I want to print the feature importance of all the features but I'm keep on getting only first few.
Functions I've tried:
print(eli5.format_as_text(eli5.explain_weights(perm)))
and
print(eli5.format_as_html(eli5.explain_weights(perm)))
and also the show option on the format functions, show=("WEIGHTS", "ALL") but they all only print first few answers and then omits the rest with ellipsis like the following:
0.0955 ± 0.1404 x23
0.0490 ± 0.0661 x33
0.0401 ± 0.0253 x64
0.0324 ± 0.0245 x37
0.0263 ± 0.0480 x111
0.0253 ± 0.0057 x107
0.0248 ± 0.0237 x36
0.0245 ± 0.0265 x81
0.0209 ± 0.0173 x46
0.0139 ± 0.0129 x80
0.0126 ± 0.0121 x14
0.0125 ± 0.0182 x1
0.0122 ± 0.0110 x110
0.0113 ± 0.0135 x51
0.0113 ± 0.0198 x116
0.0106 ± 0.0063 x11
0.0104 ± 0.0153 x66
0.0088 ± 0.0278 x113
0.0086 ± 0.0236 x67
0.0085 ± 0.0194 x21
… 101 more …
Is there a way to print everything?
Pass the attribute top=100 to explain_weights like eli5.explain_weights(perm, top=100)
https://eli5.readthedocs.io/en/latest/autodocs/eli5.html?highlight=top
It looks like the default is 20: https://eli5.readthedocs.io/en/latest/_modules/eli5/sklearn/explain_weights.html?highlight=_TOP
see _TOP=20
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