{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":50160,"databundleVersionId":7921029,"sourceType":"competition"},{"sourceId":8146667,"sourceType":"datasetVersion","datasetId":4815030}],"dockerImageVersionId":30674,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import tqdm \nimport os\ntry:\n    import optbinning\nexcept:\n    import subprocess\n    for i in tqdm.tqdm(['/kaggle/input/scorecardpy-and-optbinning-wheel/package/optbinning-0.19.0-py3-none-any.whl',\\\n                        \"/kaggle/input/scorecardpy-and-optbinning-wheel/package/ropwr-1.0.0-py3-none-any.whl\",\\\n                        \"/kaggle/input/scorecardpy-and-optbinning-wheel/package/cvxpy-1.4.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl\"\n                       ]):\n        \n        pip_command = [\"pip\", \"install\", i,\"-q\",\"--no-deps\"]\n        subprocess.run(pip_command)   \n\n","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:05:17.527956Z","iopub.execute_input":"2024-04-17T14:05:17.528289Z","iopub.status.idle":"2024-04-17T14:06:21.689037Z","shell.execute_reply.started":"2024-04-17T14:05:17.528265Z","shell.execute_reply":"2024-04-17T14:06:21.688157Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import optbinning","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:16.146213Z","iopub.execute_input":"2024-04-17T14:07:16.146589Z","iopub.status.idle":"2024-04-17T14:07:18.749646Z","shell.execute_reply.started":"2024-04-17T14:07:16.146560Z","shell.execute_reply":"2024-04-17T14:07:18.748881Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nimport os\nimport gc\nimport glob\nfrom pathlib import Path\nfrom datetime import datetime\n\nimport tqdm\nimport numpy as np\nimport pandas as pd\nimport polars as pl\n\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nfrom matplotlib_venn import venn2, venn2_circles, venn3, venn3_circles\nfrom sklearn.model_selection import StratifiedGroupKFold\nfrom sklearn.base import BaseEstimator, ClassifierMixin\n\nimport lightgbm as lgb\n\nfrom optbinning import OptimalBinning\nfrom pandas.api.types import is_numeric_dtype\n# import scorecardpy as sc\n\nimport warnings\nwarnings.simplefilter(action='ignore', category=FutureWarning)","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:24.184597Z","iopub.execute_input":"2024-04-17T14:07:24.185054Z","iopub.status.idle":"2024-04-17T14:07:27.831724Z","shell.execute_reply.started":"2024-04-17T14:07:24.185029Z","shell.execute_reply":"2024-04-17T14:07:27.830876Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### File Structure \n<p align=\"right\">\n  <img src=\"https://api.monosnap.com/file/download?id=QBYoGNfr4osgQfmrNPKGU4k05hUDkZ\">\n</p>\n\n#### Internal Files \n\n![download.png](attachment:9cc08a47-1e7c-48f8-9732-f39d0135a4c8.png)\n#### External Files 1\n\n![download.png](attachment:6399448b-c399-4f41-89a4-ab3ae74b3ee6.png)\n#### External Files 2\n\n![download.png](attachment:f94b51c9-b294-4597-9fbd-57b12b35de50.png)\n","metadata":{},"attachments":{"9cc08a47-1e7c-48f8-9732-f39d0135a4c8.png":{"image/png":"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"},"6399448b-c399-4f41-89a4-ab3ae74b3ee6.png":{"image/png":"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"},"f94b51c9-b294-4597-9fbd-57b12b35de50.png":{"image/png":"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"}}},{"cell_type":"code","source":"Train_Path = \"/kaggle/input/home-credit-credit-risk-model-stability/parquet_files/train\"\nTest_Path = \"/kaggle/input/home-credit-credit-risk-model-stability/parquet_files/test\"\ndef get_meaning(df):\n    dc = {}\n    meaning_dc = dict(zip(meaning_df[\"Variable\"],meaning_df[\"Description\"]))\n    for i in df.columns:\n        if i in meaning_dc:\n            dc[i] = meaning_dc[i]\n        else:\n            dc[i] = i\n    return dc\n\nmeaning_df = pl.read_csv(\"/kaggle/input/home-credit-credit-risk-model-stability/feature_definitions.csv\")","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:35.360195Z","iopub.execute_input":"2024-04-17T14:07:35.360582Z","iopub.status.idle":"2024-04-17T14:07:35.405779Z","shell.execute_reply.started":"2024-04-17T14:07:35.360551Z","shell.execute_reply":"2024-04-17T14:07:35.404915Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### *Feature Engineering*","metadata":{}},{"cell_type":"code","source":"def set_table_dtypes(df):\n        for col in df.columns:\n            if col in [\"case_id\", \"WEEK_NUM\", \"num_group1\", \"num_group2\"]:\n                df = df.with_columns(pl.col(col).cast(pl.Int32))\n            elif col in [\"date_decision\"]:\n                df = df.with_columns(pl.col(col).cast(pl.Date))\n            elif col[-1] in (\"P\", \"A\"):\n                df = df.with_columns(pl.col(col).cast(pl.Float64))\n            elif col[-1] in (\"M\",):\n                df = df.with_columns(pl.col(col).cast(pl.String))\n            elif col[-1] in (\"D\",):\n                df = df.with_columns(pl.col(col).cast(pl.Date))            \n\n        return df","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:36.579493Z","iopub.execute_input":"2024-04-17T14:07:36.579863Z","iopub.status.idle":"2024-04-17T14:07:36.587332Z","shell.execute_reply.started":"2024-04-17T14:07:36.579826Z","shell.execute_reply":"2024-04-17T14:07:36.586426Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def filter_by_null_percent(df,null_rem_per=2.0):\n    return df.select(col.name for col in (df.null_count() / df.height)*100 if col.item() <= null_rem_per)","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:36.935078Z","iopub.execute_input":"2024-04-17T14:07:36.935837Z","iopub.status.idle":"2024-04-17T14:07:36.940310Z","shell.execute_reply.started":"2024-04-17T14:07:36.935809Z","shell.execute_reply":"2024-04-17T14:07:36.939347Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def filter_by_iv(df,target,iv):\n    def get_binning(x,y,params={}):\n#         print(x.name,x.dtype)\n        if x.dtype == pl.datatypes.Date:\n            \n            x = (x - x.min()).dt.total_days()\n            optb = OptimalBinning(name=feat, dtype=\"numerical\", solver=\"cp\",**params)\n        \n        elif x.dtype != pl.datatypes.String:\n            \n            optb = OptimalBinning(name=feat, dtype=\"numerical\", solver=\"cp\",**params)\n        else :\n            optb = OptimalBinning(name=feat, dtype=\"categorical\", solver=\"mip\",**params)\n        optb.fit(x, y)\n        binning_table = optb.binning_table\n        binning_table.build()\n        return binning_table,binning_table.build()\n    features = [x for x in df.columns if x!= target]\n    binned_features = {}\n    table = {}\n    for feat in tqdm.tqdm(features):\n        x = df[feat]\n        y = df[target]\n        binning_result = get_binning(x,y)\n        binned_features.update({feat :[binning_result[0].iv]})\n        table.update({feat:binning_result[1]})\n    return df.select(['case_id', 'target',\"WEEK_NUM\"] + [col.name for col in pl.DataFrame(binned_features) if col.item() >= iv]),table","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:37.170530Z","iopub.execute_input":"2024-04-17T14:07:37.170833Z","iopub.status.idle":"2024-04-17T14:07:37.180752Z","shell.execute_reply.started":"2024-04-17T14:07:37.170807Z","shell.execute_reply":"2024-04-17T14:07:37.179681Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### *File I/O*","metadata":{}},{"cell_type":"code","source":"import glob,re\ndef read_files(paths,whch_path):\n    dfs = []\n    pa = glob.glob(whch_path +paths)    \n    pa.sort()   \n    if re.split(r\"/*.parquet\",paths)[0] == '/train_tax_registry_*_1':\n        for num,path in enumerate(pa):\n            df = pl.read_parquet(path).pipe(set_table_dtypes)\n            if num == 1:\n                df = df[[\"case_id\",\"amount_4917619A\",\"name_4917606M\",\"num_group1\",\"deductiondate_4917603D\"]]\n            elif num == 2 :\n                df = df[[\"case_id\",\"pmtamount_36A\",\"employername_160M\",\"num_group1\",\"processingdate_168D\"]]\n            df.columns = [\"case_id\",\"amount_4527230A\",\"name_4527232M\",\"num_group1\",\"recorddate_4527225D\"]\n            dfs.append(df)\n        \n    else:\n        for path in pa:\n            df = pl.read_parquet(path).pipe(set_table_dtypes)\n            dfs.append(df)\n    return pl.concat(dfs,how=\"vertical_relaxed\")","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:37.963452Z","iopub.execute_input":"2024-04-17T14:07:37.964320Z","iopub.status.idle":"2024-04-17T14:07:37.971968Z","shell.execute_reply.started":"2024-04-17T14:07:37.964287Z","shell.execute_reply":"2024-04-17T14:07:37.971030Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def prepare_df(path_lst,whch_path,null_rem_per,iv,base=None):\n    for path in  tqdm.tqdm(path_lst):\n        df = filter_by_null_percent(read_files(path,whch_path),null_rem_per)\n        intersection = list(set(df.columns).intersection(set(base.columns)))\n        base = base.join(df,on=intersection,how=\"left\")\n        del df\n        gc.collect()\n    if whch_path == Test_Path:\n        return base\n    else:\n        print(f\"\\n\\n There are {len(base.columns)} columns after performing removing the columns that has greater that {null_rem_per}% of null percentage \\n\\n\")\n        return filter_by_iv(base,\"target\",iv)\n    ","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:38.649709Z","iopub.execute_input":"2024-04-17T14:07:38.650038Z","iopub.status.idle":"2024-04-17T14:07:38.656827Z","shell.execute_reply.started":"2024-04-17T14:07:38.650012Z","shell.execute_reply":"2024-04-17T14:07:38.655896Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def create_function(case_ids,lst,Train_Path):\n    dc = {}\n    odc = {}\n#     \n    for case_id in case_ids:\n        print(f\"{case_id=}\")\n        for path in lst:\n            name = re.split(r\"/*.parquet\",path)[0]\n            df = read_files(path,whch_path=Train_Path).filter(pl.col(\"case_id\")==case_id)\n            if df.height == 0:\n                print(f\"{path} has 0\")\n            else:\n                dc[name] = df\n            del df\n        odc[case_id] = dc.copy()\n    return odc","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:38.992601Z","iopub.execute_input":"2024-04-17T14:07:38.992943Z","iopub.status.idle":"2024-04-17T14:07:38.999703Z","shell.execute_reply.started":"2024-04-17T14:07:38.992919Z","shell.execute_reply":"2024-04-17T14:07:38.998673Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# base = pl.read_parquet(\"/kaggle/input/home-credit-credit-risk-model-stability/parquet_files/train/train_base.parquet\").pipe(set_table_dtypes)\n","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:39.256302Z","iopub.execute_input":"2024-04-17T14:07:39.257021Z","iopub.status.idle":"2024-04-17T14:07:39.261101Z","shell.execute_reply.started":"2024-04-17T14:07:39.256991Z","shell.execute_reply":"2024-04-17T14:07:39.260071Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# for i in selected_lst[0]:\n#     pers1 = read_files(whch_path=Train_Path,paths=i)\n#     repeat = (pers1[\"case_id\"].value_counts().filter(pl.col(\"count\") > 1).height / pers1[\"case_id\"].value_counts().height) *100\n#     non_repeat = (pers1[\"case_id\"].value_counts().filter(pl.col(\"count\") == 1).height / pers1[\"case_id\"].value_counts().height) *100\n#     display(f\"In {i} there are {repeat}% of repeated percentage and {non_repeat}% of non_repeated percentage. In total {repeat+non_repeat}%\")","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:41.337365Z","iopub.execute_input":"2024-04-17T14:07:41.337734Z","iopub.status.idle":"2024-04-17T14:07:41.342127Z","shell.execute_reply.started":"2024-04-17T14:07:41.337705Z","shell.execute_reply":"2024-04-17T14:07:41.341099Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"selected_lst = [\n                [\"/train_static_0_*.parquet\",\"/train_static_cb_0.parquet\"],\n                [\"/train_person_1.parquet\",\"/train_person_2.parquet\"],\n                [\"/train_credit_bureau_a_1_*.parquet\",\"/train_credit_bureau_a_2_*.parquet\"],\n                [ \"/train_applprev_1_*.parquet\",\"/train_applprev_2.parquet\"]\n               ]\n               ","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:42.392488Z","iopub.execute_input":"2024-04-17T14:07:42.393317Z","iopub.status.idle":"2024-04-17T14:07:42.397565Z","shell.execute_reply.started":"2024-04-17T14:07:42.393285Z","shell.execute_reply":"2024-04-17T14:07:42.396666Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nbase = pl.read_parquet(\"/kaggle/input/home-credit-credit-risk-model-stability/parquet_files/train/train_base.parquet\").pipe(set_table_dtypes)\ndf_train,table = prepare_df(path_lst = selected_lst[0],whch_path=Train_Path,null_rem_per=100,iv=0.1,base=base)\n","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:07:44.615526Z","iopub.execute_input":"2024-04-17T14:07:44.616214Z","iopub.status.idle":"2024-04-17T14:10:04.356371Z","shell.execute_reply.started":"2024-04-17T14:07:44.616186Z","shell.execute_reply":"2024-04-17T14:10:04.355446Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:07.549208Z","iopub.execute_input":"2024-04-17T14:10:07.549651Z","iopub.status.idle":"2024-04-17T14:10:07.570596Z","shell.execute_reply.started":"2024-04-17T14:10:07.549601Z","shell.execute_reply":"2024-04-17T14:10:07.569774Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%matplotlib inline\nfor i in df_train.columns:\n    if i != \"target\":\n        fig, ax1 = plt.subplots()\n        ax2 = ax1.twinx()\n        table[i][[\"Non-event\",\"Event\"]].plot(kind=\"bar\",ax=ax1,color=[\"green\",\"red\"])\n        table[i][\"Event rate\"].plot(kind=\"line\",ax=ax2,marker='o',color=\"red\",legend=\"Bad%\")\n#         table[i][\"IV\"].plot(kind=\"line\",ax=ax2,marker=\"^\",color=\"purple\",legend=\"Good%\")\n        if df_train[i].dtype != pl.datatypes.String:\n            ax1.set_xticklabels(table[i][\"Bin\"].to_list())\n        ax1.legend([\"Good(0)\",\"Bad(1)\"])\n        for c,v in enumerate(table[i][\"Event rate\"]):\n            ax2.text(c,v,\"{:.2f}%\".format(v*100),horizontalalignment=\"center\")\n        plt.title(f\"{i}\")\n        plt.title(f\"IV = {'{:.3f}'.format(table[i]['IV'].iloc[-1])}\",loc=\"left\",fontsize=10,fontweight=\"bold\",color=\"green\")\n        plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-04-16T05:08:47.796746Z","iopub.execute_input":"2024-04-16T05:08:47.797245Z","iopub.status.idle":"2024-04-16T05:09:15.088890Z","shell.execute_reply.started":"2024-04-16T05:08:47.797207Z","shell.execute_reply":"2024-04-16T05:09:15.083772Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### TRAINING","metadata":{}},{"cell_type":"code","source":"df_train = df_train.to_pandas()","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:13.724027Z","iopub.execute_input":"2024-04-17T14:10:13.725013Z","iopub.status.idle":"2024-04-17T14:10:14.128568Z","shell.execute_reply.started":"2024-04-17T14:10:13.724974Z","shell.execute_reply":"2024-04-17T14:10:14.127665Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_train","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:14.131061Z","iopub.execute_input":"2024-04-17T14:10:14.131351Z","iopub.status.idle":"2024-04-17T14:10:14.518406Z","shell.execute_reply.started":"2024-04-17T14:10:14.131326Z","shell.execute_reply":"2024-04-17T14:10:14.517455Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class VotingModel(BaseEstimator, ClassifierMixin):\n    def __init__(self, estimators):\n        super().