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"}}},{"cell_type":"markdown","source":"## なにか１つコンペで銅メダルをとろうとしています。どれが一番簡単か全部みましたが、全部難しい🙇\n## 結局、全部のコンペに参加して中途半端な感じになっています。\n## どうやるのが、一番いいんですかね。","metadata":{}},{"cell_type":"markdown","source":"thanks https://www.kaggle.com/ryanholbrook/getting-started-with-mlb-player-digital-engagement","metadata":{}},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# MLBプレーヤーデジタルエンゲージメント予測入門 #","metadata":{"execution":{"iopub.execute_input":"2021-06-08T23:38:55.536369Z","iopub.status.busy":"2021-06-08T23:38:55.536027Z","iopub.status.idle":"2021-06-08T23:38:55.540097Z","shell.execute_reply":"2021-06-08T23:38:55.53902Z","shell.execute_reply.started":"2021-06-08T23:38:55.536341Z"},"papermill":{"duration":0.023885,"end_time":"2021-06-18T03:20:01.694054","exception":false,"start_time":"2021-06-18T03:20:01.670169","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"> 📌このコンテストでは、ファンがMLBプレーヤーのデジタルコンテンツを将来の日付範囲で毎日どのように利用するかを予測します。プレーヤーのパフォーマンスデータ、ソーシャルメディアデータ、市場規模などのチーム要因にアクセスできます。成功したモデルは、どのシグナルがエンゲージメントと最も強く相関し、影響を与えるかについての新しい洞察を提供します。\n> \n> MLBオールスターラウンドをシーズンを通して予測できるかどうか、またはチームの25人のプレーヤーのそれぞれが脚光を浴びているときを想像してみてください。これらの洞察は、アメリカの娯楽のファンダムを深く掘り下げるときに可能になります。この種の最初の方法の一部として、プレーヤーレベルでのデジタルエンゲージメントをこのきめ細かい日常的な方法で理解しようとします。同時に、Google Cloudのデータ分析、Vertex AI、MLOpsツールを使用して、MLBがイノベーションをより簡単に構築できるように支援します。 MLBファンとプレーヤーのエンゲージメントの未来を形作る上で役割を果たすことができます。","metadata":{"papermill":{"duration":0.022268,"end_time":"2021-06-18T03:20:01.739158","exception":false,"start_time":"2021-06-18T03:20:01.71689","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"> 📌あなたは、2021年シーズンに活躍するMLBプレーヤーのサブセットについて、4つの異なるエンゲージメントの測定値（target1-target4）を予測する必要があります。データには、時間の経過とともに変化しない一連の静的ファイル（players.csv、teams.csv、seasons.csv、awards.csv）と、日ごとにグループ化された日次データ（train.csv）が含まれています。特定の日付を予測する場合、次の日のターゲット変数を予測します（つまり、日付dの場合、日d + 1のエンゲージメントを予測します）。\n> \n> これは、時系列モジュールに依存してモデルが時間的に前向きにならないようにするコード競争です。時系列モジュールは、テストデータを提供し、送信ファイルを自動的に書き込みます。テストデータは、ターゲット値が含まれていないことを除いて、train.csvと同じ形式のデータフレームで到着します。提出するには、評価ページの指示に従ってください。ノートブックを送信すると、表示されていないテストセットで再実行されます。\n> \n> コンテストのトレーニングフェーズでは、この目に見えないテストセットは、2021年5月の月のデータと今年のアクティブなプレーヤーのセットで構成されます。\n> 評価フェーズでは、テストセットは約1か月の将来のシーズン範囲になります。\n> コードは堅牢で、モジュールによって要求されたdate_playerIdの組み合わせを予測する必要があります。各チームが選択したノートブック（チームごとに最大2つ、最終提出期限までに選択）は、評価フェーズ中に再実行されます。","metadata":{}},{"cell_type":"markdown","source":"thanks https://www.kaggle.com/chumajin/eda-of-mlb-for-starter-version\nこのコンペは、MLBのplayer idごとに、次の日(将来)にファンがデジタルコンテンツへのエンゲージメント（「反応」「行動」みたいなもの)をどれくらい起こすかというのを数値化したもの(target)を予測するコンペだと思います。targetは1～4で、それぞれ異なる指標で4つあって、0-100のスケールで数値化したものだそうです。player idごとに次の日のtarget1～4という評価項目の期待値を推測するコンペだそうです。\n","metadata":{}},{"cell_type":"code","source":"# --- CSS STYLE ---\nfrom IPython.core.display import HTML\ndef css_styling():\n    styles = open(\"../input/2020-cost-of-living/alerts.css\", \"r\").read()\n    return HTML(\"<style>\"+styles+\"</style>\")\ncss_styling()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:53:53.335282Z","iopub.execute_input":"2021-07-07T10:53:53.336247Z","iopub.status.idle":"2021-07-07T10:53:53.368522Z","shell.execute_reply.started":"2021-07-07T10:53:53.336029Z","shell.execute_reply":"2021-07-07T10:53:53.367289Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"<div class=\"alert simple-alert\"><font color=\"black\">\n🚀 <b>Competition Goal</b>: detect GW <i>(Gravitational Wave)</i> このコンペは、MLBのplayer idごとに、次の日(将来)にファンがデジタルコンテンツへのエンゲージメント（「反応」「行動」みたいなもの)をどれくらい起こすかというのを数値化したもの(target)を予測するコンペだと思います\n</div>","metadata":{}},{"cell_type":"markdown","source":"# スケジュール","metadata":{}},{"cell_type":"markdown","source":"### 2021年7月31日-最終提出期限。 これは、評価期間中に再実行される2つの最終提出物を選択する期限でもあります\n\n### 2021年9月15日-コンテスト終了日。 この時までに、最終的なリーダーボードが明らかになります。","metadata":{}},{"cell_type":"markdown","source":"# ディスカッションメモ\n\n最も一般的に受け入れられている統計は次のとおりです。 →そのデータはplayerBoxScoresだと思う。<br>\n打率：プレーヤーの打席の何パーセントがベースヒットになるかを測定します。<br>\n打点（RBI）：この統計は、フィールディングチームによるエラーのために得点されたランを除いて、打者が打席から生成したランの総数を測定します。打者は、ヒット（ホームランを含む）、犠牲バント、犠牲フライ、内野外、または野手選択でランナーの得点につながると、打点が与えられます。さらに、打者が歩いたり（四球をベースに）、ピッチに当たったり、干渉したりして、ベースがいっぱいになってランにつながるベースに乗った場合、バッターは打点を受け取ります。<br>\n本塁打：ほとんどの本塁打は外野のフェンスを越えて打たれますが、打者がボールをフィールドに打ったときにプレーヤーが公園内の本塁打を打つことがありますが、タグが付けられていないか、エラーが発生しています。<br>\n出塁率（OBP）：この統計は、打者が出塁率に到達する頻度を測定します。出塁をプレートの外観で割ったものとほぼ同じです。<br>\n長打率：総ベース数を打席数で割ったもの。この統計は、打者の真の力を測定します。 OBPは、出塁率と長打率（OPS）を決定するために、長打率に追加されます。<br>","metadata":{}},{"cell_type":"markdown","source":"現在、大活躍中！！　大谷さん。\n\n![image.png](attachment:009b302d-463a-4347-a0e9-04b55d97e531.png)","metadata":{},"attachments":{"009b302d-463a-4347-a0e9-04b55d97e531.png":{"image/png":"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"}}},{"cell_type":"code","source":"import gc\nimport sys\nimport warnings\nfrom joblib import Parallel, delayed \n#Parallelとdelayedを組み合わせることによってマルチプロセスの並列化を実現することが出来ます。\nfrom pathlib import Path\n\nimport ipywidgets as widgets\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nfrom sklearn.model_selection import train_test_split\n#この辺の知識が重要だと思われる。\nfrom statsmodels.tsa.deterministic import (CalendarFourier,#暦時間に基づくフーリエ級数の決定論的項?     \n                                           CalendarSeasonality,#暦時間に基づく季節ダミー決定論的用語\n                                           CalendarTimeTrend,\n                                           DeterministicProcess)#サンプル外予測の決定論的傾向を生成する\n\nimport tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras import layers\nfrom keras.layers.experimental.preprocessing import StringLookup\nfrom datetime import timedelta\n\nwarnings.simplefilter(\"ignore\")\n\n# Set Matplotlib defaults\nplt.style.use(\"seaborn-whitegrid\")\nplt.rc(\"figure\", autolayout=True, figsize=(11, 5))\nplt.rc(\n    \"axes\",\n    labelweight=\"bold\",\n    labelsize=\"large\",\n    titleweight=\"bold\",\n    titlesize=14,\n    titlepad=10,\n)\nplot_params = dict(\n    color=\"0.75\",\n    style=\".-\",\n    markeredgecolor=\"0.25\",\n    markerfacecolor=\"0.25\",\n    legend=False,\n)\nfeatures = [\n    \"hits\",\n    \"strikeOuts\",\n    \"homeRuns\",\n    \"runsScored\",\n    \"stolenBases\",\n    \"strikeOutsPitching\",\n    \"inningsPitched\",\n    \"strikes\",\n    \"flyOuts\",\n    \"groundOuts\",\n    \"errors\",\n]","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_kg_hide-input":true,"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","papermill":{"duration":7.400126,"end_time":"2021-06-18T03:20:09.162691","exception":false,"start_time":"2021-06-18T03:20:01.762565","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:53:53.399126Z","iopub.execute_input":"2021-07-07T10:53:53.399923Z","iopub.status.idle":"2021-07-07T10:54:01.001771Z","shell.execute_reply.started":"2021-07-07T10:53:53.399866Z","shell.execute_reply":"2021-07-07T10:54:01.000414Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### データフレームの読み取りと抽出","metadata":{"papermill":{"duration":0.021867,"end_time":"2021-06-18T03:20:09.300402","exception":false,"start_time":"2021-06-18T03:20:09.278535","status":"completed"},"tags":[]}},{"cell_type":"code","source":"# Helper function to unpack json found in daily data\ndef unpack_json(json_str):\n    return pd.DataFrame() if pd.isna(json_str) else pd.read_json(json_str)\n\n\ndef unpack_data(data, dfs=None, n_jobs=-1): #これか\n    if dfs is not None:\n        data = data.loc[:, dfs]\n    unnested_dfs = {}\n    for name, column in data.iteritems():\n        daily_dfs = Parallel(n_jobs=n_jobs)(\n            delayed(unpack_json)(item) for date, item in column.iteritems())\n        df = pd.concat(daily_dfs)\n        unnested_dfs[name] = df\n    return unnested_dfs","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.032719,"end_time":"2021-06-18T03:20:09.355306","exception":false,"start_time":"2021-06-18T03:20:09.322587","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:54:01.004527Z","iopub.execute_input":"2021-07-07T10:54:01.005102Z","iopub.status.idle":"2021-07-07T10:54:01.012365Z","shell.execute_reply.started":"2021-07-07T10:54:01.00506Z","shell.execute_reply":"2021-07-07T10:54:01.011149Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### ４つのファイルを読んでみます。","metadata":{"papermill":{"duration":0.021999,"end_time":"2021-06-18T03:20:09.399627","exception":false,"start_time":"2021-06-18T03:20:09.377628","status":"completed"},"tags":[]}},{"cell_type":"code","source":"data_dir = Path('../input/mlb-player-digital-engagement-forecasting/')\n\ndf_names = ['seasons', 'teams', 'players', 'awards']\n\nfor name in df_names:\n    globals()[name] = pd.read_csv(data_dir / f\"{name}.csv\")\n\nkaggle_data_tabs = widgets.Tab() #この指定も必要\n\nkaggle_data_tabs.children = list([widgets.Output() for df_name in df_names])  #>>>>>これを出力するとかっこいいリストになる\n\nfor index in range(0, len(df_names)):\n    # titleの名前を変える\n    kaggle_data_tabs.set_title(index, df_names[index])\n    \n    # Display corresponding table output for this tab name\n    with kaggle_data_tabs.children[index]:\n        display(eval(df_names[index]))\n\ndisplay(kaggle_data_tabs)","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.243274,"end_time":"2021-06-18T03:20:09.665119","exception":false,"start_time":"2021-06-18T03:20:09.421845","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:54:01.014436Z","iopub.execute_input":"2021-07-07T10:54:01.014837Z","iopub.status.idle":"2021-07-07T10:54:01.25421Z","shell.execute_reply.started":"2021-07-07T10:54:01.014795Z","shell.execute_reply":"2021-07-07T10:54:01.252758Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"・試合形式は、レギュラーシーズンとポストシーズンで構成され、最終的に各リーグの優勝チームがワールドシリーズと呼ばれる優勝決定戦を行いワールドチャンピオンを決定する。