{"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":"# [AMEX] LGBM improved by adding New feature P2_B9 (Eng/日本語)\n\nThis is a continuation of my previous notebook in below link.   \nIn this notebook, I try futher improvement from **0.787** to **0.789** with the following 2 attempts.  \n　・Adding Min/Max during groupby, the situation that Default customer'sindicators have been getting worse during 1 year will be reflected to Training data (**+0.001**)   \n　・Paying attention to P_2(payment-related indicator) and B_9(Debt balance-related indicator), created a new feature P2B9(P_2/B_9) (**+0.001**)\n\nこれは、私が前回公開したSimple LGBMの続きです。  \n以下の2つの試みにより、前回のPublic Score0.787をさらに+0.001 + 0.001 = +0.002向上させ、0.789にすることができました。  \n　・Groupbyの際にMin/Maxを取り込むことで、デフォルト顧客は1年間に徐々に各種指数が悪化していることを学習データに反映  \n   （**+0.001**）   \n   \n  　・LightGBMが重視している特徴量のP_2（支払いに関する指数）とB_9（債務残高に関する指数）に着目し、P_2÷B_9という新たな特徴量を生成  \n   （**+0.001**）\n\n（前回のNotebook）\n[https://www.kaggle.com/code/junjitakeshima/amex-try-to-improve-lgbm-starter-eng](http://)\n\n![image.png](attachment:02eebef1-6f59-48ae-bde9-a3378e50eae3.png)","metadata":{},"attachments":{"02eebef1-6f59-48ae-bde9-a3378e50eae3.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Overview of my previous notebook -- Hidden","metadata":{}},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport gc\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.model_selection import KFold\nfrom sklearn.metrics import accuracy_score\nimport lightgbm as lgbm\nfrom lightgbm import LGBMClassifier, early_stopping, log_evaluation\npd.set_option(\"display.max_columns\", None)\n\n#train_df = pd.read_parquet('../input/amex-data-integer-dtypes-parquet-format/train.parquet').groupby('customer_ID').tail(2).set_index('customer_ID', drop=True).sort_index()\n#train_labels = pd.read_csv('../input/amex-default-prediction/train_labels.csv').set_index('customer_ID', drop=True).sort_index()\n#train_df = pd.merge(train_df, train_labels, left_index=True, right_index=True)\n\n#all_cols = train_df.columns\n#non_use_cols = ['S_2','B_30','B_38','D_114','D_116','D_117','D_120','D_126','D_63','D_64','D_66','D_68', 'target'] \n#feature_cols = [col for col in all_cols if col not in non_use_cols]\n\n#outlier_list = []\n#outlier_col = []\n\n#for col in feature_cols :    \n#    temp_df = train_df[(train_df[col] > train_df[col].mean() + train_df[col].std() * 200) |\n#                       (train_df[col] < train_df[col].mean() - train_df[col].std() * 200) ]\n#    if len(temp_df) >0 and len(temp_df) <6 : \n#        outliers = temp_df.index.to_list()\n#        outlier_list.extend(outliers)\n#        outlier_col.append(col)\n#        #print(col, len(temp_df))\n    \n#outlier_list = list(set(outlier_list))\n#del temp_df\n\n#train_df.drop(outlier_list, inplace = True)\n#y = train_df['target'].copy()\n#x = train_df[feature_cols]\n\n#kf = KFold(n_splits = 3)\n#models = []\n#lgbm_params ={\"objective\":\"binary\", 'num_leaves': 69, 'max_bin': 312,\n#              'feature_fraction': 0.5193052325515839, 'bagging_fraction': 0.597903764208054,\n#              'bagging_freq': 0, 'min_data_in_leaf': 21, \"random_seed\":1234}\n\n#for train_index, val_index in kf.split(x):\n#    X_train = x.iloc[train_index]\n#    X_valid = x.iloc[val_index]\n#    Y_train = y.iloc[train_index]\n#    Y_valid = y.iloc[val_index]\n    \n#    lgbm_train = lgbm.Dataset(X_train, Y_train)\n#    lgbm_eval = lgbm.Dataset(X_valid, Y_valid, reference=lgbm_train)\n    \n#    model_lgbm = lgbm.train(lgbm_params, lgbm_train, valid_sets = lgbm_eval,\n#                           num_boost_round = 300,\n#                           early_stopping_rounds = 20, verbose_eval = 10,\n#                           )\n#    y_pred = model_lgbm.predict(X_valid, num_iteration = model_lgbm.best_iteration)\n        \n#    print (accuracy_score(Y_valid, np.round(y_pred)))\n    \n#    models.append(model_lgbm)\n\n#del