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cas-pml/SL/aufgaben/template/2_Code/1.7 Feature Engineering - Nachtraege.ipynb
2026-05-21 14:16:30 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"# Feature Engineering\n",
"## Einfuehrung\n",
"## Exploration\n",
"## Transformation\n",
"## Konstruktion\n",
"## Selektion\n",
"## Implementation\n",
"## Nachträge"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-03-12T22:57:50.404728Z",
"start_time": "2020-03-12T22:57:48.203439Z"
}
},
"outputs": [],
"source": [
"## prepare: import lbraries and set data path\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns; sns.set()\n",
"%matplotlib inline\n",
"\n",
"datapath = '../3_data'\n",
"from os import chdir; chdir(datapath)\n",
"\n",
"#data = pd.read_csv('bank_data.csv', sep=';')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### NA imputation mit ML Methoden\n",
"#### Metrisch mit Regression: \"age\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7 NaN\n",
"20 NaN\n",
"34 NaN\n",
"101 NaN\n",
"327 NaN\n",
"Name: age, dtype: float64\n",
"7 62.270798\n",
"20 38.102409\n",
"34 41.409065\n",
"101 44.357099\n",
"327 39.134023\n",
"Name: age, dtype: float64\n"
]
}
],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.drop(['default', 'pdays', 'poutcome'], axis=1, inplace=True)\n",
"\n",
"## check before\n",
"na_idx = data.age.isna()\n",
"print(data.age[na_idx].head())\n",
"\n",
"## remove rows with nas except for 'age'\n",
"s = data.isna().sum()\n",
"cols_with_nas = s[s > 0].index.tolist()\n",
"cols_with_nas.remove('age')\n",
"data.dropna(subset=cols_with_nas, inplace=True)\n",
"\n",
"## one hot encoding all not nummerical Vars\n",
"data = pd.get_dummies(data)\n",
"\n",
"## train - test - split \n",
"## train: data without NAs\n",
"## test: data with NAs\n",
"nas = pd.isnull(data.age)\n",
"train = data[~nas]\n",
"test = data[nas]\n",
"\n",
"## features - target - split\n",
"X_train = train.drop('age', axis=1)\n",
"y_train = train['age']\n",
"X_test = test.drop('age', axis=1)\n",
"\n",
"## train model and predict values for NAs\n",
"from sklearn.linear_model import LinearRegression\n",
"model = LinearRegression()\n",
"model.fit(X_train, y_train)\n",
"y_test = model.predict(X_test)\n",
"\n",
"## reconstruct data frame\n",
"train = train.assign(age = y_train)\n",
"test = test.assign(age = y_test)\n",
"new_data = pd.concat([train, test])\n",
"\n",
"## check\n",
"print(new_data.age[na_idx].head())"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"#### Kategorial mit Klassifikation: marital (obsolet)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"553 NaN\n",
"1582 NaN\n",
"1698 NaN\n",
"1801 NaN\n",
"2274 NaN\n",
"Name: marital, dtype: object\n",
"553 married\n",
"1582 married\n",
"1698 married\n",
"1801 single\n",
"2274 single\n",
"Name: marital, dtype: object\n"
]
}
],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.drop(['default', 'pdays', 'poutcome'], axis=1, inplace=True)\n",
"\n",
"## check before\n",
"na_idx = data.marital.isna()\n",
"print(data.marital[na_idx].head())\n",
"\n",
"## remove rows with nas except for 'marital'\n",
"s = data.isna().sum()\n",
"cols_with_nas = s[s > 0].index.tolist()\n",
"cols_with_nas.remove('marital')\n",
"data.dropna(subset=cols_with_nas, inplace=True)\n",
"\n",
"## one hot encoding all not nummerical Vars except 'marital'\n",
"cat_vars = data.select_dtypes(include=['object']).columns.tolist()\n",
"cat_vars.remove('marital')\n",
"data = pd.get_dummies(data, columns=cat_vars)\n",
"\n",
"## train - test - split\n",
"nas = pd.isnull(data.marital)\n",
"train = data[~nas]\n",
"test = data[nas]\n",
"\n",
"## features - target - split\n",
"X_train = train.drop('marital', axis=1)\n",
"y_train = train['marital']\n",
"X_test = test.drop('marital', axis=1)\n",
"\n",
"## train model and predict values for NAs\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"\n",
"#model = LinearRegression()\n",
"model = DecisionTreeClassifier()\n",
"model.fit(X_train, y_train)\n",
"y_test = model.predict(X_test)\n",
"\n",
"## reconstruct data frame\n",
"train = train.assign(marital = y_train)\n",
