{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Лабораторная 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Информация об экономике стран" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['stock index', 'country', 'year', 'index price', 'log_indexprice',\n", " 'inflationrate', 'oil prices', 'exchange_rate', 'gdppercent',\n", " 'percapitaincome', 'unemploymentrate', 'manufacturingoutput',\n", " 'tradebalance', 'USTreasury'],\n", " dtype='object')\n" ] } ], "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", "\n", "df = pd.read_csv(\".//static//scv//Economic Data - 9 Countries (1980-2020).csv\")\n", "print(df.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Столбцы на русском:\n", "'stock index' - индекс акций\n", "'country' - страна\n", "'year'- год\n", "'index price' - индекс стоимости\n", "'log_indexprice' - индексная цена журнала\n", "'inflationrate' - ставка инфляции\n", "'oil prices' - цена на нефть\n", "'exchange_rate' - ставка обмена\n", "'gdppercent' - процент ВВП\n", "'percapitaincome' - доход на душу населения\n", "'unemploymentrate' - уровень безработицы\n", "'manufacturingoutput' - объем производства\n", "'tradebalance' - торговый баланс\n", "'USTreasury' - UST казначейство" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 369 entries, 0 to 368\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 stock index 369 non-null object \n", " 1 country 369 non-null object \n", " 2 year 369 non-null float64\n", " 3 index price 317 non-null float64\n", " 4 log_indexprice 369 non-null float64\n", " 5 inflationrate 326 non-null float64\n", " 6 oil prices 369 non-null float64\n", " 7 exchange_rate 367 non-null float64\n", " 8 gdppercent 350 non-null float64\n", " 9 percapitaincome 368 non-null float64\n", " 10 unemploymentrate 348 non-null float64\n", " 11 manufacturingoutput 278 non-null float64\n", " 12 tradebalance 365 non-null float64\n", " 13 USTreasury 369 non-null float64\n", "dtypes: float64(12), object(2)\n", "memory usage: 40.5+ KB\n" ] }, { "data": { "text/html": [ "
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stock indexcountryyearindex pricelog_indexpriceinflationrateoil pricesexchange_rategdppercentpercapitaincomeunemploymentratemanufacturingoutputtradebalanceUSTreasury
0NASDAQUnited States of America1980.0168.612.230.1421.591.00.0912575.00.07NaN-13.060.11
1NASDAQUnited States of America1981.0203.152.310.1031.771.00.1213976.00.08NaN-12.520.14
2NASDAQUnited States of America1982.0188.982.280.0628.521.00.0414434.00.10NaN-19.970.13
3NASDAQUnited States of America1983.0285.432.460.0326.191.00.0915544.00.10NaN-51.640.11
4NASDAQUnited States of America1984.0248.892.400.0425.881.00.1117121.00.08NaN-102.730.12
\n", "
" ], "text/plain": [ " stock index country year index price log_indexprice \\\n", "0 NASDAQ United States of America 1980.0 168.61 2.23 \n", "1 NASDAQ United States of America 1981.0 203.15 2.31 \n", "2 NASDAQ United States of America 1982.0 188.98 2.28 \n", "3 NASDAQ United States of America 1983.0 285.43 2.46 \n", "4 NASDAQ United States of America 1984.0 248.89 2.40 \n", "\n", " inflationrate oil prices exchange_rate gdppercent percapitaincome \\\n", "0 0.14 21.59 1.0 0.09 12575.0 \n", "1 0.10 31.77 1.0 0.12 13976.0 \n", "2 0.06 28.52 1.0 0.04 14434.0 \n", "3 0.03 26.19 1.0 0.09 15544.0 \n", "4 0.04 25.88 1.0 0.11 17121.0 \n", "\n", " unemploymentrate manufacturingoutput tradebalance USTreasury \n", "0 0.07 NaN -13.06 0.11 \n", "1 0.08 NaN -12.52 0.14 \n", "2 0.10 NaN -19.97 0.13 \n", "3 0.10 NaN -51.64 0.11 \n", "4 0.08 NaN -102.73 0.12 " ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.info()\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Объект наблюдения - экономика\n", "Атрибуты - содержит набор информации об обучении, такие как:\n", "Фондовый рынок, ВВП, страна, год, стоимость топлива, уровень инфлции,уровень безработицы и так далее" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "plt.scatter(df['inflationrate'], df['percapitaincome'], c=df['percapitaincome'], alpha=0.6)\n", "\n", "plt.title(\"Диаграмма 1\")\n", "plt.ylabel(\"Доход на душу населения\")\n", "plt.xlabel(\"Уровень инфляции\")\n", "plt.grid(visible='true')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_dependence = df.groupby('gdppercent')['unemploymentrate'].mean().reset_index()\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", "plt.plot(df_dependence['gdppercent'], df_dependence['unemploymentrate'], marker='.')\n", "\n", "plt.title(\"Диаграмма 2\")\n", "plt.xlabel(\"Уровень ВВП\")\n", "plt.ylabel(\"Уровень безработицы\")\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Присутствует связь между атрибутами, уровень инфляции влияет и зависит от многих атрибутов.\n", "Для примера на графике приведена связь между инфляцией и доходом на душу населения. На втором графике показана связь уровня ВВП и безработицы\n", "Примеры бизнес целей\n", "\n", " 1.Прогнозирование уровня инфляции на основе уровня ВВП.\n", " 2.Наблюдение за изменениями уровня безработицы с уровнем ВВП.\n", " \n", "Эффект для бизнеса: влияние на инвестиции индекса акций и цен на нефть, исследование влияния фондового индекса на инвестиции, исследования инфляции и покупательской способности.\n", "Цели технического проекта\n", "\n", "Для первой цели:\n", "\n", "Вход: Доход на душу населения\n", "Целевой признак: Уровень инфляции.\n", "\n", "Для второй цели:\n", "\n", "Вход: Уровень безработицы\n", "Целевой признак: Уровень ВВП" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Проверка на выбросы" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Пропущенные значения по столбцам:\n", "stock index 0\n", "country 0\n", "year 0\n", "index price 52\n", "log_indexprice 0\n", "inflationrate 43\n", "oil prices 0\n", "exchange_rate 2\n", "gdppercent 19\n", "percapitaincome 1\n", "unemploymentrate 21\n", "manufacturingoutput 91\n", "tradebalance 4\n", "USTreasury 0\n", "dtype: int64\n", "\n", "Статистический обзор данных:\n", " year index price log_indexprice inflationrate oil prices \\\n", "count 369.000000 317.000000 369.000000 326.000000 369.000000 \n", "mean 2000.000000 7898.648297 3.610542 0.041748 39.743171 \n", "std 11.848225 7811.336862 0.482481 0.039579 25.452654 \n", "min 1980.000000 168.610000 2.230000 -0.040000 11.350000 \n", "25% 1990.000000 2407.100000 3.320000 0.020000 19.410000 \n", "50% 2000.000000 5160.100000 3.600000 0.030000 28.520000 \n", "75% 2010.000000 10279.500000 3.980000 0.057500 57.880000 \n", "max 2020.000000 47751.330000 4.680000 0.240000 98.560000 \n", "\n", " exchange_rate gdppercent percapitaincome unemploymentrate \\\n", "count 367.000000 350.000000 368.000000 348.000000 \n", "mean 27.897548 0.037114 20719.964674 0.068908 \n", "std 49.620521 0.037850 17435.037783 0.043207 \n", "min 0.900000 -0.110000 27.000000 0.020000 \n", "25% 1.330000 0.020000 2090.250000 0.040000 \n", "50% 5.440000 0.030000 19969.500000 0.060000 \n", "75% 15.055000 0.060000 36384.000000 0.090000 \n", "max 249.050000 0.150000 65280.000000 0.260000 \n", "\n", " manufacturingoutput tradebalance USTreasury \n", "count 278.000000 365.000000 369.000000 \n", "mean 328.084820 -15.996384 0.059024 \n", "std 622.395923 154.557170 0.033086 \n", "min 0.590000 -770.930000 0.010000 \n", "25% 80.380000 -25.370000 0.030000 \n", "50% 188.160000 -0.140000 0.050000 \n", "75% 271.977500 19.080000 0.080000 \n", "max 3868.460000 366.140000 0.140000 \n" ] } ], "source": [ "null_values = df.isnull().sum()\n", "print(\"Пропущенные значения по столбцам:\")\n", "print(null_values)\n", "\n", "stat_summary = df.describe()\n", "print(\"\\nСтатистический обзор данных:\")\n", "print(stat_summary)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных выше можно выделить большое количество столбцов с пропущенными значениями\n", "Также проверим данные на выбросы и дубликаты:" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Коэффициент асимметрии для столбца 'year': 0.0\n", "\n", "Коэффициент асимметрии для столбца 'index price': 1.7605604508668822\n", "\n", "Коэффициент асимметрии для столбца 'log_indexprice': -0.23716751168770417\n", "\n", "Коэффициент асимметрии для столбца 'inflationrate': 1.5616085380027898\n", "\n", "Коэффициент асимметрии для столбца 'oil prices': 0.9915046764713877\n", "\n", "Коэффициент асимметрии для столбца 'exchange_rate': 2.1575952097650455\n", "\n", "Коэффициент асимметрии для столбца 'gdppercent': -0.038272329611460466\n", "\n", "Коэффициент асимметрии для столбца 'percapitaincome': 0.3051430219264069\n", "\n", "Коэффициент асимметрии для столбца 'unemploymentrate': 1.8092896369785585\n", "\n", "Коэффициент асимметрии для столбца 'manufacturingoutput': 4.195480293406057\n", "\n", "Коэффициент асимметрии для столбца 'tradebalance': -2.266183907194849\n", "\n", "Коэффициент асимметрии для столбца 'USTreasury': 0.6687596580836408\n", "\n", "Количество дубликатов: 0\n" ] } ], "source": [ "for column in df.select_dtypes(include=[np.number]).columns:\n", " skewness = df[column].skew()\n", " print(f\"\\nКоэффициент асимметрии для столбца '{column}': {skewness}\")\n", "\n", "duplicates = df.duplicated().sum()\n", "print(f\"\\nКоличество дубликатов: {duplicates}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных выше можно сказать, что для столбца объем производства присутствует выброс.\n", "Удаляем все найденные пустые значения." ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "В наборе данных 'Economic' было удалено 150 строк с пустыми значениями.\n" ] } ], "source": [ "def drop_missing_values(dataframe, name):\n", " before_shape = dataframe.shape \n", " cleaned_dataframe = dataframe.dropna() \n", " after_shape = cleaned_dataframe.shape \n", " print(f\"В наборе данных '{name}' было удалено {before_shape[0] - after_shape[0]} строк с пустыми значениями.