model_lgbm, X_train, X_valid, Y_train, Y_valid, lgbm_train, lgbm_eval, y_pred, x, y\n\n#for model in models:\n#    lgbm.plot_importance(model, importance_type=\"gain\",max_num_features=20)\n\n#del train_df\n#gc.collect()\n","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-07-10T12:24:25.167867Z","iopub.execute_input":"2022-07-10T12:24:25.168311Z","iopub.status.idle":"2022-07-10T12:24:26.808306Z","shell.execute_reply.started":"2022-07-10T12:24:25.168220Z","shell.execute_reply":"2022-07-10T12:24:26.806994Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"The result of my previous LGBM imprtance is as follows. \n\n前回のNotebookでLGBMを走らせた結果、LGBMが重視した特徴量は以下の通りです。","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:dc1b605f-6030-41b7-8681-57dd8ee0de5f.png)","metadata":{},"attachments":{"dc1b605f-6030-41b7-8681-57dd8ee0de5f.png":{"image/png":"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reduce_mem_usage(df):\n  \n    start_mem = df.memory_usage().sum() / 1024**2\n    print('Memory usage of dataframe is {:.2f} MB'.format(start_mem))\n    \n    for col in df.columns:\n        col_type = df[col].dtype\n        \n        if col_type != object:\n            c_min = df[col].min()\n            c_max = df[col].max()\n            if str(col_type)[:3] == 'int':\n                if c_min > np.iinfo(np.int8).min and c_max < np.iinfo(np.int8).max:\n                    df[col] = df[col].astype(np.int8)\n                elif c_min > np.iinfo(np.int16).min and c_max < np.iinfo(np.int16).max:\n                    df[col] = df[col].astype(np.int16)\n                elif c_min > np.iinfo(np.int32).min and c_max < np.iinfo(np.int32).max:\n                    df[col] = df[col].astype(np.int32)\n                elif c_min > np.iinfo(np.int64).min and c_max < np.iinfo(np.int64).max:\n                    df[col] = df[col].astype(np.int64)  \n            else:\n                if c_min > np.finfo(np.float16).min and c_max < np.finfo(np.float16).max:\n                    df[col] = df[col].astype(np.float16)\n                elif c_min > np.finfo(np.float32).min and c_max < np.finfo(np.float32).max:\n                    df[col] = df[col].astype(np.float32)\n                else:\n                    df[col] = df[col].astype(np.float64)\n        else:\n            df[col] = df[col].astype('category')\n\n    end_mem = df.memory_usage().sum() / 1024**2\n    \n    print('Memory usage after optimization is: {:.2f} MB'.format(end_mem))\n    print('Decreased by {:.1f}%'.format(100 * (start_mem - end_mem) / start_mem))\n     \n    return df","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-07-10T12:24:26.810488Z","iopub.execute_input":"2022-07-10T12:24:26.811626Z","iopub.status.idle":"2022-07-10T12:24:26.825398Z","shell.execute_reply.started":"2022-07-10T12:24:26.811576Z","shell.execute_reply":"2022-07-10T12:24:26.824323Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"If you try to read test data after running LGBM model, memory-over error will happen, and hence read it and have done memory reduce in advance using the above function.\n\nテストデータは、LGBMモデルを走らせた後に読み込もうとすると、メモリーオーバーエラーが発生することから、先に読み込んで上記の関数を利用して圧縮を済ませておきます。","metadata":{}},{"cell_type":"code","source":"%%time\ntest_df = pd.read_parquet('../input/amex-data-integer-dtypes-parquet-format/test.parquet').groupby('customer_ID').agg(['min', 'max', 'last'])\ntest_df = reduce_mem_usage(test_df)\ntest_df.columns = ['_'.join(x) for x in test_df.columns]","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:24:26.827137Z","iopub.execute_input":"2022-07-10T12:24:26.827935Z","iopub.status.idle":"2022-07-10T12:30:01.474319Z","shell.execute_reply.started":"2022-07-10T12:24:26.827871Z","shell.execute_reply":"2022-07-10T12:30:01.472452Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Once let's read all records of train data instead of recent 2 records(tail(2)).