diff --git a/Lab2/lab2.ipynb b/Lab2/lab2.ipynb index dbbd76d..4e4e5f9 100644 --- a/Lab2/lab2.ipynb +++ b/Lab2/lab2.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 111, "metadata": {}, "outputs": [ { @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 112, "metadata": {}, "outputs": [ { @@ -245,7 +245,7 @@ "4 0.08 NaN -102.73 0.12 " ] }, - "execution_count": 36, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" } @@ -266,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 113, "metadata": {}, "outputs": [ { @@ -295,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 114, "metadata": {}, "outputs": [ { @@ -310,11 +310,11 @@ } ], "source": [ - "year_condition = df.groupby('gdppercent')['unemploymentrate'].mean().reset_index()\n", + "df_dependence = df.groupby('gdppercent')['unemploymentrate'].mean().reset_index()\n", "\n", "plt.figure(figsize=(12, 6))\n", "\n", - "plt.plot(year_condition['gdppercent'], year_condition['unemploymentrate'], marker='.')\n", + "plt.plot(df_dependence['gdppercent'], df_dependence['unemploymentrate'], marker='.')\n", "\n", "plt.title(\"Диаграмма 2\")\n", "plt.xlabel(\"Уровень ВВП\")\n", @@ -358,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 115, "metadata": {}, "outputs": [ { @@ -435,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 116, "metadata": {}, "outputs": [ { @@ -490,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 117, "metadata": {}, "outputs": [ { @@ -521,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 118, "metadata": {}, "outputs": [ { @@ -689,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 119, "metadata": {}, "outputs": [ { @@ -723,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 120, "metadata": {}, "outputs": [ { @@ -806,7 +806,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 121, "metadata": {}, "outputs": [ { @@ -980,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 122, "metadata": {}, "outputs": [ { @@ -1012,7 +1012,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 123, "metadata": {}, "outputs": [ { @@ -1115,7 +1115,7 @@ "4 5 1770 2111 450 46620" ] }, - "execution_count": 48, + "execution_count": 123, "metadata": {}, "output_type": "execute_result" } @@ -1129,14 +1129,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Объект наблюдения - экономика\n", + "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": 89, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -1196,7 +1196,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -1246,7 +1246,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 126, "metadata": {}, "outputs": [ { @@ -1287,7 +1287,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 127, "metadata": {}, "outputs": [ { @@ -1367,7 +1367,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 128, "metadata": {}, "outputs": [ { @@ -1401,7 +1401,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -1477,7 +1477,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -1618,6 +1618,804 @@ "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": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
datepricebedroomsgradehas_basementliving_in_m2renovatednice_viewperfect_conditionreal_bathroomshas_lavatorysingle_floormonthquartile_zone
02015-03-19235000.037False121.70293FalseFalseFalse1FalseTrue31
12014-09-05998000.0410False350.24431FalseFalseFalse3TrueFalse91
22014-12-19430000.017False58.52889FalseFalseFalse1FalseTrue124
32014-05-14300000.036False117.05778FalseFalseFalse1FalseTrue53
42014-08-14243500.036False196.02533FalseFalseFalse3FalseTrue81
\n", + "
" + ], + "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": { diff --git a/README.md b/README.md index 8d8dc24..643dedf 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,5 @@ -# AIM-PIbd-31-Razubaev-S-M +Репозиторий для лабораторных работ по дисциплине "Методы Искусственного Интеллекта" + +Выполнил: Разубаев Сергей, ПИбд-31. +Вариант 3: Диабет у индейцев Пима https://www.kaggle.com/datasets/uciml/pima-indians-diabetes-database