{"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":"# Update 2022.03.08\nModified typo\n\n# Intro\n\nThis is a NOTEBOOK for achieving a score of **0.0226**, but the content itself is simply a fusion of Byfone and Chris' methods.\n- Byfone: https://www.kaggle.com/byfone/h-m-trending-products-weekly\n- Chris : https://www.kaggle.com/cdeotte/recommend-items-purchased-together-0-021  \n\nI learned Byfone's unique way of thinking while creating this notebook, and I would like to include an explanation of it as a memo.\n(I hope I am interpreting byfone's algo correctly😂)\n\n# Agenda\n - Byfone approach overview\n - Chris approach overview\n - Byfone&Chris combination approach\n - Score **0.0226** code\n \n## If you think you can upvote for this notebook, please upvote for byfone and chris's notebook as well (and of course you can upvote for me too 😁","metadata":{}},{"cell_type":"markdown","source":"# Byfone approach\nhttps://www.kaggle.com/byfone/h-m-trending-products-weekly\n\n\n## Quotient variable\nByfone creates a variable called **quotient** by aggregation and makes the top12 of the sum of the quotients to create the **general_pred** variable.  \nThe score drops to around **0.0225** to **0.0223** when simply taking the top12 sales units in September instead of the general_pred variable, which proves the validity of this approach.  \n\n**quotient** is a variable that is the quotient of the number of units sold in the week of 9/22 and the number of units sold in each week for a given article_id.\n\n### For example article_id: **0573085028**\nA total of **370** units of this article were sold during the week of **2020-09-22**. A total of **160** units were sold during the week of **2018-09-25**.\nThen **quotient** is calculated as **2.3125** for this transaction idx 1346.\n\n![image.png](attachment:0875734a-2016-4fb7-8ef0-8b491db4a57c.png)\n\nThe variable Quotient is characterized by\n1. if sales units in the week of 2020-09-22 are higher than sales in the week before 2020-09-22, the value will be larger, which is an indicator of the growth rate.\n2. Quotient is calculated for all transactions. Thus, the \"sum of quotients\" is an indicator that has a larger value when the number of units sold is higher, and an indicator that has a larger value when there is a high growth rate. \n\n\n## Recommending to customers products they have already purchased before\nByfone has also adopted the strategy of proposing the same article again.  \n\nThe indicator for whether or not customer A will purchase product B again is generated by following code.\n\n![image.png](attachment:05c29979-bd7d-44b4-9393-c7a04c3bf868.png)\n\nx: number of days elapsed from the date Customer A purchased Product B to 2020-09-22  \ny: Value to be decayed by the x  (**★Customers purchase the same product within a short period of time**)  \n(This is true! Please see https://www.kaggle.com/lichtlab/do-customers-buy-the-same-products-again)    \n\n\nvalue: y * qutient (If a customer buys the same product for a short period of time, and if the growth rate of that product is high, it is expected that they will buy more.)\n\ntaking the date when customer X purchased product Y as the peak, generating a value to be decayed by the number of days elapsed from that date until 2020-09-20, and multiplying this value by the growth rate of the product itself.","metadata":{},"attachments":{"0875734a-2016-4fb7-8ef0-8b491db4a57c.png":{"image/png":"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"},"05c29979-bd7d-44b4-9393-c7a04c3bf868.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Chris approach\nhttps://www.kaggle.com/cdeotte/recommend-items-purchased-together-0-021\n\nChris' approach was well-explained by his notebook. So let me skip here.