pandas make bins code example
Example 1: dataframe cut based on range
test = pd.DataFrame({'days': [0,20,30,31,45,60]})
test['range1'] = pd.cut(test.days, [0,30,60], include_lowest=True)
test['range2'] = pd.cut(test.days, [0,30,60], right=False)
test['range3'] = pd.cut(test.days, [0,30,60])
print (test)
days range1 range2 range3
0 0 (-0.001, 30.0] [0, 30) NaN
1 20 (-0.001, 30.0] [0, 30) (0, 30]
2 30 (-0.001, 30.0] [30, 60) (0, 30]
3 31 (30.0, 60.0] [30, 60) (30, 60]
4 45 (30.0, 60.0] [30, 60) (30, 60]
5 60 (30.0, 60.0] NaN (30, 60]
Example 2: difference between cut and qcut pandas
interval_range = pd.interval_range(start=0, freq=10000, end=200000)
df['cut_ex2'] = pd.cut(df['ext price'], bins=interval_range, labels=[1,2,3])
df.head()