Blog Feedback (UCI, Regression, n=60021, d=280)

Loading The Data

In [1]:

from kxy_datasets.uci_regressions import BlogFeedback # pip install kxy_datasets

In [2]:

dataset = BlogFeedback()
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: x_0
-----------
Type:   Continuous
Max:    1,122
p75:    40
Mean:   38
Median: 10
p25:    2.1
Min:    0.0

-----------
Column: x_1
-----------
Type:   Continuous
Max:    559
p75:    77
Mean:   45
Median: 19
p25:    4.4
Min:    0.0

------------
Column: x_10
------------
Type:   Continuous
Max:    438
p75:    14
Mean:   13
Median: 3.8
p25:    0.7
Min:    0.0

-------------
Column: x_100
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.6
Median: 1.0
p25:    0.0
Min:    0.0

-------------
Column: x_101
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_102
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_103
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_104
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_105
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_106
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_107
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_108
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_109
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_11
------------
Type:   Continuous
Max:    363
p75:    44
Mean:   27
Median: 10
p25:    2.6
Min:    0.0

-------------
Column: x_110
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_111
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_112
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_113
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_114
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_115
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_116
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_117
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_118
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_119
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_12
------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_120
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_121
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_122
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_123
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_124
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_125
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_126
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_127
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_128
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_129
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_13
------------
Type:   Continuous
Max:    1,424
p75:    387
Mean:   250
Median: 115
p25:    16
Min:    0.0

-------------
Column: x_130
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_131
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_132
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_133
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_134
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_135
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_136
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_137
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_138
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_139
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_14
------------
Type:   Continuous
Max:    588
p75:    1.0
Mean:   3.6
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_140
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_141
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_142
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.6
Median: 1.0
p25:    0.0
Min:    0.0

-------------
Column: x_143
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_144
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_145
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_146
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_147
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_148
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_149
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_15
------------
Type:   Continuous
Max:    1,102
p75:    35
Mean:   34
Median: 9.8
p25:    1.7
Min:    0.0

-------------
Column: x_150
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_151
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_152
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_153
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_154
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_155
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_156
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_157
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_158
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_159
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_16
------------
Type:   Continuous
Max:    581
p75:    70
Mean:   40
Median: 16
p25:    3.3
Min:    0.0

-------------
Column: x_160
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_161
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_162
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_163
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_164
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_165
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_166
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_167
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_168
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_169
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_17
------------
Type:   Continuous
Max:    726
p75:    0.0
Mean:   0.7
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_170
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_171
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_172
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_173
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_174
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_175
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_176
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_177
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_178
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_179
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_18
------------
Type:   Continuous
Max:    1,932
p75:    421
Mean:   279
Median: 122
p25:    18
Min:    0.0

-------------
Column: x_180
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_181
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_182
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_183
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_184
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_185
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_186
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_187
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_188
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_189
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_19
------------
Type:   Continuous
Max:    1,290
p75:    12
Mean:   21
Median: 3.0
p25:    0.0
Min:    0.0

-------------
Column: x_190
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_191
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_192
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_193
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_194
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_195
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_196
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_197
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_198
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_199
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-----------
Column: x_2
-----------
Type:   Continuous
Max:    726
p75:    0.0
Mean:   0.7
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_20
------------
Type:   Continuous
Max:    30
p75:    0.9
Mean:   1.1
Median: 0.2
p25:    0.1
Min:    -0.7

-------------
Column: x_200
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_201
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_202
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_203
-------------
Type:   Continuous
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p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_204
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_205
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_206
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_207
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_208
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_209
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_21
------------
Type:   Continuous
Max:    540
p75:    62
Mean:   38
Median: 14
p25:    3.6
Min:    0.0

-------------
Column: x_210
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_211
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_212
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.5
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_213
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_214
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_215
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_216
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_217
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_218
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_219
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_22
------------
Type:   Continuous
Max:    0.0
p75:    -13.0
Mean:   -221.6
Median: -104.0
p25:    -369.0
Min:    -1256.0

