CT Slices (UCI, Regression, n=53500, d=385)

Loading The Data

In [1]:

from kxy_datasets.uci_regressions import CTSlices # pip install kxy_datasets

In [2]:

dataset = CTSlices()
df = dataset.df # Retrieve the dataset as a pandas dataframe
y_column = dataset.y_column # The name of the column corresponding to the target
problem_type = dataset.problem_type # 'regression' or 'classification'

In [3]:

df.kxy.describe() # Visualize a summary of the data


-----------------
Column: patientId
-----------------
Type:   Continuous
Max:    96
p75:    70
Mean:   47
Median: 46
p25:    23
Min:    0.0

-----------------
Column: reference
-----------------
Type:   Continuous
Max:    97
p75:    63
Mean:   47
Median: 43
p25:    29
Min:    1.7

--------------
Column: value0
--------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

--------------
Column: value1
--------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value10
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value100
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value101
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value102
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value103
----------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value104
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value105
----------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value106
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value107
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value108
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value109
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

---------------
Column: value11
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value110
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value111
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value112
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value113
----------------
Type:   Continuous
Max:    1.0
p75:    0.5
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value114
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value115
----------------
Type:   Continuous
Max:    1.0
p75:    0.6
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value116
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value117
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value118
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value119
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value12
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value120
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value121
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value122
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value123
----------------
Type:   Continuous
Max:    1.0
p75:    0.5
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value124
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value125
----------------
Type:   Continuous
Max:    1.0
p75:    0.8
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value126
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value127
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value128
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value129
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value13
---------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value130
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value131
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value132
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value133
----------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value134
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value135
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value136
----------------
Type:   Continuous
Max:    1.0
p75:    0.6
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value137
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value138
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value139
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

---------------
Column: value14
---------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value140
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value141
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value142
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value143
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value144
----------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value145
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value146
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value147
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value148
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value149
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value15
---------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value150
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value151
----------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value152
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value153
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value154
----------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value155
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value156
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value157
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value158
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value159
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value16
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value160
----------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value161
----------------
Type:   Continuous
Max:    1.0
p75:    0.6
Mean:   0.3
Median: 0.2
p25:    0.0
Min:    0.0

----------------
Column: value162
----------------
Type:   Continuous
Max:    1.0
p75:    0.6
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value163
----------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value164
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value165
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value166
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value167
----------------
Type:   Continuous
Max:    0.9
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value168
----------------
Type:   Continuous
Max:    0.9
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value169
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value17
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value170
----------------
Type:   Continuous
Max:    1.0
p75:    0.5
Mean:   0.2
Median: 0.1
p25:    0.0
Min:    0.0

----------------
Column: value171
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.4
Median: 0.3
p25:    0.0
Min:    0.0

----------------
Column: value172
----------------
Type:   Continuous
Max:    1.0
p75:    0.8
Mean:   0.4
Median: 0.5
p25:    0.0
Min:    0.0

----------------
Column: value173
----------------
Type:   Continuous
Max:    1.0
p75:    0.8
Mean:   0.4
Median: 0.3
p25:    0.0
Min:    -0.2

----------------
Column: value174
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value175
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value176
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value177
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value178
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value179
----------------
Type:   Continuous
Max:    -0.2
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value18
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value180
----------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value181
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.3
p25:    0.0
Min:    0.0

----------------
Column: value182
----------------
Type:   Continuous
Max:    1.0
p75:    0.8
Mean:   0.4
Median: 0.5
p25:    0.0
Min:    0.0

----------------
Column: value183
----------------
Type:   Continuous
Max:    1.0
p75:    0.8
Mean:   0.4
Median: 0.3
p25:    0.0
Min:    -0.2

----------------
Column: value184
----------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value185
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value186
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value187
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value188
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value189
----------------
Type:   Continuous
Max:    -0.2
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value19
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value190
----------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value191
----------------
Type:   Continuous
Max:    1.0
p75:    0.6
Mean:   0.3
Median: 0.1
p25:    0.0
Min:    0.0

----------------
Column: value192
----------------
Type:   Continuous
Max:    1.0
p75:    0.6
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value193
----------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value194
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value195
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value196
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value197
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value198
----------------
Type:   Continuous
Max:    0.8
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value199
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

--------------
Column: value2
--------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value20
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value200
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value201
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value202
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value203
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value204
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value205
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value206
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value207
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value208
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value209
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value21
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value210
----------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value211
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value212
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value213
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value214
----------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value215
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value216
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value217
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value218
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value219
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value22
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value220
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value221
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value222
----------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value223
----------------
Type:   Continuous
Max:    1.0
p75:    0.3
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value224
----------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value225
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value226
----------------
Type:   Continuous
Max:    1.0
p75:    0.6
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value227
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value228
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value229
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

---------------
Column: value23
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value230
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value231
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value232
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value233
----------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value234
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value235
----------------
Type:   Continuous
Max:    1.0
p75:    0.8
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value236
----------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value237
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value238
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value239
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value24
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value240
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value241
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value242
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value243
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value244
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value245
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value246
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value247
----------------
Type:   Continuous
Max:    0.7
p75:    0.0
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value248
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value249
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value25
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value250
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value251
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value252
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value253
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value254
----------------
Type:   Continuous
Max:    0.9
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value255
----------------
Type:   Continuous
Max:    0.5
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value256
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value257
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value258
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value259
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value26
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value260
----------------
Type:   Continuous
Max:    1.0
p75:    0.9
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value261
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value262
----------------
Type:   Continuous
Max:    0.6
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value263
----------------
Type:   Continuous
Max:    0.8
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value264
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value265
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value266
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value267
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value268
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value269
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

