{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "<img align=\"center\" src=\"https://raw.githubusercontent.com/FUlyankin/Parsers/master/images%20/cats.jpg\" height=\"1200\" width=\"1200\"> \n", "\n", "# Домашка №5: регрессия\n", "\n", "Давайте выясним, как профиль вк помогает нам предугадывать число лайков студента первого курса в вышкинском паблике с мемасами.\n", "\n", "По ходу кода ниже будет довольно много пустых строк. Нужно заполнить их своим кодом." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd # уже знакомый вам пакет для работы с таблицами\n", "import numpy as np # смутно знакомый вам пакет для работы с матрицами\n", "import matplotlib.pyplot as plt # уже смутно знакомый вам пакет для картинок :3\n", "import seaborn as sns # ещё один пакет для картинок \n", "plt.style.use('ggplot') # правильный (очень красивый) стиль у графиков\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Полезная функция для визуализации результатов модели." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Функция для визуализации прогнозов \n", "\n", "def plot_yreal_ypred(y_test, y_train, X_test, X_train, model, margin=0.3):\n", " \"\"\"\n", " Рисует картинку для прогнозов\n", " modelt - модель \n", " y_train, X_train - обучающая выборка\n", " y_test, X_test - тестовая выборка\n", " margin - граница рисунка \n", " \"\"\"\n", " \n", " plt.figure(figsize=(16,7))\n", " plt.subplot(121)\n", " plt.scatter(y_train, model.predict(X_train), color=\"red\", alpha=1)\n", " plt.xlim(min(y_train) - margin, max(y_train) + margin)\n", " plt.ylim(min(y_train) - margin, max(y_train) + margin)\n", " plt.title('Train set', fontsize=20)\n", " plt.xlabel('y', fontsize=14)\n", " plt.ylabel('Estimated y', fontsize=14)\n", "\n", " plt.subplot(122)\n", " plt.scatter(y_test, model.predict(X_test), color=\"red\", alpha=1)\n", " plt.xlim(min(y_test) - margin, max(y_test) + margin)\n", " plt.ylim(min(y_test) - margin, max(y_test) + margin)\n", " plt.title('Test set', fontsize=20)\n", " plt.xlabel('y', fontsize=14)\n", " plt.ylabel('Estimated y', fontsize=14)\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На семинаре мы разобрали пример с рейтингами видеоконтента. Давайте вспомним, какие шаги мы проходили:\n", "\n", "1. Обрабатываем данные\n", "2. Строим константный прогноз\n", "3. Строим линейную регрессию c MSE в качестве функции ошибки\n", "4. Находим лучшие гиперпараметры по сетке и строим случайный лес\n", "5. Сравниваем качество прогнозов и делаем выводы\n", "\n", "\n", "Подгружаем данные." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размерность таблицы: (425, 98)\n" ] }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>city</th>\n", " <th>country</th>\n", " <th>first_name</th>\n", " <th>home_town</th>\n", " <th>in_hse_memes_group</th>\n", " <th>is_bmm</th>\n", " <th>is_closed</th>\n", " <th>last_name</th>\n", " <th>likes_memes</th>\n", " <th>uid</th>\n", " <th>...</th>\n", " <th>photo_month_mean</th>\n", " <th>photo_repost_cnt</th>\n", " <th>photo_repost_max</th>\n", " <th>photo_repost_mean</th>\n", " <th>photo_repost_median</th>\n", " <th>photo_text_len_cnt</th>\n", " <th>photo_ava_change_cnt</th>\n", " <th>photo_text_url_len_cnt</th>\n", " <th>friends_from_course_cnt</th>\n", " <th>friends_mail_from_course_pct</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>Москва</td>\n", " <td>Россия</td>\n", " <td>Александра</td>\n", " <td>Москва</td>\n", " <td>True</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Абашкова</td>\n", " <td>60.0</td>\n", " <td>182152789</td>\n", " <td>...</td>\n", " <td>1.333333</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>42.0</td>\n", " <td>0.428571</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Рязань</td>\n", " <td>Россия</td>\n", " <td>Анастасия</td>\n", " <td>Рязань</td>\n", " <td>True</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Чуфистова</td>\n", " <td>0.0</td>\n", " <td>148020433</td>\n", " <td>...</td>\n", " <td>2.375000</td>\n", " <td>2.0</td>\n", " <td>1.0</td>\n", " <td>0.105263</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>32.0</td>\n", " <td>0.281250</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>Москва</td>\n", " <td>Россия</td>\n", " <td>Александр</td>\n", " <td>Омск</td>\n", " <td>False</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Головачев</td>\n", " <td>0.0</td>\n", " <td>138413935</td>\n", " <td>...</td>\n", " <td>1.400000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>32.0</td>\n", " <td>0.406250</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>Анна</td>\n", " <td>NaN</td>\n", " <td>False</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Лобанова</td>\n", " <td>0.0</td>\n", " <td>366261055</td>\n", " <td>...