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"}}},{"cell_type":"markdown","source":"# Competition\n---","metadata":{}},{"cell_type":"markdown","source":"[H&M Personalized Fashion Recommendations](https://www.kaggle.com/c/h-and-m-personalized-fashion-recommendations)","metadata":{}},{"cell_type":"markdown","source":"# Overview\n---","metadata":{}},{"cell_type":"markdown","source":"H&M主催のコンペティションで、衣類の購買予測を行う。","metadata":{}},{"cell_type":"markdown","source":"# Description\n---","metadata":{}},{"cell_type":"markdown","source":"H&Mグループは、53のオンラインマーケットと約4,850の店舗を持つ、ブランドとビジネスのファミリーです。<br>\nオンラインストアでは、買い物客に豊富な品揃えの中から好きなものを選んでもらうことができます。<br>\nしかし、選択肢が多すぎると、お客様は興味のあるものや探しているものをすぐに見つけることができず、最終的に購入に至らないこともあります。<br>\nショッピング体験を向上させるためには、商品のレコメンデーションが重要な鍵となります。さらに重要なことは、お客様の正しい選択を支援することは、<br>\n返品を減らし、それによって輸送に伴う排出を最小限に抑えるという、サステナビリティにも良い影響を与えるということです。\n\nこのコンペティションでは、H&Mグループが、過去の取引データ、および顧客と商品のメタデータに基づく商品推奨を開発するよう、皆さんに呼びかけます。<br>\nメタデータは、衣服の種類やお客様の年齢などの単純なデータから、商品説明のテキストデータ、衣服画像の画像データまで幅広く用意されています。\n\nどのような情報が有用であるかという先入観はなく、それはお客様自身が調べることです。<br>\nカテゴリーデータ型のアルゴリズムを調べたり、NLPや画像処理のディープラーニングに飛び込んでみたり、それはあなた次第です。","metadata":{}},{"cell_type":"markdown","source":"# Evaluation\n---","metadata":{}},{"cell_type":"markdown","source":"投稿は、MAP@12（Mean Average Precision @ 12）に従って評価されます。","metadata":{}},{"cell_type":"markdown","source":"$$𝑀𝐴𝑃@12=\\frac{1}{𝑈}\\sum_{𝑢=1}^{𝑈}\\sum_{𝑘=1}^{𝑚𝑖𝑛(𝑛,12)}𝑃(𝑘)×𝑟𝑒𝑙(𝑘)$$","metadata":{}},{"cell_type":"markdown","source":"・𝑈：顧客数<br>\n・𝑃(𝑘)：カットオフ𝑘での精度<br>\n・𝑛：顧客ごとの予測数<br>\n・𝑟𝑒𝑙(𝑘)：ランク𝑘のアイテムが関連（正）ラベルならば1に等しい指標関数、それ以外では0である\n\n#### Notes:\n学習データで購入したかどうかに関わらず、提供されたすべての customer_id 値に対して購入予測を行うことになります。<br>\nテスト期間中に購入を行わなかった顧客はスコアリングから除外されます。<br>\n12個以下の注文しかしていない顧客に対して12個の予測値を使用しても、決してペナルティはありません。\n\n#### Submission File\n学習データで観測された各 customer_id に対して、<br>\narticle_id のラベル（学習時間帯の次の7日間に顧客が購入する予測アイテム）を最大12個まで予測することができます。<br>\nファイルはヘッダーを含み、以下のフォーマットである必要があります。","metadata":{}},{"cell_type":"code","source":"# customer_id,prediction\n# 00000dba,0706016001 0706016002 0372860001 ...\n# 0000423b,0706016001 0706016002 0372860001 ...\n# ...","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:57:45.349654Z","iopub.execute_input":"2022-02-22T06:57:45.35028Z","iopub.status.idle":"2022-02-22T06:57:45.376061Z","shell.execute_reply.started":"2022-02-22T06:57:45.35017Z","shell.execute_reply":"2022-02-22T06:57:45.37459Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Timeline\n---","metadata":{}},{"cell_type":"markdown","source":"・2022年2月7日 - 開始日。<br>\n・2022年5月2日 - エントリー締切。出場するには、この日までに競技規則に同意する必要があります。<br>\n・2022年5月2日 - チーム合併の締切日。また、**翌日〜最終日までノートブックの公開が禁止となります。**<br>\n・2022年5月9日 - 最終提出締切日。<br>\n\nすべての締め切りは、特に断りのない限り、該当する日の午後11時59分（UTC）です。<br>\n**日本時間では、2022年5月10日 午前8時59分（JTC）となります。**<br>\n大会主催者は、必要と判断した場合、コンテストのスケジュールを更新する権利を有します。","metadata":{}},{"cell_type":"markdown","source":"# Data\n---","metadata":{}},{"cell_type":"markdown","source":"この課題では、お客様の購入履歴とそれを裏付けるメタデータが与えられます。<br>\nあなたの課題は、学習データが終了した直後の7日間に、各顧客がどのような記事を購入するかを予測することです。<br>\nその間に何も購入しなかった顧客は、スコアリングから除外されます。\n\n#### File\nimages/<br>\n・各 article_id に対応する画像のフォルダ。画像は article_id の最初の 3 桁で始まるサブフォルダに配置されます。\n\narticles.csv<br>\n・購入可能な各 article_id の詳細なメタデータです。\n\ncustomers.csv<br>\n・データセットに含まれる各顧客IDのメタデータです。\n\nsample_submission.csv<br>\n・正しい形式の投稿ファイルのサンプルです。\n\ntransactions_train.csv<br>\n・学習用データで、各顧客の各日付の購入品と追加情報で構成されています。重複する行は、同じ商品の複数購入に対応します。<br>\n　あなたのタスクは、各顧客がトレーニングデータ期間の直後の7日間に購入するarticle_idを予測することです。\n\n#### Note:\nサンプル送信で見つかったすべての customer_id 値について予測を行う必要があります。<br>\nテスト期間中に購入したすべての顧客は、トレーニングデータで購入履歴があるかどうかに関係なく、スコアリングされます。","metadata":{}},{"cell_type":"markdown","source":"# Leaderbord\n---","metadata":{}},{"cell_type":"markdown","source":"**Public LB は、約1％のテストデータで計算されています。**<br>\nPrivate LB は、最終的に残りの99％のデータを元に算出されますので、最終的な順位は異なる場合があります。","metadata":{}},{"cell_type":"markdown","source":"# Alert\n---","metadata":{}},{"cell_type":"markdown","source":"**大会最終週には新しいノートブックを公開しないこと。**<br>\nノートブックを公開すると、コンペティションが終了するまでロックされます。<br>\n\n高得点のノートブックを公開することは非常に破壊的であり、コンペティションの締め切りが近い場合は強くお勧めしません。<br>\nKaggleは教育や学習のためにNotebookを作成しました。しかし、高得点のノートブックがコンペティションの後半に共有されると<br>\n他のコンペティターがその共有されたアイデアを理解する時間があまりにも少なくなってしまうのです。<br>\nそのようなノートブックは、他の参加者がフォークして提出するのがあまりにも簡単になってしまい、他の参加者が投資した仕事の信用を失墜させてしまいます。