---------------
Column: value27
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value270
----------------
Type:   Continuous
Max:    0.9
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value271
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value272
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value273
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value274
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value275
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value276
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value277
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value278
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value279
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value28
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value280
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value281
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value282
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value283
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value284
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value285
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value286
----------------
Type:   Continuous
Max:    0.8
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value287
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value288
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value289
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value29
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value290
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value291
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value292
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value293
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value294
----------------
Type:   Continuous
Max:    0.8
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value295
----------------
Type:   Continuous
Max:    0.8
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value296
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value297
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value298
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value299
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

--------------
Column: value3
--------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value30
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value300
----------------
Type:   Continuous
Max:    1.0
p75:    0.9
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value301
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value302
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value303
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value304
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value305
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value306
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value307
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value308
----------------
Type:   Continuous
Max:    1.0
p75:    0.9
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value309
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value31
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value310
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value311
----------------
Type:   Continuous
Max:    0.7
p75:    0.0
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value312
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value313
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value314
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value315
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value316
----------------
Type:   Continuous
Max:    1.0
p75:    0.9
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value317
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value318
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value319
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value32
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value320
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value321
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value322
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value323
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value324
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value325
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value326
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value327
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value328
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value329
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value33
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value330
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value331
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value332
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value333
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value334
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value335
----------------
Type:   Continuous
Max:    0.5
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value336
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value337
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value338
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value339
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value34
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value340
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value341
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value342
----------------
Type:   Continuous
Max:    0.8
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value343
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value344
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value345
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value346
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value347
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value348
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value349
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value35
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value350
----------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value351
----------------
Type:   Continuous
Max:    -0.2
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value352
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value353
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value354
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value355
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value356
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value357
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value358
----------------
Type:   Continuous
Max:    0.9
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

----------------
Column: value359
----------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value36
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value360
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value361
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value362
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value363
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value364
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value365
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value366
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value367
----------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value368
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value369
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value37
---------------
Type:   Continuous
Max:    0.8
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value370
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value371
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value372
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value373
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value374
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value375
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value376
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value377
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value378
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value379
----------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value38
---------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   -0.1
Median: 0.0
p25:    -0.2
Min:    -0.2

----------------
Column: value380
----------------
Type:   Continuous
Max:    1.0
p75:    0.9
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

----------------
Column: value381
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value382
----------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

----------------
Column: value383
----------------
Type:   Continuous
Max:    0.9
p75:    0.0
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value39
---------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

--------------
Column: value4
--------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value40
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value41
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value42
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value43
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value44
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value45
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value46
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    -0.2
Min:    -0.2

---------------
Column: value47
---------------
Type:   Continuous
Max:    0.9
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value48
---------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value49
---------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

--------------
Column: value5
--------------
Type:   Continuous
Max:    1.0
p75:    0.7
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value50
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value51
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value52
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value53
---------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value54
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value55
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value56
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value57
---------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value58
---------------
Type:   Continuous
Max:    0.7
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value59
---------------
Type:   Continuous
Max:    -0.2
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

--------------
Column: value6
--------------
Type:   Continuous
Max:    1.0
p75:    0.4
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value60
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value61
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value62
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value63
---------------
Type:   Continuous
Max:    1.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value64
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value65
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value66
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value67
---------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value68
---------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value69
---------------
Type:   Continuous
Max:    -0.2
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

--------------
Column: value7
--------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value70
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value71
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value72
---------------
Type:   Continuous
Max:    1.0
p75:    0.1
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value73
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value74
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value75
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value76
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    -0.2
Min:    -0.2

---------------
Column: value77
---------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value78
---------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value79
---------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

--------------
Column: value8
--------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    -0.2
Min:    -0.2

---------------
Column: value80
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value81
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value82
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value83
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value84
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value85
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value86
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value87
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value88
---------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   -0.1
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value89
---------------
Type:   Continuous
Max:    0.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

--------------
Column: value9
--------------
Type:   Continuous
Max:    1.0
p75:    -0.2
Mean:   -0.2
Median: -0.2
p25:    -0.2
Min:    -0.2

---------------
Column: value90
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value91
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value92
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value93
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value94
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value95
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

---------------
Column: value96
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value97
---------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value98
---------------
Type:   Continuous
Max:    0.8
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

---------------
Column: value99
---------------
Type:   Continuous
Max:    0.2
p75:    0.0
Mean:   -0.0
Median: 0.0
p25:    0.0
Min:    -0.2

Data Valuation

In [4]:

df.kxy.data_valuation(y_column, problem_type=problem_type)

[====================================================================================================] 100% ETA: 0s    Duration: 0s

Out[4]:
Achievable R-Squared Achievable Log-Likelihood Per Sample Achievable RMSE
0 1.00 -3.23e-01 3.61e-01

Automatic (Model-Free) Variable Selection

In [5]:

df.kxy.variable_selection(y_column, problem_type=problem_type)

[====================================================================================================] 100% ETA: 0s    Duration: 0s

Out[5]:
Variable Running Achievable R-Squared Running Achievable RMSE
Selection Order
0 No Variable 0.00 2.23e+01
1 value127 0.61 1.40e+01
2 value135 0.76 1.09e+01
3 value114 0.76 1.09e+01
4 value273 0.87 8.06
... ... ... ...
376 value220 1.00 0.36
377 value92 1.00 0.36
378 value14 1.00 0.36
379 value190 1.00 0.36
380 value287 1.00 0.36

381 rows × 3 columns