</td>\n", " <td>4.166667</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>45.0</td>\n", " <td>0.333333</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>NaN</td>\n", " <td>Россия</td>\n", " <td>Алексей</td>\n", " <td>NaN</td>\n", " <td>True</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Пузырный</td>\n", " <td>21.0</td>\n", " <td>111252392</td>\n", " <td>...</td>\n", " <td>3.181818</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>41.0</td>\n", " <td>0.341463</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 98 columns</p>\n", "</div>" ], "text/plain": [ " city country first_name home_town in_hse_memes_group is_bmm \\\n", "0 Москва Россия Александра Москва True True \n", "1 Рязань Россия Анастасия Рязань True True \n", "2 Москва Россия Александр Омск False True \n", "3 NaN NaN Анна NaN False True \n", "4 NaN Россия Алексей NaN True True \n", "\n", " is_closed last_name likes_memes uid ... photo_month_mean \\\n", "0 False Абашкова 60.0 182152789 ... 1.333333 \n", "1 False Чуфистова 0.0 148020433 ... 2.375000 \n", "2 False Головачев 0.0 138413935 ... 1.400000 \n", "3 False Лобанова 0.0 366261055 ... 4.166667 \n", "4 False Пузырный 21.0 111252392 ... 3.181818 \n", "\n", " photo_repost_cnt photo_repost_max photo_repost_mean photo_repost_median \\\n", "0 0.0 0.0 0.000000 0.0 \n", "1 2.0 1.0 0.105263 0.0 \n", "2 0.0 0.0 0.000000 0.0 \n", "3 0.0 0.0 0.000000 0.0 \n", "4 0.0 0.0 0.000000 0.0 \n", "\n", " photo_text_len_cnt photo_ava_change_cnt photo_text_url_len_cnt \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "\n", " friends_from_course_cnt friends_mail_from_course_pct \n", "0 42.0 0.428571 \n", "1 32.0 0.281250 \n", "2 32.0 0.406250 \n", "3 45.0 0.333333 \n", "4 41.0 0.341463 \n", "\n", "[5 rows x 98 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('../data/vk_main.csv', sep='\\t') # подгружаем датасет\n", "print('Размерность таблицы:', df.shape) \n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Смотрим на данные" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Давайте посмотрим на наши переменные. Начнем с нашей предсказываемой переменной, числа лайков." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.likes_memes.hist();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Мы видим тяжелый хвост. В данных куча выбросов. Мы уже умеем с этим бороться. \n", "\n", "__[0.5] Прологарифмируйте переменную и постройте для её логарифма гистограмму.__" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x12382a400>" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df['ln_likes_memes'] = df['likes_memes'].apply(lambda w: np.log(w + 1))\n", "df.ln_likes_memes.hist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Помните, в прошлый раз мы сталкивались с пропусками в данных? Давайте посмотрим, что насколько полные в этом плане у нас данные. \n", "Визуализируем табличку данных, раскрасим желтым цветом пропуски, фиолетовым - наблюдения. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x864 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(20,12))\n", "sns_heatmap = sns.heatmap(df.isnull(), yticklabels=False, cbar=False, cmap='viridis')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "У нас есть целые столбцы желтого цвета, т.е. они не несут для нас информации (они же пустые). Очень большое число пропусков связано с приватностью странички (таких $82$). Давайте выкинем из рассмотрения все данные, где пропусков строго больше $82$ и все наблюдения, где предсказываемая переменная пустая. \n", "\n", "__[1] Сделайте это :)__" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Переменных до выбрасывания: (425, 99)\n", "Переменных после выбрасывания: (384, 83)\n" ] } ], "source": [ "print('Переменных до выбрасывания:', df.shape)\n", "\n", "isnull = df.isnull().sum()\n", "\n", "df = df[isnull[isnull <= 82].index]\n", "\n", "\n", "df = df[(df.ln_likes_memes.isnull() == False)]\n", "\n", "print('Переменных после выбрасывания:', df.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Все переменные, которые есть в выборке делятся на несколько типов. Я специально постарался отразить их типы в названиях. Давайте посмотрим на то, какие это типы.\n", "\n", "## 1.1 Переменные счётчики\n", "Количество друзей, количество подписчиков, число фоток - всё это счётчики!" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['folowers_cnt', 'albums_cnt', 'audio_cnt', 'followers_cnt', 'friends_cnt']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables_cnt = [item for item in df.columns if item[-3:] == 'cnt']\n", "variables_cnt[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Давайте их визуализируем.