__init__()\n        self.estimators = estimators\n        \n    def fit(self, X, y=None):\n        return self\n    \n    def predict(self, X):\n        y_preds = [estimator.predict(X) for estimator in self.estimators]\n        return np.mean(y_preds, axis=0)\n    \n    def predict_proba(self, X):\n        y_preds = [estimator.predict_proba(X) for estimator in self.estimators]\n        return np.mean(y_preds, axis=0)","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:17.113218Z","iopub.execute_input":"2024-04-17T14:10:17.113647Z","iopub.status.idle":"2024-04-17T14:10:17.122210Z","shell.execute_reply.started":"2024-04-17T14:10:17.113594Z","shell.execute_reply":"2024-04-17T14:10:17.120941Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"d_train = df_train.drop(df_train.select_dtypes(\"datetime64[ns]\").columns,axis=1)\nd_train = d_train.drop(d_train.select_dtypes(\"object\").columns,axis=1)","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:18.683714Z","iopub.execute_input":"2024-04-17T14:10:18.684063Z","iopub.status.idle":"2024-04-17T14:10:19.184736Z","shell.execute_reply.started":"2024-04-17T14:10:18.684036Z","shell.execute_reply":"2024-04-17T14:10:19.183908Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"d_train.info()","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:23.462524Z","iopub.execute_input":"2024-04-17T14:10:23.463269Z","iopub.status.idle":"2024-04-17T14:10:23.579078Z","shell.execute_reply.started":"2024-04-17T14:10:23.463237Z","shell.execute_reply":"2024-04-17T14:10:23.578039Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"d_train[d_train.select_dtypes(\"object\").columns] = d_train[d_train.select_dtypes(\"object\").columns].astype(\"category\")\n# df_train[df_train.select_dtypes(\"datetime64[ns]\").columns] = df_train[df_train.select_dtypes(\"datetime64[ns]\").columns].astype(\"category\")","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:26.128278Z","iopub.execute_input":"2024-04-17T14:10:26.128934Z","iopub.status.idle":"2024-04-17T14:10:26.134100Z","shell.execute_reply.started":"2024-04-17T14:10:26.128902Z","shell.execute_reply":"2024-04-17T14:10:26.133187Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X = d_train.drop(columns=[\"target\", \"case_id\", \"WEEK_NUM\"])\n# X = df_train[df_train.columns[~df_train.columns.str.endswith('D')]]\ny = d_train[\"target\"]\nweeks = d_train[\"WEEK_NUM\"]\n\ncv = StratifiedGroupKFold(n_splits=5, shuffle=False)\n\nparams = {\n    \"boosting_type\": \"gbdt\",\n    \"objective\": \"binary\",\n    \"metric\": \"auc\",\n    \"max_depth\": 8,\n    \"learning_rate\": 0.05,\n    \"n_estimators\": 1000,\n    \"colsample_bytree\": 0.8, \n    \"colsample_bynode\": 0.8,\n    \"verbose\": -1,\n    \"random_state\": 42,\n    \"device\": \"gpu\"\n}\n\nfitted_models = []\n","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:28.113422Z","iopub.execute_input":"2024-04-17T14:10:28.113790Z","iopub.status.idle":"2024-04-17T14:10:28.276976Z","shell.execute_reply.started":"2024-04-17T14:10:28.113760Z","shell.execute_reply":"2024-04-17T14:10:28.276207Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nfor idx_train, idx_valid in cv.split(X, y, groups=weeks):\n    X_train, y_train = X.iloc[idx_train], y.iloc[idx_train]\n    X_valid, y_valid = X.iloc[idx_valid], y.iloc[idx_valid]\n\n    model = lgb.LGBMClassifier(**params)\n    model.fit(\n        X_train, y_train,\n        eval_set=[(X_valid, y_valid)],\n        callbacks=[lgb.log_evaluation(100), lgb.early_stopping(100)]\n    )\n\n    fitted_models.append(model)\n\nmodel = VotingModel(fitted_models)","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:10:38.616247Z","iopub.execute_input":"2024-04-17T14:10:38.616598Z","iopub.status.idle":"2024-04-17T14:15:00.518756Z","shell.execute_reply.started":"2024-04-17T14:10:38.616568Z","shell.execute_reply":"2024-04-17T14:15:00.517775Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### ***Preparing Test