レギュラーシーズンは4月初旬から9月下旬にかけて各チームが162試合を行い地区優勝を争う。10月初旬からポストシーズンがトーナメント形式で行われる。トーナメントでは各段階ごとにディビジョンシリーズ、リーグチャンピオンシップシリーズ、ワールドシリーズと冠される。<br>\n・２９チームもあるんですね。<br>\n・２０６１人のメジャーリーガー<br>\n・１１２５６個もの賞。賞は４５５種類といろいろあります。","metadata":{}},{"cell_type":"markdown","source":"あんまり関係ないかもしれませんが、賞の内容をみてみる。たんなる興味本位です。","metadata":{}},{"cell_type":"code","source":"pd.read_csv(data_dir / f\"awards.csv\")['awardName'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:54:01.255861Z","iopub.execute_input":"2021-07-07T10:54:01.256187Z","iopub.status.idle":"2021-07-07T10:54:01.292521Z","shell.execute_reply.started":"2021-07-07T10:54:01.256153Z","shell.execute_reply":"2021-07-07T10:54:01.291526Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# awards.csv<br>\nこのファイルには、日次データの開始前（つまり、2018年以前）にトレーニングセットのプレーヤーが獲得した賞が含まれています。<br>\n\nawardDate - 賞が授与された日付.<br>\nawardSeason - シーズン賞？.<br>\nawardId<br>\nawardName<br>\nplayerId - プレーヤーの一意の識別子。<br>\nplayerName<br>\nawardPlayerTeamId<br>","metadata":{}},{"cell_type":"markdown","source":"# players.csv<br>","metadata":{}},{"cell_type":"markdown","source":"大谷さんを探してみる。完全に興味本位。","metadata":{}},{"cell_type":"code","source":"import pandas as pd\noh = pd.read_csv('../input/mlb-player-digital-engagement-forecasting/players.csv')\noh[oh['playerName']=='Shohei Ohtani']","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:54:01.293702Z","iopub.execute_input":"2021-07-07T10:54:01.294Z","iopub.status.idle":"2021-07-07T10:54:01.327505Z","shell.execute_reply.started":"2021-07-07T10:54:01.293969Z","shell.execute_reply":"2021-07-07T10:54:01.326426Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"\nplayerId - プレーヤーの一意の識別子。<br>\n\nplayerName<br>\nDOB - プレーヤーの生年月日。関係ある？<br>\nmlbDebutDate<br>\nbirthCity<br>\nbirthStateProvince<br>\nbirthCountry<br>\nheightInches<br>\nweight<br>\nprimaryPositionCode - プレーヤーの主要な位置コード<br>\nprimaryPositionName - プレーヤーの主要な位置<br>\nplayerForTestSetAndFuturePreds - ブール値、テストデータで予測が行われるプレーヤーの中にプレーヤーが含まれている場合はtrue<br>","metadata":{"_kg_hide-output":true}},{"cell_type":"markdown","source":"seasons.csv,teams.csvは説明なし。中身をみよということだと思う。","metadata":{}},{"cell_type":"markdown","source":"# games<br>","metadata":{}},{"cell_type":"markdown","source":"\ngamePk -ゲームの一意の識別子<br>\ngameType - Gゲームの種類、さまざまな種類がここにあります。<br>\nseason<br>\ngameDate<br>\ngameTimeUTC - UTCでの始球式。<br>\nresumeDate - タイムゲームが再開されました（放棄された場合、それ以外の場合はnull）。<br>\nresumedFrom - タイムゲームは元々放棄されていました（放棄された場合、それ以外の場合はnull）。<br>\ncodedGameState -ゲームのステータスコード、さまざまなタイプがここにあります。<br>\ndetailedGameState - ゲームのステータス、さまざまなタイプがここにあります。<br>\nisTie - ブール値。ゲームが引き分けで終了した場合はtrue。<br>\ngameNumber - ダブルヘッダーを区別するためのゲーム番号フラグ-1または2。<br>\ndoubleHeader - YはDH、Nはシングルゲーム、Sはスプリットチケットです。<br>\ndayNight - スケジュールされた開始時間の昼または夜のフラグ。<br>\nscheduledInnings - 予定イニング数。<br>\ngamesInSeries - 現在のシリーズのゲーム数<br>\nseriesDescription - 現在のシリーズのテキスト説明。<br>\nhomeId - ホームチームの一意の識別子。<br>\nhomeName - ホームチーム名。<br>\nhomeAbbrev - ホームチームの略語。<br>\nhomeWins - ホームチームのシーズンの現在の勝利数.<br>\nhomeLosses - ホームチームのシーズンでの現在の損失数。<br>\nhomeWinPct - ホームチームの現在の勝率。<br>\nhomeWinner - ブール値。ホームチームが勝った場合はtrue。<br>\nhomeScore - ホームチームが得点したラン。<br>\nawayId - アウェイチームの一意の識別子。<br>\nawayName - アウェイチームの一意の識別子。<br>\nawayAbbrev - アウェイチームの略語。<br>\nawayWins -アウェイチームのシーズンの現在の勝利数。<br>\nawayLosses - アウェイチームのシーズン中の現在の損失数。<br>\nawayWinPct - アウェイチームの現在の勝率。<br>\nawayWinner - ブール値。離れたチームが勝った場合はtrue。<br>\nawayScore - アウェイチームが得点したラン。","metadata":{"_kg_hide-input":true,"_kg_hide-output":true}},{"cell_type":"markdown","source":"# rosters<br>\nplayerId - プレーヤーの一意の識別子。<br>\ngameDate<br>\nteamId - そのプレーヤーがその日にいるteamId.<br>\nstatusCode - 名簿ステータスの略語。<br>\nstatus - 説明的な名簿のステータス。","metadata":{}},{"cell_type":"markdown","source":"# playerBoxScores　　多くない？<br>","metadata":{}},{"cell_type":"markdown","source":"\nhome - バイナリ、ホームチームの場合は1、離れている場合は0。<br>\ngamePk - ゲームの一意の識別子。<br>\ngameDate<br>\ngameTimeUTC - UTCでの始球式。<br>\nteamId - チームの一意の識別子。<br>\nteamName<br>\nplayerId - プレーヤーの一意の識別子。プレーヤの名前<br>\njerseyNum<br>\npositionCode - 番号位置コード<br>\npositionName - テキスト位置表示<br>\npositionType - ポジショングループ<br>\nbattingOrder - 形式：「###」。最初の桁は打順スポットを示し、次の2桁はそのプレーヤーがその打順スポットを占めた順序を示します。 例：「300」は、打順の3番目のスポットのスターターを示します。 4人目（900、901、902以降）が打順9位を占めることを示す「903」。 ゲームに登場した場合にのみ入力されます。<br>\ngamesPlayedBatting - プレーヤーが打者、ランナー、または野手としてゲームに参加した場合は1。<br>\nflyOuts - ゲームの合計フライアウト。<br>\ngroundOuts - ゲームのトータルグラウンドアウト。<br>\nrunsScored - ゲームの合計ランが記録されました。<br>\ndoubles -ゲームの合計は2倍になります。<br>\ntriples - ゲームの合計トリプル。<br>\nhomeRuns - ゲームの総本塁打。<br>\nstrikeOuts - ゲームの総三振。<br>\nbaseOnBalls - ゲームの合計ウォーク。<br>\nintentionalWalks - ゲームの故意四球。<br>\nhits - ゲームの総ヒット数。<br>\nhitByPitch - ピッチによるゲームの合計ヒット。<br>\ncaughtStealing - ゲームの合計が盗塁をキャッチしました。<br>\nstolenBases - ゲームの盗塁総数。<br>\ngroundIntoDoublePlay - ゲームの合計併殺はに基づいています。<br>\ngroundIntoTriplePlay - ゲームの合計トリプルプレイはに基づいています<br>\nplateAppearances - ゲームの総打席。<br>\ntotalBases - ゲームの総拠点数.<br>\nrbi -ゲームの合計打点。<br>\nleftOnBase - ゲームの総ランナーはベースに残った。<br>\nsacBunts - ゲームの合計犠牲バント。<br>\nsacFlies - ゲームの犠牲フライ。<br>\ncatchersInterference - ゲームのトータルキャッチャーの干渉が発生しました。<br>\npickoffs - ゲームの合計回数がベースから外れました。<br>\ngamesPlayedPitching- バイナリ、プレーヤーがピッチャーとしてゲームに参加した場合は1。<br>\ngamesStartedPitching- バイナリ、プレーヤーがゲームの先発投手だった場合は1。<br>\ncompleteGamesPitching - バイナリ、完投でクレジットされている場合は1<br>\nshutoutsPitching - バイナリ、完封でクレジットされている場合は1。<br>\nwinsPitching -バイナリ、勝利がクレジットされている場合は1。<br>\nlossesPitching - バイナリ、損失がクレジットされている場合は1<br>\nflyOutsPitching - 許可されたフライアウトのゲーム合計<br>\nairOutsPitching - エアアウト（フライアウト+ポップアウト）のゲーム合計が許可されます。<br>\ngroundOutsPitching - ゲームの合計グラウンドアウトが許可されます。<br>\nrunsPitching - ゲームの合計実行が許可されます。<br>\ndoublesPitching - ゲームの合計は2倍になります<br>\ntriplesPitching - ゲームの合計トリプルが許可されます<br>\nhomeRunsPitching - ゲームの合計ホームランが許可されます。<br>\nstrikeOutsPitching - ゲームの合計三振が許可されます<br>\nbaseOnBallsPitching - ゲームの合計歩行が許可されます。<br>\nintentionalWalksPitching - ゲームの故意四球の合計が許可されます。<br>\nhitsPitching -許可されるゲームの合計ヒット数<br>\nhitByPitchPitching - 許可されたピッチによるゲームの合計ヒット。<br>\natBatsPitching - ゲームの総打席数.<br>\ncaughtStealingPitching - ゲームの合計は、盗みをキャッチしました。<br>\nstolenBasesPitching -ゲームの盗塁の合計は許可されます。<br>\ninningsPitched - ゲームの総投球回。<br>\nsaveOpportunities -バイナリ、保存の機会がある場合は1。<br>\nearnedRuns - ゲームの合計自責点は許可されています。<br>\nbattersFaced - 直面したゲームの総打者<br>\noutsPitching - ゲームの合計アウトが記録されました。<br>\npitchesThrown - 投げられた投球のゲーム総数。<br>\nballs - 投げられたゲームの合計ボール.<br>\nstrikes - スローされたゲームの合計ストライク<br>\nhitBatsmen - ゲームの総死球打者。<br>\nbalks - ゲームの合計はボークします。<br>\nwildPitches - 投げられた暴投のゲーム総数。<br>\npickoffsPitching - ゲームのピックオフの総数。<br>\nrbiPitching - 打点のゲーム総数は許可されています。<br>\ninheritedRunners - 継承されたランナーのゲーム合計を想定。<br>\ninheritedRunnersScored- 得点した継承されたランナーのゲーム合計。<br>\ncatchersInterferencePitching - キャッチャーの干渉のゲーム合計はバッテリーによって発生しました<br>\nsacBuntsPitching - ゲームの犠牲バントの合計が許可されます<br>\nsacFliesPitching - ゲームの犠牲フライは許可されています。<br>\nsaves -バイナリ、保存でクレジットされている場合は1<br>\nholds -バイナリ、保留がクレジットされている場合は1。<br>\nblownSaves - バイナリ、ブローセーブでクレジットされている場合は1。<br>\nassists - ゲームのアシスト総数。<br>\nputOuts - ゲームの刺殺の総数<br>\nerrors - ゲームのエラーの総数。<br>\nchances - ゲームのトータルフィールディングチャンス。","metadata":{"_kg_hide-input":true}},{"cell_type":"markdown","source":"# teamBoxScores　<br>","metadata":{}},{"cell_type":"markdown","source":"# transactions<br>","metadata":{}},{"cell_type":"markdown","source":"# team_twitter_followers<br>\nTwitterのフォローデータは、MLBによってメジャーリーグプレーヤーのTwitter APIから毎月1日に収集され、2018年1月1日までさかのぼります。 