\")\n", " return cleaned_dataframe\n", "\n", "cleaned_df = drop_missing_values(df, \"Economic\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Очистка данных от шумов:" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "image/png": 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//Oc/kv53Evn3v/9dffv21ZtvvumRyNR2S51UdVVk6tSp7lvCqm8rq8uMGTN0xx136Oabb9Yvf/lLhYeH1yizZs0aFRYW6s0339Q555zjXp6Tk+NTe6t99913Hlf/tm/fLpfL5W7zypUrVV5ernfeecfj9q+Tb1nr16+fJCkrK8trAnVymYkTJ3ot07dvX0lVV3FqK3Oy+o6XamFhYR51Tp06VdHR0Xrqqaf0zDPPNLhPO3fuXCPGTZs21RrnH//4R4WHh7sHQ/HmjDPO0NKlSzV27Fjdf//9Gj16tBYtWqTPP/+81m0aql+/fjLGKCEhweutsyfz5b3Rr18/ff3115owYYJPtwV+9dVXcjqd+slPftKoNqSmpmru3LnaunWre4TNmTNn1hp/XcdH9THXnFN+xMXF6f3331dsbKz+7//+T7fddpsmT57svsLYu3dvSVVfYFXfBlpt27Zt7vUnevvtt5WRkdGoW7gBtC5+gwbAsl5++WWVl5drwoQJDdouLS1NsbGxuu6667yur/7W35w0DeRjjz3WqDilqpH1nnnmGffziooKPfPMM+revbuGDx9e636/+OILZWRk1Fn31VdfrW+++UaXXHKJT1cnoqOjddFFF+mbb75xj5J3Mm+xVFRU6K9//Wu99Z/o6aef9nj+5JNPSpLOP//8WvdTXFysZcuWeWz3s5/9TOHh4Vq4cGGN0eWqt01KSlJCQoIee+wxHTx40GuZmJgYjR8/Xs8884zy8vJqxLtv374ay+o7XmpTUVGh48ePu28hbK4+9SY3N1eLFy/Wfffd5/E7t5OVlJToiiuu0NSpU/X73/9eEydOVFxcXJP3f6KLL75YQUFBSktLq/EeMsbUSGB8eW9ceuml+vHHH2tcUZSko0eP6vDhw+7nhYWF+vjjjzV16tQmtSMuLk4//elPNXHiRE2cOLHW37PVd3x0795d55xzjp577rkatw2e3D++OuWUU9y3Uj755JNyuVweifmIESMUExOjJUuWeNzC+s9//lNbtmzRBRdc4FFfZWWl7r77bv3qV7+qMVosAOvhChoAyzl8+LCefPJJ3X///QoKCpIxxn1rWbW9e/fq0KFDWrFihc477zyP34V8+OGHeumll9wDcpwsIiJC55xzjv785z/r2LFj6tmzpz788MMGXz06UY8ePfTQQw8pNzdXp5xyil577TVt2rRJzz77rPs3ORdeeKHefPNN/fznP9cFF1ygnJwcLVmyRImJiTp06FCtdaekpGjfvn0NunVs+fLlevrpp9WtWzev68eMGaOoqCjNmjVLv/nNb2Sz2fTiiy82+IQyJydHU6dOVUpKijIyMrRixQr96le/0tChQyVVJV4hISGaMmWKrr32Wh06dEhLly5VTEyMRwIVERGhRx99VL/+9a915pln6le/+pWioqL09ddf68iRI3r++edlt9u1ePFiTZkyRcOGDdPs2bMVFxenrVu3avPmzfrggw8kVSWNZ599tgYPHqw5c+aob9++2rt3rzIyMvTDDz/o66+/9mhDfcdLtcOHD3vc4vjiiy+qrKzMPWx/c/WpN5988olOO+00zZ49u85yN9xwg44ePaq//e1vTd5nbfr166c//vGPWrBggXJzczVt2jSFh4crJydHb731lubOnavbb7/dXd6X98YVV1yh119/Xdddd50+/vhjnXXWWaqsrNTWrVv1+uuv64MPPtCIESOUkZGh+fPn6+jRo+revbvH50L1VbkVK1bo5z//ebPd1unL8fHEE0/o7LPPVlJSkubOnauEhATl5ubqvffeq/OqqC+cTqcWLVqkX//615o5c6YmT56sDh066KGHHtLs2bM1btw4TZ8+3T3Mfp8+ffTb3/7Wo44ffvjBfWsxgADQ+gNHAkDdqoeZ9/Xx8ccfG2P+Nyz2sGHDPIa3rq7vxGGxf/jhB/Pzn//cREZGGofDYS655BKzZ88eI8mkpqa6y/k6zP7pp59uvvrqK5OcnGzCwsJM7969zVNPPeVRzuVymT/96U+md+/eJjQ01Jxxxhnm3XffrTEMdnW8Jw6j761/vA2zX1uc3tZ//vnnZvTo0aZjx46mR48e5s477zQffPCBR5/Wprq+7Oxs88tf/tKEh4ebqKgoc+ONN9YYJv+dd94xQ4YMMWFhYaZPnz7moYceMs8995zXIb7feecdM2bMGNOxY0cTERFhRo4caV555RWPMmvXrjXnnXeeCQ8PN507dzZDhgwxTz75pEeZHTt2mCuvvNI4nU7ToUMH07NnT3PhhRd6DMvekONl1qxZHsdcly5dTFJSknnxxRc99utrnzZ0mH1J5q233vIoe/Jx88orrxibzWbS09NrlGvOYfar/eMf/zBnn3226dy5s+ncubMZOHCgueGGG8y2bdtqtLO+94YxVUPHP/TQQ+b00083oaGhJioqygwfPtykpaWZ4uJid1t8+UxozNDxtQ2z78vxYUzV8PXVnylhYWHm1FNPNffcc49P+zrRicPsn+jcc881vXr1MqWlpe5lr732mjnjjDNMaGioiY6ONjNmzDA//PCDx3bVfXbzzTd7LD95GgEA1mEzphm+2gOAZpSbm6uEhAR9/PHHGj9+fJPLtbTx48dr//79zfobFKu77777lJaWpn379tV6lQ5o7vdG9RQTdQ1wYbPZlJOT06gBRADACvgNGgAAAABYBL9BA2A5Xbp00YwZM2qdj6qh5QC0DWPGjKm3zIwZMxo11D8AWAUJGgDL6datW41BQZpSDkDbMHfu3HrL8JkAINDxGzQAAAAAsAh+gwYAAAAAFkGCBgAAAAAWEXC/QXv66ae1aNEi5efna+jQoXryySc1cuRIr2U3b96se++9V+vXr9fOnTv16KOP6pZbbvEoUz1U9IlOPfVUbd261eeYXC6X9uzZo/DwcNlstga3CQAAAEDbYIxRaWmpevToIbu94dfDAipBe+2113TrrbdqyZIlGjVqlB577DFNmjRJ27ZtU0xMTI3yR44cUd++fXXJJZfot7/9ba31nn766frXv/7lfh4c3LBu2bNnj+Lj4xu0DQAAAIC2a/fu3frJT37S4O0CKkF75JFHNGfOHM2ePVuStGTJEr333nt67rnnNH/+/BrlzzzzTJ155pmS5HV9teDgYDmdzkbHFR4eLqnqRYiIiGh0PQAAAAACW0lJieLj4905QkMFTIJWUVGh9evXa8GCBe5ldrtdEydOVEZGRpPq/u6779SjRw+FhYUpOTlZCxcuVK9evWotX15ervLycvfz0tJSSVJERAQJGgAAAIBG//QpYAYJ2b9/vyorK2tMSBsbG6v8/PxG1ztq1CgtX75c6enpWrx4sXJycjR27Fh30uXNwoUL5XA43A9ubwQAAADQHAImQWsp559/vi655BINGTJEkyZN0vvvv6+DBw/q9ddfr3WbBQsWqLi42P3YvXt3K0YMAAAAoK0KmFscu3XrpqCgIO3du9dj+d69e5v0+7GTRUZG6pRTTtH27dtrLRMaGqrQ0NBm2ycAAAAASAF0BS0kJETDhw/X6tWr3ctcLpdWr16t5OTkZtvPoUOHtGPHDsXFxTVbnQAAAADgi4C5giZJt956q2bNmqURI0Zo5MiReuyxx3T48GH3qI5XXnmlevbsqYULF0qqGlgkOzvb/f8ff/xRmzZtUpcuXdS/f39J0u23364pU6aod+/e2rNnj1JTUxUUFKTp06f7p5EAAAAA2q2AStAuu+wy7du3T/fee6/y8/M1bNgwpaenuwcO2bVrl8dkcHv27NEZZ5zhfv6Xv/xFf/nLXzRu3DitWbNGkvTDDz9o+vTpKiwsVPfu3XX22Wdr3bp16t69e6u2DQAAAABsxhjj7yACXUlJiRwOh4qLixlmHwAAAGjHmpobBMxv0AAAAACgrSNBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsIqHnQAKAlVbqMMnOKVFBappjwMI1MiFaQ3ebvsAAAQDtCggYAktKz8pS2Mlt5xWXuZXGOMKVOSVTKoDg/RgYAANoTbnEE0O6lZ+Vp3ooNHsmZJOUXl2neig1Kz8rzU2QAAKC9IUED0K5VuozSVmbLeFlXvSxtZbYqXd5KAAAANC8SNADtWmZOUY0rZycykvKKy5SZU9R6QQEAgHaLBA1Au1ZQWnty1phyAAAATUGCBqBdiwkPa9ZyAAAATUGCBqBdG5kQrThHmGobTN+mqtEcRyZEt2ZYAACgnSJBA9CuBdltSp2SKEk1krTq56lTEpkPDQAAtAoSNADtXsqgOC2emSSnw/M2RqcjTItnJjEPGgAAaDVMVA0AqkrSzkt0KjOnSAWlZYoJr7qtkStnAACgNZGgAcB/BdltSu7X1d9hAACAdoxbHAEAAADAIkjQAAAAAMAiSNAAAAAAwCJI0AAAAADAIkjQAAAAAMAiGMURQLOqdBmGqgcAAGgkEjQAzSY9K09pK7OVV1zmXhbnCFPqlEQmewYAAPABtzgCaBbpWXmat2KDR3ImSfnFZZq3YoPSs/L8FBkAAEDgIEED0GSVLqO0ldkyXtZVL0tbma1Kl7cSAAAAqEaCBqDJMnOKalw5O5GRlFdcpsycotYLCgAAIACRoAFosoLS2pOzxpQDAABor0jQADRZTHhYs5YDAABor0jQADTZyIRoxTnCVNtg+jZVjeY4MiG6NcMCAAAIOCRoAJosyG5T6pRESaqRpFU/T52SyHxoAAAA9SBBA9AsUgbFafHMJDkdnrcxOh1hWjwziXnQAAAAfMBE1QCaTcqgOJ2X6FRmTpEKSssUE151WyNXzgAAAHxDggagWQXZbUru19XfYQAAAAQkbnEEAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiwj2dwAAWk6lyygzp0gFpWWKCQ/TyIRoBdlt/g4LaDN4jwEAmhsJGtBGpWflKW1ltvKKy9zL4hxhSp2SqJRBcX6MDGgbeI8BAFoCtzgCbVB6Vp7mrdjgceIoSfnFZZq3YoPSs/L8FBnQNvAeAwC0FBI0oI2pdBmlrcyW8bKuelnaymxVuryVAFAf3mMAgJZEgga0MZk5RTW+1T+RkZRXXKbMnKLWCwpoQ3iPAQBaEgka0MYUlNZ+4tiYcgA88R4DALQkEjSgjYkJD2vWcgA88R4DALQkEjSgjRmZEK04R5hqG+jbpqqR5kYmRLdmWECbwXsMANCSSNCANibIblPqlERJqnECWf08dUoiczUBjcR7DADQkkjQgDYoZVCcFs9MktPheYuV0xGmxTOTmKMJaCLeYwCAlmIzxjAOcBOVlJTI4XCouLhYERER/g4HcKt0GWXmFKmgtEwx4VW3XPGtPtB8eI8BAE7W1NwguAViAmARQXabkvt19XcYQJvFewwA0Ny4xREAAAAALIIEDQAAAAAsggQNAAAAACyCBA0AAAAALIIEDQAAAAAsggQNAAAAACyCYfYBi2FeJbQWjjUEEo5XAO1FwCVoTz/9tBYtWqT8/HwNHTpUTz75pEaOHOm17ObNm3Xvvfdq/fr12rlzpx599FHdcsstTaoTaEnpWXlKW5mtvOIy97I4R5hSpyQqZVCcHyNDW8OxhkDC8QqgPQmoWxxfe+013XrrrUpNTdWGDRs0dOhQTZo0SQUFBV7LHzlyRH379tWDDz4op9PZLHUCLSU9K0/zVmzwOAGRpPziMs1bsUHpWXl+igxtDccaAgnHK4D2JqAStEceeURz5szR7NmzlZiYqCVLlqhTp0567rnnvJY/88wztWjRIl1++eUKDQ1tljqBllDpMkpbmS3jZV31srSV2ap0eSsB+I5jDYGE4xVAexQwCVpFRYXWr1+viRMnupfZ7XZNnDhRGRkZrVpneXm5SkpKPB5AU2TmFNX4dvhERlJecZkyc4paLyi0SRxrCCQcrwDao4BJ0Pbv36/KykrFxsZ6LI+NjVV+fn6r1rlw4UI5HA73Iz4+vlH7B6oVlNZ+AtKYckBtONYQSDheAbRHAZOgWcmCBQtUXFzsfuzevdvfISHAxYSHNWs5oDYcawgkHK8A2qOAGcWxW7duCgoK0t69ez2W7927t9YBQFqqztDQ0Fp/0wY0xsiEaMU5wpRfXOb1txY2SU5H1bDSQFNwrCGQcLwCaI8C5gpaSEiIhg8frtWrV7uXuVwurV69WsnJyZapE2iMILtNqVMSJVWdcJyo+nnqlETm/EGTcawhkHC8AmiPAiZBk6Rbb71VS5cu1fPPP68tW7Zo3rx5Onz4sGbPni1JuvLKK7VgwQJ3+YqKCm3atEmbNm1SRUWFfvzxR23atEnbt2/3uU6gtaQMitPimUlyOjxv1XE6wrR4ZhJz/aDZcKwhkHC8AmhvbMaYgBqb9qmnnnJPKj1s2DA98cQTGjVqlCRp/Pjx6tOnj5YvXy5Jys3NVUJCQo06xo0bpzVr1vhUpy9KSkrkcDhUXFysiIiIJrUPqHQZZeYUqaC0TDHhVbfu8O0wWgLHGgIJxyuAQNHU3CDgEjQrIkEDAAAAIDU9NwioWxwBAAAAoC0jQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiwj2dwDwH4YsBtCS+IwBAKDhSNDaqfSsPKWtzFZecZl7WZwjTKlTEpn0E0CT8RkDAEDjcItjO5Selad5KzZ4nDhJUn5xmeat2KD0rDw/RQagLeAzBgCAxiNBa2cqXUZpK7PlbXby6mVpK7NV6WL+cgANx2cMAABNQ4LWzmTmFNX4VvtERlJecZkyc4paLygAbQafMQAANA0JWjtTUFr7iVNjygHAifiMAQCgaUjQ2pmY8LBmLQcAJ+IzBgCApiFBa2dGJkQrzhGm2ga6tqlqpLWRCdGtGRaANoLPGAAAmoYErZ0JstuUOiVRkmqcQFU/T52SyFxFABqFzxgAAJqGBK0dShkUp8Uzk+R0eN5i5HSEafHMJOYoAtAkfMYAANB4NmMMYx03UUlJiRwOh4qLixUREeHvcHxW6TLKzClSQWmZYsKrbjniW20AzYXPGABAe9TU3CC4BWJCgAiy25Tcr6u/wwDQRvEZAwBAw3GLIwAAAABYBAkaAAAAAFgECRoAAAAAWAQJGgAAAABYBAkaAAAAAFgECRoAAAAAWATD7Lcxvs47VOkyWrejUBnf75dUNRT26L5Vw2FXb9+tc6hkk/YfKldMeJiG947S+p0HPOo+sby3/XmLp75tfGnLyeu8xcZ8SwAAKwm0uQEDLV6grSBBa0PSs/KUtjJbecVl7mVxjjClTklUyqA4j3Lz3/xWB48ccy976uPt6hQSpJBgu8fyE9ltkuuEac0jO3WQJI/yJ+7PWzz1beNLWyTVWHdybN7qBADAX3z9G20VgRYv0JbYjDGm/mKoS1NnC28O6Vl5mrdig05+Mau/51o8M8mdNF23YkOLxVG9v7nnJOjZT3NqxFPXNifGWFtbfD1YT64TAAB/8fVvtFUEWryA1TQ1N+A3aG1ApcsobWW21+SlelnaymxVHHfpvnc2t2gs5r+PpZ/5lpxVbyP9L8b62tLQOitdfAcBAPAPX/9GW+VvVaDFC7RFJGhtQGZOkcctCCczkvKKy/RiRq7yS8pbJaaGfm6fGGNdbWlMnZk5Rc1SHwAADeXr32ir/K0KtHiBtogErQ0oKPUtodlZdKSFI2m6lojR1/4BAKC5+fo3yCp/qwItXqAtIkFrA2LCw3wq1zu6UwtH0nQtEaOv/QMAQHPz9W+QVf5WBVq8QFtEgtYGjEyIVpwjTLUNfGtT1chLVyT3kTMitFVisttUazzenBhjXW1piOo6q4f2BwCgtfn6N9oqf6sCLV6gLSJBawOC7Db38PMnf6BWP0+dkqiQYLvum3p6i8Zi++9jztgEr/HUto30vxjra4sv9Z5YJ3O2AAD8xde/0Vb5WxVo8QJtEQlaG5EyKE6LZybJ6fC85cDpCPMYDjdlUJyWzExyz0d2os4hQV6XVzv5sziyU4ca5av3t2Byotd46trmxBhra8uSmUla4mXdybGdXCcAAP7i699oqwi0eIG2hnnQmoEV5kGrVukyyswpUkFpmWLCq25B8PYtV6XLaN2OQmV8v1+STcn9ump0366S5N6+W+dQySbtP1SumPAwDe8dpfU7D3jUfWJ5b/vzFk992/jSlpPXeYuNb/cAAFbi699oqwi0eAGraGpuQILWDKyUoAEAAADwHyaqBgAAAIA2ggQNAAAAACyCBA0AAAAALIIEDQAAAAAsggQNAAAAACwi2N8BoPlUuoz+vX2/3tzwgw5XVOrMPlGaNSZBIcH2GuV8Hb7eSkPqNjW22qYWsEr7AACA72o7Lzhx+clTBlnpvKY+Vj4ns5K22E8Ms98MrDDMfnpWnm57/Wsdrqj0WG6TNPecBC2YnOgul7YyW3nFZe4ycY4wpU6pWl/bOn9PSllX3L7Elp6Vp/lvfquDR455LI/s1EEPXjzY7+0DAAC+q+28YOrQOL3zdZ7H8hNZ5bymPk0972kvrNpPzINmAf5O0NKz8nTdig11lrn2nASd0StK81Zs0MkvuE2qsezEdZK0eGaS3w709Ky8WuOW6o/Nl/5Z4sf2AQAA39V2XuALK5zX1Kep5z3thZX7iXnQ2rlKl9F972TXW+7ZT3OU+n9ZXj/M6vqAq16XtjJbla7Wz+UrXUZpK7PrjLuu2Kr6Z3O9+/FX+wAAgO/qOi/whb/Pa+rT1POe9qKt9xMJWoDLzClSfon3y/gnMpL2llY0ah9GUl5xmTJzihq1fVNk5hTVepuCVH9sVf1TXu9+/NU+AADgu/rOC3zhz/Oa+jT1vKe9aOv9RIIW4ApKm/YhZdV9NXSftZVrSMz+aB8AAPBdc/6ttuLf/aae97QXbb2fSNACXEx4WJvcV0P3WVu5hsTsj/YBAADfNeffaiv+3W/qeU970db7iQQtwI1MiJYzov6DzyYpNjxEjRl01KaqEXFGJkQ3YuumGZkQrThHWK1x1xdbVf+E1rsff7UPAAD4rr7zAl/487ymPk0972kv2no/kaAFuCC7TfdNTay33NxzEpR20SBJqnEw22r5/4nPU6ck+mVOiSC7zT0FQGNiq+qf0+vdj7/aBwAAfFfXeYEv/H1eU5+mnve0F229n0jQ2oCUQXFaMjNJnUOCaqyzqWqI/QWTq+aDWDwzSU6H5xU3pyNMS2YmaUkt6/w9nGtdcfsSW3X/RHbqUGNdVKcODLEPAEAAqe28IM4RpmvPSVCco/Y7i6xwXlOfpp73tBdtuZ+YB60Z+HsetGqVLqN/b9+vNzf8oMMVlTqzT5RmjUlQSLC9RrnaZly38mzsTY2t0mW0bkehMr7fL8mm5H5dNbpvV8u0DwAA+K6284ITl3frHCrZpP2Hyi13XlMfK5+TWYkV+4mJqi3AKgkaAAAAAP9iomoAAAAAaCNI0AAAAADAIkjQAAAAAMAiSNAAAAAAwCJI0AAAAADAIkjQAAAAAMAigv0dAJpXfXNBBMrcIFac0wIAAACtqz2eE5KgtSHpWXlKW5mtvOIy97I4R5hSpyQqZVCc1/UnOrGsP9XXDgAAALR97fWckImqm4EVJqpOz8rTvBUbdPKLWf39wtxzEvTspzk11nsru3hmkt8O+vra4c/YAAAA0DoC+ZyQiaqhSpdR2spsr8lX9bKln9WdnJ1YNm1ltipdrZ+3+9IOf8UGAACA1tHezwlJ0NqAzJyiWm9blKoOZF+PXyMpr7hMmTlFzRJbQ/jSDn/FBgAAgNbR3s8JSdDagILS2g9gK9XZXPv0R2wAAABoHe39nJAErQ2ICQ8LiDqba5/+iA0AAACto72fE5KgtQEjE6IV5whTbQOO2iT5OhqpTVWj44xMiG6m6HznSzv8FRsAAABaR3s/JyRBawOC7DalTkmUpBoHcvXzOWMTZPOy3lvZ1CmJfplfwpd2+Cs2AAAAtI72fk5IgtZGpAyK0+KZSXI6PC/1Oh1hWjwzSQsmJ3pd762sP4csra8dVh1OFQAAAM2nPZ8TMg9aM7DCPGjV6ptt/cT13TqHSjZp/6Fyy83M3h5njQcAAICnQDwnbGpuQILWDKyUoAEAAADwHyaqBgAAAIA2ggQNAAAAACyCBA0AAAAALIIEDQAAAAAsggQNAAAAACwi2N8BoPmcPAzp8N5RWr/zgPv5sPhIvfzFTu0sOqLe0Z10RXIfBdltyswp0p4DR7Tph4NyGckmoy6hHZRfUqYekR11Vv9uGt23a7MOaXqo7Lh++9pG7TpwVL2iOurRy85QlzDPw7HSZbTu+0Jl7CiUZJTct5tG92veOAAAAAArCbhh9p9++mktWrRI+fn5Gjp0qJ588kmNHDmy1vJvvPGG7rnnHuXm5mrAgAF66KGHNHnyZPf6q666Ss8//7zHNpMmTVJ6errPMVlhmP30rDylrcxWXnGZe5ndJrnqeHVtkjqFBOlwRWW99Ud26qAHLx7cLJMCTn3qM33zQ0mN5UN+EqF3bhwrqao989/8VgePHGuxOAAAAIDm1q6G2X/ttdd06623KjU1VRs2bNDQoUM1adIkFRQUeC3/73//W9OnT9c111yjjRs3atq0aZo2bZqysrI8yqWkpCgvL8/9eOWVV1qjOc0mPStP81Zs8EjOpLqTM0kykk/JmSQdPHJM163YoPSsvEZGWaW25EySvvmhRFOf+kzpWXm6bsWGGslZc8YBAAAAWFFAXUEbNWqUzjzzTD311FOSJJfLpfj4eN10002aP39+jfKXXXaZDh8+rHfffde9bPTo0Ro2bJiWLFkiqeoK2sGDB/X22283Oi5/XkGrdBmd/dBHNZKzlhLnCNPau85t1G2Gh8qOa9B9H9RbLiY8RAWlFXWWcUaE6vP5E7jdEQAAAJbSbq6gVVRUaP369Zo4caJ7md1u18SJE5WRkeF1m4yMDI/yUtXtiyeXX7NmjWJiYnTqqadq3rx5KiwsrDOW8vJylZSUeDz8JTOnqNWSM0nKKy5TZk5Ro7b97WsbfSpXX3ImSfkl5Y2OAwAAALCqgEnQ9u/fr8rKSsXGxnosj42NVX5+vtdt8vPz6y2fkpKiF154QatXr9ZDDz2kTz75ROeff74qK2u/9W/hwoVyOBzuR3x8fBNa1jQFpa2XnDV1n7sOHLVEHAAAAIBVtftRHC+//HL3/wcPHqwhQ4aoX79+WrNmjSZMmOB1mwULFujWW291Py8pKfFbkhYTHhYw++wV1VHb8kv9HgcAAABgVQFzBa1bt24KCgrS3r17PZbv3btXTqfT6zZOp7NB5SWpb9++6tatm7Zv315rmdDQUEVERHg8/GVkQrTiHGFqrV9ixTnCNDIhulHbPnrZGT6ViwkPqbeMMyK00XEAAAAAVhUwCVpISIiGDx+u1atXu5e5XC6tXr1aycnJXrdJTk72KC9Jq1atqrW8JP3www8qLCxUXFxgDOMeZLcpdUqiJLVKkpY6JbHRA3N0CQvWkJ/UncwO+UmE7r9oUL113Tf1dAYIAQAAQJsTMAmaJN16661aunSpnn/+eW3ZskXz5s3T4cOHNXv2bEnSlVdeqQULFrjL33zzzUpPT9fDDz+srVu36r777tNXX32lG2+8UZJ06NAh3XHHHVq3bp1yc3O1evVqXXTRRerfv78mTZrklzY2RsqgOC2emSSnw/OWv/ryF5ukziFBPu0jqlMHLZmZ1OT5x965cWytSVr1PGgpg+K0ZGaSIjt1qFEmspniAAAAAKwooH6Ddtlll2nfvn269957lZ+fr2HDhik9Pd09EMiuXbtkt/8v5xwzZoxefvll/f73v9fdd9+tAQMG6O2339agQVVXaIKCgvTNN9/o+eef18GDB9WjRw/97Gc/0x/+8AeFhob6pY2NlTIoTuclOpWZU6SC0jLFhIdpeO8ord95wP18WHykXv5ip3YWHVHv6E66IrmPguw2ZeYUac+BI9r0w0G5jGSTUZfQDsovKVOPyI46q383je7btdmuWL1z41gdKjuu3762UbsOHFWvqI569LIz1CXsf4djdXvWfV+ojB2FkoyS+3bT6H7NFwcAAABgNQE1D5pV+XMeNAAAAADW0W7mQQMAAACAto4EDQAAAAAsggQNAAAAACyCBA0AAAAALIIEDQAAAAAsggQNAAAAACwioOZBQ92OVlTqT+9nK7fwiPp07aS7Uk7Ttz8WK7/4qIoOVyi6S6icEWEamRCtILtNlS6jtdv26dm1O7SnuEw9HB01d2xfjezbVSvW7dSXuYXqFBKsXyT9RGP6d5Mkj3nWRiZES5LW7ShUxvf7JdmU3K+rBvVw6PY3NmlX0RF1CQ3WZWfGq2dUJx0/5tJbX/+oIxWVSoqPlM1u048Hj3rMyXZyXU2df63SZWrEbNV51HyNtaltCqQ+AQAAaG+YB60ZWGEetDkvfKlV2QU+lY1zhGnq0Dgt+/dOVRx3+bRNSLBdnUKCdPDIMfeyyE4dVHHcpSMVlY2K+UQ2m9QhyF4jnshOHfTgxYOVMiiuwXWmZ+UpbWW28orL3MviHGFKnZLYqPpakq+xNrVNgdQnAAAAgaipuQEJWjPwd4LWkOQsUC2ZmdSgBCI9K0/zVmzQyQd39XWixQ2sryX5GmtT2xRIfQIAABComKi6nTtaUdnmkzNJSluZrUqXb98lVLqM0lZm10hEJLmXNaS+luRrrBXHXU1qUyD1CQAAQHtGghbg/vR+tr9DaBV5xWXKzCnyqWxmTpHHLXwnMw2sryX5GuuLGblNalMg9QkAAEB7RoIW4HILj/g7hFZTUFp7gtGS5VqSrzHsLPLtda6tvkDqEwAAgPaMBC3A9enayd8htJqY8DC/lGtJvsbQO9q317m2+gKpTwAAANozErQAd/fkRH+H0CriHP8b1r8+IxOiFecIU20Dx9saWF9L8jXWK5L7NKlNgdQnAAAA7RkJWoDrGBKk8xJj/B1Gi0udkujzXF1BdptSp1QlridvUf28IfW1JF9jDQm2N6lNgdQnAAAA7RkJWhuw9MozG5SkxTnCdO05CQoJ9v3lDw22K7JTB49lUZ06qFNIkM911MVmk9d4ojp1aPAQ+5KUMihOi2cmyenwvGXP6Qiz3HDyvsba1DYFUp8AAAC0V8yD1gz8PQ9ataMVlfrT+9nKLTyiPl076a6U0/Ttj8XKLz6qosMViu4SKmdE1W1sQXabKl1Ga7ft07Nrd2hPcZl6ODpq7ti+Gtm3q1as26kvcwvVKSRYv0j6icb07yapajTAgtIyxYT/73a4dTsKlfH9fkk2JffrqkE9HLr9jU3aVXREXUKDddmZ8eoZ1UnHj7n01tc/6khFpZLiI2Wz2/TjwaPqHd1JVyT3UZDdVqOu0X27NumqTqXL1IjZqleJfI21qW0KpD4BAAAINExUbQFWSdAAAAAA+BcTVQMAAABAG0GCBgAAAAAWQYIGAAAAABZBggYAAAAAFkGCBgAAAAAWEezvANB8io8c0+zlmcotPKyIsA763c8GKqxjsL7IKVRtw9ZXHHfpxYxc5RQelk3SGfFRiovsqME9HXoofYt7yP67J1dNllw9PHt0xxBt3Vuq3QeOKD6qkwbGhqvoaEWNYdsrjru0/PMcfbA5T6XllRroDNclw+M1ok+0XsjI1arsvTLG6FRnuIb3jlZMl1Bt3lOsf22tXh6hEb2jFRfZsVmGg28PQ8zX1cb20H4AAIBAxjD7zcAKw+yPW/SRdhYerbdcZKcOevDiwUoZFKeF72dr6Wc5cvl4BIQG21V+3FVvuThHmFKnJGrjrgN69tMcNdcBVl1vYydUTs/KU9rKbOUVlzVbnVZTVxsltfn2AwAA+BvzoFmAvxM0X5OzE52XGKNV2QUtEo9NarakzFvdi2cmNTihSM/K07wVG2rEVX3tqDF1Wk1dbazt9WhL7QcAALAC5kFr54qPHGtwciapxZIzqeWSs2ppK7NV6etlP1Xd1pe2MttrXNXLGlqn1fjSRm/aSvsBAADaChK0AHf18kx/h9CqjKS84jJl5hT5vE1mTpHHbX3NUafV1NfGurSF9gMAALQVJGgBbk8jT8oDXUGp7+32tWxD6rSa5og9kNsPAADQVpCgBbgejjB/h+AXMeG+t9vXsg2p02qaI/ZAbj8AAEBbQYIW4J67aqS/Q2hVNlWNPDgyIdrnbUYmRCvOEabaBpNvTJ1WU18b69IW2g8AANBWkKAFOEenDurdtWODtzsvMaYFoqnS0rNqpU5JbNDcXUF2m3uY+ZO3qn7e0Dqtxpc21rUu0NsPAADQVpCgtQGf3HGuz0laVKcOWjIzSUuvPFPXnpOghpyThwb7drg4HWFaMjNJ156T0KzJWpwjrNHDwacMitPimUlynnRLqLMJdVpNXW1cMjNJS9p4+wEAANoC5kFrBv6eB61a8ZFjmr08U7mFhxUR1kG/+9lAhXUM1hc5hZJsSu7XVaP7dvW4UlJx3KUXM3KVU3hYNklnxEcpLrKjBvd06KH0LcotPKI+XTvp7smJCgm2KzOnSAWlZYruGKKte0u1+8ARxUd10sDYcBUdrVBMeNWtctX7qDju0vLPc/TB5jyVlldqoDNclwyP14g+0XohI1ersvfKGKNTneEa3jtaMV1CtXlPsf61tXp5hEb0jlZcZEePehur0mXcbTg51rairja2h/YDAAD4ExNVW4BVEjQAAAAA/tXU3CC4IYXfeecdn8pNnTq1wYEAAAAAQHvXoARt2rRp9Zax2WyqrKxsbDwAAAAA0G41eJCQ/Px8uVyuWh8kZwAAAADQOIziCAAAAAAWQYIGAAAAABZBggYAAAAAFtGgQUJsNptsNuZMsqqjFZX647ubtXb7Ph0qP67oTqE6LS5Cp8R2Ucb3RSopO6ahP4nU7y5IVMeQoCbvr9JltO77Qv17x379eOCoekSGKblvN9ltNhWUlqnocIWiu4TKGRHmnlctZ/9hhQbb1LFDB+UVH9WR8mPKLylT+XGjiFC7ZLPp4NHjchkpPqqjRiZ01ZB4hz7aUqAjFcfVKSRYk053qmdUpwbP4VXfHGDteY6w9tx2AAAQeNryuUuD5kGz2+1yOBz1JmlFRUVNDiyQWGEetDkvfKlV2QU+lz8vMUZLrzyz0ftLz8rT/De/1cEjxxpdR1PFOcKUOiVRKYPi6i2bnpWntJXZyisu87p9fevbsvbcdgAAEHisfu7SqhNVP//88z6VmzVrVoMDCWT+TtAampxVa2ySlp6Vp+tWbGjwdi3BJmnxzKQ634zpWXmat2KDTj7Qq79mmHtOgp79NKfW9fXVH8jq65u23HYAABB4AuHcpVUTNHjnzwTtaEWlTrs3vdHbb7k/pUG3O1a6jM568CPll5TVX7iVxDnCtPauc71e1q50GZ390Ece37CcyCbJZpNctbwLbJKcddQfyHzpm7badgAAEHgC5dylqblBswwS8v3332vz5s1yuVzNUR0a4E/vZ7fq9pk5RZZKziQpr7hMmTneb6vNzCmq9U0sSUa1J2fV6+uqP5D50jdtte0AACDwtJdzlwYlaBUVFUpNTdWUKVP0wAMPqLKyUtOnT9eAAQM0ZMgQDRo0SLm5uS0UKrzJLTzSqtsXlForOatWW1zNFa9V290UvrapLbYdAAAEnvZy7tKgBG3BggVavHixnE6nnnvuOV188cXauHGjXn75Zb366qsKDg7W7373u5aKFV706dqpVbePCQ9r0v5aSm1xNVe8Vm13U/japrbYdgAAEHjay7lLg4bZ//vf/67ly5dr8uTJ+s9//qOBAwfqvffe0/nnny9JiomJ0YwZM1okUHh39+REvbhuV5O2b4iRCdFyRoRZ6jbHOEfV0KrejEyIVpwjTPnFZTV+TCr5/hu02uoPZL70TVttOwAACDzt5dylQVfQ9uzZo6FDh0qSTjnlFIWGhqp///7u9aeccory8/ObN0LUqWNIkM5LjGnUtuclxjR4PrQgu033TW1YUteSbJJSpyTW+kPQILtNqVMS3WVP3laS5oxNqErUallfV/2BzJe+aattBwAAgae9nLs0KEGrrKxUhw4d3M+Dg4MVFPS/E3y73S4GhWx9S688s8FJWlPmQUsZFKclM5MU2alD/YVbUJwjzKehVFMGxWnxzCQ5HZ6Xu53/3X7B5MQ61/t7qNaWVF/ftOW2AwCAwNMezl0aPFH1888/L4fDIUmaPn26HnvsMcXGxkqSDh48qNmzZ6uysrJlorUof8+DVu1oRaX++O5mrd2+T4fKjyu6U6hOi4vQKbFdlPF9kUrKjmnoTyL1uwsSG3zlzJtKl9G67wv17x379eOBo+oRGabkvt1kt9lUUFqmosMViu4SKmdEmAb3dOih9C3K2X9YocE2dezQQXnFR3Wk/JjyS8pUftwoItQu2Ww6ePS4XEaKj+qokQldNSTeoY+2FOhIxXF1CgnWpNOd6hnVqcEzxtc343xbnpG+Pu257QAAIPBY+dylVedBs9vrv+Bms9lI0AAAAAC0S03NDRo0SAjznAEAAABAy2lQglatsLBQXbt2lSTt3r1bS5cuVVlZmaZMmaKxY8c2a4AAAAAA0F40aJCQb7/9Vn369FFMTIwGDhyoTZs26cwzz9Sjjz6qZ555Rj/96U/19ttvt1CoAAAAANC2NShBu/POOzV48GB9+umnGj9+vC688EJdcMEFKi4u1oEDB3TttdfqwQcfbKlYAQAAAKBNa9AgId26ddNHH32kIUOG6NChQ4qIiNCXX36p4cOHS5K2bt2q0aNH6+DBgy0VryUxSAgAAAAAqZUHCSkqKpLT6ZQkdenSRZ07d1ZUVJR7fVRUlEpLSxscBJpPpcto3Y5CZXy/X5JNo/47k/oXOYWSbEru11Wj+3atcxjSoxWVeuC9zfr6h2I5wjpozti+OvuU7j4NXXrykKfD4iO1Yl2uvsw9oM4hQbo46Sca07+bguw2VbqM/r19v974arc27D6gYLtdY/p11T0Xnu6eBqDiuEsvZuRqZ9ER9Y7upCuS+ygkuEEXfv2uuk/yi496TD3Q1OFgfR1e9sRy3bqESkbaf7icqQYAAAAsqMHD7O/du1fdu3eXJIWHh+ubb75RQkKCJGnv3r3q0aMHw+z7SXpWnua/+a0OHjlWZ7nITh304MWDvU7kN+eFL7Uqu6DG8tBgux6/fFidk/+lZ+UpbWW28orL6tx/55AgzRzdSyvW7dLhCu/HynmJMerbrbOWfpYj1wlHqN0mzRmboAWTE+vch1XU1SdxjjClTkls1ISK3ur1Vl99r8mJ2/haJwAAAGrX6vOgnX/++QoNDZUkrVy5Uueee646d+4sSSovL1d6ejoJmh+kZ+XpuhUbGrTNkpNmW68tOatrmxP3P2/FBvl8MDXRtedYP0nzpU9sUoNnva+t3urrXNX1+bp/SZp7ToKe/TSn3joBAABQt6bmBg26V2zWrFmKiYmRw+GQw+HQzJkz1aNHD/fzmJgYXXnllQ0OAk1T6TK6753NDd4ubWW2Kv97eepoRWW9yZkk3ffOZvc2J+4/bWV2qyVnkrT0sxxVHLfuvHwN6ZMTX4em1Fu9LG1ltiqOu3zav/nvY+lnNZOzk+v0NUYAAAA0XoN+g7Zs2bKWigNNkJlTpPyS8gZvl1dcpsycIiX366o/vZ/t0zb5JeXubU7cf323NTY3l5FezMjVNWP7tup+feVrnxh5vg5Nrbe6vhczchv0mtSVezU0RgAAADReYI22AK8KShufHFVvm1t4pNH7a8r+m2Jnke8xt7aG9omv5X0t1xJ946/XGQAAoD0hQWsDYsLDmrxtn66dGr2/puy/KXpH+x5za2ton/ha3tdyLdE3/nqdAQAA2hMStDZgZEK0nBGhDd4uzlE1jLok3e3jgBvOiFD3NifuP84RptYcjN1uk65I7tOKe2yY6j6pj02er4Ov9dbW19X1XZHcp0Gvid2meuv0NUYAAAA0HglaGxBkt+m+qac3eLvUKYnuOa46hgTpvMSYere5b+rpNebFCrLblDqlKsFrrSRtztgES8+HVt0nvvTHia+Dr/VKNfu6+nnqlESFBNt9ek1s/33MGZtQb53MhwYAANDyrHuGiwZJGRSnJTOTFNmpQ71lozp18Dpc/tIrz6w1SQsNttc6xH71/hfPTJLTh6tGnUODdO05Cer838movTkvMUbXnpOgk3MCuy0whtiX/tcntV1Ji3OENWr4+tr62nlSfb68JtXbLJic6FOdAAAAaFkNmgcN3llhHrRqlS6jdTsKlfH9fkk2jfrvbWlf5BRKsim5X1eN7tu1zqshRysq9cB7m/X1D8VyhHXQnLF9dfYp3X26glLpMsrMKVJBaZliwsM0LD5SK9bl6svcA+ocEqSLk36iMf27KchuU6XL6N/b9+uNr3Zrw+4DCrbbNaZfV91z4enq+N/kreK4Sy9m5Gpn0RH1ju6kK5L7WPrKmTfVfZJffFRFhysU3SVUzoiqWwabclXq5L6urb4Ty3XrEioZaf/hcq/b+FonAAAAvGvViarhnZUSNAAAAAD+06oTVQMAAAAAWg4JGgAAAABYBAkaAAAAAFgECRoAAAAAWAQJGgAAAABYBAkaAAAAAFgECRoAAAAAWETAJWhPP/20+vTpo7CwMI0aNUqZmZl1ln/jjTc0cOBAhYWFafDgwXr//fc91htjdO+99youLk4dO3bUxIkT9d1337VkEwAAAADAq4BK0F577TXdeuutSk1N1YYNGzR06FBNmjRJBQUFXsv/+9//1vTp03XNNddo48aNmjZtmqZNm6asrCx3mT//+c964okntGTJEn3xxRfq3LmzJk2apLKystZqFgAAAABIkmzGGOPvIHw1atQonXnmmXrqqackSS6XS/Hx8brppps0f/78GuUvu+wyHT58WO+++6572ejRozVs2DAtWbJExhj16NFDt912m26//XZJUnFxsWJjY7V8+XJdfvnlPsXV1NnCAQAAALQNTc0NAuYKWkVFhdavX6+JEye6l9ntdk2cOFEZGRlet8nIyPAoL0mTJk1yl8/JyVF+fr5HGYfDoVGjRtVapySVl5erpKTE4wEAAAAATRUwCdr+/ftVWVmp2NhYj+WxsbHKz8/3uk1+fn6d5av/bUidkrRw4UI5HA73Iz4+vsHtAQAAAICTBUyCZiULFixQcXGx+7F7925/hwQAAACgDQiYBK1bt24KCgrS3r17PZbv3btXTqfT6zZOp7PO8tX/NqROSQoNDVVERITHAwAAAACaKmAStJCQEA0fPlyrV692L3O5XFq9erWSk5O9bpOcnOxRXpJWrVrlLp+QkCCn0+lRpqSkRF988UWtdQIAAABASwn2dwANceutt2rWrFkaMWKERo4cqccee0yHDx/W7NmzJUlXXnmlevbsqYULF0qSbr75Zo0bN04PP/ywLrjgAr366qv66quv9Oyzz0qSbDabbrnlFv3xj3/UgAEDlJCQoHvuuUc9evTQtGnT/NVMAAAAAO1UQCVol112mfbt26d7771X+fn5GjZsmNLT092DfOzatUt2+/8uCo4ZM0Yvv/yyfv/73+vuu+/WgAED9Pbbb2vQoEHuMnfeeacOHz6suXPn6uDBgzr77LOVnp6usLCwVm8fAAAAgPYtoOZBsyrmQQMAAAAgtaN50AAAAACgrSNBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLCKhh9tFwlS6jzJwiFZSWKSY8TCMTohVkt9VZft2OQmV8v18uI0V1ClG38FA5Izy3Pbne4b2jtH7nARWUlqlbl1DJSPsPl9fYZ0PjsaK20AYAAABYEwlaG5aelae0ldnKKy5zL4tzhCl1SqJSBsV5LT//zW918Mgxr/VVbyupRr12m+SqZcKGurarKx4ramifAgAAAA3BPGjNwIrzoKVn5Wneig06+cWtvs6zeGaSR0KRnpWn61ZsaJFYbFKNOOqLx4oa2qcAAABof5gHDTVUuozSVmZ7TYqql6WtzFblfy95VbqM7ntnc4vFU9c3AN7isaKG9ikAAADQGCRobVBmTpHHLXgnM5LyisuUmVPkLp9fUt5K0dUfjxU1tE8BAACAxiBBa4MKSmtPJLyV87V8S7NKHN40tE8BAACAxiBBa4NiwsMaVM7X8i3NKnF409A+BQAAABqDBK0NGpkQrThHmGob+N2mqpEHRyZEu8s7I0JbLb764rGihvYpAAAA0BgkaG1QkN3mHtb+5ISi+nnqlET33F1Bdpvum3p6g/bRkFm/bLX8v7Z4rKihfQoAAAA0BglaG5UyKE6LZybJ6fC85c7pCPM6HHzKoDgtmZmkyE4daq0zzhGmJTOTtMRLvXXlJc46tqstHitqaJ8CAAAADcU8aM3AivOgVat0GWXmFKmgtEwx4VW34NV1lafSZbRuR6Eyvt8vl5GiOoWoW3ionBGe255c7/DeUVq/84AKSsvUrUuoZKT9h8tr7LOh8VhRW2gDAAAAWkZTcwMStGZg5QQNAAAAQOthomoAAAAAaCNI0AAAAADAIkjQAAAAAMAiSNAAAAAAwCJI0AAAAADAIkjQAAAAAMAigv0dAJpPxXGXXszI1c6iI+od3UlXJPdRSDA5OAAAABAoSNDaiIXvZ2vpZzlynTCr3QPvb9GcsQlaMDnRf4EBAAAA8BkJWhuw8P1sPfNpTo3lLiP3cpI0AAAAwPq4/y3AVRx3aelnNZOzEy39LEcVx12tFBEAAACAxiJBC3AvZuR63NbojctUlQMAAABgbSRoAW5n0ZFmLQcAAADAf0jQAlzv6E7NWg4AAACA/5CgBbgrkvvIbqu7jN1WVQ4AAACAtZGgBbiQYLvmjE2os8ycsQnMhwYAAAAEAIbZbwOqh9A/eR40u03MgwYAAAAEEJsxpp4xAFGfkpISORwOFRcXKyIiwm9xVBx36cWMXO0sOqLe0Z10RXIfrpwBAAAAraipuQFX0NqQkGC7rhnb199hAAAAAGgkLq8AAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARTCKIxql0mWUmVOkgtIyxYSHaWRCtILsNn+HBQAAAAQ0EjQ0WHpWntJWZiuvuMy9LM4RptQpiUoZFOfHyAAAAIDAxi2OaJD0rDzNW7HBIzmTpPziMs1bsUHpWXl+igwAAAAIfCRo8FmlyyhtZbaMl3XVy9JWZqvS5a0EAAAAgPqQoMFnmTlFNa6cnchIyisuU2ZOUesFBQAAALQhJGjwWUFp7clZY8oBAAAA8ESCBp/FhIc1azkAAAAAnkjQ4LORCdGKc4SptsH0baoazXFkQnRrhgUAAAC0GSRo8FmQ3abUKYmSVCNJq36eOiWR+dAAAACARiJBQ4OkDIrT4plJcjo8b2N0OsK0eGYS86ABAAAATcBE1WiwlEFxOi/RqcycIhWUlikmvOq2Rq6cAQAAAE1DgoZGCbLblNyvq7/DAAAAANoUbnEEAAAAAIsgQQMAAAAAiyBBAwAAAACLIEEDAAAAAIsgQQMAAAAAiyBBAwAAAACLYJh9tJpKl2HuNAAAAKAOJGhoFelZeUpbma284jL3sjhHmFKnJCplUJwfIwMAAACsg1sc0eLSs/I0b8UGj+RMkvKLyzRvxQalZ+X5KTIAAADAWkjQ0KIqXUZpK7NlvKyrXpa2MluVLm8lAAAAgPaFBA0tKjOnqMaVsxMZSXnFZcrMKWq9oAAAAACLIkFDiyoorT05a0w5AAAAoC0jQUOLigkPa9ZyAAAAQFtGgoYWNTIhWnGOMNU2mL5NVaM5jkyIbs2wAAAAAEsiQUOLCrLblDolUZJqJGnVz1OnJDIfGgAAACASNLSClEFxWjwzSU6H522MTkeYFs9MYh40AAAA4L+YqBqtImVQnM5LdCozp0gFpWWKCa+6rZErZwAAAMD/kKCh1QTZbUru19XfYQAAAACWxS2OAAAAAGARJGgAAAAAYBEkaAAAAABgESRoAAAAAGARJGgAAAAAYBGM4gi3SpdhGPwAwWsFAADQNgVMglZUVKSbbrpJK1eulN1u1y9+8Qs9/vjj6tKlS63blJWV6bbbbtOrr76q8vJyTZo0SX/9618VGxvrLmOz1TypfeWVV3T55Ze3SDusKj0rT2krs5VXXOZeFucIU+qURCaSthheKwAAgLYrYG5xnDFjhjZv3qxVq1bp3Xff1aeffqq5c+fWuc1vf/tbrVy5Um+88YY++eQT7dmzRxdffHGNcsuWLVNeXp77MW3atBZqhTWlZ+Vp3ooNHif8kpRfXKZ5KzYoPSvPT5HhZLxWAAAAbZvNGGP8HUR9tmzZosTERH355ZcaMWKEJCk9PV2TJ0/WDz/8oB49etTYpri4WN27d9fLL7+sX/7yl5KkrVu36rTTTlNGRoZGjx4tqeoK2ltvvdWkpKykpEQOh0PFxcWKiIhodD3+UOkyOvuhj2qc8FezSXI6wrT2rnO5hc7PeK0AAACsr6m5QUBcQcvIyFBkZKQ7OZOkiRMnym6364svvvC6zfr163Xs2DFNnDjRvWzgwIHq1auXMjIyPMrecMMN6tatm0aOHKnnnntO9eWs5eXlKikp8XgEqsycolpP+CXJSMorLlNmTlHrBQWveK0AAADavoD4DVp+fr5iYmI8lgUHBys6Olr5+fm1bhMSEqLIyEiP5bGxsR7b3H///Tr33HPVqVMnffjhh7r++ut16NAh/eY3v6k1noULFyotLa3xDbKQgtLaT/gbUw4th9cKAACg7fPrFbT58+fLZrPV+di6dWuLxnDPPfforLPO0hlnnKG77rpLd955pxYtWlTnNgsWLFBxcbH7sXv37haNsSXFhIc1azm0HF4rAACAts+vV9Buu+02XXXVVXWW6du3r5xOpwoKCjyWHz9+XEVFRXI6nV63czqdqqio0MGDBz2uou3du7fWbSRp1KhR+sMf/qDy8nKFhoZ6LRMaGlrrukAzMiFacY4w5ReXyduNndW/axqZEN3aoeEkvFYAAABtn18TtO7du6t79+71lktOTtbBgwe1fv16DR8+XJL00UcfyeVyadSoUV63GT58uDp06KDVq1frF7/4hSRp27Zt2rVrl5KTk2vd16ZNmxQVFdVmErD6BNltSp2SqHkrNsgmeZz4Vw8zkTolkUEnLIDXCgAAoO0LiEFCTjvtNKWkpGjOnDnKzMzU559/rhtvvFGXX365ewTHH3/8UQMHDlRmZqYkyeFw6JprrtGtt96qjz/+WOvXr9fs2bOVnJzsHsFx5cqV+tvf/qasrCxt375dixcv1p/+9CfddNNNfmurP6QMitPimUlyOjxvjXM6wrR4ZhJza1kIrxUAAEDbFhCDhEjSSy+9pBtvvFETJkxwT1T9xBNPuNcfO3ZM27Zt05EjR9zLHn30UXfZEyeqrtahQwc9/fTT+u1vfytjjPr3769HHnlEc+bMadW2WUHKoDidl+hUZk6RCkrLFBNedascV2Osh9cKAACg7QqIedCsLpDnQQMAAADQfNrFPGgAAAAA0B6QoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARQT7OwCgqSpdRpk5RSooLVNMeJhGJkQryG7zd1gAAABAg5GgIaClZ+UpbWW28orL3MviHGFKnZKolEFxfowMAAAAaDhucUTASs/K07wVGzySM0nKLy7TvBUblJ6V56fIAAAAgMYhQUNAqnQZpa3MlvGyrnpZ2spsVbq8lQAAAACsiQQNASkzp6jGlbMTGUl5xWXKzClqvaAAAACAJiJBQ0AqKK09OWtMOQAAAMAKSNAQkGLCw5q1HAAAAGAFJGgISCMTohXnCFNtg+nbVDWa48iE6NYMCwAAAGgSEjQEpCC7TalTEiWpRpJW/Tx1SiLzoQEAACCgkKAhYKUMitPimUlyOjxvY3Q6wrR4ZhLzoAEAACDgMFE1AlrKoDidl+hUZk6RCkrLFBNedVsjV84AAAAQiEjQEPCC7DYl9+vq7zAAAACAJuMWRwAAAACwCBI0AAAAALAIEjQAAAAAsAgSNAAAAACwCBI0AAAAALAIEjQAAAAAsAgSNAAAAACwCBI0AAAAALAIEjQAAAAAsAgSNAAAAACwCBI0AAAAALAIEjQAAAAAsAgSNAAAAACwCBI0AAAAALAIEjQAAAAAsAgSNAAAAACwCBI0AAAAALAIEjQAAAAAsAgSNAAAAACwCBI0AAAAALAIEjQAAAAAsAgSNAAAAACwCBI0AAAAALCIYH8HgPal0mWUmVOkgtIyxYSHaWRCtILsNn+HBQAAAFhCwFxBKyoq0owZMxQREaHIyEhdc801OnToUJ3bPPvssxo/frwiIiJks9l08ODBZqkXjZOelaezH/pI05eu082vbtL0pet09kMfKT0rz9+hAQAAAJYQMAnajBkztHnzZq1atUrvvvuuPv30U82dO7fObY4cOaKUlBTdfffdzVovGi49K0/zVmxQXnGZx/L84jLNW7GBJA0AAACQZDPGGH8HUZ8tW7YoMTFRX375pUaMGCFJSk9P1+TJk/XDDz+oR48edW6/Zs0a/fSnP9WBAwcUGRnZbPVWKykpkcPhUHFxsSIiIhrXyDas0mV09kMf1UjOqtkkOR1hWnvXudzuCAAAgIDW1NwgIK6gZWRkKDIy0p1ESdLEiRNlt9v1xRdftHq95eXlKikp8Xigdpk5RbUmZ5JkJOUVlykzp6j1ggIAAAAsKCAStPz8fMXExHgsCw4OVnR0tPLz81u93oULF8rhcLgf8fHxjY6hPSgorT05a0w5AAAAoK3ya4I2f/582Wy2Oh9bt271Z4heLViwQMXFxe7H7t27/R2SpcWEhzVrOQAAAKCt8usw+7fddpuuuuqqOsv07dtXTqdTBQUFHsuPHz+uoqIiOZ3ORu+/sfWGhoYqNDS00fttb0YmRCvOEab84jJ5+8Fj9W/QRiZEt3ZoAAAAgKX4NUHr3r27unfvXm+55ORkHTx4UOvXr9fw4cMlSR999JFcLpdGjRrV6P23VL3wFGS3KXVKouat2CCb5JGkVQ8JkjolkQFCAAAA0O4FxG/QTjvtNKWkpGjOnDnKzMzU559/rhtvvFGXX365e6TFH3/8UQMHDlRmZqZ7u/z8fG3atEnbt2+XJH377bfatGmTioqKfK4XzSNlUJwWz0yS0+F5G6PTEabFM5OUMijOT5EBAAAA1uHXK2gN8dJLL+nGG2/UhAkTZLfb9Ytf/EJPPPGEe/2xY8e0bds2HTlyxL1syZIlSktLcz8/55xzJEnLli1z31pZX71oPimD4nReolOZOUUqKC1TTHjVbY1cOQMAAACqBMQ8aFbHPGgAAAAApHYyDxoAAAAAtAckaAAAAABgESRoAAAAAGARJGgAAAAAYBEkaAAAAABgESRoAAAAAGARJGgAAAAAYBEkaAAAAABgESRoAAAAAGARJGgAAAAAYBEkaAAAAABgESRoAAAAAGARJGgAAAAAYBHB/g6gLTDGSJJKSkr8HAkAAAAAf6rOCapzhIYiQWsGpaWlkqT4+Hg/RwIAAADACkpLS+VwOBq8nc00NrWDm8vl0p49exQeHi6bzebXWEpKShQfH6/du3crIiLCr7G0dfR166GvWw993Xro69ZDX7ce+rr10Netp6F9bYxRaWmpevToIbu94b8o4wpaM7Db7frJT37i7zA8RERE8GZtJfR166GvWw993Xro69ZDX7ce+rr10NetpyF93ZgrZ9UYJAQAAAAALIIEDQAAAAAsggStjQkNDVVqaqpCQ0P9HUqbR1+3Hvq69dDXrYe+bj30deuhr1sPfd16WruvGSQEAAAAACyCK2gAAAAAYBEkaAAAAABgESRoAAAAAGARJGgAAAAAYBEkaG3I008/rT59+igsLEyjRo1SZmamv0MKOPfdd59sNpvHY+DAge71ZWVluuGGG9S1a1d16dJFv/jFL7R3716POnbt2qULLrhAnTp1UkxMjO644w4dP368tZtiOZ9++qmmTJmiHj16yGaz6e233/ZYb4zRvffeq7i4OHXs2FETJ07Ud99951GmqKhIM2bMUEREhCIjI3XNNdfo0KFDHmW++eYbjR07VmFhYYqPj9ef//znlm6a5dTX11dddVWN4zwlJcWjDH3tm4ULF+rMM89UeHi4YmJiNG3aNG3bts2jTHN9bqxZs0ZJSUkKDQ1V//79tXz58pZunqX40tfjx4+vcWxfd911HmXo6/otXrxYQ4YMcU/Km5ycrH/+85/u9RzTzae+vuaYbjkPPvigbDabbrnlFvcyyxzbBm3Cq6++akJCQsxzzz1nNm/ebObMmWMiIyPN3r17/R1aQElNTTWnn366ycvLcz/27dvnXn/dddeZ+Ph4s3r1avPVV1+Z0aNHmzFjxrjXHz9+3AwaNMhMnDjRbNy40bz//vumW7duZsGCBf5ojqW8//775ne/+5158803jSTz1ltveax/8MEHjcPhMG+//bb5+uuvzdSpU01CQoI5evSou0xKSooZOnSoWbdunfnss89M//79zfTp093ri4uLTWxsrJkxY4bJysoyr7zyiunYsaN55plnWquZllBfX8+aNcukpKR4HOdFRUUeZehr30yaNMksW7bMZGVlmU2bNpnJkyebXr16mUOHDrnLNMfnxvfff286depkbr31VpOdnW2efPJJExQUZNLT01u1vf7kS1+PGzfOzJkzx+PYLi4udq+nr33zzjvvmPfee8/85z//Mdu2bTN333236dChg8nKyjLGcEw3p/r6mmO6ZWRmZpo+ffqYIUOGmJtvvtm93CrHNglaGzFy5Ehzww03uJ9XVlaaHj16mIULF/oxqsCTmppqhg4d6nXdwYMHTYcOHcwbb7zhXrZlyxYjyWRkZBhjqk6M7Xa7yc/Pd5dZvHixiYiIMOXl5S0aeyA5OWlwuVzG6XSaRYsWuZcdPHjQhIaGmldeecUYY0x2draRZL788kt3mX/+85/GZrOZH3/80RhjzF//+lcTFRXl0dd33XWXOfXUU1u4RdZVW4J20UUX1boNfd14BQUFRpL55JNPjDHN97lx5513mtNPP91jX5dddpmZNGlSSzfJsk7ua2OqTmZPPNk6GX3deFFRUeZvf/sbx3QrqO5rYzimW0JpaakZMGCAWbVqlUf/WunY5hbHNqCiokLr16/XxIkT3cvsdrsmTpyojIwMP0YWmL777jv16NFDffv21YwZM7Rr1y5J0vr163Xs2DGPfh44cKB69erl7ueMjAwNHjxYsbGx7jKTJk1SSUmJNm/e3LoNCSA5OTnKz8/36FuHw6FRo0Z59G1kZKRGjBjhLjNx4kTZ7XZ98cUX7jLnnHOOQkJC3GUmTZqkbdu26cCBA63UmsCwZs0axcTE6NRTT9W8efNUWFjoXkdfN15xcbEkKTo6WlLzfW5kZGR41FFdpj1/xp/c19VeeukldevWTYMGDdKCBQt05MgR9zr6uuEqKyv16quv6vDhw0pOTuaYbkEn93U1junmdcMNN+iCCy6o0SdWOraDG9wqWM7+/ftVWVnpcbBIUmxsrLZu3eqnqALTqFGjtHz5cp166qnKy8tTWlqaxo4dq6ysLOXn5yskJESRkZEe28TGxio/P1+SlJ+f7/V1qF4H76r7xlvfndi3MTExHuuDg4MVHR3tUSYhIaFGHdXroqKiWiT+QJOSkqKLL75YCQkJ2rFjh+6++26df/75ysjIUFBQEH3dSC6XS7fccovOOussDRo0SJKa7XOjtjIlJSU6evSoOnbs2BJNsixvfS1Jv/rVr9S7d2/16NFD33zzje666y5t27ZNb775piT6uiG+/fZbJScnq6ysTF26dNFbb72lxMREbdq0iWO6mdXW1xLHdHN79dVXtWHDBn355Zc11lnp85oEDTjB+eef7/7/kCFDNGrUKPXu3Vuvv/56u/oAQ9t2+eWXu/8/ePBgDRkyRP369dOaNWs0YcIEP0YW2G644QZlZWVp7dq1/g6lzautr+fOnev+/+DBgxUXF6cJEyZox44d6tevX2uHGdBOPfVUbdq0ScXFxfr73/+uWbNm6ZNPPvF3WG1SbX2dmJjIMd2Mdu/erZtvvlmrVq1SWFiYv8OpE7c4tgHdunVTUFBQjVFm9u7dK6fT6aeo2obIyEidcsop2r59u5xOpyoqKnTw4EGPMif2s9Pp9Po6VK+Dd9V9U9cx7HQ6VVBQ4LH++PHjKioqov+bqG/fvurWrZu2b98uib5ujBtvvFHvvvuuPv74Y/3kJz9xL2+uz43aykRERLS7L49q62tvRo0aJUkexzZ97ZuQkBD1799fw4cP18KFCzV06FA9/vjjHNMtoLa+9oZjuvHWr1+vgoICJSUlKTg4WMHBwfrkk0/0xBNPKDg4WLGxsZY5tknQ2oCQkBANHz5cq1evdi9zuVxavXq1xz3MaLhDhw5px44diouL0/Dhw9WhQwePft62bZt27drl7ufk5GR9++23Hie3q1atUkREhPt2BdSUkJAgp9Pp0bclJSX64osvPPr24MGDWr9+vbvMRx99JJfL5f6DlZycrE8//VTHjh1zl1m1apVOPfXUdnnLna9++OEHFRYWKi4uThJ93RDGGN14441666239NFHH9W47bO5PjeSk5M96qgu054+4+vra282bdokSR7HNn3dOC6XS+Xl5RzTraC6r73hmG68CRMm6Ntvv9WmTZvcjxEjRmjGjBnu/1vm2G7c+CewmldffdWEhoaa5cuXm+zsbDN37lwTGRnpMcoM6nfbbbeZNWvWmJycHPP555+biRMnmm7dupmCggJjTNXwq7169TIfffSR+eqrr0xycrJJTk52b189/OrPfvYzs2nTJpOenm66d+/OMPumatSkjRs3mo0bNxpJ5pFHHjEbN240O3fuNMZUDbMfGRlp/u///s9888035qKLLvI6zP4ZZ5xhvvjiC7N27VozYMAAj6HfDx48aGJjY80VV1xhsrKyzKuvvmo6derU7oZ+r6uvS0tLze23324yMjJMTk6O+de//mWSkpLMgAEDTFlZmbsO+to38+bNMw6Hw6xZs8ZjGOwjR464yzTH50b1sM133HGH2bJli3n66afb3TDZ9fX19u3bzf3332+++uork5OTY/7v//7P9O3b15xzzjnuOuhr38yfP9988sknJicnx3zzzTdm/vz5xmazmQ8//NAYwzHdnOrqa47plnfyKJlWObZJ0NqQJ5980vTq1cuEhISYkSNHmnXr1vk7pIBz2WWXmbi4OBMSEmJ69uxpLrvsMrN9+3b3+qNHj5rrr7/eREVFmU6dOpmf//znJi8vz6OO3Nxcc/7555uOHTuabt26mdtuu80cO3astZtiOR9//LGRVOMxa9YsY0zVUPv33HOPiY2NNaGhoWbChAlm27ZtHnUUFhaa6dOnmy5dupiIiAgze/ZsU1pa6lHm66+/NmeffbYJDQ01PXv2NA8++GBrNdEy6urrI0eOmJ/97Geme/fupkOHDqZ3795mzpw5Nb7Moa99462fJZlly5a5yzTX58bHH39shg0bZkJCQkzfvn099tEe1NfXu3btMuecc46Jjo42oaGhpn///uaOO+7wmDPKGPraF1dffbXp3bu3CQkJMd27dzcTJkxwJ2fGcEw3p7r6mmO65Z2coFnl2LYZY4zv19sAAAAAAC2F36ABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAAACARZCgAQAAAIBFkKABAAAAgEWQoAEAWsyxY8f8HQIAAAGFBA0A0Gw2bdqkWbNm6ZRTTlFUVJQiIiJUXFzs77AAAAgYJGgAgDrt3r1bV199tXr06KGQkBD17t1bN998swoLCz3KrVmzRmeffbacTqdeffVVffnll9q+fbscDoefIgcAIPDYjDHG30EAAKzp+++/V3Jysk455RT98Y9/VEJCgjZv3qw77rhDFRUVWrdunaKjo2WM0SmnnKK77rpLv/71r/0dNgAAAYsraACAWt1www0KCQnRhx9+qHHjxqlXr146//zz9a9//Us//vijfve730mStm7dqp07d2r79u3q3bu3wsLCNHr0aK1du1aStH//ftlsNvdj2rRpde537dq1Gjt2rDp27Kj4+Hj95je/0eHDh93r+/TpI5vNpg0bNriXHTt2TLGxsbLZbMrNza217hPjOPFxyy23eNT/hz/8QdOnT1fnzp3Vs2dPPf300x717Nq1SxdddJG6dOmiiIgIXXrppdq7d697/X333adhw4a5n1dUVKh///6y2Ww6ePCgJOn1119Xv379FBYWpq5du+qXv/yl9u3b5zXWiIgInXfeedqxY4d7/YEDB3TllVcqKipKnTp10vnnn6/vvvuuRpur++vEx9tvv+1e73K59Oc//1n9+/dXaGioevXqpQceeKDO/rLZbFqzZo1yc3M9lkVHR+viiy/2uML6yCOPaPDgwercubPi4+N1/fXX69ChQ7W+RgDQnpGgAQC8Kioq0gcffKDrr79eHTt29FjndDo1Y8YMvfbaazLGaN++fTp27JhefPFFLV68WBs3btSwYcOUkpKivLw8de3aVXl5ecrLy9Oll15a53537NihlJQU/eIXv9A333yj1157TWvXrtWNN97oUa5nz5569tln3c/feustdejQwae2LVu2zB1PXl6ekpOTa5RZtGiRhg4dqo0bN2r+/Pm6+eabtWrVKklVCc1FF12koqIiffLJJ1q1apW+//57XXbZZbXu86mnnvJI4CRp4MCBWr58ubZt26YPPvhAubm5uuuuu7zG+umnn6qgoEB33323e91VV12lr776Su+8844yMjJkjNHkyZO9Ds5y//33u9t7sgULFujBBx/UPffco+zsbL388suKjY2VJI9+kqR//OMf7udjxoxx1/Gvf/1LeXl5eu+995SZmak///nP7nV2u11PPPGENm/erOeff14fffSR7rzzzlr7CgDaNQMAgBfr1q0zksxbb73ldf0jjzxiJJm9e/eajz/+2EgyL730knt9ZWWlGTBggPnd737nsd2sWbPMRRddVOt+r7nmGjN37lyPZZ999pmx2+3m6NGjxhhjevfubebPn2+6du1qDh06ZIwxZsKECeaee+4xkkxOTk6t9Xtr07hx48zNN9/sft67d2+TkpLiUeayyy4z559/vjHGmA8//NAEBQWZXbt2uddv3rzZSDKZmZnGGGNSU1PN0KFDjTHGFBYWmqioKPOHP/zBSDIHDhyoEVdxcbH52c9+Zq688kqvsR48eNCcddZZZs6cOcYYY/7zn/8YSebzzz93l9+/f7/p2LGjef311z3qdjqd5qmnnvJab0lJiQkNDTVLly6tpcf+R5L5+OOPPZbl5OQYSWbjxo3GGGPy8vJM//79zQMPPFBrPW+88Ybp2rVrvfsDgPaIK2gAgDqZBvxU+ayzznL/3263a8yYMcrOzq5R7t1331WXLl0UGRmpwYMHe9w++PXXX2v58uXq0qWL+zFp0iS5XC7l5OS4y8XGxmr8+PF69dVXtWPHDmVnZ2vKlCmNbGVNJ19VS05O1pYtWyRJW7ZsUXx8vOLj493rExMTFRkZ6S5zovvvv18//elPdfbZZ9dY99lnn7n74ujRo3r44Yc91k+fPl1dunRRVFSUSktLtXDhQncMwcHBGjVqlLts165ddeqpp9aIoaioSBEREV7buWXLFpWXl2vChAl1dUe9xowZoy5duiguLk7x8fG67bbb3Ov+9a9/acKECerZs6fCw8N1xRVXqLCwUEeOHGnSPgGgLSJBAwB4Vf17KW8Jh1R1Yh8VFaXu3bsrKiqq1npsNluNZT/96U+1adMmrVu3TjfccIN+85vfaPXq1ZKkQ4cO6dprr9WmTZvcj6+//lrfffed+vXr51HP3LlztXTpUj377LOaNWuWz7c4tqbvvvtOf/vb3/TQQw95XT9ixAht3LhRH374oQoLC7V06VKP9Y8++qg2bdqkzMxMOZ1OXXXVVQ3a/w8//KCKigolJCR4XX/y7auN9dprr2nTpk367LPPVFxcrNtvv12SlJubqwsvvFBDhgzRP/7xD61fv96dkFdUVDTLvgGgLSFBAwB41bVrV5133nn661//qqNHj3qsy8/P10svvaTLLrtMNptN/fr1U3BwsD7//HN3GZfLpX//+99KTEysUXfnzp3Vv39/DRw4UNddd50SEhK0ceNGSVJSUpKys7PVv3//Go+QkBCPes477zzt27dPS5YsafbRI9etW1fj+WmnnSZJOu2007R7927t3r3bvT47O1sHDx6s0d7qkS379+/vdT8dO3bUgAEDNHHiRM2dO1cvvfSSx3qn06n+/ftrxIgRuummm/Tee+/p2LFjOu2003T8+HF98cUX7rKFhYXatm2bRwyffPKJOnbsqBEjRnjd/4ABA9SxY0d3gtxY8fHx6t+/v84++2zNnj1bb731liRp/fr1crlcevjhhzV69Gidcsop2rNnT5P2BQBtWbC/AwAAWNdTTz2lMWPGaNKkSTWG2e/Zs6d7pL8uXbpozpw5uuOOOxQZGamEhAQ9/vjj2rNnj66//voa9ZaXlys/P1/Hjx/Xp59+qtzcXA0ePFhSVUIzevRo3Xjjjfr1r3+tzp07Kzs7W6tWrdJTTz3lUY/NZtOSJUuUm5urfv36adOmTc3W9s8//1x//vOfNW3aNK1atUpvvPGG3nvvPUnSxIkTNXjwYM2YMUOPPfaYjh8/ruuvv17jxo3zSIS2b9+uXbt2afv27V738eqrr6pfv36KjY3Vd999pyVLltRIpA4ePKj8/HwVFxfr//2//6e+ffuqQ4cOGjBggC666CLNmTNHzzzzjMLDwzV//nz17NlTF110kaSqAVcefPBBXXTRRe6RI0+st6KiQmFhYbrrrrt05513KiQkRGeddZb27dunzZs365prrvG5vwoLC5Wfn6+CggK98sorGjhwoKSqK7HHjh3Tk08+qSlTpujzzz/XkiVLfK4XANodf/8IDgBgbbm5uWbWrFkmNjbWdOjQwcTHx5ubbrrJ7N+/36Pc4cOHzfXXX2+6detmQkJCzOjRo83atWtr1Ddr1iwjyUgywcHBpm/fvmbRokUeZTIzM815551nunTpYjp37myGDBniMehE7969zaOPPlqj7o0bNzbbICFpaWnmkksuMZ06dTJOp9M8/vjjHtvs3LnTTJ061XTu3NmEh4ebSy65xOTn57vXp6amGknmL3/5i3tZ9WAq1YOE3HvvvSY+Pt6EhISYHj16mGuuucZjAJHqfpJkwsPDzbhx49yDcRhjTFFRkbniiiuMw+EwHTt2NJMmTTL/+c9/PNpxYh0nP6oH/KisrDR//OMfTe/evU2HDh1Mr169zJ/+9CevfVfbICHVj8jISHPhhRd6vAaPPPKIiYuLc8f4wgsv1DpYCgC0d0xUDQDASfr06aNbbrnFY260QNSnTx+tWbNGffr0qbFu2rRpuuWWWzR+/PhWjwsAUDt+gwYAQBvVvXt3BQUFeV0XFRVV4zd9AAD/4zdoAAC0UV9++WWt65YtW9aKkQAAfMUtjgAAAABgEdziCAAAAAAWQYIGAAAAABZBggYAAAAAFkGCBgAAAAAWQYIGAAAAABZBggYAAAAAFkGCBgAAAAAWQYIGAAAAABbx/wEe4V6fpf4GlgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Выбросы в датасете:\n", " stock index country year index price log_indexprice inflationrate \\\n", "229 SZCOMP China 2004.0 1467.57 3.17 0.04 \n", "230 SZCOMP China 2005.0 1144.54 3.06 0.02 \n", "231 SZCOMP China 2006.0 1687.14 3.23 0.02 \n", "232 SZCOMP China 2007.0 4329.44 3.64 0.05 \n", "233 SZCOMP China 2008.0 2912.90 3.46 0.06 \n", "234 SZCOMP China 2009.0 2737.01 3.44 -0.01 \n", "235 SZCOMP China 2010.0 2795.88 3.45 0.03 \n", "236 SZCOMP China 2011.0 2639.19 3.42 0.06 \n", "237 SZCOMP China 2012.0 2211.11 3.34 0.03 \n", "238 SZCOMP China 2013.0 2182.52 3.34 0.03 \n", "239 SZCOMP China 2014.0 2279.75 3.36 0.02 \n", "240 SZCOMP China 2015.0 3657.40 3.56 0.01 \n", "241 SZCOMP China 2016.0 2978.14 3.47 0.02 \n", "242 SZCOMP China 2017.0 3257.35 3.51 0.02 \n", "243 SZCOMP China 2018.0 2920.18 3.47 0.02 \n", "244 SZCOMP China 2019.0 2928.94 3.47 0.03 \n", "245 SZCOMP China 2020.0 3109.78 3.49 0.02 \n", "271 DAX 30 Germany 2005.0 5408.25 3.73 0.02 \n", "272 DAX 30 Germany 2006.0 6596.91 3.82 0.02 \n", "273 DAX 30 Germany 2007.0 8067.31 3.91 0.02 \n", "274 DAX 30 Germany 2008.0 4810.20 3.68 0.03 \n", "276 DAX 30 Germany 2010.0 6914.19 3.84 0.01 \n", "277 DAX 30 Germany 2011.0 5898.35 3.77 0.02 \n", "280 DAX 30 Germany 2014.0 9805.55 3.99 0.01 \n", "281 DAX 30 Germany 2015.0 10743.01 4.03 0.01 \n", "283 DAX 30 Germany 2017.0 12917.64 4.11 0.02 \n", "284 DAX 30 Germany 2018.0 10558.96 4.02 0.02 \n", "285 DAX 30 Germany 2019.0 13249.01 4.12 0.01 \n", "286 DAX 30 Germany 2020.0 13718.78 4.14 0.01 \n", "\n", " oil prices exchange_rate gdppercent percapitaincome unemploymentrate \\\n", "229 43.15 8.28 0.10 1509.0 0.04 \n", "230 59.41 8.19 0.11 1753.0 0.04 \n", "231 61.96 7.97 0.13 2099.0 0.04 \n", "232 91.69 7.61 0.14 2694.0 0.04 \n", "233 41.12 6.95 0.10 3468.0 0.04 \n", "234 74.47 6.83 0.09 3832.0 0.04 \n", "235 89.15 6.77 0.11 4550.0 0.04 \n", "236 98.56 6.46 0.10 5618.0 0.04 \n", "237 87.86 6.31 0.08 6317.0 0.04 \n", "238 97.63 6.15 0.08 7051.0 0.05 \n", "239 59.29 6.16 0.07 7679.0 0.05 \n", "240 37.19 6.28 0.07 8067.0 0.05 \n", "241 51.97 6.64 0.07 8148.0 0.05 \n", "242 57.88 6.76 0.07 8879.0 0.04 \n", "243 49.52 6.61 0.07 9977.0 0.04 \n", "244 59.88 6.91 0.06 10217.0 0.05 \n", "245 47.02 6.90 0.02 10500.0 0.05 \n", "271 59.41 1.24 0.01 34520.0 0.12 \n", "272 61.96 1.26 0.04 36354.0 0.11 \n", "273 91.69 1.37 0.03 41640.0 0.09 \n", "274 41.12 1.47 0.01 45613.0 0.08 \n", "276 89.15 1.33 0.04 41572.0 0.08 \n", "277 98.56 1.39 0.04 46706.0 0.07 \n", "280 59.29 1.33 0.02 48024.0 0.07 \n", "281 37.19 1.11 0.01 41103.0 0.06 \n", "283 57.88 1.13 0.03 44553.0 0.06 \n", "284 49.52 1.18 0.01 47811.0 0.05 \n", "285 59.88 1.12 0.01 46468.0 0.05 \n", "286 47.02 1.14 -0.05 45724.0 0.06 \n", "\n", " manufacturingoutput tradebalance USTreasury \n", "229 625.22 51.17 0.04 \n", "230 733.66 124.63 0.04 \n", "231 893.13 208.92 0.05 \n", "232 1149.72 308.04 0.05 \n", "233 1475.66 348.83 0.04 \n", "234 1611.95 220.13 0.03 \n", "235 1924.32 222.40 0.03 \n", "236 2421.37 180.89 0.03 \n", "237 2690.09 231.87 0.02 \n", "238 2935.34 234.87 0.02 \n", "239 3184.24 221.55 0.03 \n", "240 3202.50 358.84 0.02 \n", "241 3153.12 255.48 0.02 \n", "242 3460.33 215.70 0.02 \n", "243 3868.46 106.71 0.03 \n", "244 3823.41 164.99 0.02 \n", "245 3853.81 366.14 0.01 \n", "271 571.36 148.05 0.04 \n", "272 618.70 162.20 0.05 \n", "273 714.38 231.95 0.05 \n", "274 750.91 227.47 0.04 \n", "276 669.57 178.90 0.03 \n", "277 758.60 184.02 0.03 \n", "280 786.55 257.40 0.03 \n", "281 683.20 255.02 0.02 \n", "283 752.02 257.66 0.02 \n", "284 795.96 243.72 0.03 \n", "285 737.94 223.82 0.02 \n", "286 678.29 221.53 0.01 \n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(cleaned_df['manufacturingoutput'], cleaned_df['gdppercent'])\n", "plt.xlabel('Объем производства')\n", "plt.ylabel('ВВП')\n", "plt.title('Диаграмма рассеивания перед чисткой')\n", "plt.show()\n", "\n", "Q1 = cleaned_df[\"manufacturingoutput\"].quantile(0.25)\n", "Q3 = cleaned_df[\"manufacturingoutput\"].quantile(0.75)\n", "\n", "IQR = Q3 - Q1\n", "\n", "threshold = 1.5 * IQR\n", "lower_bound = Q1 - threshold\n", "upper_bound = Q3 + threshold\n", "\n", "outliers = (cleaned_df[\"manufacturingoutput\"] < lower_bound) | (cleaned_df[\"manufacturingoutput\"] > upper_bound)\n", "\n", "# Вывод выбросов\n", "print(\"Выбросы в датасете:\")\n", "print(cleaned_df[outliers])\n", "\n", "# Заменяем выбросы на медианные значения\n", "median_score = cleaned_df[\"manufacturingoutput\"].median()\n", "cleaned_df.loc[outliers, \"manufacturingoutput\"] = median_score\n", "\n", "# Визуализация данных после обработки\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(cleaned_df['manufacturingoutput'], cleaned_df['gdppercent'])\n", "plt.xlabel('Объем производства')\n", "plt.ylabel('ВВП')\n", "plt.title('Диаграмма рассеивания после чистки')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разбиение набора данных на обучающую, контрольную и тестовую выборки" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размер обучающей выборки: 131\n", "Размер контрольной выборки: 44\n", "Размер тестовой выборки: 44\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "train_df, test_df = train_test_split(cleaned_df, test_size=0.2, random_state=42)\n", "\n", "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n", "\n", "print(\"Размер обучающей выборки:\", len(train_df))\n", "print(\"Размер контрольной выборки:\", len(val_df))\n", "print(\"Размер тестовой выборки:\", len(test_df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видим недостаток баланса" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Распределение ВВП в обучающей выборке:\n", "gdppercent\n", " 0.02 30\n", " 0.04 25\n", " 0.03 21\n", " 0.01 13\n", " 0.07 8\n", " 0.08 8\n", " 0.05 7\n", "-0.01 5\n", " 0.11 2\n", " 0.09 2\n", "-0.02 2\n", " 0.10 2\n", "-0.03 1\n", " 0.14 1\n", "-0.10 1\n", " 0.06 1\n", "-0.05 1\n", "-0.04 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в контрольной выборке:\n", "gdppercent\n", " 0.02 9\n", " 0.03 7\n", " 0.01 6\n", " 0.07 4\n", " 0.04 4\n", " 0.05 4\n", " 0.08 3\n", " 0.06 3\n", "-0.01 2\n", " 0.10 1\n", "-0.08 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в тестовой выборке:\n", "gdppercent\n", " 0.02 12\n", " 0.03 8\n", " 0.01 7\n", " 0.05 5\n", " 0.04 3\n", " 0.08 3\n", "-0.01 2\n", "-0.05 1\n", " 0.06 1\n", " 0.13 1\n", " 0.07 1\n", "Name: count, dtype: int64\n", "\n" ] } ], "source": [ "def check_balance(df, name):\n", " counts = df['gdppercent'].value_counts()\n", " print(f\"Распределение ВВП в {name}:\")\n", " print(counts)\n", " print()\n", "\n", "check_balance(train_df, \"обучающей выборке\")\n", "check_balance(val_df, \"контрольной