"test = test.assign(marital = y_test)\n",
"new_data = pd.concat([train, test])\n",
"\n",
"## check\n",
"print(new_data.marital[na_idx].head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### `sklearn.impute.KNNImputer`"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7 NaN\n",
"20 NaN\n",
"34 NaN\n",
"101 NaN\n",
"327 NaN\n",
"Name: age, dtype: float64\n",
"7 36.0\n",
"20 30.4\n",
"34 52.8\n",
"101 43.8\n",
"327 41.4\n",
"Name: age, dtype: float64\n"
]
}
],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.drop(['default', 'pdays', 'poutcome'], axis=1)\n",
"data = pd.get_dummies(data)\n",
"\n",
"## check before\n",
"na_idx = data.age.isna()\n",
"print(data.age[na_idx].head())\n",
"\n",
"## use KNNImputer\n",
"from sklearn.impute import KNNImputer\n",
"imp = KNNImputer()\n",
"imp.fit(data)\n",
"new_data = pd.DataFrame(imp.transform(data), columns=data.columns)\n",
"\n",
"## check after\n",
"print(new_data.age[na_idx].head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### sklearn.impute.IterativeImputer (EXTRA)"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"## preparations (minimal feature engineering)\n",
"\n",
"data = pd.read_csv('bank_data.csv', sep=';').drop(['default', 'pdays', 'poutcome'], axis=1)\n",
"data = pd.get_dummies(data)\n",
"\n",
"## check before\n",
"print(data.age[na_idx].head())\n",
"\n",
"## use imputer\n",
"from sklearn.experimental import enable_iterative_imputer\n",
"from sklearn.impute import IterativeImputer\n",
"imp = IterativeImputer(random_state=1234)\n",
"imp.fit(data)\n",
"new_data = pd.DataFrame(imp.transform(data), columns=data.columns)\n",
"\n",
"## check after\n",
"print(new_data.age[na_idx].head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Automatische Feature Selection mit ML Methoden\n",
"#### Modellbasierte Feature Selection\n",
"##### Klassifikationsmodelle"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" feature importance\n",
"1 duration 0.220103\n",
"8 euribor3m 0.086781\n",
"3 pdays 0.070758\n",
"9 nr.employed 0.065289\n",
"7 cons.conf.idx 0.054709\n",
"0 age 0.054357\n"
]
}
],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.drop(['default', 'pdays', 'poutcome'], axis=1)\n",
"data.dropna(inplace=True)\n",
"\n",
"## features - target - split\n",
"X = data.drop('y', axis=1)\n",
"y = data['y']\n",
"\n",
"## train - test - split\n",
"## not here\n",
"\n",
"## one-hot encode X\n",
"X = pd.get_dummies(X)\n",
"\n",
"## train a model\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"model = RandomForestClassifier()\n",
"model.fit(X, y)\n",
"\n",
"## extract importance and feature names in a data frame\n",
"## and sort by descending importance\n",
"best = pd.DataFrame({\n",
" 'feature': X.columns,\n",
" 'importance': model.feature_importances_\n",
"})\n",
"best = best.sort_values(by=['importance'], ascending=False)\n",
"print(best.head(6))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 1832 entries, 10 to 9867\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 duration 1832 non-null float64\n",
" 1 euribor3m 1832 non-null float64\n",
" 2 pdays 1832 non-null int64 \n",
" 3 nr.employed 1832 non-null float64\n",
" 4 cons.conf.idx 1832 non-null float64\n",
" 5 age 1832 non-null float64\n",
"dtypes: float64(5), int64(1)\n",
"memory usage: 100.2 KB\n",
"None\n"
]
}
],
"source": [
"## use best 6 to filter\n",
"sel_vars = best.head(6).feature.tolist()\n",
"new_X = X[sel_vars]\n",
"print(new_X.info())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Regressionsmodelle"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('melb_data.csv')\n",
"vars_to_drop = ['Unnamed: 0', 'Suburb', 'Address', 'SellerG', 'Postcode', 'Bedroom2', 'Date', 'CouncilArea']\n",
"data = data.drop(vars_to_drop, axis=1)\n",
"data.dropna(inplace=True)\n",
"data = pd.get_dummies(data)\n",
"\n",
"X = data.drop('Price', axis=1)\n",
"y = data['Price']\n",
"\n",
"## graph for lasso\n",
"n_alphas = 20\n",
"alphas = np.logspace(2, 6, n_alphas)\n",
"\n",
"from sklearn.linear_model import Lasso\n",
"coefs = []\n",
"\n",
"for alpha in alphas:\n",