\n\nいったん、直近の2レコード（tail(2)）ではなく、全レコードを読み込んでみます。","metadata":{}},{"cell_type":"code","source":"train_df = pd.read_parquet('../input/amex-data-integer-dtypes-parquet-format/train.parquet').set_index('customer_ID', drop=True).sort_index()\ntrain_labels = pd.read_csv('../input/amex-default-prediction/train_labels.csv').set_index('customer_ID', drop=True).sort_index()\ntrain_df = pd.merge(train_df, train_labels, left_index=True, right_index=True)","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:30:01.479230Z","iopub.execute_input":"2022-07-10T12:30:01.480026Z","iopub.status.idle":"2022-07-10T12:31:57.368945Z","shell.execute_reply.started":"2022-07-10T12:30:01.479969Z","shell.execute_reply":"2022-07-10T12:31:57.367507Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's check how many records exist per each customer ID.  \nYou can see 13records(0-12) exist as 1-year statement information.   \n\n顧客IDごとにいくつのレコードが存在するのか、確認してみます。  \n結果的には、概ね毎月のステートメント情報として0～12の1年分の13レコードが存在していることが分かります。","metadata":{}},{"cell_type":"code","source":"train_df[\"count\"] = train_df.groupby(level=0).cumcount()\ntrain_df","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:31:57.371061Z","iopub.execute_input":"2022-07-10T12:31:57.371893Z","iopub.status.idle":"2022-07-10T12:31:59.076246Z","shell.execute_reply.started":"2022-07-10T12:31:57.371841Z","shell.execute_reply":"2022-07-10T12:31:59.075267Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's take a look at P_2, B_9, R_1, D_48 as P(payment), B(balance), R(risk), D(delinquency) columns which LGBM considered as important when it predicted.\n\nLGBMが予測に際して重視したColumnのうち、上位に来ているP（payment：支払い）、B（Balance：債務残高）、R（Risk：リスク）、D（Delinquency：不履行）指数として、P_2、B_9、R_1、D_48を見てみます。","metadata":{}},{"cell_type":"markdown","source":"Let's gather normal customer's(not fell in default) average information in normal_df dataframe.\n\n債務不履行に陥っていない正常顧客の平均をnormal_dfとして纏めてみます。","metadata":{}},{"cell_type":"code","source":"normal_df = train_df[train_df[\"target\"]==0]\nnormal_P2B9_df = normal_df[[\"P_2\",\"B_9\",\"R_1\",\"D_48\",\"count\"]].groupby(\"count\").mean()\nnormal_P2B9_df","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:31:59.077565Z","iopub.execute_input":"2022-07-10T12:31:59.078107Z","iopub.status.idle":"2022-07-10T12:32:03.500190Z","shell.execute_reply.started":"2022-07-10T12:31:59.078072Z","shell.execute_reply":"2022-07-10T12:32:03.498834Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Likewise, let's gather default customer's information into default_df.\n\n同様に、デフォルト顧客の情報をdefault_dfに纏めてみます。","metadata":{}},{"cell_type":"code","source":"default_df = train_df[train_df[\"target\"]==1]\ndefault_P2B9_df = default_df[[\"P_2\",\"B_9\",\"R_1\",\"D_48\",\"count\"]].groupby(\"count\").mean()\ndefault_P2B9_df","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:32:03.502096Z","iopub.execute_input":"2022-07-10T12:32:03.503261Z","iopub.status.idle":"2022-07-10T12:32:04.440371Z","shell.execute_reply.started":"2022-07-10T12:32:03.503204Z","shell.execute_reply":"2022-07-10T12:32:04.439155Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Normal customer stably shows Payment indicator is high, while Balance, Risk and delinquency indicator is low during a year.\n\n正常顧客は、1年間を通じて安定して、Payment（支払い）は高く、Balance（債務残高）・Risk（リスク）・Delinquency（不履行）は低く推移しています。","metadata":{}},{"cell_type":"code","source":"normal_P2B9_df.plot()","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:32:04.441873Z","iopub.execute_input":"2022-07-10T12:32:04.442232Z","iopub.status.idle":"2022-07-10T12:32:04.759661Z","shell.execute_reply.started":"2022-07-10T12:32:04.442201Z","shell.execute_reply":"2022-07-10T12:32:04.757716Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"However, as for default customers, Payment indicator has been gradually getting lower and Balance, Risk, Delinquency indicator is getting higher.  \n\n一方、デフォルト顧客については、支払いの指数が徐々に低下し、債務残高・リスク・不履行の指数が徐々に高まっていっています。","metadata":{}},{"cell_type":"code","source":"default_P2B9_df.plot()","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:32:04.761419Z","iopub.execute_input":"2022-07-10T12:32:04.761867Z","iopub.status.idle":"2022-07-10T12:32:04.999312Z","shell.execute_reply.started":"2022-07-10T12:32:04.761831Z","shell.execute_reply":"2022-07-10T12:32:04.998019Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del normal_df, default_df, normal_P2B9_df, default_P2B9_df\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:32:05.004585Z","iopub.execute_input":"2022-07-10T12:32:05.005020Z","iopub.status.idle":"2022-07-10T12:32:05.357552Z","shell.execute_reply.started":"2022-07-10T12:32:05.004977Z","shell.execute_reply":"2022-07-10T12:32:05.355716Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Risk and delinquency are deemed as similar meaning and hence moving similarly.  \nHowever, Payment and Balance are moving in reverse way. When we consider as common sense, more and more Debt-balance increased, less and less Payment ability will go down.  \nPay attention to this point, let's create a new feature 'payment ability per balance' (= P_2 / B_9).  \nAs a result, Public score was improved from **0.788** to **7.789**.\n\n\nRiskとDelinquencyは同じような意味だと思うのでどちらも同じ動きをしています。  \n一方、PaymentとBalanceは反対の動きをしていて、常識的に考えても、債務残高が増えてくると支払い余力が低下してきています。  \nここに着目して、payment÷Balanceで債務残高１単位あたりの支払能力という新しい特徴量を作ってみます。  \n結果的に、これにより、Public Scoreは**0.788**⇒**0.789**へと向上しました。　","metadata":{}},{"cell_type":"code","source":"train_df[\"P2B9\"] = train_df[\"P_2\"] / train_df[\"B_9\"]\ntrain_df","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:32:05.359434Z","iopub.execute_input":"2022-07-10T12:32:05.360220Z","iopub.status.idle":"2022-07-10T12:32:05.545147Z","shell.execute_reply.started":"2022-07-10T12:32:05.360167Z","shell.execute_reply":"2022-07-10T12:32:05.543818Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"all_cols = train_df.columns\nnon_use_cols = ['S_2','B_30','B_38','D_114','D_116','D_117','D_120','D_126','D_63','D_64','D_66','D_68', 'target', 'count']\nfeature_cols = [col for col in all_cols if col not in non_use_cols]\n\noutlier_list = []\noutlier_col = []\n\nfor col in feature_cols :\n    \n    temp_df = train_df[(train_df[col] > train_df[col].mean() + train_df[col].std() * 200) |\n                       (train_df[col] < train_df[col].mean() - train_df[col].std() * 200) ]\n    if len(temp_df) >0 and len(temp_df) <6 : \n        outliers = temp_df.index.to_list()\n        outlier_list.extend(outliers)\n        outlier_col.append(col)\n        #print(col, len(temp_df))\n    del temp_df\n        \ntrain_df.drop(outlier_list, inplace = True)","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:32:05.546793Z","iopub.execute_input":"2022-07-10T12:32:05.547280Z","iopub.status.idle":"2022-07-10T12:32:34.924618Z","shell.execute_reply.started":"2022-07-10T12:32:05.547234Z","shell.execute_reply":"2022-07-10T12:32:34.923388Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Sorry, the sequence of my explataion is opposite, but in my previous notebook, I used the recent 1 or 2 records only and it seems that time-series information was not fully used.  \nWhen I include Min/Max information in a year during Groupby, Public score was improved from **0.787** to **0.788**.\n\n順番としては前後しますが、前回のNotebookでは、トレーニングデータのうち最後の1or2レコードのみを用いたため、時系列の情報が取り込めていなかったようです。Groupbyの際にMin/Maxを取り込むことで、上記のような1年間のMin/Max情報を反映させることができ、結果的にはこれにより、Public Scoreを**0.787**→**0.788**へと向上させることができました。","metadata":{}},{"cell_type":"code","source":"y = train_df['target'].groupby(\"customer_ID\").agg('last')\nX = train_df[feature_cols].groupby(\"customer_ID\").agg(['min', 'max','last'])\nX.columns = ['_'.join(x) for x in X.columns]\nX.drop(columns=['P2B9_min', 'P2B9_max'], inplace=True) \nnew_features_col = X.columns\nX","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:32:34.926168Z","iopub.execute_input":"2022-07-10T12:32:34.926518Z","iopub.status.idle":"2022-07-10T12:33:11.361688Z","shell.execute_reply.started":"2022-07-10T12:32:34.926484Z","shell.execute_reply":"2022-07-10T12:33:11.360830Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del train_df\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:33:11.362985Z","iopub.execute_input":"2022-07-10T12:33:11.364038Z","iopub.status.idle":"2022-07-10T12:33:11.515983Z","shell.execute_reply.started":"2022-07-10T12:33:11.364000Z","shell.execute_reply":"2022-07-10T12:33:11.514727Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"kf = KFold(n_splits = 3)\nmodels = []\nlgbm_params ={\"objective\":\"binary\", \"random_seed\":1234}\n\nfor train_index, val_index in kf.split(X):\n    X_train = X.iloc[train_index]\n    X_valid = X.iloc[val_index]\n    Y_train = y.iloc[train_index]\n    Y_valid = y.iloc[val_index]\n    \n    lgbm_train = lgbm.Dataset(X_train, Y_train)\n    lgbm_eval = lgbm.Dataset(X_valid, Y_valid, reference=lgbm_train)\n    \n    model_lgbm = lgbm.train(lgbm_params, lgbm_train, valid_sets = lgbm_eval,\n                           num_boost_round = 300,\n                           early_stopping_rounds = 20, verbose_eval = 10,\n                           )\n    y_pred = model_lgbm.predict(X_valid, num_iteration = model_lgbm.best_iteration)\n        \n    print (accuracy_score(Y_valid, np.round(y_pred)))\n    \n    models.append(model_lgbm)\n    del model_lgbm, X_train, X_valid, Y_train, Y_valid, lgbm_train, lgbm_eval, y_pred","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:33:11.517754Z","iopub.execute_input":"2022-07-10T12:33:11.518793Z","iopub.status.idle":"2022-07-10T12:37:07.064053Z","shell.execute_reply.started":"2022-07-10T12:33:11.518754Z","shell.execute_reply":"2022-07-10T12:37:07.062490Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Looks like new feature P2B9 is considered as imprtant by LGBM as below imprtance chart shows.\n\n以下のFeature importanceが示す通り、新しく作ったP2B9という特徴量もLGBMによって重要視されているようです。","metadata":{}},{"cell_type":"code","source":"for model in models:\n    lgbm.plot_importance(model, importance_type=\"gain\",max_num_features=20)","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:37:07.066298Z","iopub.execute_input":"2022-07-10T12:37:07.066796Z","iopub.status.idle":"2022-07-10T12:37:08.114538Z","shell.execute_reply.started":"2022-07-10T12:37:07.066745Z","shell.execute_reply":"2022-07-10T12:37:08.113765Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"del X, y\ngc.collect()","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:37:08.115863Z","iopub.execute_input":"2022-07-10T12:37:08.116564Z","iopub.status.idle":"2022-07-10T12:37:08.285204Z","shell.execute_reply.started":"2022-07-10T12:37:08.116523Z","shell.execute_reply":"2022-07-10T12:37:08.283839Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_df[\"P2B9_last\"] = test_df[\"P_2_last\"] / test_df[\"B_9_last\"]\ntest_df = test_df[new_features_col]\ntest_df","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:37:08.696324Z","iopub.execute_input":"2022-07-10T12:37:08.696659Z","iopub.status.idle":"2022-07-10T12:37:10.610203Z","shell.execute_reply.started":"2022-07-10T12:37:08.696628Z","shell.execute_reply":"2022-07-10T12:37:10.609069Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"preds = []\n\nfor model in models:\n    pred = model.predict(test_df)\n    preds.append(pred)\n    \npreds_array = np.array(preds)\npreds_mean = np.mean(preds_array, axis =0)\n\nsub = pd.read_csv('../input/amex-default-prediction/sample_submission.csv')\nsub[\"prediction\"] = preds_mean\nsub.to_csv('submission.csv', index=False)\nsub.head()","metadata":{"execution":{"iopub.status.busy":"2022-07-10T12:37:10.612120Z","iopub.execute_input":"2022-07-10T12:37:10.612542Z","iopub.status.idle":"2022-07-10T12:37:45.758057Z","shell.execute_reply.started":"2022-07-10T12:37:10.612494Z","shell.execute_reply":"2022-07-10T12:37:45.757004Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}