выборке\")\n", "check_balance(test_df, \"тестовой выборке\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "также используем oversampling и undersampling" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Оверсэмплинг:\n", "Распределение ВВП в обучающей выборке:\n", "gdppercent\n", " 0.04 36\n", " 0.02 30\n", " 0.03 21\n", " 0.01 13\n", " 0.07 10\n", " 0.08 10\n", " 0.05 7\n", "-0.01 5\n", " 0.09 4\n", " 0.11 3\n", " 0.14 2\n", " 0.10 2\n", "-0.02 2\n", "-0.03 1\n", "-0.10 1\n", " 0.06 1\n", "-0.05 1\n", "-0.04 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в контрольной выборке:\n", "gdppercent\n", " 0.02 9\n", " 0.07 7\n", " 0.03 7\n", " 0.01 6\n", " 0.05 5\n", " 0.06 5\n", " 0.04 4\n", " 0.08 3\n", "-0.01 2\n", " 0.10 1\n", "-0.08 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в тестовой выборке:\n", "gdppercent\n", " 0.02 12\n", " 0.03 8\n", " 0.01 7\n", " 0.05 5\n", " 0.04 3\n", " 0.08 3\n", "-0.01 2\n", "-0.05 1\n", " 0.06 1\n", " 0.13 1\n", " 0.07 1\n", "Name: count, dtype: int64\n", "\n", "Андерсэмплинг:\n", "Распределение ВВП в обучающей выборке:\n", "gdppercent\n", " 0.02 25\n", " 0.04 25\n", " 0.03 17\n", " 0.07 8\n", " 0.08 8\n", " 0.01 7\n", " 0.05 7\n", "-0.01 3\n", " 0.11 2\n", " 0.09 2\n", " 0.10 2\n", "-0.04 1\n", "-0.10 1\n", "-0.02 1\n", "-0.03 1\n", " 0.14 1\n", " 0.06 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в контрольной выборке:\n", "gdppercent\n", " 0.02 7\n", " 0.03 6\n", " 0.01 4\n", " 0.07 4\n", " 0.04 4\n", " 0.05 4\n", " 0.08 3\n", " 0.06 3\n", "-0.08 1\n", "-0.01 1\n", " 0.10 1\n", "Name: count, dtype: int64\n", "\n", "Распределение ВВП в тестовой выборке:\n", "gdppercent\n", " 0.02 12\n", " 0.03 8\n", " 0.01 7\n", " 0.05 5\n", " 0.08 3\n", " 0.04 3\n", "-0.01 2\n", " 0.06 1\n", "-0.05 1\n", " 0.13 1\n", " 0.07 1\n", "Name: count, dtype: int64\n", "\n" ] } ], "source": [ "from imblearn.over_sampling import RandomOverSampler\n", "from imblearn.under_sampling import RandomUnderSampler\n", "\n", "def binning(target, bins):\n", " return pd.qcut(target, q=bins, labels=False)\n", "\n", "train_df['gdppercent_binned'] = binning(train_df['gdppercent'], bins=2)\n", "val_df['gdppercent_binned'] = binning(val_df['gdppercent'], bins=2)\n", "test_df['gdppercent_binned'] = binning(test_df['gdppercent'], bins=2)\n", "\n", "def oversample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " oversampler = RandomOverSampler(random_state=42)\n", " x_resampled, y_resampled = oversampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1) \n", " return resampled_df\n", "\n", "def undersample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " undersampler = RandomUnderSampler(random_state=42)\n", " x_resampled, y_resampled = undersampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n", " return resampled_df\n", "\n", "train_df_oversampled = oversample(train_df, 'gdppercent_binned')\n", "val_df_oversampled = oversample(val_df, 'gdppercent_binned')\n", "test_df_oversampled = oversample(test_df, 'gdppercent_binned')\n", "\n", "train_df_undersampled = undersample(train_df, 'gdppercent_binned')\n", "val_df_undersampled = undersample(val_df, 'gdppercent_binned')\n", "test_df_undersampled = undersample(test_df, 'gdppercent_binned')\n", "\n", "print(\"Оверсэмплинг:\")\n", "check_balance(train_df_oversampled, \"обучающей выборке\")\n", "check_balance(val_df_oversampled, \"контрольной выборке\")\n", "check_balance(test_df_oversampled, \"тестовой выборке\")\n", "\n", "print(\"Андерсэмплинг:\")\n", "check_balance(train_df_undersampled, \"обучающей выборке\")\n", "check_balance(val_df_undersampled, \"контрольной выборке\")\n", "check_balance(test_df_undersampled, \"тестовой выборке\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://www.kaggle.com/datasets/surajjha101/stores-area-and-sales-data - данный датасет содержит информацию о магазинах" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Store ID ', 'Store_Area', 'Items_Available', 'Daily_Customer_Count',\n", " 'Store_Sales'],\n", " dtype='object')\n" ] } ], "source": [ "df_stores = pd.read_csv(\".//static//scv//Stores.csv\")\n", "print(df_stores.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Столбцы на русском:\n", "Store ID - Айди магазина\n", "Store_Area - Доступное пространство магазина\n", "Items_Available - Доступные предметы\n", "Daily_Customer_Count - Ежедневное количество клиентов\n", "Stores_Sales - Продажи в магазинах" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 896 entries, 0 to 895\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Store ID 896 non-null int64\n", " 1 Store_Area 896 non-null int64\n", " 2 Items_Available 896 non-null int64\n", " 3 Daily_Customer_Count 896 non-null int64\n", " 4 Store_Sales 896 non-null int64\n", "dtypes: int64(5)\n", "memory usage: 35.1 KB\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Store ID Store_Area Items_Available Daily_Customer_Count Store_Sales\n", "0 1 1659 1961 530 66490\n", "1 2 1461 1752 210 39820\n", "2 3 1340 1609 720 54010\n", "3 4 1451 1748 620 53730\n", "4 5 1770 2111 450 46620" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_stores.info()\n", "df_stores.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Объект наблюдения - Розничная торговля\n", "Атрибуты - содержит набор информации о магазин, такие как:\n", "Айди, размер, количество доступных предметов, количество покупателей и выручка" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "plt.scatter(df_stores['Daily_Customer_Count'], df_stores['Store_Sales'], c=df_stores['Daily_Customer_Count'], alpha=0.6)\n", "\n", "plt.title(\"Диаграмма 1\")\n", "plt.ylabel(\"Доход магазина\")\n", "plt.xlabel(\"Количество посетителей\")\n", "plt.grid(visible='true')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Присутствует связь между атрибутами, прибыль магазина зависит от количества товаров и количества покупателей. Для примера на графике приведена связь между прибылью и количеством покупателей. \n", "Примеры бизнес целей\n", "\n", " 1.Прогнозирование уровня продаж на основе количества покупателей.\n", " 2.Улучшение маркетинговых стратегий.\n", " \n", "Эффект для бизнеса: увеличение объема продаж и снижение затрат на хранение непродаваемых товаров, увеличение клиентской базы и повышение лояльности клиентов.\n", "Цели технического проекта\n", "\n", "Для первой цели:\n", "\n", "Вход: площадь магазина\n", "Целевой признак: сумма продаж.\n", "\n", "Для второй цели:\n", "\n", "Вход: количество клиентов за день\n", "Целевой признак: сумма продаж" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Проверка на выбросы" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Пропущенные значения по столбцам:\n", "Store ID 0\n", "Store_Area 0\n", "Items_Available 0\n", "Daily_Customer_Count 0\n", "Store_Sales 0\n", "dtype: int64\n", "\n", "Статистический обзор данных:\n", " Store ID Store_Area Items_Available Daily_Customer_Count \\\n", "count 896.000000 896.000000 896.000000 896.000000 \n", "mean 448.500000 1485.409598 1782.035714 786.350446 \n", "std 258.797218 250.237011 299.872053 265.389281 \n", "min 1.000000 775.000000 932.000000 10.000000 \n", "25% 224.750000 1316.750000 1575.500000 600.000000 \n", "50% 448.500000 1477.000000 1773.500000 780.000000 \n", "75% 672.250000 1653.500000 1982.750000 970.000000 \n", "max 896.000000 2229.000000 2667.000000 1560.000000 \n", "\n", " Store_Sales \n", "count 896.000000 \n", "mean 59351.305804 \n", "std 17190.741895 \n", "min 14920.000000 \n", "25% 46530.000000 \n", "50% 58605.000000 \n", "75% 71872.500000 \n", "max 116320.000000 \n" ] } ], "source": [ "null_values = df_stores.isnull().sum()\n", "print(\"Пропущенные значения по столбцам:\")\n", "print(null_values)\n", "\n", "stat_summary = df_stores.describe()\n", "print(\"\\nСтатистический обзор данных:\")\n", "print(stat_summary)\n" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Коэффициент асимметрии для столбца 'Store ID ': 0.0\n", "\n", "Коэффициент асимметрии для столбца 'Store_Area': 0.030366862979232103\n", "\n", "Коэффициент асимметрии для столбца 'Items_Available': 0.03443939172681748\n", "\n", "Коэффициент асимметрии для столбца 'Daily_Customer_Count': 0.07463278790524851\n", "\n", "Коэффициент асимметрии для столбца 'Store_Sales': 0.14879364291055253\n", "\n", "Количество дубликатов: 0\n" ] } ], "source": [ "for column in df_stores.select_dtypes(include=[np.number]).columns:\n", " skewness = df_stores[column].skew()\n", " print(f\"\\nКоэффициент асимметрии для столбца '{column}': {skewness}\")\n", "\n", "duplicates = df_stores.duplicated().sum()\n", "print(f\"\\nКоличество дубликатов: {duplicates}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных выше можно сказать, что пустых значений и дубликатов нет, выбросы минимальны\n", "Очистиим данные от шумов" ] }, { "cell_type": "code", "execution_count": 127, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Выбросы в датасете:\n", " Store ID Store_Area Items_Available Daily_Customer_Count Store_Sales\n", "39 40 1270 1516 10 45480\n", "349 350 1886 2228 1530 40350\n", "848 849 919 1099 1560 73810\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(df_stores['Daily_Customer_Count'], df_stores['Store_Sales'])\n", "plt.xlabel('Количество клиентов за день')\n", "plt.ylabel('Сумма прибыли')\n", "plt.title('Диаграмма рассеивания перед чисткой')\n", "plt.show()\n", "\n", "Q1 = df_stores[\"Daily_Customer_Count\"].quantile(0.25)\n", "Q3 = df_stores[\"Daily_Customer_Count\"].quantile(0.75)\n", "\n", "IQR = Q3 - Q1\n", "\n", "threshold = 1.5 * IQR\n", "lower_bound = Q1 - threshold\n", "upper_bound = Q3 + threshold\n", "\n", "outliers = (df_stores[\"Daily_Customer_Count\"] < lower_bound) | (df_stores[\"Daily_Customer_Count\"] > upper_bound)\n", "\n", "# Вывод выбросов\n", "print(\"Выбросы в датасете:\")\n", "print(df_stores[outliers])\n", "\n", "# Заменяем выбросы на медианные значения\n", "median_score = df_stores[\"Daily_Customer_Count\"].median()\n", "df_stores.loc[outliers, \"Daily_Customer_Count\"] = median_score\n", "\n", "# Визуализация данных после обработки\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(df_stores['Daily_Customer_Count'], df_stores['Store_Sales'])\n", "plt.xlabel('количество клиентов за день')\n", "plt.ylabel('сумма прибыли')\n", "plt.title('Диаграмма рассеивания после чистки')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разбиение набора данных на обучающую, контрольную и тестовую выборки" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размер обучающей выборки: 537\n", "Размер контрольной выборки: 179\n", "Размер тестовой выборки: 180\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "train_df, test_df = train_test_split(df_stores, test_size=0.2, random_state=42)\n", "\n", "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n", "\n", "print(\"Размер обучающей выборки:\", len(train_df))\n", "print(\"Размер контрольной выборки:\", len(val_df))\n", "print(\"Размер тестовой выборки:\", len(test_df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видим недостаток баланса" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Распределение суммы продаж в обучающей выборке:\n", "Store_Sales\n", "63540 3\n", "69940 2\n", "66050 2\n", "41490 2\n", "85670 2\n", " ..