Sort all imports
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@ -8,5 +8,6 @@ mkShell {
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python38Packages.pandas
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python38Packages.pandas
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python38Packages.scikitlearn
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python38Packages.scikitlearn
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python38Packages.seaborn
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python38Packages.seaborn
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python38Packages.isort
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];
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];
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}
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}
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@ -1,6 +1,6 @@
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from pandas import read_csv
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from pandas import read_csv
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from sklearn.preprocessing import LabelEncoder
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from sklearn.model_selection import KFold
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from sklearn.model_selection import KFold
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from sklearn.preprocessing import LabelEncoder
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def replace_values(df):
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def replace_values(df):
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@ -1,16 +1,16 @@
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from numpy import mean, arange
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from sys import argv
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from matplotlib.pyplot import *
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from numpy import arange, mean
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from pandas import DataFrame, cut
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from seaborn import countplot, heatmap, set_style, set_theme
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from sklearn.metrics import confusion_matrix, roc_auc_score, roc_curve
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from sklearn.metrics import confusion_matrix, roc_auc_score, roc_curve
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from sklearn.naive_bayes import GaussianNB
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from sklearn.naive_bayes import GaussianNB
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from sklearn.neural_network import MLPClassifier
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from sklearn.neighbors import KNeighborsClassifier
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from sklearn.neighbors import KNeighborsClassifier
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from sklearn.neural_network import MLPClassifier
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from sklearn.preprocessing import scale
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from sklearn.preprocessing import scale
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from sklearn.svm import LinearSVC
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from sklearn.svm import LinearSVC
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from sklearn.tree import DecisionTreeClassifier
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from sklearn.tree import DecisionTreeClassifier
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from seaborn import set_theme, set_style, heatmap, countplot
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from matplotlib.pyplot import *
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from pandas import DataFrame, cut
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from sys import argv
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from preprocessing import parse_data, split_k_sets
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from preprocessing import parse_data, split_k_sets
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@ -110,8 +110,8 @@ def plot_attributes_correlation(data, target):
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def plot_all_figures(results, data, target):
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def plot_all_figures(results, data, target):
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set_theme()
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set_theme()
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# plot_roc_auc_curve(results=results)
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plot_roc_auc_curve(results=results)
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# plot_confusion_matrix(results=results)
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plot_confusion_matrix(results=results)
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plot_attributes_correlation(data=data, target=target)
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plot_attributes_correlation(data=data, target=target)
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