<br>","metadata":{}},{"cell_type":"markdown","source":"# Module\n---","metadata":{}},{"cell_type":"code","source":"import os\nimport cv2\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport matplotlib.image as mpimg\n\nfrom os import listdir\nfrom termcolor import colored\nfrom pandas.api.types import is_categorical_dtype\nfrom pandas.api.types import is_datetime64_any_dtype as is_datetime","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:57:45.378232Z","iopub.execute_input":"2022-02-22T06:57:45.378852Z","iopub.status.idle":"2022-02-22T06:57:46.935753Z","shell.execute_reply.started":"2022-02-22T06:57:45.378803Z","shell.execute_reply":"2022-02-22T06:57:46.934663Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.set_option('display.max_rows', None)\npd.set_option('display.max_columns', None)\npd.set_option('display.float_format', '{:.4f}'.format)","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:57:46.937688Z","iopub.execute_input":"2022-02-22T06:57:46.937972Z","iopub.status.idle":"2022-02-22T06:57:46.94267Z","shell.execute_reply.started":"2022-02-22T06:57:46.93793Z","shell.execute_reply":"2022-02-22T06:57:46.94168Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Datasets\n---","metadata":{}},{"cell_type":"markdown","source":"### Articles\n記事IDの詳細なメタデータ","metadata":{}},{"cell_type":"code","source":"articles = pd.read_csv('../input/h-and-m-personalized-fashion-recommendations/articles.csv')\nprint(articles.shape)\narticles.head(10)","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:57:46.945036Z","iopub.execute_input":"2022-02-22T06:57:46.945595Z","iopub.status.idle":"2022-02-22T06:57:48.22327Z","shell.execute_reply.started":"2022-02-22T06:57:46.945559Z","shell.execute_reply":"2022-02-22T06:57:48.222665Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pd.DataFrame([['article_id', '記事のID'],\n              ['product_code', '商品のID'],\n              ['prod_name', '商品の名前'],\n              ['product_type_no', '商品タイプ'],\n              ['product_type_name', '商品タイプのID'],\n              ['product_group_name', '商品グループの名前'],\n              ['graphical_appearance_no', 'グラフィックグループのID'],\n              ['graphical_appearance_name', 'グラフィックグループの名前'],\n              ['colour_group_code', '色グループのID'],\n              ['colour_group_name', '色グループの名前'],\n              ['perceived_colour_value_id', '認識される色のID'],\n              ['perceived_colour_value_name', '認識される色の名前'],\n              ['perceived_colour_master_id', '認識される色のマスターID'],\n              ['perceived_colour_master_name', '認識される色のマスター名'],\n              ['department_no', '部署のID'],\n              ['department_name', '部署の名前'],\n              ['index_code', 'インデックスのID'],\n              ['index_name', 'インデックスの名前'],\n              ['index_group_no', 'インデックスグループのID'],\n              ['index_group_name', 'インデックスグループの名前'],\n              ['section_no', 'セクションのID'],\n              ['section_name', 'セクションの名前'],\n              ['garment_group_no', '衣服グループのID'],\n              ['garment_group_name', '衣服グループの名前'],\n              ['detail_desc', '詳細']],\n              columns=['カラム', '意味'])","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-02-22T06:57:48.224652Z","iopub.execute_input":"2022-02-22T06:57:48.224999Z","iopub.status.idle":"2022-02-22T06:57:48.243505Z","shell.execute_reply.started":"2022-02-22T06:57:48.224966Z","shell.execute_reply":"2022-02-22T06:57:48.242728Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Customers\n顧客IDの詳細なメタデータ","metadata":{}},{"cell_type":"code","source":"customers = pd.read_csv('../input/h-and-m-personalized-fashion-recommendations/customers.csv')\nprint(customers.shape)\ncustomers.head(10)","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:57:48.244782Z","iopub.execute_input":"2022-02-22T06:57:48.245137Z","iopub.status.idle":"2022-02-22T06:57:54.237161Z","shell.execute_reply.started":"2022-02-22T06:57:48.245106Z","shell.execute_reply":"2022-02-22T06:57:54.235992Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data = pd.DataFrame(customers.columns, columns=['カラム'])\ndata['意味'] = ['顧客のID', 'ー', 'アクティブ状況', 'クラブでのステータス', 