\n", "43720 1\n", "17670 1\n", "66490 1\n", "58670 1\n", "62470 1\n", "Name: count, Length: 508, dtype: int64\n", "\n", "Распределение суммы продаж в контрольной выборке:\n", "Store_Sales\n", "54590 3\n", "60060 2\n", "74080 2\n", "62380 2\n", "39140 1\n", " ..\n", "67640 1\n", "72350 1\n", "21750 1\n", "55170 1\n", "69130 1\n", "Name: count, Length: 174, dtype: int64\n", "\n", "Распределение суммы продаж в тестовой выборке:\n", "Store_Sales\n", "66000 2\n", "59190 2\n", "51480 2\n", "76300 1\n", "44890 1\n", " ..\n", "65970 1\n", "70050 1\n", "90180 1\n", "71280 1\n", "81470 1\n", "Name: count, Length: 177, dtype: int64\n", "\n" ] } ], "source": [ "def check_balance(df_stores, name):\n", " counts = df_stores['Store_Sales'].value_counts()\n", " print(f\"Распределение суммы продаж в {name}:\")\n", " print(counts)\n", " print()\n", "\n", "check_balance(train_df, \"обучающей выборке\")\n", "check_balance(val_df, \"контрольной выборке\")\n", "check_balance(test_df, \"тестовой выборке\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Применим андерсемплинг и оверсемплинг" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Оверсэмплинг:\n", "Распределение суммы продаж в обучающей выборке:\n", "Store_Sales\n", "44660 3\n", "70810 3\n", "62470 3\n", "72320 3\n", "66050 3\n", " ..\n", "73710 3\n", "67290 3\n", "36290 3\n", "49330 3\n", "33010 3\n", "Name: count, Length: 508, dtype: int64\n", "\n", "Распределение суммы продаж в контрольной выборке:\n", "Store_Sales\n", "41080 3\n", "39140 3\n", "54590 3\n", "39820 3\n", "54820 3\n", " ..\n", "67640 3\n", "72350 3\n", "21750 3\n", "55170 3\n", "69130 3\n", "Name: count, Length: 174, dtype: int64\n", "\n", "Распределение суммы продаж в тестовой выборке:\n", "Store_Sales\n", "61080 2\n", "76300 2\n", "44890 2\n", "36280 2\n", "45480 2\n", " ..\n", "65970 2\n", "70050 2\n", "90180 2\n", "71280 2\n", "81470 2\n", "Name: count, Length: 177, dtype: int64\n", "\n", "Андерсэмплинг:\n", "Распределение суммы продаж в обучающей выборке:\n", "Store_Sales\n", "105150 1\n", "16370 1\n", "17670 1\n", "21300 1\n", "21470 1\n", " ..\n", "30610 1\n", "30020 1\n", "28330 1\n", "27970 1\n", "27840 1\n", "Name: count, Length: 508, dtype: int64\n", "\n", "Распределение суммы продаж в контрольной выборке:\n", "Store_Sales\n", "20270 1\n", "21750 1\n", "23740 1\n", "24410 1\n", "25820 1\n", " ..\n", "87000 1\n", "87330 1\n", "89540 1\n", "94690 1\n", "102920 1\n", "Name: count, Length: 174, dtype: int64\n", "\n", "Распределение суммы продаж в тестовой выборке:\n", "Store_Sales\n", "14920 1\n", "22310 1\n", "26770 1\n", "32260 1\n", "33730 1\n", " ..\n", "93530 1\n", "93950 1\n", "97260 1\n", "102310 1\n", "116320 1\n", "Name: count, Length: 177, dtype: int64\n", "\n" ] } ], "source": [ "def oversample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " oversampler = RandomOverSampler(random_state=42)\n", " x_resampled, y_resampled = oversampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1) \n", " return resampled_df\n", "\n", "def undersample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " undersampler = RandomUnderSampler(random_state=42)\n", " x_resampled, y_resampled = undersampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n", " return resampled_df\n", "\n", "train_df_oversampled = oversample(train_df, 'Store_Sales')\n", "val_df_oversampled = oversample(val_df, 'Store_Sales')\n", "test_df_oversampled = oversample(test_df, 'Store_Sales')\n", "\n", "train_df_undersampled = undersample(train_df, 'Store_Sales')\n", "val_df_undersampled = undersample(val_df, 'Store_Sales')\n", "test_df_undersampled = undersample(test_df, 'Store_Sales')\n", "\n", "print(\"Оверсэмплинг:\")\n", "check_balance(train_df_oversampled, \"обучающей выборке\")\n", "check_balance(val_df_oversampled, \"контрольной выборке\")\n", "check_balance(test_df_oversampled, \"тестовой выборке\")\n", "\n", "print(\"Андерсэмплинг:\")\n", "check_balance(train_df_undersampled, \"обучающей выборке\")\n", "check_balance(val_df_undersampled, \"контрольной выборке\")\n", "check_balance(test_df_undersampled, \"тестовой выборке\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://www.kaggle.com/datasets/aravinii/house-price-prediction-treated-dataset - датасет имеет данные о домах и их ценах" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['date', 'price', 'bedrooms', 'grade', 'has_basement', 'living_in_m2',\n", " 'renovated', 'nice_view', 'perfect_condition', 'real_bathrooms',\n", " 'has_lavatory', 'single_floor', 'month', 'quartile_zone'],\n", " dtype='object')\n" ] } ], "source": [ "df_houses = pd.read_csv(\".//static//scv//df_test.csv\")\n", "print(df_houses.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Столбцы на русском\n", "date - дата\n", "price - цена\n", "bedrooms - количество спален\n", "grade - оценка\n", "has_basement - наличие подвала\n", "living_in_m2 - размер в кв метрах\n", "renovated - отремонтирован\n", "nice_view - наличие хорошего вида\n", "perfect_condition - идеальное состояние\n", "real_bathrooms - количество ванн\n", "has_lavatory - наличие туалета\n", "single_floor - один этаж\n", "month - месяц\n", "quartile_zone - зона квартиля" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 6948 entries, 0 to 6947\n", "Data columns (total 14 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 date 6948 non-null object \n", " 1 price 6948 non-null float64\n", " 2 bedrooms 6948 non-null int64 \n", " 3 grade 6948 non-null int64 \n", " 4 has_basement 6948 non-null bool \n", " 5 living_in_m2 6948 non-null float64\n", " 6 renovated 6948 non-null bool \n", " 7 nice_view 6948 non-null bool \n", " 8 perfect_condition 6948 non-null bool \n", " 9 real_bathrooms 6948 non-null int64 \n", " 10 has_lavatory 6948 non-null bool \n", " 11 single_floor 6948 non-null bool \n", " 12 month 6948 non-null int64 \n", " 13 quartile_zone 6948 non-null int64 \n", "dtypes: bool(6), float64(2), int64(5), object(1)\n", "memory usage: 475.1+ KB\n" ] }, { "data": { "text/html": [ "
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datepricebedroomsgradehas_basementliving_in_m2renovatednice_viewperfect_conditionreal_bathroomshas_lavatorysingle_floormonthquartile_zone
02015-03-19235000.037False121.70293FalseFalseFalse1FalseTrue31
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22014-12-19430000.017False58.52889FalseFalseFalse1FalseTrue124
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" ], "text/plain": [ " date price bedrooms grade has_basement living_in_m2 \\\n", "0 2015-03-19 235000.0 3 7 False 121.70293 \n", "1 2014-09-05 998000.0 4 10 False 350.24431 \n", "2 2014-12-19 430000.0 1 7 False 58.52889 \n", "3 2014-05-14 300000.0 3 6 False 117.05778 \n", "4 2014-08-14 243500.0 3 6 False 196.02533 \n", "\n", " renovated nice_view perfect_condition real_bathrooms has_lavatory \\\n", "0 False False False 1 False \n", "1 False False False 3 True \n", "2 False False False 1 False \n", "3 False False False 1 False \n", "4 False False False 3 False \n", "\n", " single_floor month quartile_zone \n", "0 True 3 1 \n", "1 False 9 1 \n", "2 True 12 4 \n", "3 True 5 3 \n", "4 True 8 1 " ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_houses.info()\n", "df_houses.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Объект наблюдения - недвижимость\n", "Атрибуты - содержит набор информации об обучении, такие как:\n", "Цена, дата, количествоо спален, оценка, наличие подвала, площадь, состояние восстановления и так далее" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "plt.scatter(df_houses['living_in_m2'], df_houses['price'], c=df_houses['price'], alpha=0.6)\n", "\n", "plt.title(\"Диаграмма 1\")\n", "plt.ylabel(\"Цена\")\n", "plt.xlabel(\"Площадь дома\")\n", "plt.grid(visible='true')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Присутствует связь между атрибутами: уровень цены зависит от всех атрибутов дома.\n", "Для примера на графике приведена связь между ценой и площадью дома.\n", "Примеры бизнес целей\n", "\n", " 1.Прогнозирование рыночных тенденций.\n", " 2.Увеличения доходов от продаж .\n", " \n", "Эффект для бизнеса: определение цен на объекты недвижимости, предсказание изменения цен на недвижимость.