diff --git a/datascience/2018_11_21_model2_global_interpretation.ipynb b/datascience/2018_11_21_model2_global_interpretation.ipynb index 289efe5..f2961a0 100644 --- a/datascience/2018_11_21_model2_global_interpretation.ipynb +++ b/datascience/2018_11_21_model2_global_interpretation.ipynb @@ -38,15 +38,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[94/131] features ██████████████------ Time elapsed: 2039 seconds" + "[131/131] features ████████████████████ Time elapsed: 2892 seconds" ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -57,6 +67,29 @@ "model = InMemoryModel(brf.predict_proba, examples=X)\n", "plots = interpreter.feature_importance.plot_feature_importance(model, ascending = False)" ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig = plots[0]\n", + "fig.set_size_inches(8,24)\n", + "fig" + ] } ], "metadata": {