'H&Mが顧客にニュースを送信する頻度', '年齢', '郵便番号']\ndata","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-02-22T06:57:54.23879Z","iopub.execute_input":"2022-02-22T06:57:54.239104Z","iopub.status.idle":"2022-02-22T06:57:54.261332Z","shell.execute_reply.started":"2022-02-22T06:57:54.239062Z","shell.execute_reply":"2022-02-22T06:57:54.260202Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Transactions_train\n購入履歴の詳細","metadata":{}},{"cell_type":"code","source":"transactions = pd.read_csv('../input/h-and-m-personalized-fashion-recommendations/transactions_train.csv')\nprint(transactions.shape)\ntransactions.head(10)","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:57:54.264221Z","iopub.execute_input":"2022-02-22T06:57:54.265698Z","iopub.status.idle":"2022-02-22T06:59:07.735146Z","shell.execute_reply.started":"2022-02-22T06:57:54.265645Z","shell.execute_reply":"2022-02-22T06:59:07.734383Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data = pd.DataFrame(transactions.columns, columns=['カラム'])\ndata['意味'] = ['日付（transaction_date）', '顧客のID（外部キー）　', '記事ID（外部キー）', '購入価格', '販売チャネル']\ndata","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-02-22T07:06:13.325535Z","iopub.execute_input":"2022-02-22T07:06:13.326301Z","iopub.status.idle":"2022-02-22T07:06:13.346501Z","shell.execute_reply.started":"2022-02-22T07:06:13.326252Z","shell.execute_reply":"2022-02-22T07:06:13.345159Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Sample_sumission\n提出データの形式","metadata":{}},{"cell_type":"code","source":"sample_submission = pd.read_csv('../input/h-and-m-personalized-fashion-recommendations/sample_submission.csv', nrows=10)\nsample_submission.head(10)\n\n# total: (1371980, 2)","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:07.753313Z","iopub.execute_input":"2022-02-22T06:59:07.753656Z","iopub.status.idle":"2022-02-22T06:59:07.781262Z","shell.execute_reply.started":"2022-02-22T06:59:07.753612Z","shell.execute_reply":"2022-02-22T06:59:07.780428Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data = pd.DataFrame(sample_submission.columns, columns=['カラム'])\ndata['意味'] = ['顧客のID', '予測値　']\ndata","metadata":{"_kg_hide-input":true,"execution":{"iopub.status.busy":"2022-02-22T06:59:07.783194Z","iopub.execute_input":"2022-02-22T06:59:07.783836Z","iopub.status.idle":"2022-02-22T06:59:07.796865Z","shell.execute_reply.started":"2022-02-22T06:59:07.783793Z","shell.execute_reply":"2022-02-22T06:59:07.795725Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Relations","metadata":{}},{"cell_type":"markdown","source":"transactions は、articles と customers に対する外部キーを持っている。","metadata":{"execution":{"iopub.status.busy":"2022-02-14T07:18:43.464564Z","iopub.execute_input":"2022-02-14T07:18:43.464878Z","iopub.status.idle":"2022-02-14T07:18:43.470066Z","shell.execute_reply.started":"2022-02-14T07:18:43.464847Z","shell.execute_reply":"2022-02-14T07:18:43.469201Z"}}},{"cell_type":"markdown","source":"# Info\n---","metadata":{}},{"cell_type":"markdown","source":"### Articles","metadata":{}},{"cell_type":"code","source":"articles.info()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:07.798523Z","iopub.execute_input":"2022-02-22T06:59:07.798798Z","iopub.status.idle":"2022-02-22T06:59:07.99478Z","shell.execute_reply.started":"2022-02-22T06:59:07.798766Z","shell.execute_reply":"2022-02-22T06:59:07.993869Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"articles.nunique()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:07.996352Z","iopub.execute_input":"2022-02-22T06:59:07.996623Z","iopub.status.idle":"2022-02-22T06:59:08.175781Z","shell.execute_reply.started":"2022-02-22T06:59:07.996592Z","shell.execute_reply":"2022-02-22T06:59:08.174696Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"articles.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:08.177216Z","iopub.execute_input":"2022-02-22T06:59:08.1775Z","iopub.status.idle":"2022-02-22T06:59:08.345069Z","shell.execute_reply.started":"2022-02-22T06:59:08.177447Z","shell.execute_reply":"2022-02-22T06:59:08.344361Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Customers","metadata":{}},{"cell_type":"code","source":"customers.info()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:08.346008Z","iopub.execute_input":"2022-02-22T06:59:08.346209Z","iopub.status.idle":"2022-02-22T06:59:08.979529Z","shell.execute_reply.started":"2022-02-22T06:59:08.346183Z","shell.execute_reply":"2022-02-22T06:59:08.977581Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"customers.nunique()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:08.980773Z","iopub.execute_input":"2022-02-22T06:59:08.981036Z","iopub.status.idle":"2022-02-22T06:59:10.698936Z","shell.execute_reply.started":"2022-02-22T06:59:08.981005Z","shell.execute_reply":"2022-02-22T06:59:10.697827Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"customers.