-------------
Column: x_220
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_221
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_222
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_223
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_224
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_225
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_226
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_227
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_228
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_229
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_23
------------
Type:   Continuous
Max:    1,422
p75:    387
Mean:   246
Median: 112
p25:    15
Min:    0.0

-------------
Column: x_230
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_231
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.4
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_232
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_233
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_234
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_235
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_236
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_237
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_238
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_239
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_24
------------
Type:   Continuous
Max:    191
p75:    0.0
Mean:   -0.5
Median: 0.0
p25:    0.0
Min:    -138.0

-------------
Column: x_240
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_241
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_242
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_243
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_244
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_245
-------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.6
Median: 1.0
p25:    0.0
Min:    0.0

-------------
Column: x_246
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_247
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_248
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_249
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_25
------------
Type:   Continuous
Max:    9.0
p75:    0.5
Mean:   0.5
Median: 0.1
p25:    0.0
Min:    0.0

-------------
Column: x_250
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_251
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_252
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_253
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_254
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_255
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_256
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_257
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_258
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_259
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_26
------------
Type:   Continuous
Max:    5.2
p75:    1.0
Mean:   0.8
Median: 0.4
p25:    0.0
Min:    0.0

-------------
Column: x_260
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_261
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_262
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_263
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_264
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_265
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_266
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_267
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_268
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_269
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_27
------------
Type:   Continuous
Max:    8.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_270
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_271
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_272
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_273
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_274
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_275
-------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_276
-------------
Type:   Continuous
Max:    136
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_277
-------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_278
-------------
Type:   Continuous
Max:    1,778
p75:    0.0
Mean:   1.2
Median: 0.0
p25:    0.0
Min:    0.0

-------------
Column: x_279
-------------
Type:   Continuous
Max:    1,778
p75:    0.0
Mean:   0.7
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_28
------------
Type:   Continuous
Max:    30
p75:    10
Mean:   5.3
Median: 2.0
p25:    0.0
Min:    0.0

------------
Column: x_29
------------
Type:   Continuous
Max:    11
p75:    0.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

-----------
Column: x_3
-----------
Type:   Continuous
Max:    2,044
p75:    438
Mean:   330
Median: 159
p25:    21
Min:    0.0

------------
Column: x_30
------------
Type:   Continuous
Max:    3.2
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_31
------------
Type:   Continuous
Max:    4.8
p75:    0.6
Mean:   0.5
Median: 0.2
p25:    0.0
Min:    0.0

------------
Column: x_32
------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_33
------------
Type:   Continuous
Max:    24
p75:    7.0
Mean:   4.2
Median: 2.0
p25:    0.0
Min:    0.0

------------
Column: x_34
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_35
------------
Type:   Continuous
Max:    3.0
p75:    0.2
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_36
------------
Type:   Continuous
Max:    4.8
p75:    0.6
Mean:   0.5
Median: 0.2
p25:    0.0
Min:    0.0

------------
Column: x_37
------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_38
------------
Type:   Continuous
Max:    24
p75:    7.0
Mean:   4.2
Median: 2.0
p25:    0.0
Min:    0.0

------------
Column: x_39
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-----------
Column: x_4
-----------
Type:   Continuous
Max:    1,314
p75:    15
Mean:   24
Median: 4.0
p25:    0.0
Min:    0.0

------------
Column: x_40
------------
Type:   Continuous
Max:    8.5
p75:    0.4
Mean:   0.4
Median: 0.1
p25:    0.0
Min:    0.0

------------
Column: x_41
------------
Type:   Continuous
Max:    5.0
p75:    1.0
Mean:   0.7
Median: 0.3
p25:    0.0
Min:    0.0

------------
Column: x_42
------------
Type:   Continuous
Max:    8.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_43
------------
Type:   Continuous
Max:    26
p75:    9.0
Mean:   4.8
Median: 2.0
p25:    0.0
Min:    0.0

------------
Column: x_44
------------
Type:   Continuous
Max:    11
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_45
------------
Type:   Continuous
Max:    0.7
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.1

------------
Column: x_46
------------
Type:   Continuous
Max:    7.8
p75:    0.9
Mean:   0.7
Median: 0.3
p25:    0.0
Min:    0.0

------------
Column: x_47
------------
Type:   Continuous
Max:    0.0
p75:    0.0
Mean:   -3.8
Median: -2.0
p25:    -7.0
Min:    -20.0

------------
Column: x_48
------------
Type:   Continuous
Max:    23
p75:    7.0
Mean:   4.1
Median: 2.0
p25:    0.0
Min:    0.0

------------
Column: x_49
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -0.5

-----------
Column: x_5
-----------
Type:   Continuous
Max:    442
p75:    15
Mean:   14
Median: 4.0
p25:    0.8
Min:    0.0

------------
Column: x_50
------------
Type:   Continuous
Max:    3,125
p75:    23
Mean:   38
Median: 3.0
p25:    0.0
Min:    0.0

------------
Column: x_51
------------
Type:   Continuous
Max:    1,424
p75:    4.0
Mean:   14
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_52
------------
Type:   Continuous
Max:    1,424
p75:    3.0
Mean:   13
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_53
------------
Type:   Continuous
Max:    3,073
p75:    20
Mean:   34
Median: 2.0
p25:    0.0
Min:    0.0

------------
Column: x_54
------------
Type:   Continuous
Max:    1,422
p75:    1.0
Mean:   1.2
Median: 0.0
p25:    -1.0
Min:    -1256.0

------------
Column: x_55
------------
Type:   Continuous
Max:    30
p75:    0.0
Mean:   0.5
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_56
------------
Type:   Continuous
Max:    24
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_57
------------
Type:   Continuous
Max:    24
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_58
------------
Type:   Continuous
Max:    26
p75:    0.0
Mean:   0.5
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_59
------------
Type:   Continuous
Max:    23
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    -22.0

-----------
Column: x_6
-----------
Type:   Continuous
Max:    359
p75:    45
Mean:   27
Median: 10
p25:    2.7
Min:    0.0

------------
Column: x_60
------------
Type:   Continuous
Max:    72
p75:    55
Mean:   34
Median: 35
p25:    14
Min:    0.0

------------
Column: x_61
------------
Type:   Continuous
Max:    57,894
p75:    3,937
Mean:   2,827
Median: 1,782
p25:    131
Min:    0.0

------------
Column: x_62
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_63
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_64
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_65
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_66
------------
Type:   Continuous
Max:    1.0
p75:    1.0
Mean:   0.3
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_67
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_68
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_69
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-----------
Column: x_7
-----------
Type:   Continuous
Max:    14
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_70
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_71
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_72
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_73
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_74
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_75
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_76
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_77
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_78
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.2
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_79
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-----------
Column: x_8
-----------
Type:   Continuous
Max:    1,424
p75:    387
Mean:   252
Median: 115
p25:    17
Min:    0.0

------------
Column: x_80
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_81
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_82
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_83
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_84
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_85
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_86
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_87
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_88
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_89
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

-----------
Column: x_9
-----------
Type:   Continuous
Max:    588
p75:    2.0
Mean:   5.7
Median: 1.0
p25:    0.0
Min:    0.0

------------
Column: x_90
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_91
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_92
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_93
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_94
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_95
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.1
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_96
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_97
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_98
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

------------
Column: x_99
------------
Type:   Continuous
Max:    1.0
p75:    0.0
Mean:   0.0
Median: 0.0
p25:    0.0
Min:    0.0

---------
Column: y
---------
Type:   Continuous
Max:    7.3
p75:    0.0
Mean:   -2.5
Median: -4.6
p25:    -4.6
Min:    -4.6

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 0.89 -2.47 1.01

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 3.02
1 51 0.43 2.27
2 9 0.44 2.25
3 60 0.47 2.19
4 68 0.48 2.17
... ... ... ...
272 40 0.89 1.01
273 7 0.89 1.01
274 98 0.89 1.01
275 279 0.89 1.01
276 30 0.89 1.01

277 rows × 3 columns