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change scaling to normalization

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jakubknczny 2021-03-22 00:36:52 +01:00
parent 3826df90c0
commit 81eeccb395
2 changed files with 383 additions and 3 deletions
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ium01.ipynb
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python_script.py
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@ -5,8 +5,8 @@ from sklearn.model_selection import train_test_split
df = pd.read_csv('smart_grid_stability_augmented.csv') df = pd.read_csv('smart_grid_stability_augmented.csv')
min_max_scaler = preprocessing.MinMaxScaler() scaler = preprocessing.StandardScaler().fit(df.iloc[:, 0:-1])
df_norm_array = min_max_scaler.fit_transform(df.iloc[:, 0:-1]) df_norm_array = scaler.transform(df.iloc[:, 0:-1])
df_norm = pd.DataFrame(data=df_norm_array, df_norm = pd.DataFrame(data=df_norm_array,
columns=df.columns[:-1]) columns=df.columns[:-1])
df_norm['stabf'] = df['stabf'] df_norm['stabf'] = df['stabf']