{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"**Thanks for great works from**\n\n此般浅薄: https://www.kaggle.com/code/xzj19013742/simple-eda-on-time-for-targets\n\n**Attention**\n\nIn order to see feature importance in LGBM, you should run codes above by 此般浅薄.\n\nThe codes below cannot run independently!!!","metadata":{}},{"cell_type":"code","source":"importance = pd.DataFrame()\nest_colname = ['importance0','importance1','importance2']\nreg_colname = ['importance_0','importance_1','importance_2','importance_3','importance_4']\nfor i in range(5):\n    for j in range(3):\n        # \"regs\" is not defined unless you run the codes above!\n        est = regs[i].estimators_[j]\n        name = est_colname[j]\n        feature_importances = pd.DataFrame(est.feature_importances_,columns=[name])#.sort_values('importance')\n        importance = pd.concat([importance,feature_importances],axis=1)\n    name2 = reg_colname[i]\n    importance[name2] = (importance['importance0'] + importance['importance1'] +importance['importance2']) / 3\n    importance = importance.drop(columns=['importance0','importance1','importance2'])\n\nimportance['importance'] = (importance['importance_0']+importance['importance_1']+importance['importance_2']+importance['importance_3']+importance['importance_4']) / 5\nimportance = pd.DataFrame(importance['importance'],columns=['importance']).sort_values('importance')\n\nfor i in range(len(cols)):\n    importance = importance.rename({i:cols[i]})\n\nimport plotly.express as px\nfig = px.bar(x=importance.index.values,y=importance['importance'],color_discrete_sequence=['darkslateblue'])\nfig.update_layout(xaxis_title=\"Feature\", yaxis_title=\"Importance\")\nfig.show()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**Result**\n\nThe result figure is shown as:\n\n![Feature_Importance_1.png](attachment:8894f44d-3299-40ac-a975-c0a9cb3803d0.png)\n","metadata":{},"attachments":{"8894f44d-3299-40ac-a975-c0a9cb3803d0.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"As we can see, the feature 'Time_frac' made a lot of contributions.\n\nThis is a simple visualization.\n\nHope it will help you to add more effective features! :)","metadata":{}}]}