{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Начало ЛР\n", "\n", "Выгрузка данных из CSV в датафрейм" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Education LevelInstitution TypeGenderAgeDeviceIT StudentLocationFinancial ConditionInternet TypeNetwork TypeFlexibility Level
0UniversityPrivateMale23TabNoTownMidWifi4GModerate
1UniversityPrivateFemale23MobileNoTownMidMobile Data4GModerate
2CollegePublicFemale18MobileNoTownMidWifi4GModerate
3SchoolPrivateFemale11MobileNoTownMidMobile Data4GModerate
4SchoolPrivateFemale18MobileNoTownPoorMobile Data3GLow
\n", "
" ], "text/plain": [ " Education Level Institution Type Gender Age Device IT Student Location \\\n", "0 University Private Male 23 Tab No Town \n", "1 University Private Female 23 Mobile No Town \n", "2 College Public Female 18 Mobile No Town \n", "3 School Private Female 11 Mobile No Town \n", "4 School Private Female 18 Mobile No Town \n", "\n", " Financial Condition Internet Type Network Type Flexibility Level \n", "0 Mid Wifi 4G Moderate \n", "1 Mid Mobile Data 4G Moderate \n", "2 Mid Wifi 4G Moderate \n", "3 Mid Mobile Data 4G Moderate \n", "4 Poor Mobile Data 3G Low " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "dataframe = pd.read_csv(\".//static//csv//students_adaptability_level_online_education.csv\")\n", "dataframe.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Диаграмма 1 (Круговая)\n", "\n", "Данная диаграмма (круговая) отображает распределение людей по типу соединения к интернету (4G, 3G, 2G). Это позволяет сделать вывод о том, что люди с низким уровнем заработка имеют чаще всего 3G и 4G (одинаково), чем 2G." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Распределение людей низкого уровня заработка по типу соединения')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rural_df = dataframe[dataframe['Financial Condition'] == \"Poor\"]\n", "\n", "network_type_rural_count = rural_df['Network Type'].value_counts()\n", "\n", "plt.figure(figsize=(6,6))\n", "plt.pie(network_type_rural_count, labels=network_type_rural_count.index, autopct='%1.2f%%')\n", "plt.title(\"Распределение людей низкого уровня заработка по типу соединения\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Диаграмма 2 (Линейная)\n", "\n", "Данная диаграмма выполнена на срезе данных и отображает количество студентов в разных возрастных группах. Из нее можно сделать вывод, что в подростковом возрасте (10-15) люди менее интересуются IT направлением, но в возрасте 20-25 лет количество учеников IT направлений начинает преобладать над не IT сферой (и в это же время количество не IT студентов начинает убывать)." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_cut = dataframe.iloc[0:1500]\n", "\n", "it_student_df = df_cut[df_cut['IT Student'] == \"Yes\"].copy()\n", "nonit_student_df = df_cut[df_cut['IT Student'] == \"No\"].copy()\n", "\n", "age_bins = range(10, 36, 5)\n", "\n", "\n", "it_student_df['age_group'] = pd.cut(it_student_df['Age'], bins=age_bins)\n", "it_student_count = it_student_df.groupby('age_group', observed=False)['IT Student'].value_counts().reset_index()\n", "mean_count_it = it_student_count.groupby('age_group', observed=False)['count'].mean()\n", "\n", "nonit_student_df['age_group'] = pd.cut(nonit_student_df['Age'], bins=age_bins)\n", "nonit_student_count = nonit_student_df.groupby('age_group', observed=False)['IT Student'].value_counts().reset_index()\n", "mean_count_nonit = nonit_student_count.groupby('age_group', observed=False)['count'].mean()\n", "\n", "plt.figure(figsize=(10,6))\n", "plt.plot(mean_count_it.index.astype(str), mean_count_it , marker='o', label='IT студент')\n", "plt.plot(mean_count_nonit.index.astype(str), mean_count_nonit , marker='o', label='Не IT студент')\n", "plt.xlabel(\"Возрастная группа\")\n", "plt.ylabel(\"Количество студентов\")\n", "plt.title('Количество студентов на IT и не IT направлении')\n", "plt.xticks(rotation=45)\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Диаграмма 3 (Гистограмма)\n", "\n", "Данная диаграмма отображает количество людей по типу соединения к сети Интернет. На основе этой диаграммы можно сделать вывод, что чаще всего используют мобильный интернет, чем Wi-Fi" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Количество')" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBEhCwAAAAAMBEhCwAAAABMRMgCAAAAABMRsgAAAADARIQsAAAAADARIQsAAAAATETIAgAAAAATEbIAAAAAwESELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBEhCwAAAAAMFFhexe8evWqli5dqkOHDkmSqlWrpieffFIODg6mFQcAAAAABY1dIevYsWNq06aN/v77b1WuXFmSFBERoYCAAH333XcqX768qUUCAAAAQEFh1+mCr732msqVK6eTJ09q9+7d2r17t6KjoxUYGKjXXnvN7BoBAAAAoMCw60jW5s2btXXrVnl7e1unFStWTO+//74aNGhgWnEAAAAAUNDYdSTL2dlZFy9ezDQ9KSlJTk5Ot1wUAAAAABRUdoWstm3bqnfv3tq2bZsMw5BhGNq6datefvllPfnkk2bXCAAAAAAFhl0ha8qUKSpfvryCg4Pl4uIiFxcXNWjQQBUqVNDkyZPNrhEAAAAACgy7rskqWrSoli1bpqNHj+rw4cOSpKpVq6pChQqmFgcAAAAABY3dv5MlSRUrVlTFihUlXfvdLAAAAAC439l1uuDx48f13HPPqW/fvrpw4YKefPJJOTs7q3Llyvrtt9/MrhEAAAAACgy7QlafPn106NAh7d+/X02bNlVqaqqWLVumoKAgDRgwwOQSAQAAAKDgsOt0wW3btumnn35SmTJl5O3trR07dqhWrVqqUKGC6tata3aNAAAAAFBg2HUk6+LFiypRooS8vLxUpEgRFS1aVNK1ATGy+v0sAAAAALhf2BWyJGn16tVavny50tPTtWHDBi1fvlxr1qyxu5D3339fFovF5nTD5ORkhYWFqVixYnJ3d1eHDh0UGxtrs1x0dLTatGmjIkWKyNfXV4MHD9aVK1fsrgMAAAAAboXdowt269bN+v8+ffpY/2+xWPK8rh07dmjmzJl6+OGHbaYPHDhQ3333nRYuXCgvLy/169dP7du315YtWyRdG9GwTZs28vf31y+//KLTp0+ra9eucnR01HvvvWdnzwAAAADAfnYdyUpPT8/2lteh3JOSktS5c2d98skneuCBB6zTExIS9Nlnn+nDDz9U06ZNVbt2bc2aNUu//PKLtm7dKklau3atDh48qLlz56pGjRpq1aqVRo8ercjISKWmpma7zZSUFCUmJtrcAAAAAMAMdoWsL774QikpKaYUEBYWpjZt2igkJMRm+q5du5SWlmYzvUqVKipdurSioqIkSVFRUapevbr8/PysbUJDQ5WYmKgDBw5ku82IiAh5eXlZbwEBAab0BQAAAADsClk9evRQQkLCLW98wYIF2r17tyIiIjLNi4mJkZOTk3VQjQx+fn6KiYmxtrk+YGXMz5iXnaFDhyohIcF6O3ny5C32BAAAAACuseuaLMMwbnnDJ0+eVP/+/bVu3Tq5uLjc8vrywtnZWc7Oznd0mwAAAADuD3YPfPHNN9/I09Mzy3ldu3a96fK7du1SXFycatWqZZ129epV/fjjj5o2bZrWrFmj1NRUxcfH2xzNio2Nlb+/vyTJ399f27dvt1lvxuiDGW0AAAAA4E6yO2SNGzdODg4OmaZbLJZchaxmzZpp3759NtN69OihKlWqaMiQIQoICJCjo6M2bNigDh06SJKOHDmi6OhoBQcHS5KCg4M1ZswYxcXFydfXV5K0bt06eXp6KigoyN6uAQAAAIDd7A5ZO3futAYbe3h4eOihhx6ymebm5qZixYpZp/fq1UuDBg2St7e3PD099eqrryo4OFj16tWTJLVo0UJBQUHq0qWLxo0bp5iYGL3zzjsKCwvjdEAAAAAA+cLukHUnTJw4UYUKFVKHDh2UkpKi0NBQffTRR9b5Dg4OWrlypfr27avg4GC5ubmpW7duCg8Pz8eqAQAAANzP7ApZZcqUyfJUwVu1adMmm/suLi6KjIxUZGRkjrV8//33ptcCAAAAAPawK2QdP37c7DoAAAAA4J5g1+9kvfbaa5oyZUqm6dOmTdOAAQNutSYAAAAAKLDsClnffvutGjRokGl6/fr1tWjRolsuCgAAAAAKKrtC1rlz5+Tl5ZVpuqenp86ePXvLRQEAAABAQWVXyKpQoYJWr16dafqqVatUrly5Wy4KAAAAAAoquwa+GDRokPr166czZ86oadOmkqQNGzZowoQJmjRpkpn1AQAAAECBYlfI6tmzp1JSUjRmzBiNHj1aklS2bFlNnz5dXbt2NbVAAAAAAChI7P4x4r59+6pv3746c+aMXF1d5e7ubmZdAAAAAFAg2XVNliRduXJF69ev1+LFi2UYhiTp1KlTSkpKMq04AAAAACho7DqS9ddff6lly5aKjo5WSkqKmjdvLg8PD40dO1YpKSmaMWOG2XUCAAAAQIFg15Gs/v37q06dOrpw4YJcXV2t0//73/9qw4YNphUHAAAAAAWNXUeyfvrpJ/3yyy9ycnKymV62bFn9888/phQGAAAAAAWRXUey0tPTdfXq1UzT//77b3l4eNxyUQAAAABQUNkVslq0aGHze1gWi0VJSUkaMWKEWrdubVZtAAAAAFDg2HW64IQJExQaGqqgoCAlJyfr+eef19GjR1W8eHF99dVXZtcIAAAAAAWGXSGrVKlS2rt3rxYsWKDffvtNSUlJ6tWrlzp37mwzEAYAAAAA3G/s/jHiwoUL64UXXjCzFgAAAAAo8OwKWcuXL89x/pNPPmlXMQAAAABQ0NkVstq1a2dz32KxyDAM6/+zGnkQAAAAAO4Hdg/hfv2tSJEiOnbsWLZDuwMAAADA/cKukHUji8VixmoAAAAAoMC75ZB14sQJXbp0iR8hBgAAAADZeU1W+/btJUn//vuvtm7dqmbNmsnHx8fUwgAAAACgILIrZHl5eUmS/P399cQTT6hnz56mFgUAAAAABZVdIWvWrFlm1wEAAAAA9wS7QlZiYmKO8z09Pe0qBgAAAAAKOrtCVtGiRbMcUdAwDH4nCwAAAMB9za6QVa5cOcXFxemtt95SgwYNzK4JAAAAAAosu0LWoUOHNHXqVI0ZM0a//vqrxo0bp8DAQLNrAwAAAIACx67fyXJ0dNSgQYN09OhRPfjgg3r44Yf1+uuvKz4+3uTyAAAAAKBguaUfI/b29takSZP066+/6sSJE6pQoYImTZpkUmkAAAAAUPDYdbpgzZo1Mw18YRiGUlJS9Prrr2vAgAFm1AYAAAAABY5dIatdu3YmlwEAAAAA9wa7QtaIESPMrgMAAAAA7gn8GDEAAAAAmIgfIwYAAAAAE9kVsiRp0aJF8vb2NrMWAAAAACjw7A5ZDRo0kK+vr5m1AAAAAECBZ3fIOnjwoM6dOyc3Nzf5+/vLycnJzLoAAAAAoECy+8eImzVrpmrVqikwMFBubm6qXr26Jk6caGZtAAAAAFDg2HUk6/jx4zIMQ2lpaUpMTNSpU6e0fft2DRs2TFeuXNHgwYPNrhMAAAAACgS7QlaZMmVs7teuXVtPPPGEKlWqpPDwcEIWAAAAgPuW3ddkZaVTp06qVq2amasEAAAAgALllkLWrl27dOjQIUlSUFCQatWqpVq1aplSGAAAAAAURHaFrLi4OHXq1EmbNm1S0aJFJUnx8fFq0qSJFixYIB8fHzNrBAAAAIACw67RBV999VVdvHhRBw4c0Pnz53X+/Hnt379fiYmJeu2118yuEQAAAAAKDLuOZK1evVrr169X1apVrdOCgoIUGRmpFi1amFYcAAAAABQ0dh3JSk9Pl6OjY6bpjo6OSk9Pv+WiAAAAAKCgsitkNW3aVP3799epU6es0/755x8NHDhQzZo1M604AAAAACho7ApZ06ZNU2JiosqWLavy5curfPnyCgwMVGJioqZOnWp2jQAAAABQYOTpmqyLFy/Kw8NDAQEB2r17t9avX6/Dhw9LkqpWraqQkBDt2LFDpUqVui3FAgAAAMDdLk8hq0WLFlq3bp3c3d1lsVjUvHlzNW/eXJJ05coVDRs2TGPHjlVqauptKRYAAAAA7nZ5Ol3w4sWLCgkJUWJios30/fv36z//+Y8+//xzLV26NNfrmz59uh5++GF5enrK09NTwcHBWrVqlXV+cnKywsLCVKxYMbm7u6tDhw6KjY21WUd0dLTatGmjIkWKyNfXV4MHD9aVK1fy0i0AAAAAME2eQtbGjRt16dIlNW/eXImJiTIMQ2PHjlWdOnVUtWpV7d+/X61bt871+kqVKqX3339fu3bt0s6dO9W0aVM99dRTOnDggCRp4MCBWrFihRYuXKjNmzfr1KlTat++vXX5q1evqk2bNkpNTdUvv/yiOXPmaPbs2Ro+fHheugUAAAAApsnT6YI+Pj764YcfFBISoqZNm8rZ2VlHjx7V3Llz9fTTT+d540888YTN/TFjxmj69OnaunWrSpUqpc8++0zz589X06ZNJUmzZs1S1apVtXXrVtWrV09r167VwYMHtX79evn5+alGjRoaPXq0hgwZopEjR8rJySnPNQEAAADArcjz6II+Pj7asGGDrly5ol27dunHH3+0K2Dd6OrVq1qwYIEuXbqk4OBg7dq1S2lpaQoJCbG2qVKlikqXLq2oqChJUlRUlKpXry4/Pz9rm9DQUCUmJlqPhmUlJSVFiYmJNjcAAAAAMINdQ7gXL15cP/zwg4KCgvT888/rwoULdhewb98+ubu7y9nZWS+//LKWLFmioKAgxcTEyMnJSUWLFrVp7+fnp5iYGElSTEyMTcDKmJ8xLzsRERHy8vKy3gICAuyuHwAAAACul6fTBa+/HkqSPD099eOPP+rRRx9V9erVrdMXL16c63VWrlxZe/bsUUJCghYtWqRu3bpp8+bNeSkrz4YOHapBgwZZ7ycmJhK0AAAAAJgiTyHLy8sr0/3AwMBbKsDJyUkVKlSQJNWuXVs7duzQ5MmT9eyzzyo1NVXx8fE2R7NiY2Pl7+8vSfL399f27dtt1pcx+mBGm6w4OzvL2dn5luoGAAAAgKzkKWTNmjXrdtVhlZ6erpSUFNWuXVuOjo7asGGDOnToIEk6cuSIoqOjFRwcLEkKDg7WmDFjFBcXJ19fX0nSunXr5OnpqaCgoNteKwAAAADcKE8hy2xDhw5Vq1atVLp0aV28eFHz58/Xpk2btGbNGnl5ealXr14aNGiQvL295enpqVdffVXBwcGqV6+epGs/jhwUFKQuXbpo3LhxiomJ0TvvvKOwsDCOVAEAAADIF/kasuLi4tS1a1edPn1aXl5eevjhh7VmzRo1b95ckjRx4kQVKlRIHTp0UEpKikJDQ/XRRx9Zl3dwcNDKlSvVt29fBQcHy83NTd26dVN4eHh+dQkAAADAfS5fQ9Znn32W43wXFxdFRkYqMjIy2zZlypTR999/b3ZpAAAAAGAXu4ZwBwAAAABkjZAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGCifA1ZERER+s9//iMPDw/5+vqqXbt2OnLkiE2b5ORkhYWFqVixYnJ3d1eHDh0UGxtr0yY6Olpt2rRRkSJF5Ovrq8GDB+vKlSt3sisAAAAAICmfQ9bmzZsVFhamrVu3at26dUpLS1OLFi106dIla5uBAwdqxYoVWrhwoTZv3qxTp06pffv21vlXr15VmzZtlJqaql9++UVz5szR7NmzNXz48PzoEgAAAID7XOH83Pjq1att7s+ePVu+vr7atWuXHn/8cSUkJOizzz7T/Pnz1bRpU0nSrFmzVLVqVW3dulX16tXT2rVrdfDgQa1fv15+fn6qUaOGRo8erSFDhmjkyJFycnLKj64BAAAAuE/dVddkJSQkSJK8vb0lSbt27VJaWppCQkKsbapUqaLSpUsrKipKkhQVFaXq1avLz8/P2iY0NFSJiYk6cOBAlttJSUlRYmKizQ0AAAAAzHDXhKz09HQNGDBADRo00EMPPSRJiomJkZOTk4oWLWrT1s/PTzExMdY21wesjPkZ87ISEREhLy8v6y0gIMDk3gAAAAC4X901ISssLEz79+/XggULbvu2hg4dqoSEBOvt5MmTt32bAAAAAO4P+XpNVoZ+/fpp5cqV+vHHH1WqVCnrdH9/f6Wmpio+Pt7maFZsbKz8/f2tbbZv326zvozRBzPa3MjZ2VnOzs4m9wIAAAAA8vlIlmEY6tevn5YsWaIffvhBgYGBNvNr164tR0dHbdiwwTrtyJEjio6OVnBwsCQpODhY+/btU1xcnLXNunXr5OnpqaCgoDvTEQAAAAD4//L1SFZYWJjmz5+vZcuWycPDw3oNlZeXl1xdXeXl5aVevXpp0KBB8vb2lqenp1599VUFBwerXr16kqQWLVooKChIXbp00bhx4xQTE6N33nlHYWFhHK0CAAAAcMfla8iaPn26JKlx48Y202fNmqXu3btLkiZOnKhChQqpQ4cOSklJUWhoqD766CNrWwcHB61cuVJ9+/ZVcHCw3Nzc1K1bN4WHh9+pbgAAAACAVb6GLMMwbtrGxcVFkZGRioyMzLZNmTJl9P3335tZGgAAAADY5a4ZXRAAAAAA7gWELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBEhCwAAAAAMBEhCwAAAABMRMgCAAAAABMRsgAAAADARIQsAAAAADARIQsAAAAATETIAgAAAAATEbIAAAAAwESELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBEhCwAAAAAMBEhCwAAAABMRMgCAAAAABMRsgAAAADARIQsAAAAADARIQsAAAAATETIAgAAAAATEbIAAAAAwESELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBEhCwAAAAAMBEhCwAAAABMRMgCAAAAABMRsgAAAADARIQsAAAAADARIQsAAAAATETIAgAAAAATEbIAAAAAwESELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBEhCwAAAAAMBEhCwAAAABMRMgCAAAAABMRsgAAAADARIQsAAAAADARIQsAAAAATETIAgAAAAATEbIAAAAAwESELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBE+RqyfvzxRz3xxBMqWbKkLBaLli5dajPfMAwNHz5cJUqUkKurq0JCQnT06FGbNufPn1fnzp3l6empokWLqlevXkpKSrqDvQAAAACA/5OvIevSpUt65JFHFBkZmeX8cePGacqUKZoxY4a2bdsmNzc3hYaGKjk52dqmc+fOOnDggNatW6eVK1fqxx9/VO/eve9UFwAAAADARuH83HirVq3UqlWrLOcZhqFJkybpnXfe0VNPPSVJ+uKLL+Tn56elS5eqU6dOOnTokFavXq0dO3aoTp06kqSpU6eqdevWGj9+vEqWLJnlulNSUpSSkmK9n5iYaHLPAAAAANyv7tprso4fP66YmBiFhIRYp3l5ealu3bqKioqSJEVFRalo0aLWgCVJISEhKlSokLZt25btuiMiIuTl5WW9BQQE3L6OAAAAALiv3LUhKyYmRpLk5+dnM93Pz886LyYmRr6+vjbzCxcuLG9vb2ubrAwdOlQJCQnW28mTJ02uHgAAAMD9Kl9PF8wvzs7OcnZ2zu8yAAAAANyD7tojWf7+/pKk2NhYm+mxsbHWef7+/oqLi7OZf+XKFZ0/f97aBgAAAADupLs2ZAUGBsrf318bNmywTktMTNS2bdsUHBwsSQoODlZ8fLx27dplbfPDDz8oPT1ddevWveM1AwAAAEC+ni6YlJSkY8eOWe8fP35ce/bskbe3t0qXLq0BAwbo3XffVcWKFRUYGKhhw4apZMmSateunSSpatWqatmypV566SXNmDFDaWlp6tevnzp16pTtyIIAAAAAcDvla8jauXOnmjRpYr0/aNAgSVK3bt00e/Zsvfnmm7p06ZJ69+6t+Ph4NWzYUKtXr5aLi4t1mXnz5qlfv35q1qyZChUqpA4dOmjKlCl3vC8AAAAAIOVzyGrcuLEMw8h2vsViUXh4uMLDw7Nt4+3trfnz59+O8gAAAAAgz+7aa7IAAAAAoCAiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIkIWQAAAABgIkIWAAAAAJiIkAUAAAAAJiJkAQAAAICJCFkAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmOieCVmRkZEqW7asXFxcVLduXW3fvj2/SwIAAABwH7onQtbXX3+tQYMGacSIEdq9e7ceeeQRhYaGKi4uLr9LAwAAAHCfuSdC1ocffqiXXnpJPXr0UFBQkGbMmKEiRYro888/z+/SAAAAANxnCud3AbcqNTVVu3bt0tChQ63TChUqpJCQEEVFRWW5TEpKilJSUqz3ExISJEmJiYm3t9hcSEpKkiSlxBxTempyPlcD5E3a+b8lSbt27bLuy0BBUqhQIaWnp+d3GUCeHTlyRBKfH1AwZXx+SEpKuis+j2fUYBiG3eso8CHr7Nmzunr1qvz8/Gym+/n56fDhw1kuExERoVGjRmWaHhAQcFtqtMeFNdPyuwTAbr17987vEgDgvsTnBxRkjRo1yu8SbFy8eFFeXl52LVvgQ5Y9hg4dqkGDBlnvp6en6/z58ypWrJgsFks+VnYtOQcEBOjkyZPy9PTM11oAAACA2+1u+/xrGIYuXryokiVL2r2OAh+yihcvLgcHB8XGxtpMj42Nlb+/f5bLODs7y9nZ2WZa0aJFb1eJdvH09LwrdjIAAADgTribPv/aewQrQ4Ef+MLJyUm1a9fWhg0brNPS09O1YcMGBQcH52NlAAAAAO5HBf5IliQNGjRI3bp1U506dfToo49q0qRJunTpknr06JHfpQEAAAC4z9wTIevZZ5/VmTNnNHz4cMXExKhGjRpavXp1psEwCgJnZ2eNGDEi0+mMAAAAwL3oXvz8azFuZWxCAAAAAICNAn9NFgAAAADcTQhZAAAAAGAiQhYAAAAAmIiQdRfatGmTLBaL4uPjrdOWLl2qChUqyMHBQQMGDNDs2bPvut/2AgAAwP0hq8+rN7rx8+rIkSNVo0aN217b3YCQdZvNmDFDHh4eunLlinVaUlKSHB0d1bhxY5u2GTtriRIldPr0aZsfQevTp4+efvppnTx5UqNHj9azzz6r33///U51AwAAAAVY9+7dZbFY9PLLL2eaFxYWJovFou7du5u6zdvxeTWjHxaLRY6OjvLz81Pz5s31+eefKz09PU/rup0HLQhZt1mTJk2UlJSknTt3Wqf99NNP8vf317Zt25ScnGydvnHjRpUuXVqVK1eWv7+/LBaLpGuhLC4uTqGhoSpZsqQ8PDzk6uoqX1/fO94fAAAAFEwBAQFasGCB/v33X+u05ORkzZ8/X6VLlzZ9e7fr82rLli11+vRpnThxQqtWrVKTJk3Uv39/tW3b1ubARn4iZN1mlStXVokSJbRp0ybrtE2bNumpp55SYGCgtm7dajO9SZMmNodfN23aJA8PD0lS06ZNZbFYtGnTJk4XBAAAQJ7UqlVLAQEBWrx4sXXa4sWLVbp0adWsWdOmbUpKil577TX5+vrKxcVFDRs21I4dOzKtc8uWLXr44Yfl4uKievXqaf/+/dZ5ufm8+umnn6pq1apycXFRlSpV9NFHH920H87OzvL399eDDz6oWrVq6X//+5+WLVumVatWafbs2dZ2H374oapXry43NzcFBATolVdeUVJSkqRrn7t79OihhIQE65GxkSNHSpK+/PJL1alTRx4eHvL399fzzz+vuLi4m9Z1PULWHdCkSRNt3LjRen/jxo1q3LixGjVqZJ3+77//atu2bWrSpInNsvXr19eRI0ckSd9++61Onz6t+vXr37niAQAAcM/o2bOnZs2aZb3/+eefq0ePHpnavfnmm/r22281Z84c7d69WxUqVFBoaKjOnz9v027w4MGaMGGCduzYIR8fHz3xxBNKS0vLVS3z5s3T8OHDNWbMGB06dEjvvfeehg0bpjlz5uS5X02bNtUjjzxiEyALFSqkKVOm6MCBA5ozZ45++OEHvfnmm5KufcaeNGmSPD09dfr0aZ0+fVpvvPGGJCktLU2jR4/W3r17tXTpUp04cSLPp1ISsu6AJk2aaMuWLbpy5YouXryoX3/9VY0aNdLjjz9uPcIVFRWllJSUTCHLycnJepjV29tb/v7+cnJyutNdAAAAwD3ghRde0M8//6y//vpLf/31l7Zs2aIXXnjBps2lS5c0ffp0ffDBB2rVqpWCgoL0ySefyNXVVZ999plN2xEjRqh58+aqXr265syZo9jYWC1ZsiRXtYwYMUITJkxQ+/btFRgYqPbt22vgwIGaOXOmXX2rUqWKTpw4Yb0/YMAANWnSRGXLllXTpk317rvv6ptvvpF07TO2l5eXLBaL/P395e/vL3d3d0nXgmirVq1Urlw51atXT1OmTNGqVausR8Fyo7BdPUCeNG7cWJcuXdKOHTt04cIFVapUST4+PmrUqJF69Oih5ORkbdq0SeXKlVPp0qX1559/5nfJAAAAuAf5+PioTZs2mj17tgzDUJs2bVS8eHGbNn/88YfS0tLUoEED6zRHR0c9+uijOnTokE3b4OBg6/+9vb1VuXLlTG2ycunSJf3xxx/q1auXXnrpJev0K1eu2Az+lheGYVjHNJCk9evXKyIiQocPH1ZiYqKuXLmi5ORkXb58WUWKFMl2Pbt27dLIkSO1d+9eXbhwwTqgRnR0tIKCgnJVCyHrDqhQoYJKlSqljRs36sKFC2rUqJEkqWTJkgoICNAvv/yijRs3qmnTpvlcKQAAAO51PXv2VL9+/SRJkZGR+VJDxlGhTz75RHXr1rWZ5+DgYNc6Dx06pMDAQEnSiRMn1LZtW/Xt21djxoyRt7e3fv75Z/Xq1UupqanZhqxLly4pNDRUoaGhmjdvnnx8fBQdHa3Q0FClpqbmuhZOF7xDMga02LRpk83Q7Y8//rhWrVql7du3ZzpVEAAAADBby5YtlZqaqrS0NIWGhmaaX758eTk5OWnLli3WaWlpadqxY0emIznXD+J24cIF/f7776patepNa/Dz81PJkiX1559/qkKFCja3jKCUFz/88IP27dunDh06SLp2NCo9PV0TJkxQvXr1VKlSJZ06dcpmGScnJ129etVm2uHDh3Xu3Dm9//77euyxx1SlSpU8D3ohcSTrjmnSpInCwsKUlpZmPZIlSY0aNVK/fv2UmppKyAIAAMBt5+DgYD2lL6ujRm5uburbt68GDx4sb29vlS5dWuPGjdPly5fVq1cvm7bh4eEqVqyY/Pz89Pbbb6t48eJq165druoYNWqUXnvtNXl5eally5ZKSUnRzp07deHCBQ0aNCjb5VJSUhQTE6OrV68qNjZWq1evVkREhNq2bauuXbtKunYmWVpamqZOnaonnnhCW7Zs0YwZM2zWU7ZsWSUlJWnDhg165JFHVKRIEZUuXVpOTk6aOnWqXn75Ze3fv1+jR4/OVX+ux5GsO6RJkyb6999/VaFCBfn5+VmnN2rUSBcvXrQO9Q4AAADcbp6envL09Mx2/vvvv68OHTqoS5cuqlWrlo4dO6Y1a9bogQceyNSuf//+ql27tmJiYrRixYpcD9L24osv6tNPP9WsWbNUvXp1NWrUSLNnz77pkazVq1erRIkSKlu2rFq2bKmNGzdqypQpWrZsmTU0PvLII/rwww81duxYPfTQQ5o3b54iIiJs1lO/fn29/PLLevbZZ+Xj46Nx48bJx8dHs2fP1sKFCxUUFKT3339f48ePz1V/rmcxDMPI81IAAAAAgCxxJAsAAAAATETIAgAAAAATEbIAAAAAwESELAAAAAAwESELAAAAAExEyAIAAAAAExGyAAAAAMBEhCwAAAAAMBEhCwAAAABMRMgCgOtYLJYcbyNHjszvEgFTlC1bVpMmTbKZ9tVXX8lisahx48b5UhMA3CsK53cBAHA3OX36tPX/X3/9tYYPH64jR45Yp7m7u+dHWcBtl5aWpmHDhsnFxSW/SwGAAo8jWQBwHX9/f+vNy8tLFovFZpq7u7s2bdoki8Wi+Ph463JdunSRxWLR0qVLJUknTpzI9mjYjUcPrte9e/cslylatKhNu+nTp6t8+fJycnJS5cqV9eWXX2Za18iRIzOtp127dtb5s2fPtlnvX3/9pYCAAL3zzjt5Ws/1R0SSk5M1ZMgQlS1bVi4uLqpbt65+/vlnm3XVqFHDZv03HlGJj4/Xiy++KB8fH3l6eqpp06bau3dvjuu48Tm5sW+S9Pjjj8tisWjPnj3WaStXrtQjjzwiV1fXLPt2oxu3vXv3bhUtWlSffvpptstI0ueff65q1arJ2dlZJUqUUL9+/XLV39mzZ2e7H5UtWzbLmlJTU1WhQoVM++jNfPzxx0pISNBzzz1nM7179+6ZHpPrH9/c1ChJy5YtU61ateTi4qJy5cpp1KhRunLlinW+xWLR9OnT1apVK7m6uqpcuXJatGiRdX7G39T1z5+Ut/0nt7UCwK0iZAHALdq1a5eWL1+e5bz169fr9OnT1lupUqVuur6WLVvaLHNjKFuyZIn69++v119/Xfv371efPn3Uo0cPbdy4MdO6qlWrZl1Px44ds91mTEyMQkJC9NRTT+ndd9+1mWcYRq7XM2DAAH3++eeaNGmS9uzZozp16lj7k1vPPPOM4uLitGrVKu3atUu1atVSs2bNdP78+Vyv40aLFy/Wr7/+ajMtPj5ezz77rBo3bqyDBw/etG83Onz4sEJDQ/XOO+/oxRdfzLbd9OnTFRYWpt69e2vfvn1avny5KlSoYJ2fU3+fffZZm/2gVKlS1vs7duzIcnvTpk1TbGxsrvshSUlJSRo9erTefvtteXp65mnZ3NT4008/qWvXrurfv78OHjyomTNnavbs2RozZozNuoYNG6YOHTpo79696ty5szp16qRDhw7lqR6zH08AsAchCwBu0aBBgzR48OAs5xUrVszmSJiDg8NN1+fs7JzpiNr1xo8fr+7du+uVV15RpUqVNGjQILVv317jx4+3aZeSkiJXV1frelxdXbPc3oULF9SiRQvVrVtXU6dOzTQ/LS0tV+tJTEzUZ599plGjRqldu3aqUqWKpk2bplKlSikyMlKS5Orqqn///Tfbvv/888/avn27Fi5cqDp16qhixYoaP368ihYtanNUIy/S0tI0ZMgQDRkyxGb677//rsuXL2vIkCEKDAzMsW83+uuvv9S8eXP17t1bb7zxRo5t3333Xb3++uvq37+/KlWqpP/85z8aMGBArvp7/ePu5eUlBwcH630fH59M2zp//rzefffdTH29mQ8//FCurq565ZVX8rScpFzVOGrUKL311lvq1q2bypUrp+bNm2v06NGaOXOmzbqeeeYZvfjii6pUqZJGjx6tOnXqZLlPZsfsxxMA7EXIAoBbsHTpUv355596/fXX79g2Dx06pAYNGthMa9CgQaZv/M+dO3fToxJXrlxR69attW/fPrVo0UIWiyVTm8TERLm5ueW4niFDhsjf319Xrlyxqc1