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:10.700677Z","iopub.execute_input":"2022-02-22T06:59:10.701097Z","iopub.status.idle":"2022-02-22T06:59:11.316014Z","shell.execute_reply.started":"2022-02-22T06:59:10.701048Z","shell.execute_reply":"2022-02-22T06:59:11.315068Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Transaction_train","metadata":{}},{"cell_type":"code","source":"transactions.info()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:11.317358Z","iopub.execute_input":"2022-02-22T06:59:11.317594Z","iopub.status.idle":"2022-02-22T06:59:11.328559Z","shell.execute_reply.started":"2022-02-22T06:59:11.317565Z","shell.execute_reply":"2022-02-22T06:59:11.327654Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"transactions.nunique()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:11.330078Z","iopub.execute_input":"2022-02-22T06:59:11.330747Z","iopub.status.idle":"2022-02-22T06:59:24.441248Z","shell.execute_reply.started":"2022-02-22T06:59:11.330712Z","shell.execute_reply":"2022-02-22T06:59:24.43914Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"transactions.isnull().sum()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:24.444623Z","iopub.execute_input":"2022-02-22T06:59:24.445082Z","iopub.status.idle":"2022-02-22T06:59:31.368605Z","shell.execute_reply.started":"2022-02-22T06:59:24.445033Z","shell.execute_reply":"2022-02-22T06:59:31.367515Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# EDA\n---","metadata":{}},{"cell_type":"markdown","source":"### Articles","metadata":{}},{"cell_type":"markdown","source":"婦人服は全体のかなりの部分を占めており、スポーツウェアは最も少ない。","metadata":{}},{"cell_type":"code","source":"f, ax = plt.subplots(figsize=(10, 5))\nax = sns.histplot(data=articles, y='index_name', color='orange')\nax.set_xlabel('count by index name')\nax.set_ylabel('index name')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:31.370019Z","iopub.execute_input":"2022-02-22T06:59:31.370267Z","iopub.status.idle":"2022-02-22T06:59:31.801755Z","shell.execute_reply.started":"2022-02-22T06:59:31.370237Z","shell.execute_reply":"2022-02-22T06:59:31.800552Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"衣服グループについてカウントし、index_group_name と照らし合わせる。","metadata":{}},{"cell_type":"code","source":"f, ax = plt.subplots(figsize=(10, 5))\nax = sns.histplot(data=articles, y='garment_group_name', color='orange', hue='index_group_name', multiple=\"stack\")\nax.set_xlabel('count by garment group')\nax.set_ylabel('garment group')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:31.80324Z","iopub.execute_input":"2022-02-22T06:59:31.803691Z","iopub.status.idle":"2022-02-22T06:59:32.744361Z","shell.execute_reply.started":"2022-02-22T06:59:31.803619Z","shell.execute_reply":"2022-02-22T06:59:32.74299Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Baby/Children と Ladieswear には、サブグループが存在する。","metadata":{}},{"cell_type":"code","source":"pd.DataFrame(articles.groupby(['index_group_name', 'index_name']).count()['article_id'])","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:32.745725Z","iopub.execute_input":"2022-02-22T06:59:32.74596Z","iopub.status.idle":"2022-02-22T06:59:32.93573Z","shell.execute_reply.started":"2022-02-22T06:59:32.74593Z","shell.execute_reply":"2022-02-22T06:59:32.934957Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"商品グループと、それに対応する商品タイプの一覧を見る。