Data*** ","metadata":{}},{"cell_type":"code","source":"test_selected_lst = [\n                     [\"/test_static_0_*.parquet\",\"/test_static_cb_0.parquet\"],\n                     [\"/test_person_1.parquet\",\"/test_person_2.parquet\"],\n                     [\"/test_credit_bureau_a_1_*.parquet\",\"/test_credit_bureau_a_2_*.parquet\"],\n                     [\"/test_applprev_1_*.parquet\",\"/test_applprev_2.parquet\"]\n                    ]\ntest_base = pl.read_parquet(\"/kaggle/input/home-credit-credit-risk-model-stability/parquet_files/test/test_base.parquet\").pipe(set_table_dtypes)\n\ndf_test = prepare_df(path_lst = test_selected_lst[0],whch_path=Test_Path,null_rem_per=100,iv=0.1,base=test_base)\n\n","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:16:59.547753Z","iopub.execute_input":"2024-04-17T14:16:59.548145Z","iopub.status.idle":"2024-04-17T14:16:59.887003Z","shell.execute_reply.started":"2024-04-17T14:16:59.548115Z","shell.execute_reply":"2024-04-17T14:16:59.886120Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_test = df_test.to_pandas().copy()\n","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:17:03.319980Z","iopub.execute_input":"2024-04-17T14:17:03.320345Z","iopub.status.idle":"2024-04-17T14:17:03.337738Z","shell.execute_reply.started":"2024-04-17T14:17:03.320309Z","shell.execute_reply":"2024-04-17T14:17:03.336567Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_test = X_test.set_index(\"case_id\")[X.columns]","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:17:07.334462Z","iopub.execute_input":"2024-04-17T14:17:07.334818Z","iopub.status.idle":"2024-04-17T14:17:07.342980Z","shell.execute_reply.started":"2024-04-17T14:17:07.334789Z","shell.execute_reply":"2024-04-17T14:17:07.341957Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### ***Predictions***","metadata":{}},{"cell_type":"code","source":"y_pred = pd.Series(model.predict_proba(X_test)[:, 1], index=X_test.index)","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:17:11.215973Z","iopub.execute_input":"2024-04-17T14:17:11.217082Z","iopub.status.idle":"2024-04-17T14:17:11.232089Z","shell.execute_reply.started":"2024-04-17T14:17:11.217045Z","shell.execute_reply":"2024-04-17T14:17:11.231311Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### ***Submission*** ","metadata":{"execution":{"iopub.status.busy":"2024-04-16T15:20:12.303336Z","iopub.execute_input":"2024-04-16T15:20:12.303762Z","iopub.status.idle":"2024-04-16T15:20:12.310198Z","shell.execute_reply.started":"2024-04-16T15:20:12.303730Z","shell.execute_reply":"2024-04-16T15:20:12.309222Z"}}},{"cell_type":"code","source":"df_subm = pd.read_csv(\"/kaggle/input/home-credit-credit-risk-model-stability/sample_submission.csv\")\ndf_subm = df_subm.set_index(\"case_id\")\n\n\ndf_subm[\"score\"] = y_pred","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:17:14.392377Z","iopub.execute_input":"2024-04-17T14:17:14.392730Z","iopub.status.idle":"2024-04-17T14:17:14.403483Z","shell.execute_reply.started":"2024-04-17T14:17:14.392701Z","shell.execute_reply":"2024-04-17T14:17:14.402747Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"Check null: \", df_subm[\"score\"].isnull().any())\n\ndf_subm.head()","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:17:16.220376Z","iopub.execute_input":"2024-04-17T14:17:16.220738Z","iopub.status.idle":"2024-04-17T14:17:16.231153Z","shell.execute_reply.started":"2024-04-17T14:17:16.220710Z","shell.execute_reply":"2024-04-17T14:17:16.230168Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df_subm.to_csv(\"submission.csv\")","metadata":{"execution":{"iopub.status.busy":"2024-04-17T14:17:18.633517Z","iopub.execute_input":"2024-04-17T14:17:18.634297Z","iopub.status.idle":"2024-04-17T14:17:18.640775Z","shell.execute_reply.started":"2024-04-17T14:17:18.634264Z","shell.execute_reply":"2024-04-17T14:17:18.639811Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}