8bc649f7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X_range = np.linspace(X.min(), X.max(), 100).reshape(-1, 1)\n", + "y_range = model.predict(X_range)\n", + "\n", + "plt.figure(figsize=(14, 6))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(X_train, y_train, alpha=0.6, label='Обучающие данные', s=60, edgecolors='k')\n", + "plt.plot(X_range, y_range, 'r-', linewidth=3, label='Линия регрессии')\n", + "plt.xlabel(X_column, fontsize=12)\n", + "plt.ylabel(Y_column, fontsize=12)\n", + "plt.title('Обучающая выборка', fontsize=14, fontweight='bold')\n", + "plt.legend(fontsize=10)\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(X_test, y_test, alpha=0.6, label='Тестовые данные', s=60, edgecolors='k', color='green')\n", + "plt.scatter(X_test, y_pred_test, alpha=0.6, label='Предсказания', s=60, marker='x', color='red', linewidths=2)\n", + "plt.plot(X_range, y_range, 'r-', linewidth=3, label='Линия регрессии')\n", + "plt.xlabel(X_column, fontsize=12)\n", + "plt.ylabel(Y_column, fontsize=12)\n", + "plt.title(f'Тестовая выборка (R² = {r2_test:.4f})', fontsize=14, fontweight='bold')\n", + "plt.legend(fontsize=10)\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "78da6d48", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.scatter(X, y, alpha=0.5, s=60, edgecolors='k', label='Все данные')\n", + "plt.plot(X_range, y_range, 'r-', linewidth=3, label=f'y = {a:.4f}x + {b:.4f}')\n", + "plt.xlabel(X_column, fontsize=12)\n", + "plt.ylabel(Y_column, fontsize=12)\n", + "plt.title('Линейная регрессия: все данные', fontsize=14, fontweight='bold')\n", + "plt.legend(fontsize=11)\n", + "plt.grid(True, alpha=0.3)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "49dd877a", + "metadata": {}, + "source": [ + "### 9. График остатков (residuals)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "91af091a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "residuals_train = y_train - y_pred_train\n", + "residuals_test = y_test - y_pred_test\n", + "\n", + "plt.figure(figsize=(14, 5))\n", + "\n", + "plt.subplot(1, 2, 1)\n", + "plt.scatter(y_pred_train, residuals_train, alpha=0.6, edgecolors='k')\n", + "plt.axhline(y=0, color='r', linestyle='--', linewidth=2)\n", + "plt.xlabel('Предсказанные значения', fontsize=12)\n", + "plt.ylabel('Остатки', fontsize=12)\n", + "plt.title('Остатки (обучающая выборка)', fontsize=14, fontweight='bold')\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.scatter(y_pred_test, residuals_test, alpha=0.6, edgecolors='k', color='green')\n", + "plt.axhline(y=0, color='r', linestyle='--', linewidth=2)\n", + "plt.xlabel('Предсказанные значения', fontsize=12)\n", + "plt.ylabel('Остатки', fontsize=12)\n", + "plt.title('Остатки (тестовая выборка)', fontsize=14, fontweight='bold')\n", + "plt.grid(True, alpha=0.3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "3f21eab9", + "metadata": {}, + "source": [ + "## Выводы\n", + "\n", + "В данной лабораторной работе была построена модель линейной регрессии для анализа зависимости между переменными.\n", + "\n", + "**Основные результаты:**\n", + "- Получена эмпирическая формула зависимости\n", + "- Проведена оценка качества модели с помощью метрик MSE, RMSE, MAE и R²\n", + "- Выполнена визуализация исходных данных и результатов регрессии\n", + "- Проанализированы остатки модели\n", + "\n", + "**Качество модели:**\n", + "- Коэффициент детерминации R² показывает, какую долю вариации зависимой переменной объясняет модель\n", + "- Анализ остатков позволяет оценить адекватность модели\n", + "- Близость метрик на обучающей и тестовой выборках свидетельствует об отсутствии переобучения" + ] + } + ], + "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": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}