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pd.Timestamp('1970-01-01')).dt.days\n", + "print(df['Date_numeric'])\n", + "\n", + "def split_stratified_into_train_val_test(\n", + " df_input,\n", + " stratify_colname=\"y\",\n", + " frac_train=0.6,\n", + " frac_val=0.15,\n", + " frac_test=0.25,\n", + " random_state=None,\n", + "):\n", + " if frac_train + frac_val + frac_test != 1.0:\n", + " raise ValueError(\n", + " \"fractions %f, %f, %f do not add up to 1.0\"\n", + " % (frac_train, frac_val, frac_test)\n", + " )\n", + "\n", + " if stratify_colname not in df_input.columns:\n", + " raise ValueError(\"%s is not a column in the dataframe\" % (stratify_colname))\n", + "\n", + " X = df_input \n", + " y = df_input[\n", + " [stratify_colname]\n", + " ] \n", + "\n", + " df_train, df_temp, y_train, y_temp = train_test_split(\n", + " X, y, stratify=y, test_size=(1.0 - frac_train), random_state=random_state\n", + " )\n", + "\n", + " relative_frac_test = frac_test / (frac_val + frac_test)\n", + " df_val, df_test, y_val, y_test = train_test_split(\n", + " df_temp,\n", + " y_temp,\n", + " stratify=y_temp,\n", + " test_size=relative_frac_test,\n", + " random_state=random_state,\n", + " )\n", + "\n", + " assert len(df_input) == len(df_train) + len(df_val) + len(df_test)\n", + "\n", + " return df_train, df_val, df_test\n", + "\n", + "bins = [df['Close'].min(), df['Close'].quantile(0.33), df['Close'].quantile(0.66), df['Close'].max()]\n", + "labels = ['Low', 'Medium', 'High']\n", + "df['Close_binned'] = pd.cut(df['Close'], bins=bins, labels=labels)\n", + "df = df.dropna()\n", + "# Now stratify using the binned values\n", + "df_train, df_val, df_test = split_stratified_into_train_val_test(\n", + " df, stratify_colname=\"Close_binned\", frac_train=0.60, frac_val=0.20, frac_test=0.20\n", + ")\n", + "\n", + "print(df_train.columns) \n", + " \n", + "print(\"Обучающая выборка: \", df_train.shape)\n", + "print(df_train.Close.value_counts()) \n", + "\n", + "print(\"Контрольная выборка: \", df_val.shape)\n", + "print(df_val.Close.value_counts())\n", + "\n", + "print(\"Тестовая выборка: \", df_test.shape)\n", + "print(df_test.Close.value_counts())\n", + "\n", + "print(\"Обучающая выборка: \", df_train.shape)\n", + "print(df_train['Close_binned'].value_counts())\n", + "\n", + "print(\"Контрольная выборка: \", df_val.shape)\n", + "print(df_val['Close_binned'].value_counts())\n", + "\n", + "print(\"Тестовая выборка: \", df_test.shape)\n", + "print(df_test['Close_binned'].value_counts())\n", + "\n", + "rus = RandomUnderSampler(random_state=42)\n", + "X_resampled, y_resampled = rus.fit_resample(df_train, df_train[\"Close_binned\"])\n", + "df_train_rus = pd.DataFrame(X_resampled)\n", + "print(\"Обучающая выборка после undersampling: \", df_train_rus.shape)\n", + "print(df_train_rus.Close.value_counts())\n", + "\n", + "df_train = pd.get_dummies(df_train, columns=['Close_binned'])\n", + "\n", + "df_train['Volume_binned'] = pd.qcut(df_train['Volume'], q=4, labels=False)\n", + "\n", + "df_train['Price_change'] = df_train['Close'] - df_train['Open']\n", + "\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "scaler = StandardScaler()\n", + "df_train[['Open', 'Close', 'High', 'Low', 'Volume']] = scaler.fit_transform(df_train[['Open', 'Close', 'High', 'Low', 'Volume']])\n", + "\n", + "df_train['Volatility'] = df_train['High'] - df_train['Low']\n", + "\n", + "import featuretools as ft\n", + "\n", + "es = ft.EntitySet(id=\"stocks\")\n", + "es = es.add_dataframe(\n", + " dataframe_name=\"stock_data\", \n", + " dataframe=df_train, \n", + " index=\"Date\")\n", + "\n", + "feature_matrix, feature_defs = ft.dfs(\n", + " entityset=es, \n", + " target_dataframe_name=\"stock_data\")\n", + "\n", + "feature_defs\n", + "\n", + "# Оценка предсказательной способности\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_absolute_error, mean_squared_error\n", + "df_train_regression = df_train.copy()\n", + "\n", + "X_train = df_train_regression.drop(['Close', 'Date'], axis=1)\n", + "y_train = df_train_regression['Close']\n", + "\n", + "X_test = df_test.drop(['Close', 'Date'], axis=1)\n", + "y_test = df_test['Close']\n", + "\n", + "X_train_encoded = pd.get_dummies(X_train, drop_first=True)\n", + "X_test_encoded = pd.get_dummies(X_test, drop_first=True)\n", + "\n", + "X_test_encoded = X_test_encoded.reindex(columns=X_train_encoded.columns, fill_value=0)\n", + "\n", + "print(X_train_encoded.dtypes)\n", + "\n", + "model = LinearRegression()\n", + "model.fit(X_train_encoded, y_train)\n", + "\n", + "predictions = model.predict(X_test_encoded)\n", + "\n", + "mae = mean_absolute_error(y_test, predictions)\n", + "mse = mean_squared_error(y_test, predictions)\n", + "print(\"Средняя абсолютная ошибка:\", mae)\n", + "print(\"Среднеквадратичная ошибка:\", mse)\n", + "\n", + "# Оценка скорости вычисления\n", + "import time\n", + "start_time = time.time()\n", + "model.fit(X_train_encoded, y_train)\n", + "training_time = time.time() - start_time\n", + "\n", + "start_time = time.time()\n", + "predictions = model.predict(X_test_encoded)\n", + "prediction_time = time.time() - start_time\n", + "\n", + "print(f'время, затраченное на обучение модели: {training_time}. Время, затраченное на предсказание: {prediction_time}')\n", + "\n", + "# Оценка корреляции\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "corr_matrix = df_train_regression.corr()\n", + "sns.heatmap(corr_matrix, annot=False)\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}