\n\n# Byfone&Chris combination approach\n\nThe approach is to \n\n1. First determine the products to be recommended byfone's algorithm, \n2. Then recommend the products that would be bought in pairs by chris' algorithm, \n3. Finally recommend additional top12 products as defined byfone's sum of quotinet (**general_pred**)\n\n\n# Score **0.0226** code","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nfrom math import sqrt\nfrom pathlib import Path\nfrom tqdm import tqdm\ntqdm.pandas()\n\nN = 12\ndf_trans = pd.read_csv('/kaggle/input/h-and-m-personalized-fashion-recommendations/transactions_train.csv',dtype={'article_id': str})\ndf_trans['t_dat'] = pd.to_datetime(df_trans['t_dat'])\n","metadata":{"execution":{"iopub.status.busy":"2022-03-04T07:24:16.358853Z","iopub.execute_input":"2022-03-04T07:24:16.359167Z","iopub.status.idle":"2022-03-04T07:24:16.389004Z","shell.execute_reply.started":"2022-03-04T07:24:16.359085Z","shell.execute_reply":"2022-03-04T07:24:16.388114Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Step1\ndf = df_trans[['t_dat', 'customer_id', 'article_id']].copy()\nlast_ts = df['t_dat'].max()\ndf['ldbw'] = df['t_dat'].apply(lambda d: last_ts - (last_ts - d).floor('7D'))\nweekly_sales = df.drop('customer_id', axis=1).groupby(['ldbw', 'article_id']).count()\nweekly_sales = weekly_sales.rename(columns={'t_dat': 'count'})\ndf = df.join(weekly_sales, on=['ldbw', 'article_id'])\nweekly_sales = weekly_sales.reset_index().set_index('article_id')\nlast_day = last_ts.strftime('%Y-%m-%d')\n\ndf = df.join(\n    weekly_sales.loc[weekly_sales['ldbw']==last_day, ['count']],\n    on='article_id', rsuffix=\"_targ\")\n\ndf['count_targ'].fillna(0, inplace=True)\ndel weekly_sales\ndf['quotient'] = df['count_targ'] / df['count']\n\npurchase_dict = {}\n\nfor i in tqdm(df.index):\n    cust_id = df.at[i, 'customer_id']\n    art_id = df.at[i, 'article_id']\n    t_dat = df.at[i, 't_dat']\n\n    if cust_id not in purchase_dict:\n        purchase_dict[cust_id] = {}\n\n    if art_id not in purchase_dict[cust_id]:\n        purchase_dict[cust_id][art_id] = 0\n    \n    x = max(1, (last_ts - t_dat).days)\n\n    a, b, c, d = 2.5e4, 1.5e5, 2e-1, 1e3\n    y = a / np.sqrt(x) + b * np.exp(-c*x) - d\n\n    value = df.at[i, 'quotient'] * max(0, y)\n    purchase_dict[cust_id][art_id] += value\n\ntarget_sales = df.drop('customer_id', axis=1).groupby('article_id')['quotient'].sum()\ngeneral_pred = target_sales.nlargest(N).index.tolist()","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-03-04T02:57:42.276562Z","iopub.execute_input":"2022-03-04T02:57:42.277037Z","iopub.status.idle":"2022-03-04T02:58:58.996236Z","shell.execute_reply.started":"2022-03-04T02:57:42.277005Z","shell.execute_reply":"2022-03-04T02:58:58.9952Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Step2 & Step3\npairs = np.load('../input/hmitempairs/pairs_cudf.npy',allow_pickle=True).item()\nsub = pd.read_csv('/kaggle/input/h-and-m-personalized-fashion-recommendations/sample_submission.csv')\n\npred_list = []\nfor cust_id in tqdm(sub['customer_id']):\n    if cust_id in purchase_dict:\n        series = pd.Series(purchase_dict[cust_id])\n        series = series[series > 0]\n        l = series.nlargest(N).index.tolist()\n        tmp_l = l.copy()\n        for elm in tmp_l:\n            if len(l) < N and int(elm) in pairs.keys():\n                itm = pairs[int(elm)]\n                l.append('0' + str(itm))\n        if len(l) < N:\n            l = l + general_pred[:(N-len(l))]\n    else:\n        l = general_pred\n    pred_list.append(' '.join(l))\n\nsub['prediction'] = pred_list\nsub.to_csv(f'submission.csv',index=False)\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}