" model = Lasso(alpha=alpha)\n",
" model.fit(X, y)\n",
" coefs.append(model.coef_)\n",
"\n",
"## Display results\n",
"ax = plt.gca()\n",
"ax.plot(alphas, coefs)\n",
"ax.set_xscale('log')\n",
"ax.axvline(x=1e5, color='black', linewidth=1.0, linestyle='dashed')\n",
"plt.title('Lasso')\n",
"plt.xlabel(r'$\\lambda$')\n",
"plt.ylabel(r'$\\beta$')\n",
"plt.legend(X.columns, bbox_to_anchor=(1, 1));"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['Rooms', 'Distance', 'Bathroom', 'Landsize', 'BuildingArea', 'YearBuilt', 'Propertycount']\n"
]
}
],
"source": [
"## cut at 100000\n",
"model = Lasso(alpha=100000)\n",
"model.fit(X, y)\n",
"\n",
"best = pd.DataFrame({\n",
" 'features': X.columns,\n",
" 'coefs': model.coef_\n",
"})\n",
"\n",
"sel_vars = best[abs(best.coefs) > 0].features.tolist()\n",
"print(sel_vars)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 6830 entries, 1 to 18394\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Rooms 6830 non-null int64 \n",
" 1 Distance 6830 non-null float64\n",
" 2 Bathroom 6830 non-null float64\n",
" 3 Landsize 6830 non-null float64\n",
" 4 BuildingArea 6830 non-null float64\n",
" 5 YearBuilt 6830 non-null float64\n",
" 6 Propertycount 6830 non-null float64\n",
"dtypes: float64(6), int64(1)\n",
"memory usage: 426.9 KB\n"
]
}
],
"source": [
"new_X = X[sel_vars]\n",
"\n",
"## check\n",
"new_X.info()"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"#### Iterative Methoden"
]
},
{
"cell_type": "markdown",
"metadata": {
"tags": []
},
"source": [
"##### RFE\n",
"Feature ranking with recursive feature elimination."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Feature Ranking Support\n",
"0 age 1 True\n",
"1 duration 1 True\n",
"2 campaign 1 True\n",
"3 pdays 1 True\n",
"4 previous 1 True\n",
"22 marital_married 1 True\n"
]
}
],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.dropna(inplace=True)\n",
"X = data.drop('y', axis=1)\n",
"y = data['y']\n",
"X = pd.get_dummies(X)\n",
"\n",
"## train RFE with DecisionTreeClassifier\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.feature_selection import RFE\n",
"select = RFE(DecisionTreeClassifier(random_state=1234),\n",
" n_features_to_select=10)\n",
"select.fit(X, y)\n",
"\n",
"## collect results as data frame\n",
"results = pd.DataFrame({\n",
" 'Feature' : X.columns,\n",
" 'Ranking' : select.ranking_,\n",
" 'Support' : select.support_}).\\\n",
" sort_values(by=['Ranking'], ascending = True)\n",
"print(results.head(6))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['age', 'duration', 'campaign', 'pdays', 'previous', 'marital_married', 'cons.price.idx', 'cons.conf.idx', 'euribor3m', 'nr.employed']\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 1832 entries, 10 to 9867\n",
"Data columns (total 10 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 age 1832 non-null float64\n",
" 1 duration 1832 non-null float64\n",
" 2 campaign 1832 non-null int64 \n",
" 3 pdays 1832 non-null int64 \n",
" 4 previous 1832 non-null int64 \n",
" 5 marital_married 1832 non-null bool \n",
" 6 cons.price.idx 1832 non-null float64\n",
" 7 cons.conf.idx 1832 non-null float64\n",
" 8 euribor3m 1832 non-null float64\n",
" 9 nr.employed 1832 non-null float64\n",
"dtypes: bool(1), float64(6), int64(3)\n",
"memory usage: 144.9 KB\n",
"None\n"
]
}
],
"source": [
"## filter selected features\n",
"sel_vars = results.Feature[results.Support==True].tolist()\n",
"print(sel_vars)\n",
"new_X = X[sel_vars]\n",
"\n",
"## check\n",
"print(new_X.info())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### permutation_importance"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.dropna(inplace=True)\n",
"X = data.drop('y', axis=1)\n",
"y = data['y']\n",
"X = pd.get_dummies(X)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"## define trainer\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"model = RandomForestClassifier().fit(X, y)\n",
"\n",
"## permute features\n",
"from sklearn.inspection import permutation_importance\n",
"result = permutation_importance(\n",
" model, X, y, \n",
" n_jobs=-1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" feature mean std\n",
"1 duration 0.137991 0.009669\n",
"3 pdays 0.034061 0.002357\n",
"8 euribor3m 0.027511 0.001910\n",
"0 age 0.011245 0.001781\n",
"7 cons.conf.idx 0.007860 0.001319\n"
]
}
],
"source": [
"## collect results in a dataframe, ordered by mean\n",
"results_df = pd.DataFrame({\n",
" 'feature': X.columns,\n",
" 'mean': result.importances_mean,\n",
" 'std': result.importances_std\n",
"})\n",
"results_df = results_df.sort_values(by=['mean'], ascending=False)\n",
"print(results_df.head())"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## visualize results\n",
"sns.barplot(x='mean', y='feature', data=results_df, color='steelblue');"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['duration', 'pdays', 'euribor3m', 'age', 'cons.conf.idx', 'cons.price.idx', 'day_of_week_mon', 'poutcome_success', 'campaign', 'nr.employed']\n"
]
}
],
"source": [
"## filter selected features\n",
"sel_vars = results_df.feature.head(10).tolist()\n",
"print(sel_vars)\n",
"\n",
"#X_new = X[sel_vars]\n",
"#X_new.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Feature Selektion mit PCA EXTRA\n",
"#### Korrelationen mit erster Hauptkomponente"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"euribor3m 0.903003\n",
"emp.var.rate 0.901417\n",
"nr.employed 0.846325\n",
"cons.price.idx 0.677577\n",
"contact_cellular 0.660228\n",
"contact_telephone 0.660228\n",
"Name: pc1, dtype: float64\n",
"5 best features : ['euribor3m', 'emp.var.rate', 'nr.employed', 'cons.price.idx', 'contact_cellular']\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 400x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## preparations (minimal feature engineering)\n",
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.drop(['default', 'pdays', 'poutcome'], axis=1, inplace=True)\n",
"data.dropna(inplace=True)\n",
"\n",
"## recode target binnary\n",
"data.y = np.where(data.y == 'no', 0, 1)\n",
"\n",
"## one-hot encode\n",
"data = pd.get_dummies(data)\n",
"\n",
"## scale\n",
"from sklearn.preprocessing import StandardScaler\n",
"scaler = StandardScaler()\n",
"scaler.fit(data)\n",
"data = pd.DataFrame(scaler.transform(data), columns=data.columns)\n",
"\n",
"## pca\n",
"from sklearn.decomposition import PCA\n",
"pca_1 = PCA(1)\n",
"pca_model = pca_1.fit_transform(data)\n",
"\n",
"## add pc 1 to features\n",
"data['pc1'] = pca_model[:, 0]\n",
"\n",
"## calculate correlation and keep absolute values\n",
"corr_df = abs(data.corr())\n",
"\n",
"## order descending by by pc1\n",
"corr_df = corr_df.sort_values(by=['pc1'], ascending=False)\n",
"#print(corr_df)\n",
"\n",
"## remove row pc1\n",
"corr_df = corr_df[1:]\n",
"#print(corr_df)\n",
"\n",
"## show features and correlations\n",
"print(corr_df.pc1.head(6))\n",
"\n",
"## plot\n",
"plt.figure(figsize=(4, 8))\n",
"corr_df.sort_values(by=['pc1'], ascending=True).pc1.plot(kind='barh');\n",
"\n",
"## select 5 best (without pc1)\n",
"selected = corr_df['pc1'].iloc[:5].axes[0].tolist()\n",
"print('5 best features :', selected)\n",
"\n",
"## opt reduce feature set\n",
"#data_red = data.loc[:, selected]\n",
"#data_red.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Biplot aus der Library pca"
]
},
{
"cell_type": "raw",
"metadata": {
"tags": []
},
"source": [
"data = pd.read_csv('bank_data.csv', sep=';')\n",
"data.drop(['default', 'pdays', 'poutcome'], axis=1, inplace=True)\n",
"data.dropna(inplace=True)\n",
"\n",
"## recode target binnary\n",
"data.y = np.where(data.y == 'no', 0, 1)\n",
"\n",
"## one-hot encode\n",
"data = pd.get_dummies(data)\n",
"\n",
"## scale\n",
"from sklearn.preprocessing import StandardScaler\n",
"scaler = StandardScaler().set_output(transform='pandas')\n",
"data = scaler.fit_transform(data)\n",
"\n",
"## if necessary\n",
"##!pip install pca\n",
"from pca import pca\n",
"model = pca(n_components=2)\n",
"model.fit_transform(data)\n",
"model.biplot(\n",
" c=[1, 1, 1],\n",
" s=10,\n",
" marker='.',\n",
" n_feat=10, \n",
" alpha=0.2,\n",
" density=True,\n",
" figsize=(15, 15),\n",
" title='Biplot with the pca library')"
]
}
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