\n", "Цели технического проекта\n", "\n", "Для первой цели:\n", "\n", "Вход: Площадь\n", "Целевой признак: Цена\n", "\n", "Для второй цели:\n", "\n", "Вход: Дата и месяц\n", "Целевой признак: Цена" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Проверка на выбросы" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Пропущенные значения по столбцам:\n", "date 0\n", "price 0\n", "bedrooms 0\n", "grade 0\n", "has_basement 0\n", "living_in_m2 0\n", "renovated 0\n", "nice_view 0\n", "perfect_condition 0\n", "real_bathrooms 0\n", "has_lavatory 0\n", "single_floor 0\n", "month 0\n", "quartile_zone 0\n", "dtype: int64\n", "\n", "Статистический обзор данных:\n", " price bedrooms grade living_in_m2 real_bathrooms \\\n", "count 6.948000e+03 6948.000000 6948.000000 6948.000000 6948.000000 \n", "mean 5.001805e+05 3.350461 7.580455 187.564084 1.723805 \n", "std 2.464662e+05 0.886833 1.098832 76.220497 0.697007 \n", "min 7.500000e+04 0.000000 3.000000 34.374110 0.000000 \n", "25% 3.200000e+05 3.000000 7.000000 131.341616 1.000000 \n", "50% 4.470000e+05 3.000000 7.000000 176.469248 2.000000 \n", "75% 6.200000e+05 4.000000 8.000000 231.328470 2.000000 \n", "max 1.485000e+06 7.000000 12.000000 661.469360 6.000000 \n", "\n", " month quartile_zone \n", "count 6948.000000 6948.000000 \n", "mean 6.527778 2.467473 \n", "std 3.106609 1.087747 \n", "min 1.000000 1.000000 \n", "25% 4.000000 2.000000 \n", "50% 6.000000 2.000000 \n", "75% 9.000000 3.000000 \n", "max 12.000000 4.000000 \n" ] } ], "source": [ "null_values = df_houses.isnull().sum()\n", "print(\"Пропущенные значения по столбцам:\")\n", "print(null_values)\n", "\n", "stat_summary = df_houses.describe()\n", "print(\"\\nСтатистический обзор данных:\")\n", "print(stat_summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На основе данных можно сделать вывод об отстутствии нулевых значений" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Коэффициент асимметрии для столбца 'price': 1.2360372254399883\n", "\n", "Коэффициент асимметрии для столбца 'bedrooms': 0.2707651264666999\n", "\n", "Коэффициент асимметрии для столбца 'grade': 0.5399780033708754\n", "\n", "Коэффициент асимметрии для столбца 'living_in_m2': 0.9231129090688741\n", "\n", "Коэффициент асимметрии для столбца 'real_bathrooms': 0.6726357568802298\n", "\n", "Коэффициент асимметрии для столбца 'month': 0.08293910123309992\n", "\n", "Коэффициент асимметрии для столбца 'quartile_zone': 0.023363344136892138\n", "\n", "Количество дубликатов: 0\n" ] } ], "source": [ "for column in df_houses.select_dtypes(include=[np.number]).columns:\n", " skewness = df_houses[column].skew()\n", " print(f\"\\nКоэффициент асимметрии для столбца '{column}': {skewness}\")\n", "\n", "duplicates = df_houses.duplicated().sum()\n", "print(f\"\\nКоличество дубликатов: {duplicates}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Дупликаты отстутсвуют, выбросы незначительны" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Устранение шумов" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Выбросы в датасете:\n", " date price bedrooms grade has_basement living_in_m2 \\\n", "142 2014-05-05 890000.0 4 10 True 410.63126 \n", "166 2014-06-12 1240000.0 5 11 False 409.70223 \n", "201 2014-09-23 1230000.0 5 9 True 407.84417 \n", "209 2014-08-28 1275000.0 6 11 True 572.28248 \n", "345 2014-12-23 1042000.0 4 10 True 457.08276 \n", "... ... ... ... ... ... ... \n", "6777 2015-03-30 1436000.0 4 11 True 461.72791 \n", "6795 2014-05-27 1149000.0 4 11 True 551.84382 \n", "6809 2014-09-12 1040000.0 5 11 True 443.14731 \n", "6905 2014-05-29 1425000.0 4 11 True 460.79888 \n", "6931 2015-03-31 985000.0 5 10 True 431.99895 \n", "\n", " renovated nice_view perfect_condition real_bathrooms has_lavatory \\\n", "142 False False False 4 True \n", "166 False False False 4 False \n", "201 False False False 4 False \n", "209 False False False 5 True \n", "345 False True False 4 True \n", "... ... ... ... ... ... \n", "6777 False True False 3 True \n", "6795 False True False 3 False \n", "6809 False False False 3 True \n", "6905 True False False 4 True \n", "6931 False False False 4 True \n", "\n", " single_floor month quartile_zone \n", "142 False 5 3 \n", "166 False 6 4 \n", "201 False 9 4 \n", "209 False 8 4 \n", "345 False 12 2 \n", "... ... ... ... \n", "6777 False 3 4 \n", "6795 False 5 3 \n", "6809 True 9 4 \n", "6905 False 5 4 \n", "6931 False 3 3 \n", "\n", "[135 rows x 14 columns]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.scatter(df_houses['living_in_m2'], df_houses['price'])\n", "plt.xlabel('Площадь')\n", "plt.ylabel('Цена')\n", "plt.title('Диаграмма рассеивания перед чисткой')\n", "plt.show()\n", "\n", "Q1 = df_houses[\"living_in_m2\"].quantile(0.25)\n", "Q3 = df_houses[\"living_in_m2\"].quantile(0.75)\n", "\n", "IQR = Q3 - Q1\n", "\n", "threshold = 1.5 * IQR\n", "lower_bound = Q1 - threshold\n", "upper_bound = Q3 + threshold\n", "\n", "outliers = (df_houses[\"living_in_m2\"] < lower_bound) | (df_houses[\"living_in_m2\"] > upper_bound)\n", "\n", "# Вывод выбросов\n", "print(\"Выбросы в датасете:\")\n", "print(df_houses[outliers])\n", "\n", "# Заменяем выбросы на медианные значения\n", "median_score = df_houses[\"living_in_m2\"].median()\n", "df_houses.loc[outliers, \"living_in_m2\"] = median_score\n", "\n", "# Визуализация данных после обработки\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(df_houses['living_in_m2'], df_houses['price'])\n", "plt.xlabel('Площадь')\n", "plt.ylabel('Цена')\n", "plt.title('Диаграмма рассеивания после чистки')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разбиение набора данных на обучающую, контрольную и тестовую выборки" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Размер обучающей выборки: 4168\n", "Размер контрольной выборки: 1390\n", "Размер тестовой выборки: 1390\n" ] } ], "source": [ "train_df, test_df = train_test_split(df_houses, test_size=0.2, random_state=42)\n", "\n", "train_df, val_df = train_test_split(train_df, test_size=0.25, random_state=42)\n", "\n", "print(\"Размер обучающей выборки:\", len(train_df))\n", "print(\"Размер контрольной выборки:\", len(val_df))\n", "print(\"Размер тестовой выборки:\", len(test_df))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видим недостаток баланса" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Распределение цены в обучающей выборке:\n", "price\n", "450000.0 46\n", "500000.0 40\n", "375000.0 30\n", "550000.0 30\n", "300000.0 27\n", " ..\n", "579950.0 1\n", "1218000.0 1\n", "374990.0 1\n", "626000.0 1\n", "1169000.0 1\n", "Name: count, Length: 1463, dtype: int64\n", "\n", "Распределение цены в контрольной выборке:\n", "price\n", "400000.0 16\n", "450000.0 16\n", "550000.0 14\n", "600000.0 14\n", "500000.0 13\n", " ..\n", "744500.0 1\n", "419950.0 1\n", "369950.0 1\n", "616000.0 1\n", "220000.0 1\n", "Name: count, Length: 710, dtype: int64\n", "\n", "Распределение цены в тестовой выборке:\n", "price\n", "600000.0 15\n", "550000.0 13\n", "425000.0 13\n", "250000.0 12\n", "525000.0 12\n", " ..\n", "607000.0 1\n", "465250.0 1\n", "359500.0 1\n", "427500.0 1\n", "442000.0 1\n", "Name: count, Length: 718, dtype: int64\n", "\n" ] } ], "source": [ "def check_balance(df_houses, name):\n", " counts = df_houses['price'].value_counts()\n", " print(f\"Распределение цены в {name}:\")\n", " print(counts)\n", " print()\n", "\n", "check_balance(train_df, \"обучающей выборке\")\n", "check_balance(val_df, \"контрольной выборке\")\n", "check_balance(test_df, \"тестовой выборке\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "также используем oversampling и undersampling" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Оверсэмплинг:\n", "Распределение цены в обучающей выборке:\n", "price\n", "626000.0 46\n", "369000.0 46\n", "650000.0 46\n", "1169000.0 46\n", "850000.0 46\n", " ..\n", "735000.0 46\n", "210500.0 46\n", "265000.0 46\n", "255000.0 46\n", "369300.0 46\n", "Name: count, Length: 1463, dtype: int64\n", "\n", "Распределение цены в контрольной выборке:\n", "price\n", "863000.0 16\n", "585000.0 16\n", "560000.0 16\n", "207000.0 16\n", "267000.0 16\n", " ..\n", "510000.0 16\n", "260000.0 16\n", "550000.0 16\n", "185000.0 16\n", "435000.0 16\n", "Name: count, Length: 710, dtype: int64\n", "\n", "Распределение цены в тестовой выборке:\n", "price\n", "331292.0 15\n", "950000.0 15\n", "519000.0 15\n", "240000.0 15\n", "193000.0 15\n", " ..\n", "250000.0 15\n", "420000.0 15\n", "870000.0 15\n", "242000.0 15\n", "470000.0 15\n", "Name: count, Length: 718, dtype: int64\n", "\n", "Андерсэмплинг:\n", "Распределение цены в обучающей выборке:\n", "price\n", "1485000.0 1\n", "80000.0 1\n", "81000.0 1\n", "82000.0 1\n", "83000.0 1\n", " ..\n", "125000.0 1\n", "118125.0 1\n", "115000.0 1\n", "110000.0 1\n", "100000.0 1\n", "Name: count, Length: 1463, dtype: int64\n", "\n", "Распределение цены в контрольной выборке:\n", "price\n", "1475000.0 1\n", "114000.0 1\n", "115000.0 1\n", "126000.0 1\n", "130000.0 1\n", " ..\n", "163250.0 1\n", "160000.0 1\n", "158000.0 1\n", "157000.0 1\n", "150000.0 1\n", "Name: count, Length: 710, dtype: int64\n", "\n", "Распределение цены в тестовой выборке:\n", "price\n", "1475000.0 1\n", "75000.0 1\n", "100000.0 1\n", "111300.0 1\n", "114975.0 1\n", " ..\n", "169900.0 1\n", "169575.0 1\n", "169500.0 1\n", "165000.0 1\n", "163500.0 1\n", "Name: count, Length: 718, dtype: int64\n", "\n" ] } ], "source": [ "\n", "\n", "def oversample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " oversampler = RandomOverSampler(random_state=42)\n", " x_resampled, y_resampled = oversampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1) \n", " return resampled_df\n", "\n", "def undersample(df, target_column):\n", " X = df.drop(target_column, axis=1)\n", " y = df[target_column]\n", " \n", " undersampler = RandomUnderSampler(random_state=42)\n", " x_resampled, y_resampled = undersampler.fit_resample(X, y) # type: ignore\n", " \n", " resampled_df = pd.concat([x_resampled, y_resampled], axis=1)\n", " return resampled_df\n", "\n", "train_df_oversampled = oversample(train_df, 'price')\n", "val_df_oversampled = oversample(val_df, 'price')\n", "test_df_oversampled = oversample(test_df, 'price')\n", "\n", "train_df_undersampled = undersample(train_df, 'price')\n", "val_df_undersampled = undersample(val_df, 'price')\n", "test_df_undersampled = undersample(test_df, 'price')\n", "\n", "print(\"Оверсэмплинг:\")\n", "check_balance(train_df_oversampled, \"обучающей выборке\")\n", "check_balance(val_df_oversampled, \"контрольной выборке\")\n", "check_balance(test_df_oversampled, \"тестовой выборке\")\n", "\n", "print(\"Андерсэмплинг:\")\n", "check_balance(train_df_undersampled, \"обучающей выборке\")\n", "check_balance(val_df_undersampled, \"контрольной выборке\")\n", "check_balance(test_df_undersampled, \"тестовой выборке\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { 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