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20 строки
706 B
Plaintext
20 строки
706 B
Plaintext
import pandas as pd
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import numpy as np
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df0 = pd.read_csv('data/stat0.csv')
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def process(df, val_col):
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dfr = df.loc[:,['name', val_col]].sort_values(by=['name', val_col]).groupby('name', as_index=False).apply(lambda grp: grp.iloc[2:-2])
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dfr.to_csv('data/{}-percentiled.csv'.format(val_col), index=False)
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return dfr
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process(df0, 'all').boxplot(by='name')
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def process_agg(df, val_col):
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dfr = df.loc[:,['name', val_col]].groupby('name', as_index=False).apply(lambda grp: grp.iloc[2:-2])
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dfr = dfr.groupby('name').agg([np.min, np.median, np.max])
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dfr.columns = dfr.columns.droplevel(0)
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return dfr.rename(columns={'amin': 'min', 'amax': 'max'})
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process_agg(df0, 'all').plot()
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