{"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":"# H&M Recommendation - EDA & Rule Base by Customer Age\n\n![image.png](attachment:fa31d757-932a-4572-9d86-2137cbbaa6e0.png)\n\nThank you for your checking this notebook.\n\nThis is my notebook for \"H&M Personalized Fashion Recommendations\" competition [(Link)](https://www.kaggle.com/c/h-and-m-personalized-fashion-recommendations/overview) to predict purchasing articles based on rule base & customer age.\n\nIf you think this notebook is interesting, please leave your comment or question and I appreciate your upvote as well. :) \n\n<a id='top'></a>\n## Contents\n1. [Import Library & Set Config](#config)\n2. [Load Data](#load)\n3. [EDA of recent popular articles of each ages](#eda)\n4. [Prediction](#pred)\n5. [Submission](#sub)\n6. [Conclution](#conclution)\n7. [Reference](#ref)","metadata":{},"attachments":{"fa31d757-932a-4572-9d86-2137cbbaa6e0.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"<a id='config'></a>\n\n---\n## 1. Import Library & Set Config\n---\n\n[Back to Contents](#top)","metadata":{}},{"cell_type":"code","source":"# === General ===\nimport sys, warnings, time, os, copy, gc, re, random, pickle, cudf\nwarnings.filterwarnings('ignore')\nfrom IPython.display import display\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\n# pd.set_option('display.max_rows', 50)\n# pd.set_option('display.max_columns', None)\n# pd.set_option(\"display.max_colwidth\", 10000)\nimport seaborn as sns\nsns.set()\nfrom pandas.io.json import json_normalize\nfrom pprint import pprint\nfrom pathlib import Path\nfrom tqdm import tqdm\ntqdm.pandas()\nfrom collections import Counter\nfrom datetime import datetime, timedelta","metadata":{"execution":{"iopub.status.busy":"2022-03-21T08:47:21.133692Z","iopub.execute_input":"2022-03-21T08:47:21.134164Z","iopub.status.idle":"2022-03-21T08:47:24.708614Z","shell.execute_reply.started":"2022-03-21T08:47:21.134074Z","shell.execute_reply":"2022-03-21T08:47:24.707888Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"DEBUG = False\nPATH_INPUT = r'../input/h-and-m-personalized-fashion-recommendations/'","metadata":{"execution":{"iopub.status.busy":"2022-03-21T08:47:31.787394Z","iopub.execute_input":"2022-03-21T08:47:31.787989Z","iopub.status.idle":"2022-03-21T08:47:31.791975Z","shell.execute_reply.started":"2022-03-21T08:47:31.787948Z","shell.execute_reply":"2022-03-21T08:47:31.791141Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='load'></a>\n\n---\n## 2. Load Data\n---\n\n[Back to Contents](#top)","metadata":{}},{"cell_type":"code","source":"def display_df(df, head=3):\n    print(f'The shape of df is {df.shape}.\\n')\n    display(df.head(head))","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:24:34.643871Z","iopub.execute_input":"2022-03-21T09:24:34.644173Z","iopub.status.idle":"2022-03-21T09:24:34.649121Z","shell.execute_reply.started":"2022-03-21T09:24:34.64414Z","shell.execute_reply":"2022-03-21T09:24:34.648374Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dfArticles = cudf.read_csv(PATH_INPUT + 'articles.csv', usecols=['article_id', \"product_group_name\", \"perceived_colour_master_name\"])\ndisplay_df(dfArticles, head=3)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:24:34.995208Z","iopub.execute_input":"2022-03-21T09:24:34.995613Z","iopub.status.idle":"2022-03-21T09:24:35.058387Z","shell.execute_reply.started":"2022-03-21T09:24:34.995576Z","shell.execute_reply":"2022-03-21T09:24:35.057734Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dfCustomers = cudf.read_csv(PATH_INPUT + 'customers.csv', usecols=['customer_id', 'age'])\ndisplay_df(dfCustomers, head=3)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:24:35.458074Z","iopub.execute_input":"2022-03-21T09:24:35.458345Z","iopub.status.idle":"2022-03-21T09:24:35.644219Z","shell.execute_reply.started":"2022-03-21T09:24:35.458317Z","shell.execute_reply":"2022-03-21T09:24:35.64351Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dfCustomers = dfCustomers.to_pandas()\nlistBin = [-1, 19, 29, 39, 49, 59, 69, 119]\ndfCustomers['age_bins'] = pd.cut(dfCustomers['age'], listBin)\ndisplay_df(dfCustomers, head=3)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:24:36.834396Z","iopub.execute_input":"2022-03-21T09:24:36.834895Z","iopub.status.idle":"2022-03-21T09:24:37.494843Z","shell.execute_reply.started":"2022-03-21T09:24:36.834857Z","shell.execute_reply":"2022-03-21T09:24:37.494148Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"x = dfCustomers[dfCustomers['age_bins'].isnull()].shape[0]\nprint(f'{x} customer_id do not have age information.