isSg4OFgHDx6UJD300EM6duyYtm/fnuV69u7dq6SkJBUrVkzu7u7W2/Hjx/XHH39Y2+3bt89mfqtWrbKtLTIyUl5eXurcubPN9ICAABUuXFhfffWV0tPTc+zf9eLj4xUSEqK///5boaGhObaNi4vTqVOn1KxZs1vqb26Fh4erSZMmatiwYa6XOXPmjMaPH6/w8HA5OTll2WblypU29b388st5qmvv3r0KDw+3WcdLL72k06dP6/Lly9Z2wcHBNssFBwdn2q/r169vs57o6Gib7Zj5eAKAvRj4AgDslJaWpjfffFNjxozJ9RGQO+nPP/9UYGBgjm0uXbokV1dXzZw5UwMGDFCLFi3k7+9v0+bUqVMqWbJkjusZPHiwmjdvnu2odBnhrXXr1urUqZPq1q1rDW7Xf8hOSkpSiRIltGnTpkzruP4aq8qVK9ucorlt2za98MILmZa5cOGCRo8erSVLlmQKkCVKlND06dM1ZMgQDR06VE5OTkpJSVGbNm1y7Otff/2lzp0764UXXlDPnj3122+/qUiRIlm2vdl+kdv+5sbRo0f16aefas+ePfr7779zvdy7776rwMDATCH0ek2aNNH06dOt9xcvXqz33nsv19tISkrSqFGj1L59+0zz8jrQxtdff62qVata71+/z5n5eALArSBkAYCdpk+fLnd3d3Xp0uWObrdq1arasmWLunXrZp22ZcsWBQUFWe8nJydr+/btN62tSJEiWr58udzd3bVixQr16dNHy5Yts85PT0/X7t27FRYWluN6ihcvroYNG8rV1VVbtmzRI488Iuna9VxRUVF65plnJF0LW/PmzdPUqVOt11hd/yG5Vq1aiomJUeHChXMciMDJycnmuqbsQsXo0aP12GOP6fHHH9eJEycyze/WrZtmzZqlmjVrasCAARoyZIiuXr2aY1/LlSun2bNnS7o2mMPQoUM1efLkLNt6eHiobNmy2rBhg5o0aZJpfm77mxtDhgzRiy++qAoVKuQ6ZJ04cUIzZszQkiVLVKhQ9ie3uLm52Tzevr6+eaqtVq1aOnLkiM06srJ161Z17drV5n7NmjVt2gQEBNisp3Dh//soY+bjCQC3gpAFAHYaN26cVqxYkeUpdrfT4MGD1bFjR9WsWVMhISFasWKFFi9erPXr10u69m1+eHi4JKlhw4aKiYmRJP37779KSUlRQkKC9TovR0dH67D0H3/8sapVq6a5c+fqhRde0MmTJzVy5EjFxcXp2WefvWldDg4Oeu211zRixAg9+OCDqly5sqZOnaq///4707U+3t7e8vb2lmT7ITkkJETBwcFq166dxo0bp0qVKunUqVP67rvv9N///ld16tTJ9eN0+fJlffzxx9q9e3e2bV5//XVZLBZNnDhRjo6O8vDwuOmIfB4eHtaaZ8+erUcffVRPP/20HnvssSzbjxw5Ui+//LJ8fX3VqlUrXbx4UVu2bNGrr75qWn+PHTum6OhoHTt2LFftM8ycOVP16tVT69at87RcXg0fPlxt27ZV6dKl9fTTT6tQoULau3ev9u/fbzPQSsa1VA0bNtS8efO0fft2ffbZZ7nejpn7DwDcCkIWANipSZMmWR6duN3atWunyZMna/z48erfv78CAwM1a9Ys6xGh8ePH64MPPpCkLI8c9O/f33ok5nolSpTQ5MmT1b9/f4WEhGjy5Mk6duyY1q5dq9KlS+eqtvDwcKWmpqp3796Kj49XzZo1tXr1apUoUSJXy1ssFn3//fd6++231aNHD505c0b+/v56/PHH5efnl6t1ZEhLS1OfPn1UqVKlLOd/9dVX+uabb7R79245Ojrmad0ZHn74Yb399tvq2bOn9u7dm+Vpg926dVNycrImTpyoN954Q8WLF9fTTz8tybz+Xrp0SaNGjbIG19xKTk7W+++/n6dl7BEaGqqVK1cqPDxcY8eOlaOjo6pUqZJpVMZRo0ZpwYIFeuWVV1SiRAl99dVXNkdob8bM/QcAboXFMAwjv4sAAJhn5MiRNv9eb+nSpVq6dGmWIQvITxaLRUuWLMnxd8oAoKDgSBYA3GMyTv/LiouLS6Yh4QEAgLk4kgUAAPIdR7IA3Es4kgUAAPId3/kCuJfwY8QAAAAAYCJCFgAAAACYiJAFAAAAACYiZAEAAACAiQhZAAAAAGAiQhYAAAAAmIiQBQAAAAAmImQBAAAAgIn+HxXCbAxxh5AMAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6))\n", "plt.hist(dataframe.head(20000)['Internet Type'], bins=4, edgecolor='black')\n", "plt.title(\"Распределение людей по типу подключения к сети Интернет\")\n", "plt.xlabel(\"Тип подключения к сети Интернет\")\n", "plt.ylabel(\"Количество\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 2 }