\n", "\n", "__[0.5] Постройте гистограммы для всех счётчиков__" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x1152 with 36 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Ваша одна строчка кода \n", "df[variables_cnt].hist(figsize=(20,16));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видим две вещи: \n", "\n", "* У многих счётчиков длинные хвосты => выбросы => придется их сглаживать.\n", "* Многие счётчики не очень информативны: принимают одно или два значения => придется такие счётчики выбросить. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Переменных-счётчиков до отбрасывания: 31\n", "Переменных-счётчиков после отбрасывания: 23\n" ] } ], "source": [ "print('Переменных-счётчиков до отбрасывания:', len(variables_cnt))\n", "\n", "# Оставим только те счётчики, которые принимают больше 10 значений \n", "variables_cnt = [item for item in variables_cnt if len(df[item].unique()) > 10]\n", "\n", "print('Переменных-счётчиков после отбрасывания:', len(variables_cnt))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Многие оставшиеся перемннные имеют тяжелые хвосты. Что мы с ними делаем? Правильно! Логарифмируем. \n", "\n", "__[1] Прологарифмируйте все счётчики и снова постройте для них гистограммы.__" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x1152 with 25 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df[variables_cnt] = df[variables_cnt].apply(lambda w: np.log(w + 1))\n", "df[variables_cnt].hist(figsize=(20,16));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2 Dummy - переменные\n", " \n", "У нас также есть переменные, принимающие значения 0 или 1, давайте на них посмотрим." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['male_dummy',\n", " 'facebook_dummy',\n", " 'instagram_dummy',\n", " 'skype_dummy',\n", " 'twitter_dummy']" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables_dummy = [item for item in df.columns if item[-5:] == 'dummy']\n", "variables_dummy[:5]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x1152 with 20 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df[variables_dummy].hist(figsize=(20,16));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Есть несколько не очень информативных переменных. Например, наличие твиттера или указан ли телефон. Почти у всех там стоят нули. То есть твиттер и телефон не указаны. Можно было бы выкинуть эти переменные, но мы пожалуй не будем. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.3 Средние и медианы\n", "\n", "Мы посчитали по каждому пользователю среднее число комментов на стене, среднее количество репостов, эмодзи и другие подобные характеристики. Давайте на них взглянем." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['wall_comment_mean',\n", " 'wall_emoji_mean',\n", " 'wall_like_mean',\n", " 'wall_month_mean',\n", " 'wall_repost_mean']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables_mean = [item for item in df.columns if item[-4:] == 'mean']\n", "variables_mean[:5]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['wall_comment_median',\n", " 'wall_emoji_median',\n", " 'wall_like_median',\n", " 'wall_repost_median',\n", " 'wall_text_len_median']" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables_median = [item for item in df.columns if item[-6:] == 'median']\n", "variables_median[:5]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 9 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df[variables_median].hist(figsize=(10,8));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Как мы знаем, медиана и среднее могут быть сильно коррелированы, что плохо отражается на линейных моделях регрессии. Давайте посмотрим на матрицу корреляции и выберем один из способов агрегации." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x127f67320>" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x864 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(font_scale=1)\n", "plt.subplots(figsize=(12, 12))\n", "sns.heatmap(df[variables_median + variables_mean].corr(), square=True,\n", " annot=True, fmt=\".1f\", linewidths=0.1, cmap=\"RdBu\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Давайте оставим медианы." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "variables_descriptive = variables_median \n", "df[variables_descriptive] = df[variables_descriptive].apply(lambda w: np.log(w + 1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Соберем все оставшиеся переменные и заполним пропуски нулями." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>country</th>\n", " <th>first_name</th>\n", " <th>in_hse_memes_group</th>\n", " <th>is_bmm</th>\n", " <th>is_closed</th>\n", " <th>last_name</th>\n", " <th>likes_memes</th>\n", " <th>uid</th>\n", " <th>male_dummy</th>\n", " <th>facebook_dummy</th>\n", " <th>...</th>\n", " <th>photo_repost_cnt</th>\n", " <th>photo_repost_max</th>\n", " <th>photo_repost_mean</th>\n", " <th>photo_repost_median</th>\n", " <th>photo_text_len_cnt</th>\n", " <th>photo_ava_change_cnt</th>\n", " <th>photo_text_url_len_cnt</th>\n", " <th>friends_from_course_cnt</th>\n", " <th>friends_mail_from_course_pct</th>\n", " <th>ln_likes_memes</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>Россия</td>\n", " <td>Александра</td>\n", " <td>True</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Абашкова</td>\n", " <td>60.0</td>\n", " <td>182152789</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>3.761200</td>\n", " <td>0.428571</td>\n", " <td>4.110874</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Россия</td>\n", " <td>Анастасия</td>\n", " <td>True</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Чуфистова</td>\n", " <td>0.0</td>\n", " <td>148020433</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>2.0</td>\n", " <td>1.0</td>\n", " <td>0.105263</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>3.496508</td>\n", " <td>0.281250</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>Россия</td>\n", " <td>Александр</td>\n", " <td>False</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Головачев</td>\n", " <td>0.0</td>\n", " <td>138413935</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>3.496508</td>\n", " <td>0.406250</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>NaN</td>\n", " <td>Анна</td>\n", " <td>False</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Лобанова</td>\n", " <td>0.0</td>\n", " <td>366261055</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>3.828641</td>\n", " <td>0.333333</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>Россия</td>\n", " <td>Алексей</td>\n", " <td>True</td>\n", " <td>True</td>\n", " <td>False</td>\n", " <td>Пузырный</td>\n", " <td>21.0</td>\n", " <td>111252392</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>...</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.000000</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>0.0</td>\n", " <td>3.737670</td>\n", " <td>0.341463</td>\n", " <td>3.091042</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 83 columns</p>\n", "</div>" ], "text/plain": [ " country first_name in_hse_memes_group is_bmm is_closed last_name \\\n", "0 Россия Александра True True False Абашкова \n", "1 Россия Анастасия True True False Чуфистова \n", "2 Россия Александр False True False Головачев \n", "3 NaN Анна False True False Лобанова \n", "4 Россия Алексей True True False Пузырный \n", "\n", " likes_memes uid male_dummy facebook_dummy ... photo_repost_cnt \\\n", "0 60.0 182152789 0 0 ... 0.0 \n", "1 0.0 148020433 0 0 ... 2.0 \n", "2 0.0 138413935 1 0 ... 0.0 \n", "3 0.0 366261055 0 0 ... 0.0 \n", "4 21.0 111252392 1 0 ... 0.0 \n", "\n", " photo_repost_max photo_repost_mean photo_repost_median \\\n", "0 0.0 0.000000 0.0 \n", "1 1.0 0.105263 0.0 \n", "2 0.0 0.000000 0.0 \n", "3 0.0 0.000000 0.0 \n", "4 0.0 0.000000 0.0 \n", "\n", " photo_text_len_cnt photo_ava_change_cnt photo_text_url_len_cnt \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", "\n", " friends_from_course_cnt friends_mail_from_course_pct ln_likes_memes \n", "0 3.761200 0.428571 4.110874 \n", "1 3.496508 0.281250 0.000000 \n", "2 3.496508 0.406250 0.000000 \n", "3 3.828641 0.333333 0.000000 \n", "4 3.737670 0.341463 3.091042 \n", "\n", "[5 rows x 83 columns]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "useful_variables = variables_cnt + variables_dummy + variables_descriptive + ['friends_mail_from_course_pct']\n", "df[useful_variables] = df[useful_variables].fillna(0)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.4 Категориальные переменные \n", "\n", "Название говорит само за себя. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables_cat = [item for item in df.columns if item[-3:] == 'cat']\n", "variables_cat[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В данных их нет. Но на семинаре были. __И на котнтрольной обязательно будут.__ Посмотрите ещё раз в семинаре как с ними необходимо работать. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Разбиение выборки\n", "\n", "__[1] Разбейте выборку на трэйн и тест. Объясните зачем так делать своими словами.__ " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split # функция для деления \n", "\n", "# делим в пропорции 80 к 20\n", "df_train, df_test = train_test_split(df, test_size = 0.2, random_state=42)\n", "\n", "\n", "y_train = df_train['ln_likes_memes'].to_numpy()\n", "y_test = df_test['ln_likes_memes'].to_numpy()\n", "\n", "X_train = df_train[useful_variables].to_numpy()\n", "X_test = df_test[useful_variables].to_numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[1] Объясните зачем выборку разбивают на тренировочную и тестовую__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Ответ:__ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Моделирование" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1 Наивный константный прогноз" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[1] Постройте константный прогноз. В качестве прогноза используйте медиану.__" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "y_median = np.median(y_train)\n", "y_pred_naive = np.ones(len(y_test)) * y_median" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[1] Чем медиана лучше среднего? Почему её логичнее использовать для константного прогноза?__\n", "\n", "__Ответ:__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь давайте посмотрим на тестовой выборке насколько константный прогноз получился хорошим. Будем использовать в качестве метрики качества $MAE$. Подгрузите метрику из `sklearn` и выясните качество работы константного прогноза на тестовой выборке. За вдохновением можно снова обратиться к семинару, но не вздумайте переписывать один в один функцию print_metrics. За это буду отнимать баллы.\n", "\n", "__[1] Найдите MAE константного прогноза.__" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.5663295707252067" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import mean_absolute_error as mae\n", "mae(y_test, y_pred_naive)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Отлично! Теперь у нас есть с чем сравнить более сложные модели. Давайте займёмся их строительством." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Линейная регрессия\n", "\n", "Давайте оставим для работы только те переменные, которые сильнее всего коррелируют с таргетом. Вот так это можно сделать для топ-10 положительных переменных:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "videos_cnt 0.200471\n", "photos_cnt 0.182055\n", "folowers_cnt 0.181758\n", "followers_cnt 0.181758\n", "pages_cnt 0.174318\n", "photo_like_cnt 0.166213\n", "instagram_dummy 0.151039\n", "english_dummy 0.134012\n", "wall_post_original_cnt 0.132623\n", "wall_post_instagram_cnt 0.126714\n", "dtype: float64" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_pos = df_train[useful_variables].corrwith(df_train['ln_likes_memes']).sort_values(ascending=False)\n", "corr_pos[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[2] Запишите в переменную corr_neg топ-10 переменных с негативной корреляцией__" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "male_dummy -0.124678\n", "can_see_all_posts_dummy -0.110691\n", "friends_mail_from_course_pct -0.083022\n", "wall_can_comment_dummy -0.080135\n", "mobile_phone_dummy -0.078316\n", "wall_text_len_median -0.077596\n", "photo_repost_median -0.060529\n", "facebook_dummy -0.060529\n", "wall_repost_median -0.047643\n", "wall_post_other_cnt -0.044059\n", "dtype: float64" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr_neg = df_train[useful_variables].corrwith(df_train['ln_likes_memes']).sort_values(ascending=True)\n", "corr_neg[:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Оставляем только коррелируемые переменные." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# оставляем в выборке только самые важные переменные \n", "best_variables = list(corr_pos[:10].index) + list(corr_neg[:10].index)\n", "\n", "# Забираем в выборку лучших из лучших \n", "X_train = df_train[best_variables].to_numpy()\n", "X_test = df_test[best_variables].to_numpy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь давайте наконец обучим на отобранных признаках линейную регрессию.\n", "\n", "__[2] Оцените линейную регрессию. Посмотрите на её MAE.__\n", "\n", "Постройте для неё с помощью функции `plot_yreal_ypred`, которую мы объявили в начале тетрадки, визуализацию её прогнозов. Сравните качество модели с константным прогнозом. Сделайте выводы о работоспособности модели." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression # подгрузили модель\n", "\n", "# Объявили модель\n", "model_regression = LinearRegression()\n", "\n", "# Обучили модель на тренировочной выборке \n", "model_regression.fit(X_train, y_train)\n", "\n", "# Сделали прогнозы на тестовой выборке \n", "y_pred_regr = model_regression.