すべてのプレーヤーがTwitterアカウントを持っている/持っているわけではない、プレーヤーがランダムにアカウントを作成/削除/復元する、または特定の日にフォロワーデータを収集できないその他のシナリオがあるため、このデータセットはすべての月にわたってすべてのプレーヤーを網羅しているわけではありません。","metadata":{}},{"cell_type":"markdown","source":"# player_twitter_followers<br>\nTwitterのフォローデータは、2018年1月1日までさかのぼって、毎月1日に、メジャーリーグの30チームすべてのTwitterAPIからMLBによって収集されました。<br>","metadata":{}},{"cell_type":"markdown","source":"# standings<br>","metadata":{}},{"cell_type":"markdown","source":"トレーニングデータは、各プレーヤーに関する情報を含むネストされたJSONフィールドの時間インデックス付きコレクションです。 ターゲットは `nextDayPlayerEngagement`列に含まれ、残りの列には機能の構築に使用できるデータが含まれています。 ","metadata":{"papermill":{"duration":0.022534,"end_time":"2021-06-18T03:20:09.713647","exception":false,"start_time":"2021-06-18T03:20:09.691113","status":"completed"},"tags":[]}},{"cell_type":"code","source":"%%time\n# Define dataframes to load from training set　#全部指定すると1.5273\ndfs = [\n    'nextDayPlayerEngagement', \n    'playerBoxScores',  \n    # Other dataframes available for features:\n    'games',#ためしに１個追加するとどうなるんだろう？1.6580と悪化した。\n    'rosters',\n    'teamBoxScores', #悪化　1.6027\n    'transactions', #1.5734\n    'standings',# 少し改善するので指定する。　1.5107\n    'awards',\n    'events', \n    'playerTwitterFollowers',#1.5299\n    'teamTwitterFollowers',\n]\n\n# Read training data\ntraining = pd.read_csv(\n    data_dir / 'train.csv',\n    usecols=['date'] + dfs, #合計3 columns\n)\n\n# Convert training data date field to datetime type\ntraining['date'] = pd.to_datetime(training['date'], format=\"%Y%m%d\")\ntraining = training.set_index('date').to_period('D')\nprint(training.info())","metadata":{"_kg_hide-input":false,"papermill":{"duration":64.466592,"end_time":"2021-06-18T03:21:14.203064","exception":false,"start_time":"2021-06-18T03:20:09.736472","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:54:01.328933Z","iopub.execute_input":"2021-07-07T10:54:01.329303Z","iopub.status.idle":"2021-07-07T10:55:07.092376Z","shell.execute_reply.started":"2021-07-07T10:54:01.329264Z","shell.execute_reply":"2021-07-07T10:55:07.090938Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 生データ<br>\nどれが重要かいまはわかりませんが、いろんな項目があります。","metadata":{}},{"cell_type":"code","source":"pd.read_csv(data_dir / 'train.csv').head()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:55:07.093845Z","iopub.execute_input":"2021-07-07T10:55:07.094174Z","iopub.status.idle":"2021-07-07T10:55:54.656564Z","shell.execute_reply.started":"2021-07-07T10:55:07.094139Z","shell.execute_reply":"2021-07-07T10:55:54.655374Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# train.csv<br>\nこれには、2018年以降のある時点でアクティブなMLBプレーヤーに関するデータが含まれます。予測は2021年にアクティブなプレーヤーについてのみスコアリングされます（上記を参照）が、探索とモデリングの目的でより多くのデータを提供するために、前シーズンのプレーヤーがここに含まれています。<br>\n\ndate -CSVのプライマリインデックスである整数形式の日付。<br>\nnextDayPlayerEngagement - 翌日のすべてのモデリングターゲットを含むネストされたJSON。<br>\ngames -特定の日のすべてのゲーム情報を含むネストされたJSON。 レギュラーシーズンに加えて、春季トレーニングとエキシビションゲームが含まれています。<br>\nrosters - 特定の日のすべての名簿情報を含むネストされたJSON。 シーズン中およびオフシーズンのチーム名簿が含まれます。<br>\nplayerBoxScores - 特定の日のプレーヤーのゲームレベルで集計されたゲーム統計を含むネストされたJSON。 レギュラーシーズン、ポストシーズン、オールスターゲームが含まれます。<br>\nteamBoxScores - 特定の日のチームゲームレベルで集計されたゲーム統計を含むネストされたJSON。 レギュラーシーズン、ポストシーズン、オールスターゲームが含まれます。<br>\ntransactions - 特定の日のMLBチームに関連するすべてのトランザクション情報を含むネストされたJSON。<br>\nstandings - 特定の日のMLBチームに関連するすべての順位情報を含むネストされたJSON。<br>\nawards - 特定の日に配布されたすべての賞または優等生を含むネストされたJSON。<br>\nevents - 特定の日のすべてのフィールドゲームイベントを含むネストされたJSON。 レギュラーシーズンとポストシーズンのゲームが含まれます。<br>\nplayerTwitterFollowers - その日の一部のプレーヤーのTwitterフォロワー数を含むネストされたJSON。<br>\nteamTwitterFollowers - その日の各チームのTwitterフォロワー数を含むネストされたJSON。<br>\n\npd.read_csv(data_dir / 'train.csv').head(5)","metadata":{"_kg_hide-input":true}},{"cell_type":"markdown","source":"# 加工データ","metadata":{}},{"cell_type":"code","source":"training[:5]","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:55:54.660081Z","iopub.execute_input":"2021-07-07T10:55:54.660588Z","iopub.status.idle":"2021-07-07T10:55:54.684886Z","shell.execute_reply.started":"2021-07-07T10:55:54.660536Z","shell.execute_reply":"2021-07-07T10:55:54.684011Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### この中身はすごく長い。たった１日でも308069文字もある。","metadata":{}},{"cell_type":"code","source":"len(training['nextDayPlayerEngagement'][0])","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:55:54.686803Z","iopub.execute_input":"2021-07-07T10:55:54.687141Z","iopub.status.idle":"2021-07-07T10:55:54.69908Z","shell.execute_reply.started":"2021-07-07T10:55:54.687107Z","shell.execute_reply":"2021-07-07T10:55:54.697814Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### ”nextDayPlayerEngagement”欄になにが入っているかみてみました。すごく長い文章が格納されています。","metadata":{}},{"cell_type":"code","source":"training['nextDayPlayerEngagement'][0][:1500] #見ずらい。。。","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:55:54.700777Z","iopub.execute_input":"2021-07-07T10:55:54.701114Z","iopub.status.idle":"2021-07-07T10:55:54.717939Z","shell.execute_reply.started":"2021-07-07T10:55:54.701079Z","shell.execute_reply":"2021-07-07T10:55:54.716822Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# ネストされたデータフレームを解凍し、辞書 `training_dfsに保存します`\ntraining_dfs = unpack_data(training, dfs=dfs) #unpack_data関数を呼んでいる\nprint('\\n', training_dfs.keys())","metadata":{"papermill":{"duration":26.236092,"end_time":"2021-06-18T03:21:40.462615","exception":false,"start_time":"2021-06-18T03:21:14.226523","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:55:54.720213Z","iopub.execute_input":"2021-07-07T10:55:54.720715Z","iopub.status.idle":"2021-07-07T10:56:33.024688Z","shell.execute_reply.started":"2021-07-07T10:55:54.720649Z","shell.execute_reply":"2021-07-07T10:56:33.022128Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### このtraining['nextDayPlayerEngagement']を綺麗に加工しています。かなり見やすい。\n\n","metadata":{}},{"cell_type":"markdown","source":"# ”nextDayPlayerEngagement”欄を見やすくする\nここで言えるのは、目的変数のtarget1-target4は、他の項目から機械学習で推測できるかなあ、という程度でしょうか。<br>\n人の名前やチーム名があったり、NaNがあったりと厄介ですが。名前は関係ないですよね。","metadata":{}},{"cell_type":"code","source":"training_dfs #このtarget1-4が目的関数","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:33.0264Z","iopub.execute_input":"2021-07-07T10:56:33.026769Z","iopub.status.idle":"2021-07-07T10:56:33.28312Z","shell.execute_reply.started":"2021-07-07T10:56:33.026732Z","shell.execute_reply":"2021-07-07T10:56:33.28206Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def train_lag(df, lag=1):\n    dp = df[[\"playerId\",\"date\"]+TGTCOLS].copy()\n    dp[\"date\"]  =dp[\"date\"] + timedelta(days=lag) \n    df = df.merge(dp, on=[\"playerId\", \"date\"], suffixes=[\"\",f\"_{lag}\"], how=\"left\")\n    return df","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:33.284712Z","iopub.execute_input":"2021-07-07T10:56:33.285081Z","iopub.status.idle":"2021-07-07T10:56:33.291646Z","shell.execute_reply.started":"2021-07-07T10:56:33.285047Z","shell.execute_reply":"2021-07-07T10:56:33.29023Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"pids_test = players.playerId.loc[\n    players.playerForTestSetAndFuturePreds.fillna(False)\n].astype(str)\n\n# Name of target columns\ntargets = [\"target1\", \"target2\", \"target3\", \"target4\"]\n\n\ndef make_playerBoxScores(dfs: dict, features):\n    X = dfs['playerBoxScores'].copy()\n    X = X[['gameDate', 'playerId'] + features]\n    # Set dtypes\n    X = X.astype({name: np.float32 for name in features})\n    X = X.astype({'playerId': str})\n    # Create date index\n    X = X.rename(columns={'gameDate': 'date'})\n    X['date'] = pd.PeriodIndex(X.date, freq='D')\n    # Aggregate multiple games per day by summing\n    X = X.groupby(['date', 'playerId'], as_index=False).sum()\n    return X\n\n\ndef make_targets(training_dfs: dict): #training_dfsをここでつかっている\n    Y = training_dfs['nextDayPlayerEngagement'].copy()\n    # Set dtypes\n    Y = Y.astype({name: np.float32 for name in targets})\n    Y = Y.astype({'playerId': str})\n    # Match target dates to feature dates and create date index\n    Y = Y.rename(columns={'engagementMetricsDate': 'date'})\n    Y['date'] = pd.to_datetime(Y['date'])\n    Y = Y.set_index('date').to_period('D')\n    Y.index = Y.index - 1\n    return Y.reset_index()\n\n\ndef join_datasets(dfs):\n    dfs = [x.pivot(index='date', columns='playerId') for x in dfs]\n    df = pd.concat(dfs, axis=1).stack().reset_index('playerId')\n    return df\n\n\ndef make_training_data(training_dfs: dict,#training_dfsをここでつかっている\n                       features,\n                       targets,\n                       fourier=4,\n                       test_size=30):\n    # Process dataframes\n    X = make_playerBoxScores(training_dfs, features)\n    Y = make_targets(training_dfs)\n    \n    \n    # Merge for processing\n    df = join_datasets([X, Y])\n    \n    \n    # Filter for players in test set\n    df = df.loc[df.playerId.isin(pids_test), :]\n    # Convert from long to wide format\n    df = df.pivot(columns=\"playerId\")\n    # Restore features and targets\n    X = df.loc(axis=1)[features, :]\n    Y = df.loc(axis=1)[targets, :]\n    # Fill missing values in features\n    X.fillna(-1, inplace=True)\n    # Create temporal features\n    fourier_terms = CalendarFourier(freq='A', order=fourier)\n    deterministic = DeterministicProcess(\n        index=X.index,\n        order=0,\n        seasonal=False,  # set to True for weekly seasonality\n        additional_terms=[fourier_terms],\n    )\n    X = pd.concat([X, deterministic.in_sample()], axis=1)\n    # Create train / validation splits\n    X_train, X_valid, y_train, y_valid = train_test_split(\n        X,\n        Y,\n        test_size=test_size,\n        shuffle=False,\n    )\n    return X_train, X_valid, y_train, y_valid, deterministic","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.047912,"end_time":"2021-06-18T03:21:40.581553","exception":false,"start_time":"2021-06-18T03:21:40.533641","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:56:33.293728Z","iopub.execute_input":"2021-07-07T10:56:33.294236Z","iopub.status.idle":"2021-07-07T10:56:33.32321Z","shell.execute_reply.started":"2021-07-07T10:56:33.294179Z","shell.execute_reply":"2021-07-07T10:56:33.322058Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"このセルでは、 `playerBoxScores`から使用する機能を定義します。 このフレームには、トレーニング期間中のすべてのゲームのプレーヤー統計が含まれています。 利用可能な多くの中からほんの数個を選択しました。 `make_training_data`関数は、次のセクションのデータ探索によって動機付けられた、年間の季節性をモデル化するいくつかの機能にも隣接しています。","metadata":{}},{"cell_type":"markdown","source":"# 実験","metadata":{}},{"cell_type":"markdown","source":"すごい難しいコードですが、players.playerForTestSetAndFuturePredsがNaNであったらFalseをセットしている。４件あります。","metadata":{}},{"cell_type":"code","source":"pids_test = players.playerId.loc[\n    players.playerForTestSetAndFuturePreds.fillna(False)\n].astype(str)\npids_test","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:33.32485Z","iopub.execute_input":"2021-07-07T10:56:33.325215Z","iopub.status.idle":"2021-07-07T10:56:33.34613Z","shell.execute_reply.started":"2021-07-07T10:56:33.325168Z","shell.execute_reply":"2021-07-07T10:56:33.3447Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"4つNanがある。そこにはFalseを格納する。","metadata":{}},{"cell_type":"code","source":"len(players)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:33.34801Z","iopub.execute_input":"2021-07-07T10:56:33.34858Z","iopub.status.idle":"2021-07-07T10:56:33.35526Z","shell.execute_reply.started":"2021-07-07T10:56:33.348531Z","shell.execute_reply":"2021-07-07T10:56:33.353959Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"players.playerForTestSetAndFuturePreds.isnull().sum() #.fillna(False)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:33.357041Z","iopub.execute_input":"2021-07-07T10:56:33.357602Z","iopub.status.idle":"2021-07-07T10:56:33.370454Z","shell.execute_reply.started":"2021-07-07T10:56:33.357562Z","shell.execute_reply":"2021-07-07T10:56:33.369101Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"日付、playerID毎に出ているということは、試合毎のプライヤーの成績ということかな。","metadata":{}},{"cell_type":"code","source":"X= make_playerBoxScores(training_dfs, features) \nX","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:33.372538Z","iopub.execute_input":"2021-07-07T10:56:33.373306Z","iopub.status.idle":"2021-07-07T10:56:51.16198Z","shell.execute_reply.started":"2021-07-07T10:56:33.37325Z","shell.execute_reply":"2021-07-07T10:56:51.160874Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"target1-4を抽出している。これもゲーム、playerId毎に出している。","metadata":{}},{"cell_type":"code","source":"Y =make_targets(training_dfs)\nY","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:51.163821Z","iopub.execute_input":"2021-07-07T10:56:51.164307Z","iopub.status.idle":"2021-07-07T10:56:56.437522Z","shell.execute_reply.started":"2021-07-07T10:56:51.164252Z","shell.execute_reply":"2021-07-07T10:56:56.436469Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"FacetGridだとなにかわからないかなあ。メモリ不足になるので無理でした。","metadata":{}},{"cell_type":"code","source":"#a = sns.FacetGrid(Y, hue = 'target2', aspect=4 )\n#a.map(sns.kdeplot, 'target1', shade= True )\n#a.set(xlim=(0 , Y['target1'].max()))\n#a.add_legend()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:56.438921Z","iopub.execute_input":"2021-07-07T10:56:56.439264Z","iopub.status.idle":"2021-07-07T10:56:56.443379Z","shell.execute_reply.started":"2021-07-07T10:56:56.439226Z","shell.execute_reply":"2021-07-07T10:56:56.442168Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%time\nimport matplotlib.pyplot as plt\nplt.scatter(x = 'target1', y = 'target2',  data=Y)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:56:56.444856Z","iopub.execute_input":"2021-07-07T10:56:56.445221Z","iopub.status.idle":"2021-07-07T10:57:01.121937Z","shell.execute_reply.started":"2021-07-07T10:56:56.445179Z","shell.execute_reply":"2021-07-07T10:57:01.120979Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%time\nimport matplotlib.pyplot as plt\nplt.scatter(x = 'target1', y = 'target3',  data=Y)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:01.123158Z","iopub.execute_input":"2021-07-07T10:57:01.123609Z","iopub.status.idle":"2021-07-07T10:57:05.680121Z","shell.execute_reply.started":"2021-07-07T10:57:01.123574Z","shell.execute_reply":"2021-07-07T10:57:05.678765Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%time\nimport matplotlib.pyplot as plt\nplt.scatter(x = 'target1', y = 'target4',  data=Y)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:05.68694Z","iopub.execute_input":"2021-07-07T10:57:05.687473Z","iopub.status.idle":"2021-07-07T10:57:10.531903Z","shell.execute_reply.started":"2021-07-07T10:57:05.687427Z","shell.execute_reply":"2021-07-07T10:57:10.52911Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"%time\nimport matplotlib.pyplot as plt\nplt.scatter(x = 'target2', y = 'target3',  data=Y)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:10.54195Z","iopub.execute_input":"2021-07-07T10:57:10.542645Z","iopub.status.idle":"2021-07-07T10:57:15.700173Z","shell.execute_reply.started":"2021-07-07T10:57:10.542578Z","shell.execute_reply":"2021-07-07T10:57:15.69934Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# ヒートマップを利用したらなにかわからないかな？","metadata":{}},{"cell_type":"code","source":"plt.figure(figsize=(10,8))\nsns.heatmap(Y.corr(), vmin=-1.0, vmax=1.0, annot=True, cmap='coolwarm', linewidths=0.1)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:15.701502Z","iopub.execute_input":"2021-07-07T10:57:15.702027Z","iopub.status.idle":"2021-07-07T10:57:16.292494Z","shell.execute_reply.started":"2021-07-07T10:57:15.701989Z","shell.execute_reply":"2021-07-07T10:57:16.291211Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df = join_datasets([X, Y])","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:16.294126Z","iopub.execute_input":"2021-07-07T10:57:16.294487Z","iopub.status.idle":"2021-07-07T10:57:20.483122Z","shell.execute_reply.started":"2021-07-07T10:57:16.294448Z","shell.execute_reply":"2021-07-07T10:57:20.481796Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"https://www.statsmodels.org/stable/generated/statsmodels.tsa.deterministic.CalendarFourier.html　fourierの意味はこのページか。意味がわからないのでぐぐったら、自分のコードがでてきてびっくり。 ","metadata":{}},{"cell_type":"code","source":"fourier=4\nfourier_terms = CalendarFourier(freq='A', order=fourier)\nfourier_terms","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:20.48604Z","iopub.execute_input":"2021-07-07T10:57:20.486423Z","iopub.status.idle":"2021-07-07T10:57:20.500944Z","shell.execute_reply.started":"2021-07-07T10:57:20.486388Z","shell.execute_reply":"2021-07-07T10:57:20.499495Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#メモリ不足回避のため一旦コメントアウト\n# Process dataframes\n#    X = make_playerBoxScores(training_dfs, features)\n#    Y = make_targets(training_dfs)\n    ############## =>組み込んでみる\n#    TGTCOLS = [\"target1\",\"target2\",\"target3\",\"target4\"]\n    #X[\"date\"] = pd.to_datetime(X[\"date\"])\n#    X[\"date\"] = X[\"date\"] + timedelta(days=-1)\n#    X[\"Year\"] = X[\"date\"].dt.year\n    ###############\n    \n#    df = join_datasets([X, Y]) #なんで結合するんだろう？\n    \n    ###############　=>組み込んでみる\n#    MED_DF = df.groupby([\"playerId\",\"Year\"])[TGTCOLS].median().reset_index()\n#    MEDCOLS = [\"tgt1_med\",\"tgt2_med\", \"tgt3_med\", \"tgt4_med\"]\n#    MED_DF.columns = [\"playerId\",\"EvalYear\"] + MEDCOLS\n    ###############\n#    MED_DF","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:20.503026Z","iopub.execute_input":"2021-07-07T10:57:20.503614Z","iopub.status.idle":"2021-07-07T10:57:20.510946Z","shell.execute_reply.started":"2021-07-07T10:57:20.503555Z","shell.execute_reply":"2021-07-07T10:57:20.50983Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 抽出したplayerIDが入っている(players.playerForTestSetAndFuturePreds=Trueのもの）<br>\n### このフラグの意味は ブール値、テストデータで予測が行われるプレーヤーの中にプレーヤーが含まれている場合はtrue","metadata":{}},{"cell_type":"code","source":"pids_test ","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:20.513093Z","iopub.execute_input":"2021-07-07T10:57:20.513699Z","iopub.status.idle":"2021-07-07T10:57:20.534761Z","shell.execute_reply.started":"2021-07-07T10:57:20.513644Z","shell.execute_reply":"2021-07-07T10:57:20.533178Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"    df = df.loc[df.playerId.isin(pids_test), :]\n    df","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:20.536814Z","iopub.execute_input":"2021-07-07T10:57:20.537463Z","iopub.status.idle":"2021-07-07T10:57:21.006429Z","shell.execute_reply.started":"2021-07-07T10:57:20.537407Z","shell.execute_reply":"2021-07-07T10:57:21.005275Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"    # Convert from long to wide format\n    df = df.pivot(columns=\"playerId\")\n    df","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:21.008185Z","iopub.execute_input":"2021-07-07T10:57:21.008857Z","iopub.status.idle":"2021-07-07T10:57:21.809768Z","shell.execute_reply.started":"2021-07-07T10:57:21.008801Z","shell.execute_reply":"2021-07-07T10:57:21.808653Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"features #随分前の方で指定していた","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:21.811504Z","iopub.execute_input":"2021-07-07T10:57:21.812146Z","iopub.status.idle":"2021-07-07T10:57:21.820153Z","shell.execute_reply.started":"2021-07-07T10:57:21.812092Z","shell.execute_reply":"2021-07-07T10:57:21.818956Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"プレイヤーのfeaturesごとに、抽出している。試合にでてないとNaNになっていると思う。","metadata":{}},{"cell_type":"code","source":"    X = df.loc(axis=1)[features, :]\n    X","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:21.821649Z","iopub.execute_input":"2021-07-07T10:57:21.822082Z","iopub.status.idle":"2021-07-07T10:57:21.9506Z","shell.execute_reply.started":"2021-07-07T10:57:21.822035Z","shell.execute_reply":"2021-07-07T10:57:21.949386Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"targetにはNaNはないかわりに0になっている。","metadata":{}},{"cell_type":"code","source":"  Y = df.loc(axis=1)[targets, :]\n  Y","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:21.95241Z","iopub.execute_input":"2021-07-07T10:57:21.952876Z","iopub.status.idle":"2021-07-07T10:57:22.037203Z","shell.execute_reply.started":"2021-07-07T10:57:21.952823Z","shell.execute_reply":"2021-07-07T10:57:22.036173Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 大谷さんの成績はどうだろうか？野球がわからないので、よくわからない。","metadata":{}},{"cell_type":"code","source":"    r = df.loc(axis=1)[features, '660271'].mean()\n    r","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.038762Z","iopub.execute_input":"2021-07-07T10:57:22.039092Z","iopub.status.idle":"2021-07-07T10:57:22.063536Z","shell.execute_reply.started":"2021-07-07T10:57:22.039057Z","shell.execute_reply":"2021-07-07T10:57:22.062147Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"    # Nanをなぜが-1で置き換える。0にしてしまうと実際の試合で0になったのか試合をしていなくて0になったのかわからなくなるから。\n    X.fillna(-1, inplace=True)\n    check = X.copy()\n    X","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.065218Z","iopub.execute_input":"2021-07-07T10:57:22.065693Z","iopub.status.idle":"2021-07-07T10:57:22.532169Z","shell.execute_reply.started":"2021-07-07T10:57:22.065632Z","shell.execute_reply":"2021-07-07T10:57:22.530846Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"    # Create temporal features\n    fourier_terms = CalendarFourier(freq='A', order=fourier)\n    fourier_terms","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.53412Z","iopub.execute_input":"2021-07-07T10:57:22.534591Z","iopub.status.idle":"2021-07-07T10:57:22.542746Z","shell.execute_reply.started":"2021-07-07T10:57:22.534538Z","shell.execute_reply":"2021-07-07T10:57:22.541678Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"    #from statsmodels.tsa.deterministic import DeterministicProcess)#サンプル外予測の決定論的傾向を生成する\n    deterministic = DeterministicProcess(\n        index=X.index,\n        order=0,\n        seasonal=False,  # set to True for weekly seasonality\n        additional_terms=[fourier_terms],\n    )\n    deterministic","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.544442Z","iopub.execute_input":"2021-07-07T10:57:22.544809Z","iopub.status.idle":"2021-07-07T10:57:22.556825Z","shell.execute_reply.started":"2021-07-07T10:57:22.54477Z","shell.execute_reply":"2021-07-07T10:57:22.555742Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"deterministicの中身を見てみる。8個でてきたが、これがなにを示すのか。","metadata":{}},{"cell_type":"code","source":"for i in deterministic.in_sample():\n    print(i)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.558247Z","iopub.execute_input":"2021-07-07T10:57:22.558626Z","iopub.status.idle":"2021-07-07T10:57:22.587519Z","shell.execute_reply.started":"2021-07-07T10:57:22.558586Z","shell.execute_reply":"2021-07-07T10:57:22.586424Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X.shape","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.588802Z","iopub.execute_input":"2021-07-07T10:57:22.589093Z","iopub.status.idle":"2021-07-07T10:57:22.595911Z","shell.execute_reply.started":"2021-07-07T10:57:22.589063Z","shell.execute_reply":"2021-07-07T10:57:22.594797Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### deterministicの8カラム増えた。deterministicに数字が入っている。","metadata":{}},{"cell_type":"code","source":"X = pd.concat([X, deterministic.in_sample()], axis=1)\nX","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.597438Z","iopub.execute_input":"2021-07-07T10:57:22.597874Z","iopub.status.idle":"2021-07-07T10:57:22.75489Z","shell.execute_reply.started":"2021-07-07T10:57:22.597826Z","shell.execute_reply":"2021-07-07T10:57:22.753506Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### dfの中のfeaturesだけ抽出。featuresの意味のある項目を指定すればスコアは向上するはず。","metadata":{}},{"cell_type":"code","source":" df.loc(axis=1)[features, :]","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:22.75682Z","iopub.execute_input":"2021-07-07T10:57:22.757242Z","iopub.status.idle":"2021-07-07T10:57:22.923271Z","shell.execute_reply.started":"2021-07-07T10:57:22.757201Z","shell.execute_reply":"2021-07-07T10:57:22.921669Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_size = 30\n\nX_train, X_valid, y_train, y_valid, deterministic = make_training_data(\n    training_dfs, \n    features=features, \n    targets=targets,\n    fourier=4,  # 年間の季節性を表すフーリエペアの数\n    test_size=test_size,\n)","metadata":{"papermill":{"duration":28.066727,"end_time":"2021-06-18T03:22:08.672119","exception":false,"start_time":"2021-06-18T03:21:40.605392","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:57:22.925642Z","iopub.execute_input":"2021-07-07T10:57:22.926215Z","iopub.status.idle":"2021-07-07T10:57:51.233775Z","shell.execute_reply.started":"2021-07-07T10:57:22.926158Z","shell.execute_reply":"2021-07-07T10:57:51.232479Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.235493Z","iopub.execute_input":"2021-07-07T10:57:51.235843Z","iopub.status.idle":"2021-07-07T10:57:51.291225Z","shell.execute_reply.started":"2021-07-07T10:57:51.235808Z","shell.execute_reply":"2021-07-07T10:57:51.290086Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train #これが目的関数かあ。","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.293076Z","iopub.execute_input":"2021-07-07T10:57:51.293585Z","iopub.status.idle":"2021-07-07T10:57:51.348832Z","shell.execute_reply.started":"2021-07-07T10:57:51.293519Z","shell.execute_reply":"2021-07-07T10:57:51.347516Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# データ探索","metadata":{"papermill":{"duration":0.023802,"end_time":"2021-06-18T03:22:08.720276","exception":false,"start_time":"2021-06-18T03:22:08.696474","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"*季節プロット*は、時系列の季節効果を明らかにすることができます。 平均エンゲージメントの上位10％にあるプレーヤーの季節プロットを見てみましょう。1つは年間の季節性、もう1つは毎週の季節性です。","metadata":{"papermill":{"duration":0.023666,"end_time":"2021-06-18T03:22:08.885309","exception":false,"start_time":"2021-06-18T03:22:08.861643","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"単純な平均だと、target,playerIDの表になります。","metadata":{}},{"cell_type":"code","source":"y_train.mean()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.350364Z","iopub.execute_input":"2021-07-07T10:57:51.350702Z","iopub.status.idle":"2021-07-07T10:57:51.398974Z","shell.execute_reply.started":"2021-07-07T10:57:51.350666Z","shell.execute_reply":"2021-07-07T10:57:51.397873Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train.mean().mean(level=1) #level1だｓとplayeridベースになった","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.400384Z","iopub.execute_input":"2021-07-07T10:57:51.400724Z","iopub.status.idle":"2021-07-07T10:57:51.450691Z","shell.execute_reply.started":"2021-07-07T10:57:51.400689Z","shell.execute_reply":"2021-07-07T10:57:51.449499Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train.mean().mean(level=0)#level0だと目的関数ベースになった。勉強になる。","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.452194Z","iopub.execute_input":"2021-07-07T10:57:51.45255Z","iopub.status.idle":"2021-07-07T10:57:51.499423Z","shell.execute_reply.started":"2021-07-07T10:57:51.452513Z","shell.execute_reply":"2021-07-07T10:57:51.498334Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### playerid=660271（大谷さん）を試しに抽出してみる。毎日試合にでているわけではないよね。","metadata":{}},{"cell_type":"code","source":"r =y_train.loc(axis=1)[:,'660271']\nr","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.500915Z","iopub.execute_input":"2021-07-07T10:57:51.501246Z","iopub.status.idle":"2021-07-07T10:57:51.526591Z","shell.execute_reply.started":"2021-07-07T10:57:51.501211Z","shell.execute_reply":"2021-07-07T10:57:51.525609Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 説明関数を見てみる。当たり前だけど元旦には試合はないはず。でもtarget1-4には数字がはいるんですね。","metadata":{}},{"cell_type":"code","source":"check.loc(axis=1)[:,'660271'] ","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.52805Z","iopub.execute_input":"2021-07-07T10:57:51.528558Z","iopub.status.idle":"2021-07-07T10:57:51.569322Z","shell.execute_reply.started":"2021-07-07T10:57:51.528503Z","shell.execute_reply":"2021-07-07T10:57:51.568433Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"目的関数、target1-4の平均の最小値をみてみる","metadata":{}},{"cell_type":"code","source":"r.mean()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.570711Z","iopub.execute_input":"2021-07-07T10:57:51.571224Z","iopub.status.idle":"2021-07-07T10:57:51.581815Z","shell.execute_reply.started":"2021-07-07T10:57:51.571183Z","shell.execute_reply":"2021-07-07T10:57:51.580474Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"r.mean().min(level=1)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.583657Z","iopub.execute_input":"2021-07-07T10:57:51.584161Z","iopub.status.idle":"2021-07-07T10:57:51.601159Z","shell.execute_reply.started":"2021-07-07T10:57:51.584108Z","shell.execute_reply":"2021-07-07T10:57:51.600179Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# q=1を指定すると、target1-4のminとmaxが出力される。","metadata":{}},{"cell_type":"code","source":"pd.qcut(r.mean(), q=1) ","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.60282Z","iopub.execute_input":"2021-07-07T10:57:51.603262Z","iopub.status.idle":"2021-07-07T10:57:51.637398Z","shell.execute_reply.started":"2021-07-07T10:57:51.603221Z","shell.execute_reply":"2021-07-07T10:57:51.636221Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# q=2を指定すると(min,中央値),(中央値、max)となる","metadata":{}},{"cell_type":"code","source":"pd.qcut(r.mean(), q=2) ","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.639127Z","iopub.execute_input":"2021-07-07T10:57:51.639634Z","iopub.status.idle":"2021-07-07T10:57:51.657124Z","shell.execute_reply.started":"2021-07-07T10:57:51.639579Z","shell.execute_reply":"2021-07-07T10:57:51.655901Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train.mean().min(level=1)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.658979Z","iopub.execute_input":"2021-07-07T10:57:51.659474Z","iopub.status.idle":"2021-07-07T10:57:51.70684Z","shell.execute_reply.started":"2021-07-07T10:57:51.659419Z","shell.execute_reply":"2021-07-07T10:57:51.705703Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"平均の最大値を見てみる。","metadata":{}},{"cell_type":"code","source":"y_train.mean().max(level=1)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.708175Z","iopub.execute_input":"2021-07-07T10:57:51.708733Z","iopub.status.idle":"2021-07-07T10:57:51.755477Z","shell.execute_reply.started":"2021-07-07T10:57:51.708674Z","shell.execute_reply":"2021-07-07T10:57:51.754381Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"平均の平均を見てみる","metadata":{}},{"cell_type":"code","source":"y_train.mean().mean(level=1)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.758563Z","iopub.execute_input":"2021-07-07T10:57:51.759009Z","iopub.status.idle":"2021-07-07T10:57:51.805679Z","shell.execute_reply.started":"2021-07-07T10:57:51.758966Z","shell.execute_reply":"2021-07-07T10:57:51.804615Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# pd.qcutで10個に区切っている\nqcut:ビニング処理（ビン分割）とは、連続値を任意の境界値で区切りカテゴリ分けして離散値に変換する処理のこと。機械学習の前処理として行われることが多い。ビンに含まれる個数（要素数）を等しくビニング処理.\n第二引数qに分割数を指定する。10を指定することで、全体を１０個のグループに分けて、それぞれがどのグループに属するのか表示している。\n","metadata":{}},{"cell_type":"code","source":"deciles = pd.qcut(y_train.mean().mean(level=1), q=5) #q=5にするとスコアが。1.5320に改善された。でももともとのスコアは1.5031。。。\ndeciles","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.807008Z","iopub.execute_input":"2021-07-07T10:57:51.807326Z","iopub.status.idle":"2021-07-07T10:57:51.860271Z","shell.execute_reply.started":"2021-07-07T10:57:51.807296Z","shell.execute_reply":"2021-07-07T10:57:51.85924Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"これが１０個に区切った時の最大のグループ","metadata":{}},{"cell_type":"code","source":" deciles.max()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.861811Z","iopub.execute_input":"2021-07-07T10:57:51.86212Z","iopub.status.idle":"2021-07-07T10:57:51.87021Z","shell.execute_reply.started":"2021-07-07T10:57:51.862089Z","shell.execute_reply":"2021-07-07T10:57:51.868974Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"ここで最大のグループだけを抽出している。","metadata":{}},{"cell_type":"code","source":"pids_top_decile = deciles.index[deciles == deciles.max()] \npids_top_decile","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.87186Z","iopub.execute_input":"2021-07-07T10:57:51.872241Z","iopub.status.idle":"2021-07-07T10:57:51.885264Z","shell.execute_reply.started":"2021-07-07T10:57:51.872206Z","shell.execute_reply":"2021-07-07T10:57:51.884131Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"最大のグループの選手だけをy_trainから抽出している","metadata":{}},{"cell_type":"code","source":"y_top_decile = y_train.loc(axis=1)[:, pids_top_decile]\ny_top_decile","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.886816Z","iopub.execute_input":"2021-07-07T10:57:51.887202Z","iopub.status.idle":"2021-07-07T10:57:51.989491Z","shell.execute_reply.started":"2021-07-07T10:57:51.887157Z","shell.execute_reply":"2021-07-07T10:57:51.987314Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 実験","metadata":{}},{"cell_type":"code","source":"y_top_decile_avg = (y_top_decile / y_top_decile.max(axis=0)).mean(axis=1)\nS = y_top_decile_avg.to_frame()\nS.index.month   # この指定の仕方がある\n","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:51.990811Z","iopub.execute_input":"2021-07-07T10:57:51.991106Z","iopub.status.idle":"2021-07-07T10:57:52.021019Z","shell.execute_reply.started":"2021-07-07T10:57:51.991076Z","shell.execute_reply":"2021-07-07T10:57:52.019871Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"S.index.year  # この指定の仕方がある","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.022516Z","iopub.execute_input":"2021-07-07T10:57:52.022821Z","iopub.status.idle":"2021-07-07T10:57:52.030245Z","shell.execute_reply.started":"2021-07-07T10:57:52.02279Z","shell.execute_reply":"2021-07-07T10:57:52.029088Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"S.index.dayofweek","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.032011Z","iopub.execute_input":"2021-07-07T10:57:52.032613Z","iopub.status.idle":"2021-07-07T10:57:52.044838Z","shell.execute_reply.started":"2021-07-07T10:57:52.032555Z","shell.execute_reply":"2021-07-07T10:57:52.044041Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"S.index.week ","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.046037Z","iopub.execute_input":"2021-07-07T10:57:52.04646Z","iopub.status.idle":"2021-07-07T10:57:52.058113Z","shell.execute_reply.started":"2021-07-07T10:57:52.046427Z","shell.execute_reply":"2021-07-07T10:57:52.056942Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":" fs = pd.Timedelta(\"1Y\") / pd.Timedelta(\"1D\") #1年は何日か計算している\n fs","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.05976Z","iopub.execute_input":"2021-07-07T10:57:52.060095Z","iopub.status.idle":"2021-07-07T10:57:52.070187Z","shell.execute_reply.started":"2021-07-07T10:57:52.060058Z","shell.execute_reply":"2021-07-07T10:57:52.069073Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"    from scipy.signal import periodogram\n    ts =y_top_decile_avg\n    detrend='linear'\n    ax=None\n    freqencies, spectrum = periodogram(\n        ts,\n        fs=fs,\n        detrend=detrend,\n        window=\"boxcar\",\n        scaling='spectrum',\n    )\n    freqencies[:20]","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.071781Z","iopub.execute_input":"2021-07-07T10:57:52.072095Z","iopub.status.idle":"2021-07-07T10:57:52.163235Z","shell.execute_reply.started":"2021-07-07T10:57:52.072065Z","shell.execute_reply":"2021-07-07T10:57:52.162208Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def plot_periodogram(ts, detrend='linear', ax=None):\n    from scipy.signal import periodogram\n    fs = pd.Timedelta(\"1Y\") / pd.Timedelta(\"1D\")\n    freqencies, spectrum = periodogram(\n        ts,\n        fs=fs,\n        detrend=detrend,\n        window=\"boxcar\",\n        scaling='spectrum',\n    )\n    if ax is None:\n        _, ax = plt.subplots()\n    ax.step(freqencies, spectrum, color=\"purple\") #これで線を引いているようだ\n    ax.set_xscale(\"log\")\n    ax.set_xticks([1, 2, 4, 6, 12, 26, 52, 104])\n    ax.set_xticklabels(\n        [\n            \"Annual\",\n            \"Semiannual\",\n            \"Quarterly\",\n            \"Bimonthly\",\n            \"Monthly\",\n            \"Biweekly\",\n            \"Weekly\",\n            \"Semiweekly\",\n        ],\n        rotation=30,\n    )\n    ax.ticklabel_format(axis=\"y\", style=\"sci\", scilimits=(0, 0))\n    ax.set_ylabel(\"Density\")\n    ax.set_title(\"Periodogram\")\n    return ax","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.170396Z","iopub.execute_input":"2021-07-07T10:57:52.170812Z","iopub.status.idle":"2021-07-07T10:57:52.18084Z","shell.execute_reply.started":"2021-07-07T10:57:52.170776Z","shell.execute_reply":"2021-07-07T10:57:52.179581Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"detrend='linear'\nfreqencies, spectrum = periodogram(\n        ts,\n        fs=fs,\n        detrend=detrend,\n        window=\"boxcar\",\n        scaling='spectrum',\n    )\nfreqencies[:10]","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.18304Z","iopub.execute_input":"2021-07-07T10:57:52.183456Z","iopub.status.idle":"2021-07-07T10:57:52.204843Z","shell.execute_reply.started":"2021-07-07T10:57:52.183341Z","shell.execute_reply":"2021-07-07T10:57:52.202801Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"spectrum[:10]","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.206818Z","iopub.execute_input":"2021-07-07T10:57:52.207296Z","iopub.status.idle":"2021-07-07T10:57:52.213857Z","shell.execute_reply.started":"2021-07-07T10:57:52.207238Z","shell.execute_reply":"2021-07-07T10:57:52.213003Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"_ = plot_periodogram(y_top_decile_avg)","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.564637,"end_time":"2021-06-18T03:22:23.446789","exception":false,"start_time":"2021-06-18T03:22:22.882152","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:57:52.214973Z","iopub.execute_input":"2021-07-07T10:57:52.21527Z","iopub.status.idle":"2021-07-07T10:57:52.675766Z","shell.execute_reply.started":"2021-07-07T10:57:52.215228Z","shell.execute_reply":"2021-07-07T10:57:52.674299Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"このグラフをみると、年次の影響、semiannualの影響が大きいことがわかる。このグラフつくれるのがすごい","metadata":{"papermill":{"duration":0.034724,"end_time":"2021-06-18T03:22:23.522898","exception":false,"start_time":"2021-06-18T03:22:23.488174","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"# Model #","metadata":{"papermill":{"duration":0.034856,"end_time":"2021-06-18T03:22:23.592867","exception":false,"start_time":"2021-06-18T03:22:23.558011","status":"completed"},"tags":[]}},{"cell_type":"markdown","source":"![image.png](attachment:330f6ea4-59e7-40bb-bffc-83420410f0b2.png)","metadata":{},"attachments":{"330f6ea4-59e7-40bb-bffc-83420410f0b2.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Hyperparameters(Original)\nHIDDEN = 1024\nACTIVATION = 'relu' \nDROPOUT_RATE = 0.5\nLEARNING_RATE = 1e-2\nBATCH_SIZE = 32\n\nOUTPUTS = y_train.shape[-1]\nmodel = keras.Sequential([\n    layers.Dense(HIDDEN, activation=ACTIVATION),\n    layers.BatchNormalization(),\n    layers.Dropout(DROPOUT_RATE),\n    layers.Dense(HIDDEN, activation=ACTIVATION),\n    layers.BatchNormalization(),\n    layers.Dropout(DROPOUT_RATE),\n    layers.Dense(HIDDEN, activation=ACTIVATION),\n    layers.BatchNormalization(),\n    layers.Dropout(DROPOUT_RATE),\n    layers.Dense(OUTPUTS),\n])","metadata":{"papermill":{"duration":0.095478,"end_time":"2021-06-18T03:22:23.794033","exception":false,"start_time":"2021-06-18T03:22:23.698555","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-06-25T09:01:49.666608Z","iopub.execute_input":"2021-06-25T09:01:49.666893Z","iopub.status.idle":"2021-06-25T09:01:49.725566Z","shell.execute_reply.started":"2021-06-25T09:01:49.666861Z","shell.execute_reply":"2021-06-25T09:01:49.724314Z"}}},{"cell_type":"markdown","source":"オートエンコーダーのような形にしてみる。→だめだった。😢<br>\n10epochもやらないで終わっている。学習がうまくできていない感じ。なんでだろう。<br>\nわからない。とりあえずkerasの層を増やしてみた。いろいろやってみるしかないかなあ。","metadata":{}},{"cell_type":"code","source":"# Hyperparameters\nHIDDEN = 1024\nACTIVATION = 'relu' \nDROPOUT_RATE = 0.5\nLEARNING_RATE = 1e-2\nBATCH_SIZE = 32\n\nOUTPUTS = y_train.shape[-1]\nmodel = keras.Sequential([\n    layers.Dense(HIDDEN, activation=ACTIVATION),\n    layers.BatchNormalization(),\n    layers.Dropout(DROPOUT_RATE),\n    layers.Dense(HIDDEN, activation=ACTIVATION),\n    layers.BatchNormalization(),\n    layers.Dropout(DROPOUT_RATE),\n    layers.Dense(HIDDEN, activation=ACTIVATION),\n    layers.BatchNormalization(),\n    layers.Dropout(DROPOUT_RATE),\n    layers.Dense(OUTPUTS),\n])","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.677937Z","iopub.execute_input":"2021-07-07T10:57:52.678439Z","iopub.status.idle":"2021-07-07T10:57:52.780766Z","shell.execute_reply.started":"2021-07-07T10:57:52.678383Z","shell.execute_reply":"2021-07-07T10:57:52.779534Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"![image.png](attachment:c914d6a3-c3cf-4d32-94d3-5436f5083ef5.png)","metadata":{},"attachments":{"c914d6a3-c3cf-4d32-94d3-5436f5083ef5.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### とんでもなく時間がかかるのであきらめました。残骸だけ残します。。。。","metadata":{}},{"cell_type":"code","source":"y_train1 = y_train['target1']\ny_train2 = y_train['target2']\ny_train3 = y_train['target3']\ny_train4 = y_train['target4']","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.785257Z","iopub.execute_input":"2021-07-07T10:57:52.785645Z","iopub.status.idle":"2021-07-07T10:57:52.798363Z","shell.execute_reply.started":"2021-07-07T10:57:52.785608Z","shell.execute_reply":"2021-07-07T10:57:52.796851Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#import lightgbm as lgb\n#from sklearn.multioutput import MultiOutputRegressor\n#import warnings\n#warnings.simplefilter('ignore')\n\n#params1 = {\n# 'objective':'mae',\n# 'reg_alpha': 0.1,\n #'reg_lambda': 0.1, \n# 'learning_rate': 0.1,\n# 'random_state': 42,\n# \"num_leaves\": 100\n#}\n#params={'learning_rate': 0.5,\n#        'objective':'mae', \n#        'metric':'mae',\n#        'num_leaves': 9,\n#        'bagging_fraction': 0.7,\n#        'feature_fraction': 0.7,\n#        'verbose':-1\n#       }\n#reg = lgb.LGBMRegressor(**params1, n_estimators=1,force_row_wise=True)\n#reg = MultiOutputRegressor(lgb.LGBMRegressor(**params1, n_estimators=1,force_row_wise=True))\n\n#reg.fit(X_train, y_train1)\n#reg.predict(X_valid)","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.804463Z","iopub.execute_input":"2021-07-07T10:57:52.804975Z","iopub.status.idle":"2021-07-07T10:57:52.812729Z","shell.execute_reply.started":"2021-07-07T10:57:52.804926Z","shell.execute_reply":"2021-07-07T10:57:52.811281Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"OUTPUTS #4748columnsを指定している","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.814865Z","iopub.execute_input":"2021-07-07T10:57:52.815629Z","iopub.status.idle":"2021-07-07T10:57:52.829846Z","shell.execute_reply.started":"2021-07-07T10:57:52.815568Z","shell.execute_reply":"2021-07-07T10:57:52.82889Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train[:5]","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.831565Z","iopub.execute_input":"2021-07-07T10:57:52.832284Z","iopub.status.idle":"2021-07-07T10:57:52.893931Z","shell.execute_reply.started":"2021-07-07T10:57:52.832183Z","shell.execute_reply":"2021-07-07T10:57:52.892785Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_train[:5]","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:57:52.895692Z","iopub.execute_input":"2021-07-07T10:57:52.896333Z","iopub.status.idle":"2021-07-07T10:57:52.94791Z","shell.execute_reply.started":"2021-07-07T10:57:52.896283Z","shell.execute_reply":"2021-07-07T10:57:52.946527Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### このロジックだったら、重要そうな項目を追加するのは容易な気がする。→すいません。気のせいでした。😢","metadata":{}},{"cell_type":"code","source":"%%time\noptimizer = keras.optimizers.Adam(learning_rate=LEARNING_RATE) #1e-2\n\nmodel.compile(optimizer=optimizer, loss='mae', metrics=['mae'])\n\nearly_stopping = keras.callbacks.EarlyStopping(patience=3)\n\nhistory = model.fit(\n    X_train, y_train,\n    validation_data=(X_valid, y_valid),\n    batch_size=BATCH_SIZE,\n    epochs=100,\n    callbacks=[early_stopping],\n)","metadata":{"papermill":{"duration":58.423254,"end_time":"2021-06-18T03:23:22.25322","exception":false,"start_time":"2021-06-18T03:22:23.829966","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:57:52.949926Z","iopub.execute_input":"2021-07-07T10:57:52.950422Z","iopub.status.idle":"2021-07-07T10:59:13.296307Z","shell.execute_reply.started":"2021-07-07T10:57:52.950369Z","shell.execute_reply":"2021-07-07T10:59:13.294958Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Create Submission #","metadata":{"papermill":{"duration":0.188102,"end_time":"2021-06-18T03:23:22.630419","exception":false,"start_time":"2021-06-18T03:23:22.442317","status":"completed"},"tags":[]}},{"cell_type":"code","source":"pids_test,","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:59:13.298438Z","iopub.execute_input":"2021-07-07T10:59:13.298811Z","iopub.status.idle":"2021-07-07T10:59:13.309178Z","shell.execute_reply.started":"2021-07-07T10:59:13.298772Z","shell.execute_reply":"2021-07-07T10:59:13.307332Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"playerIdでmergeしている。データがない部分はNaNになっている。","metadata":{}},{"cell_type":"code","source":"#X = X.merge(pids_test, how='right')\n#X","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:59:13.311224Z","iopub.execute_input":"2021-07-07T10:59:13.311688Z","iopub.status.idle":"2021-07-07T10:59:13.320928Z","shell.execute_reply.started":"2021-07-07T10:59:13.31165Z","shell.execute_reply":"2021-07-07T10:59:13.319319Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def make_test_data(test_dfs: dict, features, deterministic):\n    X = make_playerBoxScores(test_dfs, features)\n    X = X.merge(pids_test, how='right')\n    X['date'] = X.date.fillna(method='ffill').fillna(method='bfill')\n    X.fillna(-1, inplace=True)\n    # Convert from long to wide format\n    X = X.pivot(index='date', columns=\"playerId\")\n    # Create temporal features\n    X = pd.concat([\n        X,\n        deterministic.out_of_sample(steps=1, forecast_index=X.index),\n    ],\n                  axis=1)\n    return X","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:59:13.323019Z","iopub.execute_input":"2021-07-07T10:59:13.323509Z","iopub.status.idle":"2021-07-07T10:59:13.335089Z","shell.execute_reply.started":"2021-07-07T10:59:13.323455Z","shell.execute_reply":"2021-07-07T10:59:13.333467Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def make_predictions(model, X, columns, targets):\n    y_pred = model.predict(X)\n    y_pred = pd.DataFrame(y_pred, columns=columns, index=X.index).stack()\n    y_pred[targets] = y_pred[targets].clip(0, 100)\n    y_pred['date_playerId'] = [\n        (date + 1).strftime('%Y%m%d') + '_' + str(playerId)\n        for date, playerId in y_pred.index\n    ]\n    y_pred.reset_index('playerId', drop=True, inplace=True)\n    y_pred = y_pred[['date_playerId'] + targets]  # reorder\n    y_pred.index = pd.Int64Index(\n        [int(date.strftime('%Y%m%d')) for date in y_pred.index], name='date')\n    return y_pred","metadata":{"_kg_hide-input":true,"papermill":{"duration":0.20493,"end_time":"2021-06-18T03:23:23.401975","exception":false,"start_time":"2021-06-18T03:23:23.197045","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:59:13.336969Z","iopub.execute_input":"2021-07-07T10:59:13.33738Z","iopub.status.idle":"2021-07-07T10:59:13.35189Z","shell.execute_reply.started":"2021-07-07T10:59:13.337321Z","shell.execute_reply":"2021-07-07T10:59:13.350529Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import mlb\n\nenv = mlb.make_env()\niter_test = env.iter_test()","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:59:13.356207Z","iopub.execute_input":"2021-07-07T10:59:13.356788Z","iopub.status.idle":"2021-07-07T10:59:13.397632Z","shell.execute_reply.started":"2021-07-07T10:59:13.356725Z","shell.execute_reply":"2021-07-07T10:59:13.3962Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for (test_df, sample_prediction_df) in iter_test:\n    # Unpack features from test_df\n    test_dfs = unpack_data(test_df, dfs=['playerBoxScores'])\n    X = make_test_data(test_dfs, features, deterministic)\n\n    # Create predictions\n    y_pred = make_predictions(\n        model,\n        X,\n        columns=y_train.columns,\n        targets=targets,\n    )\n    submission = (\n        sample_prediction_df\n        [['date_playerId']]\n        .reset_index()  #  preserve index 'date'\n        .merge(y_pred, how='left', on='date_playerId')\n        .set_index('date')  #  restore index 'date'\n    )\n\n    # Submit predictions\n    env.predict(submission)  # constructs submissions.csv","metadata":{"papermill":{"duration":3.576003,"end_time":"2021-06-18T03:23:27.166726","exception":false,"start_time":"2021-06-18T03:23:23.590723","status":"completed"},"scrolled":true,"tags":[],"execution":{"iopub.status.busy":"2021-07-07T10:59:13.400294Z","iopub.execute_input":"2021-07-07T10:59:13.400745Z","iopub.status.idle":"2021-07-07T10:59:16.916906Z","shell.execute_reply.started":"2021-07-07T10:59:13.400698Z","shell.execute_reply":"2021-07-07T10:59:16.915713Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_dfs = unpack_data(test_df, dfs=['playerBoxScores'])\ntest_dfs","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:59:16.918459Z","iopub.execute_input":"2021-07-07T10:59:16.918775Z","iopub.status.idle":"2021-07-07T10:59:17.024878Z","shell.execute_reply.started":"2021-07-07T10:59:16.918743Z","shell.execute_reply":"2021-07-07T10:59:17.023698Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X = make_test_data(test_dfs, features, deterministic)\nX","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:59:17.026762Z","iopub.execute_input":"2021-07-07T10:59:17.027218Z","iopub.status.idle":"2021-07-07T10:59:17.144169Z","shell.execute_reply.started":"2021-07-07T10:59:17.027169Z","shell.execute_reply":"2021-07-07T10:59:17.143424Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_pred = make_predictions(\n        model,\n        X,\n        columns=y_train.columns,\n        targets=targets,\n    )\ny_pred","metadata":{"execution":{"iopub.status.busy":"2021-07-07T10:59:17.145547Z","iopub.execute_input":"2021-07-07T10:59:17.146029Z","iopub.status.idle":"2021-07-07T10:59:17.296178Z","shell.execute_reply.started":"2021-07-07T10:59:17.145979Z","shell.execute_reply":"2021-07-07T10:59:17.295339Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"とりあえず、3回目のゴール。ここから点数あげていきます。<br>\n","metadata":{}}]}