<br>\nアクセサリーとシューズが、圧倒的に多い。","metadata":{}},{"cell_type":"code","source":"pd.DataFrame(articles.groupby(['product_group_name', 'product_type_name']).count()['article_id'])","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:32.939497Z","iopub.execute_input":"2022-02-22T06:59:32.940367Z","iopub.status.idle":"2022-02-22T06:59:33.141844Z","shell.execute_reply.started":"2022-02-22T06:59:32.94032Z","shell.execute_reply":"2022-02-22T06:59:33.140591Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Customers","metadata":{}},{"cell_type":"markdown","source":"重複している顧客は存在しない。","metadata":{}},{"cell_type":"code","source":"customers.shape[0] - customers['customer_id'].nunique()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:33.143264Z","iopub.execute_input":"2022-02-22T06:59:33.143658Z","iopub.status.idle":"2022-02-22T06:59:33.930448Z","shell.execute_reply.started":"2022-02-22T06:59:33.143621Z","shell.execute_reply":"2022-02-22T06:59:33.929629Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"1つの住所に、複数の顧客が紐づいている。無効なデータである可能性が高い。","metadata":{}},{"cell_type":"code","source":"data_postal = customers.groupby('postal_code', as_index=False).count().sort_values('customer_id', ascending=False)\ndata_postal.head()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:33.933309Z","iopub.execute_input":"2022-02-22T06:59:33.9341Z","iopub.status.idle":"2022-02-22T06:59:36.465206Z","shell.execute_reply.started":"2022-02-22T06:59:33.934046Z","shell.execute_reply":"2022-02-22T06:59:36.464073Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"住所が同じであっても、customer_id や club_member_status、ageは異なっている。","metadata":{}},{"cell_type":"code","source":"customers[customers['postal_code']=='2c29ae653a9282cce4151bd87643c907644e09541abc28ae87dea0d1f6603b1c'].head()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:36.466605Z","iopub.execute_input":"2022-02-22T06:59:36.466874Z","iopub.status.idle":"2022-02-22T06:59:36.758259Z","shell.execute_reply.started":"2022-02-22T06:59:36.466844Z","shell.execute_reply":"2022-02-22T06:59:36.757174Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"20〜30代の顧客が多い。","metadata":{}},{"cell_type":"code","source":"sns.set_style(\"darkgrid\")\nf, ax = plt.subplots(figsize=(10,5))\nax = sns.histplot(data=customers, x='age', bins=50, color='orange')\nax.set_xlabel('Distribution of the customers age')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:36.759857Z","iopub.execute_input":"2022-02-22T06:59:36.76012Z","iopub.status.idle":"2022-02-22T06:59:37.302495Z","shell.execute_reply.started":"2022-02-22T06:59:36.760087Z","shell.execute_reply":"2022-02-22T06:59:37.301824Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"club_member_status のうち、ほとんどが ACTIVE となっており、事前作成された顧客も一部存在している。","metadata":{}},{"cell_type":"code","source":"sns.set_style(\"darkgrid\")\nf, ax = plt.subplots(figsize=(10,5))\nax = sns.histplot(data=customers, x='club_member_status', color='orange')\nax.set_xlabel('Distribution of club member status')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:37.303553Z","iopub.execute_input":"2022-02-22T06:59:37.304584Z","iopub.status.idle":"2022-02-22T06:59:39.306926Z","shell.execute_reply.started":"2022-02-22T06:59:37.304538Z","shell.execute_reply":"2022-02-22T06:59:39.30596Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"欠損値が3種類あるので、それらを統合する。","metadata":{}},{"cell_type":"code","source":"print('Before:', customers['fashion_news_frequency'].unique())\ncustomers.loc[~customers['fashion_news_frequency'].isin(['Regularly', 'Monthly']), 'fashion_news_frequency'] = 'None'\nprint('After:', customers['fashion_news_frequency'].unique())","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:39.30818Z","iopub.execute_input":"2022-02-22T06:59:39.308407Z","iopub.status.idle":"2022-02-22T06:59:39.666086Z","shell.execute_reply.started":"2022-02-22T06:59:39.308377Z","shell.execute_reply":"2022-02-22T06:59:39.665233Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"ファッションニュースの購読を希望していない顧客が多い。","metadata":{}},{"cell_type":"code","source":"pie_data = customers[['customer_id', 'fashion_news_frequency']].groupby('fashion_news_frequency').count()\n\nsns.set_style(\"darkgrid\")\nf, ax = plt.subplots(figsize=(10,5))\ncolors = sns.color_palette('pastel')\nax.pie(pie_data.customer_id, labels=pie_data.index, colors = colors)\nax.set_facecolor('lightgrey')\nax.set_xlabel('Distribution of fashion news