\\n')","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:27:44.000729Z","iopub.execute_input":"2022-03-21T09:27:44.001005Z","iopub.status.idle":"2022-03-21T09:27:44.012806Z","shell.execute_reply.started":"2022-03-21T09:27:44.000974Z","shell.execute_reply":"2022-03-21T09:27:44.011907Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dfTransactions = cudf.read_csv(PATH_INPUT + 'transactions_train.csv',  \n                               usecols=['t_dat', 'customer_id', 'article_id'],\n                               dtype={'article_id': 'int32', 't_dat': 'string', 'customer_id': 'string'})\ndfTransactions['t_dat'] = cudf.to_datetime(dfTransactions['t_dat'])\ndfTransactions.set_index('t_dat', inplace=True)\ndisplay_df(dfTransactions, head=3)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:23:48.370377Z","iopub.execute_input":"2022-03-21T09:23:48.370942Z","iopub.status.idle":"2022-03-21T09:23:50.427801Z","shell.execute_reply.started":"2022-03-21T09:23:48.370906Z","shell.execute_reply":"2022-03-21T09:23:50.427075Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='eda'></a>\n\n---\n## 3. EDA of recent popular articles of each ages\n\n- Check the latest popular articles in each ages btw. 2020-09-01 and 2020-09-21.\n- Compare that whether is there any difference btw. ages.\n\n---\n\n[Back to Contents](#top)","metadata":{}},{"cell_type":"code","source":"dfRecent = dfTransactions.loc['2020-09-01' : '2020-09-21']\ndisplay_df(dfRecent, head=3)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T08:48:13.934622Z","iopub.execute_input":"2022-03-21T08:48:13.935072Z","iopub.status.idle":"2022-03-21T08:48:14.923333Z","shell.execute_reply.started":"2022-03-21T08:48:13.935031Z","shell.execute_reply":"2022-03-21T08:48:14.922524Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dfRecent = dfRecent.to_pandas()\ndfRecent = dfRecent.merge(dfCustomers[['customer_id', 'age_bins']], on='customer_id', how='inner')\ndisplay_df(dfRecent, head=3)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T08:48:14.924644Z","iopub.execute_input":"2022-03-21T08:48:14.92492Z","iopub.status.idle":"2022-03-21T08:48:15.901028Z","shell.execute_reply.started":"2022-03-21T08:48:14.924883Z","shell.execute_reply":"2022-03-21T08:48:15.900311Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dfRecent = dfRecent.groupby(['age_bins', 'article_id']).count().reset_index().rename(columns={'customer_id': 'counts'})\n\nlistUniBins = dfRecent['age_bins'].unique().tolist()\n\ndict100 = {}\nfor uniBin in listUniBins:\n    dfTemp = dfRecent[dfRecent['age_bins'] == uniBin]\n    dfTemp = dfTemp.sort_values(by='counts', ascending=False)\n    dict100[uniBin] = dfTemp.head(100)['article_id'].values.tolist()\n\ndf100 = pd.DataFrame([dict100]).T.rename(columns={0:'top100'})","metadata":{"execution":{"iopub.status.busy":"2022-03-21T08:48:15.902346Z","iopub.execute_input":"2022-03-21T08:48:15.902721Z","iopub.status.idle":"2022-03-21T08:48:18.38409Z","shell.execute_reply.started":"2022-03-21T08:48:15.902685Z","shell.execute_reply":"2022-03-21T08:48:18.383273Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for index in df100.index:\n    df100[index] = [len(set(df100.at[index, 'top100']) & set(df100.at[x, 'top100']))/100 for x in df100.index]\n\ndf100 = df100.drop(columns='top100')\nplt.figure(figsize=(10, 6))\nsns.heatmap(df100, annot=True, cbar=False)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T08:48:18.433604Z","iopub.execute_input":"2022-03-21T08:48:18.434096Z","iopub.status.idle":"2022-03-21T08:48:18.890599Z","shell.execute_reply.started":"2022-03-21T08:48:18.434056Z","shell.execute_reply":"2022-03-21T08:48:18.889893Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"- The most smilar age is (49, 59] & (59, 69], 0.68.\n- The most NOT similar age is (-1, 19] & (69, 119], 0.09.\n- Based on [EDA](https://www.kaggle.com/hechtjp/eda-based-on-timeseries), (19, 29] is the most common customer's age and the most similar age for that is (29, 39], 0.59.\n- At least 30% difference in top 100 articles of each ages and predictions for each ages separately would be better than one prediction for all.","metadata":{}},{"cell_type":"markdown","source":"<a id='pred'></a>\n\n---\n## 4. Prediction\n\n- Predict articles for each age and save the results as csv file separately.\n- Prediction is done by the rule base learned from the notebook [H&M: Faster Trending Products Weekly by Mr. HERVIND PHILIPE](https://www.kaggle.com/code/hervind/h-m-faster-trending-products-weekly/notebook). (Please check and upvote it.)\n\n---\n\n[Back to Contents](#top)","metadata":{}},{"cell_type":"code","source":"N = 12\nlistUniBins = dfCustomers['age_bins'].unique().tolist()","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:29:32.52022Z","iopub.execute_input":"2022-03-21T09:29:32.520784Z","iopub.status.idle":"2022-03-21T09:29:32.535097Z","shell.execute_reply.started":"2022-03-21T09:29:32.520748Z","shell.execute_reply":"2022-03-21T09:29:32.534448Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for uniBin in listUniBins:\n    df  = cudf.read_csv('../input/h-and-m-personalized-fashion-recommendations/transactions_train.csv',\n                            usecols= ['t_dat', 'customer_id', 'article_id'], \n                            dtype={'article_id': 'int32', 't_dat': 'string', 'customer_id': 'string'})\n    if str(uniBin) == 'nan':\n        dfCustomersTemp = dfCustomers[dfCustomers['age_bins'].isnull()]\n    else:\n        dfCustomersTemp = dfCustomers[dfCustomers['age_bins'] == uniBin]\n    \n    dfCustomersTemp = dfCustomersTemp.drop(['age_bins'], axis=1)\n    dfCustomersTemp = cudf.from_pandas(dfCustomersTemp)\n    \n    df = df.merge(dfCustomersTemp[['customer_id', 'age']], on='customer_id', how='inner')\n    print(f'The shape of scope transaction for {uniBin} is {df.shape}. \\n')\n          \n    df ['customer_id'] = df ['customer_id'].str[-16:].str.hex_to_int().astype('int64')\n    df['t_dat'] = cudf.to_datetime(df['t_dat'])\n    last_ts = df['t_dat'].max()\n\n    tmp = df[['t_dat']].copy().to_pandas()\n    tmp['dow'] = tmp['t_dat'].dt.dayofweek\n    tmp['ldbw'] = tmp['t_dat'] - pd.TimedeltaIndex(tmp['dow'] - 1, unit='D')\n    tmp.loc[tmp['dow'] >=2 , 'ldbw'] = tmp.loc[tmp['dow'] >=2 , 'ldbw'] + pd.TimedeltaIndex(np.ones(len(tmp.loc[tmp['dow'] >=2])) * 7, unit='D')\n\n    df['ldbw'] = tmp['ldbw'].values\n    \n    weekly_sales = df.drop('customer_id', axis=1).groupby(['ldbw', 'article_id']).count().reset_index()\n    weekly_sales = weekly_sales.rename(columns={'t_dat': 'count'})\n    \n    df = df.merge(weekly_sales, on=['ldbw', 'article_id'], how = 'left')\n    \n    weekly_sales = weekly_sales.reset_index().set_index('article_id')\n\n    df = df.merge(\n        weekly_sales.loc[weekly_sales['ldbw']==last_ts, ['count']],\n        on='article_id', suffixes=(\"\", \"_targ\"))\n\n    df['count_targ'].fillna(0, inplace=True)\n    del weekly_sales\n    \n    df['quotient'] = df['count_targ'] / df['count']\n    \n    target_sales = df.drop('customer_id', axis=1).groupby('article_id')['quotient'].sum()\n    general_pred = target_sales.nlargest(N).index.to_pandas().tolist()\n    general_pred = ['0' + str(article_id) for article_id in general_pred]\n    general_pred_str =  ' '.join(general_pred)\n    del target_sales\n    \n    purchase_dict = {}\n\n    tmp = df.copy().to_pandas()\n    tmp['x'] = ((last_ts - tmp['t_dat']) / np.timedelta64(1, 'D')).astype(int)\n    tmp['dummy_1'] = 1 \n    tmp['x'] = tmp[[\"x\", \"dummy_1\"]].max(axis=1)\n\n    a, b, c, d = 2.5e4, 1.5e5, 2e-1, 1e3\n    tmp['y'] = a / np.sqrt(tmp['x']) + b * np.exp(-c*tmp['x']) - d\n\n    tmp['dummy_0'] = 0 \n    tmp['y'] = tmp[[\"y\", \"dummy_0\"]].max(axis=1)\n    tmp['value'] = tmp['quotient'] * tmp['y'] \n\n    tmp = tmp.groupby(['customer_id', 'article_id']).agg({'value': 'sum'})\n    tmp = tmp.reset_index()\n\n    tmp = tmp.loc[tmp['value'] > 0]\n    tmp['rank'] = tmp.groupby(\"customer_id\")[\"value\"].rank(\"dense\", ascending=False)\n    tmp = tmp.loc[tmp['rank'] <= 12]\n\n    purchase_df = tmp.sort_values(['customer_id', 'value'], ascending = False).reset_index(drop = True)\n    purchase_df['prediction'] = '0' + purchase_df['article_id'].astype(str) + ' '\n    purchase_df = purchase_df.groupby('customer_id').agg({'prediction': sum}).reset_index()\n    purchase_df['prediction'] = purchase_df['prediction'].str.strip()\n    purchase_df = cudf.DataFrame(purchase_df)\n    \n    sub  = cudf.read_csv('../input/h-and-m-personalized-fashion-recommendations/sample_submission.csv',\n                            usecols= ['customer_id'], \n                            dtype={'customer_id': 'string'})\n    \n    numCustomers = sub.shape[0]\n    \n    sub = sub.merge(dfCustomersTemp[['customer_id', 'age']], on='customer_id', how='inner')\n\n    sub['customer_id2'] = sub['customer_id'].str[-16:].str.hex_to_int().astype('int64')\n\n    sub = sub.merge(purchase_df, left_on = 'customer_id2', right_on = 'customer_id', how = 'left',\n                   suffixes = ('', '_ignored'))\n\n    sub = sub.to_pandas()\n    sub['prediction'] = sub['prediction'].fillna(general_pred_str)\n    sub['prediction'] = sub['prediction'] + ' ' +  general_pred_str\n    sub['prediction'] = sub['prediction'].str.strip()\n    sub['prediction'] = sub['prediction'].str[:131]\n    sub = sub[['customer_id', 'prediction']]\n    sub.to_csv(f'submission_' + str(uniBin) + '.csv',index=False)\n    print(f'Saved prediction for {uniBin}. The shape is {sub.shape}. \\n')\n    print('-'*50)\nprint('Finished.\\n')\nprint('='*50)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:39:08.512998Z","iopub.execute_input":"2022-03-21T09:39:08.513281Z","iopub.status.idle":"2022-03-21T09:40:09.08748Z","shell.execute_reply.started":"2022-03-21T09:39:08.513229Z","shell.execute_reply":"2022-03-21T09:40:09.086735Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='sub'></a>\n\n---\n## 5. Submission\n\n- Load the saved prediction csv files and concatenate them in one dataframe.\n- Save it as submission.csv.\n\n---\n\n[Back to Contents](#top)","metadata":{}},{"cell_type":"code","source":"for i, uniBin in enumerate(listUniBins):\n    dfTemp  = cudf.read_csv(f'submission_' + str(uniBin) + '.csv')\n    if i == 0:\n        dfSub = dfTemp\n    else:\n        dfSub = cudf.concat([dfSub, dfTemp], axis=0)\n\nassert dfSub.shape[0] == numCustomers, f'The number of dfSub rows is not correct. {dfSub.shape[0]} vs {numCustomers}.'\n\ndfSub.to_csv(f'submission.csv', index=False)\nprint(f'Saved submission.csv.')","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:41:12.595613Z","iopub.execute_input":"2022-03-21T09:41:12.595885Z","iopub.status.idle":"2022-03-21T09:41:13.773336Z","shell.execute_reply.started":"2022-03-21T09:41:12.595856Z","shell.execute_reply":"2022-03-21T09:41:13.77255Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dfCheck = cudf.read_csv('./submission.csv')\ndisplay_df(dfCheck, head=3)","metadata":{"execution":{"iopub.status.busy":"2022-03-21T09:41:17.625854Z","iopub.execute_input":"2022-03-21T09:41:17.626155Z","iopub.status.idle":"2022-03-21T09:41:17.845737Z","shell.execute_reply.started":"2022-03-21T09:41:17.626123Z","shell.execute_reply":"2022-03-21T09:41:17.845028Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<a id='conclution'></a>\n\n---\n\n## 6. Conclution\n\nThank you for your reading through this Notebook!\n\nThe score on LB. is 0.0227 which is 0.0005 improved than the case which does not consider customer's age :)\n\nIf you think this notebook is interesting for you, please do click upvote :)\n\n---\n\n[Back to Contents](#top)","metadata":{}},{"cell_type":"markdown","source":"<a id='ref'></a>\n\n---\n## 7. Reference\n\n1.  [H&M: Faster Trending Products Weekly by Mr. HERVIND PHILIPE](https://www.kaggle.com/code/hervind/h-m-faster-trending-products-weekly/notebook)\n\n---\n\n[Back to Contents](#top)","metadata":{}}]}