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.5503729329698506" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mae(y_test, y_pred_regr)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x504 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_yreal_ypred(y_test, y_train, X_test, X_train, model_regression)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[1] Что видно по построенной картинке?__\n", "\n", "__Ответ:__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.3 Случайный лес" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Давайте построим идеальную (нет) модель случайного леса, с выбором гиперпараметров по сетке. Объявим сетку гиперпараметров для перебора." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "param_grid = [\n", " { \n", " 'random_state': range(5,45, 10),\n", " 'max_depth': range(3,5),\n", " 'criterion': ['mse', 'mae'], \n", " 'n_estimators': range(1,31,10)\n", " },\n", " ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[1] Что за гиперпараметры мо собрались перебирать? Опишите что они означают. Прочитать об этом можно в [документации](https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.RandomForestRegressor.html)__\n", "\n", "__Ответ:__ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[2] Оцените модель и подберите оптимальные гиперпараметры.__" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "reg_forest = RandomForestRegressor()\n", "\n", "grid_cv = GridSearchCV(reg_forest, \n", " param_grid, \n", " scoring = 'neg_mean_absolute_error', \n", " cv = 7)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/local/lib/python3.7/site-packages/sklearn/model_selection/_search.py:813: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n", " DeprecationWarning)\n" ] }, { "data": { "text/plain": [ "GridSearchCV(cv=7, error_score='raise-deprecating',\n", " estimator=RandomForestRegressor(bootstrap=True, criterion='mse',\n", " max_depth=None,\n", " max_features='auto',\n", " max_leaf_nodes=None,\n", " min_impurity_decrease=0.0,\n", " min_impurity_split=None,\n", " min_samples_leaf=1,\n", " min_samples_split=2,\n", " min_weight_fraction_leaf=0.0,\n", " n_estimators='warn', n_jobs=None,\n", " oob_score=False, random_state=None,\n", " verbose=0, warm_start=False),\n", " iid='warn', n_jobs=None,\n", " param_grid=[{'criterion': ['mse', 'mae'], 'max_depth': range(3, 5),\n", " 'n_estimators': range(1, 31, 10),\n", " 'random_state': range(5, 45, 10)}],\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n", " scoring='neg_mean_absolute_error', verbose=0)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid_cv.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Давайте посмотрим, какие гиперпараметры у нас получились." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RandomForestRegressor(bootstrap=True, criterion='mae', max_depth=3,\n", " max_features='auto', max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=21,\n", " n_jobs=None, oob_score=False, random_state=15, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid_cv.best_estimator_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__[1] Примените полученную модель на тестовой выборке и постройте функцию MAE и постройте визуализацию.__\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "y_reg_forest_pred = grid_cv.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.4805767677589323" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mae(y_test, y_reg_forest_pred)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x504 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_yreal_ypred(y_test, y_train, X_test, X_train, grid_cv)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "__[1] Какие модель оказалась лучшей? Побила ли она константный прогноз? Какие выводы можно сделать из визуализаций?__\n", "\n", "\n", "__Ответ:__ \n", "\n", "\n", "__[1] Опишите что бы происходило на картинке, если бы модель переобучилась? Что происходило бы, если бы она получилась хорошей? Почему картинка выглядела бы именно так?__ \n", "\n", "\n", "__Ответ:__ \n", "\n", "\n", "__[1] Как считате, удалось ли нам научиться предсказывать, сколько лайков студент первого курса поставит в паблик? С чем это на ваш взгляд связано?__\n", "\n", "__Ответ:__ \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Настрадался? Выскажи всё, что думаешь обо всём этом [в анонимке по пятому дз.](https://docs.google.com/forms/d/e/1FAIpQLSfqW8UBNNSQbqSm_y6pmoQdXi595iyDRkB66KuxXfmOjbxCaw/viewform) " ] }, { "cell_type": "markdown", "metadata": {}, "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }