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Plot_waterfall() error
I'm trying to plot a waterfall diagram with this explainer:
ex = shap.Explanation(shap_values[0],
explainer.expected_value,
X.iloc[0],
columns)
shap.waterfall_plot(ex)
but I'm getting this error:
---------------------------------------------------------------------------
IndexError Traceback (most recent call last)
/tmp/ipykernel_22791/3628025354.py in <module>
----> 1 shap.waterfall_plot(ex)
/usr/local/lib/python3.8/dist-packages/shap/plots/_waterfall.py in waterfall(shap_values, max_display, show)
120 yticklabels[rng[i]] = feature_names[order[i]]
121 else:
--> 122 yticklabels[rng[i]] = format_value(features[order[i]], "%0.03f") + " = " + feature_names[order[i]]
123
124 # add a last grouped feature to represent the impact of all the features we didn't show
/usr/local/lib/python3.8/dist-packages/shap/utils/_general.py in format_value(s, format_str)
232 s = format_str % s
233 s = re.sub(r'\.?0+$', '', s)
--> 234 if s[0] == "-":
235 s = u"\u2212" + s[1:]
236 return s
IndexError: string index out of range
If I print ex, I receive it:
.values =
array([-2.27243590e-01, 5.41666667e-02, 3.33333333e-03, 2.21153846e-02,
1.92307692e-04, -7.17948718e-02])
.base_values =
0.21923076923076923
.data =
BMI 18.716444
ROM-PADF-KE_D 33
Asym-ROM-PHIR(≥8)_discr 1
Asym_SLCMJLanding-pVGRF(10percent)_discr 1
Asym_TJ_Valgus_FPPA(10percent)_discr 1
DVJ_Valgus_KneeMedialDisplacement_D_discr 0
Name: 0, dtype: object
And I don't know how to solve it.