frequency')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:39.667577Z","iopub.execute_input":"2022-02-22T06:59:39.667966Z","iopub.status.idle":"2022-02-22T06:59:40.184588Z","shell.execute_reply.started":"2022-02-22T06:59:39.667919Z","shell.execute_reply":"2022-02-22T06:59:40.183547Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Transactions","metadata":{}},{"cell_type":"code","source":"transactions.describe()['price']","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:40.186656Z","iopub.execute_input":"2022-02-22T06:59:40.188224Z","iopub.status.idle":"2022-02-22T06:59:43.625991Z","shell.execute_reply.started":"2022-02-22T06:59:40.188123Z","shell.execute_reply":"2022-02-22T06:59:43.624958Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.set_style('darkgrid')\nf, ax = plt.subplots(figsize=(10,5))\nax = sns.boxplot(data=transactions, x='price', color='orange')\nax.set_xlabel('Price outliers')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:43.627845Z","iopub.execute_input":"2022-02-22T06:59:43.628395Z","iopub.status.idle":"2022-02-22T06:59:48.76087Z","shell.execute_reply.started":"2022-02-22T06:59:43.628344Z","shell.execute_reply":"2022-02-22T06:59:48.75985Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"取引件数の多い顧客トップ 10 を表示する。","metadata":{}},{"cell_type":"code","source":"transactions_byid = transactions.groupby('customer_id').count()\ntransactions_byid.sort_values(by='price', ascending=False)['price'][:10]","metadata":{"execution":{"iopub.status.busy":"2022-02-22T06:59:48.762324Z","iopub.execute_input":"2022-02-22T06:59:48.762624Z","iopub.status.idle":"2022-02-22T07:00:07.11769Z","shell.execute_reply.started":"2022-02-22T06:59:48.762591Z","shell.execute_reply":"2022-02-22T07:00:07.116471Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"articles_for_merge = articles[['article_id', 'prod_name', 'product_type_name', 'product_group_name', 'index_name']]\narticles_for_merge = transactions[['customer_id', 'article_id', 'price', 't_dat']].merge(articles_for_merge, on='article_id', how='left')\nprint(articles_for_merge.shape)\narticles_for_merge.head()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:00:07.118935Z","iopub.execute_input":"2022-02-22T07:00:07.119149Z","iopub.status.idle":"2022-02-22T07:00:18.942788Z","shell.execute_reply.started":"2022-02-22T07:00:07.119122Z","shell.execute_reply":"2022-02-22T07:00:18.941891Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"インデックスおいて、平均価格が最も高いのは婦人服で、最も低いものは子供服である。","metadata":{}},{"cell_type":"code","source":"articles_index = articles_for_merge[['index_name', 'price']].groupby('index_name').mean()\nsns.set_style(\"darkgrid\")\nf, ax = plt.subplots(figsize=(10,5))\nax = sns.barplot(x=articles_index.price, y=articles_index.index, color='orange', alpha=0.8)\nax.set_xlabel('Price by index')\nax.set_ylabel('Index')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:00:18.944446Z","iopub.execute_input":"2022-02-22T07:00:18.945586Z","iopub.status.idle":"2022-02-22T07:00:29.853253Z","shell.execute_reply.started":"2022-02-22T07:00:18.945531Z","shell.execute_reply":"2022-02-22T07:00:29.851965Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"商品グループにおいて、平均価格が最も高いのは靴で、最も低いものは文房具である。","metadata":{"execution":{"iopub.status.busy":"2022-02-21T08:25:10.686842Z","iopub.execute_input":"2022-02-21T08:25:10.687221Z","iopub.status.idle":"2022-02-21T08:25:10.695723Z","shell.execute_reply.started":"2022-02-21T08:25:10.687186Z","shell.execute_reply":"2022-02-21T08:25:10.694091Z"}}},{"cell_type":"code","source":"articles_index = articles_for_merge[['product_group_name', 'price']].groupby('product_group_name').mean()\nsns.set_style(\"darkgrid\")\nf, ax = plt.subplots(figsize=(10,5))\nax = sns.barplot(x=articles_index.price, y=articles_index.index, color='orange', alpha=0.8)\nax.set_xlabel('Price by product group')\nax.set_ylabel('Product group')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:00:29.855324Z","iopub.execute_input":"2022-02-22T07:00:29.855711Z","iopub.status.idle":"2022-02-22T07:00:34.649537Z","shell.execute_reply.started":"2022-02-22T07:00:29.855664Z","shell.execute_reply":"2022-02-22T07:00:34.648552Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"平均価格の上位5つの商品グループについて、時間的な平均価格の変化をプロットする。","metadata":{}},{"cell_type":"code","source":"articles_for_merge['t_dat'] = pd.to_datetime(articles_for_merge['t_dat'])","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:00:34.65106Z","iopub.execute_input":"2022-02-22T07:00:34.651556Z","iopub.status.idle":"2022-02-22T07:00:42.961368Z","shell.execute_reply.started":"2022-02-22T07:00:34.651523Z","shell.execute_reply":"2022-02-22T07:00:42.96035Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"product_list = ['Shoes', 'Garment Full body', 'Bags', 'Garment Lower body', 'Underwear/nightwear']\ncolors = ['cadetblue', 'orange', 'mediumspringgreen', 'tomato', 'lightseagreen']\nk = 0\nf, ax = plt.subplots(3, 2, figsize=(20, 15))\nfor i in range(3):\n    for j in range(2):\n        try:\n            product = product_list[k]\n            articles_for_merge_product = articles_for_merge[articles_for_merge.product_group_name == product_list[k]]\n            series_mean = articles_for_merge_product[['t_dat', 'price']].groupby(pd.Grouper(key=\"t_dat\", freq='M')).mean().fillna(0)\n            series_std = articles_for_merge_product[['t_dat', 'price']].groupby(pd.Grouper(key=\"t_dat\", freq='M')).std().fillna(0)\n            ax[i, j].plot(series_mean, linewidth=4, color=colors[k])\n            ax[i, j].fill_between(series_mean.index, (series_mean.values-2*series_std.values).ravel(), \n                             (series_mean.values+2*series_std.values).ravel(), color=colors[k], alpha=.1)\n            ax[i, j].set_title(f'Mean {product_list[k]} price in time')\n            ax[i, j].set_xlabel('month')\n            ax[i, j].set_xlabel(f'{product_list[k]}')\n            k += 1\n        except IndexError:\n            ax[i, j].set_visible(False)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:00:42.962902Z","iopub.execute_input":"2022-02-22T07:00:42.963122Z","iopub.status.idle":"2022-02-22T07:01:11.843695Z","shell.execute_reply.started":"2022-02-22T07:00:42.963095Z","shell.execute_reply":"2022-02-22T07:01:11.842464Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Images/","metadata":{}},{"cell_type":"code","source":"images_dir = '../input/h-and-m-personalized-fashion-recommendations/images'\ncat_images = [f for f in listdir(images_dir)]","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:01:11.846121Z","iopub.execute_input":"2022-02-22T07:01:11.84669Z","iopub.status.idle":"2022-02-22T07:01:11.860826Z","shell.execute_reply.started":"2022-02-22T07:01:11.846652Z","shell.execute_reply":"2022-02-22T07:01:11.859956Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def getImagePaths(path):\n    image_names = []\n    for dirname, _, filenames in os.walk(path):\n        for filename in filenames:\n            fullpath = os.path.join(dirname, filename)\n            image_names.append(fullpath)\n    return image_names\n\ndef display_multiple_img(images_paths, rows, cols):\n    figure, ax = plt.subplots(nrows=rows,ncols=cols,figsize=(16,8) )\n    for ind,image_path in enumerate(images_paths):\n        image=cv2.imread(image_path)\n        image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) \n        try:\n            ax.ravel()[ind].imshow(image)\n            ax.ravel()[ind].set_axis_off()\n        except:\n            continue;\n    plt.tight_layout()\n    plt.show()\n\ndef plot_distribution(x, data, title):\n        fig = px.histogram(\n        data, \n        x = x,\n        width = 800,\n        height = 500,\n        title = title\n        )\n\n        fig.show()\n        \ndef disply_multiple_img_ids(idx, rows, cols):\n    figure, ax = plt.subplots(nrows=rows,ncols=cols,figsize=(16,8))\n    for ind, im_id in enumerate(idx):\n\n        image_path = f'{images_dir}/0{str(im_id)[:2]}/0{im_id}.jpg'\n        \n        image=cv2.imread(image_path)\n        image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) \n        try:\n            ax.ravel()[ind].imshow(image)\n            ax.ravel()[ind].set_axis_off()\n        except:\n            continue;\n    plt.tight_layout()\n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:01:11.862463Z","iopub.execute_input":"2022-02-22T07:01:11.862928Z","iopub.status.idle":"2022-02-22T07:01:11.878323Z","shell.execute_reply.started":"2022-02-22T07:01:11.862896Z","shell.execute_reply":"2022-02-22T07:01:11.877455Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"images_path = getImagePaths(images_dir)\nprint(f\"There are {colored(len(images_path), 'yellow')} number of images in dataset\")\ndisplay_multiple_img(images_path[50:100], 5, 5)","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:01:11.880151Z","iopub.execute_input":"2022-02-22T07:01:11.880493Z","iopub.status.idle":"2022-02-22T07:01:49.4972Z","shell.execute_reply.started":"2022-02-22T07:01:11.880434Z","shell.execute_reply":"2022-02-22T07:01:49.496262Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"最後に購入した商品について、最大価格と最小価格を確認する。","metadata":{}},{"cell_type":"code","source":"max_price_ids = transactions[transactions.t_dat==transactions.t_dat.max()].sort_values('price', ascending=False).iloc[:5][['article_id', 'price']]\nmax_price_ids","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:08:10.237065Z","iopub.execute_input":"2022-02-22T07:08:10.238332Z","iopub.status.idle":"2022-02-22T07:08:19.630266Z","shell.execute_reply.started":"2022-02-22T07:08:10.23828Z","shell.execute_reply":"2022-02-22T07:08:19.629611Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"min_price_ids = transactions[transactions.t_dat==transactions.t_dat.max()].sort_values('price', ascending=True).iloc[:5][['article_id', 'price']]\nmin_price_ids","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:08:19.631703Z","iopub.execute_input":"2022-02-22T07:08:19.632092Z","iopub.status.idle":"2022-02-22T07:08:29.095559Z","shell.execute_reply.started":"2022-02-22T07:08:19.632052Z","shell.execute_reply":"2022-02-22T07:08:29.094538Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"価格が上位5つのアイテムについて、写真と説明を表示する。","metadata":{}},{"cell_type":"code","source":"f, ax = plt.subplots(1, 5, figsize=(20,10))\ni = 0\nfor _, data in max_price_ids.iterrows():\n    desc = articles[articles['article_id'] == data['article_id']]['detail_desc'].iloc[0]\n    desc_list = desc.split(' ')\n    for j, elem in enumerate(desc_list):\n        if j > 0 and j % 5 == 0:\n            desc_list[j] = desc_list[j] + '\\n'\n    desc = ' '.join(desc_list)\n    img = mpimg.imread(f'../input/h-and-m-personalized-fashion-recommendations/images/0{str(data.article_id)[:2]}/0{int(data.article_id)}.jpg')\n    ax[i].imshow(img)\n    ax[i].set_title(f'price: {data.price:.2f}')\n    ax[i].set_xticks([], [])\n    ax[i].set_yticks([], [])\n    ax[i].grid(False)\n    ax[i].set_xlabel(desc, fontsize=10)\n    i += 1\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:02:08.997725Z","iopub.execute_input":"2022-02-22T07:02:08.998727Z","iopub.status.idle":"2022-02-22T07:02:10.667517Z","shell.execute_reply.started":"2022-02-22T07:02:08.998684Z","shell.execute_reply":"2022-02-22T07:02:10.666902Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"価格が下位5つのアイテムについて、写真と説明を表示する。","metadata":{}},{"cell_type":"code","source":"f, ax = plt.subplots(1, 5, figsize=(20,10))\ni = 0\nfor _, data in min_price_ids.iterrows():\n    desc = articles[articles['article_id'] == data['article_id']]['detail_desc'].iloc[0]\n    desc_list = desc.split(' ')\n    for j, elem in enumerate(desc_list):\n        if j > 0 and j % 4 == 0:\n            desc_list[j] = desc_list[j] + '\\n'\n    desc = ' '.join(desc_list)\n    img = mpimg.imread(f'../input/h-and-m-personalized-fashion-recommendations/images/0{str(data.article_id)[:2]}/0{int(data.article_id)}.jpg')\n    ax[i].imshow(img)\n    ax[i].set_title(f'price: {data.price:.4f}')\n    ax[i].set_xlabel(desc, fontsize=10)\n    ax[i].set_xticks([], [])\n    ax[i].set_yticks([], [])\n    ax[i].grid(False)\n    i += 1\nplt.axis('off')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2022-02-22T07:02:10.668496Z","iopub.execute_input":"2022-02-22T07:02:10.66882Z","iopub.status.idle":"2022-02-22T07:02:12.47583Z","shell.execute_reply.started":"2022-02-22T07:02:10.668791Z","shell.execute_reply":"2022-02-22T07:02:12.4749Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# References","metadata":{}},{"cell_type":"markdown","source":"### EDA\n・[H&M EDA FIRST LOOK](https://www.kaggle.com/vanguarde/h-m-eda-first-look)<br>\n・[H&M EDA and Prediction](https://www.kaggle.com/gpreda/h-m-eda-and-prediction)<br>\n・[H&M - EDA - first look into data](https://www.kaggle.com/remekkinas/h-m-eda-first-look-into-data)","metadata":{}}]}