{"id":287,"date":"2025-07-15T16:03:24","date_gmt":"2025-07-15T07:03:24","guid":{"rendered":"https:\/\/hooper-lab.com\/?p=287"},"modified":"2025-07-15T16:35:47","modified_gmt":"2025-07-15T07:35:47","slug":"9%ef%bc%9a%e7%9b%b8%e9%96%a2%e5%88%86%e6%9e%90-%e3%83%87%e3%83%bc%e3%82%bf%e5%90%8c%e5%a3%ab%e3%81%ae%e9%96%a2%e4%bf%82%e3%82%92%e6%8e%a2%e3%82%8b","status":"publish","type":"post","link":"https:\/\/hooper-lab.com\/?p=287","title":{"rendered":"9\uff1a\u76f8\u95a2\u5206\u6790 \u30c7\u30fc\u30bf\u540c\u58eb\u306e\u95a2\u4fc2\u3092\u63a2\u308b"},"content":{"rendered":"\n<div class=\"wp-block-buttons is-content-justification-right is-layout-flex wp-container-core-buttons-is-layout-d445cf74 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/hooper-lab.com\/?p=272\">\u524d\u9805\u76ee\u3078<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\">\u6b21\u9805\u76ee\u3078<\/a><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u76f8\u95a2\u5206\u6790\u3068\u306f<\/strong><\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u3001<strong>\u300c\u76f8\u95a2\u5206\u6790\u300d<strong>\u306f\u6b20\u304b\u305b\u306a\u3044\u624b\u6cd5\u3067\u3059\u3002<br>\u300c\u3042\u308b\u6307\u6a19\u304c\u5897\u3048\u308b\u3068\u3001\u5225\u306e\u6307\u6a19\u3082\u5897\u3048\u308b\u306e\u304b\u300d\u300c\u53cd\u5bfe\u306b\u95a2\u4fc2\u304c\u306a\u3044\u306e\u304b\u300d\u305d\u3093\u306a<\/strong>\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u95a2\u4fc2\u6027\u3092\u6570\u5024\u5316\u3059\u308b<\/strong>\u306e\u304c\u76f8\u95a2\u5206\u6790\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\uff08Pearson&#8217;s correlation coefficient\uff09<\/strong><\/h4>\n\n\n\n<p>\u6700\u3082\u4e00\u822c\u7684\u306a\u6307\u6a19\u304c<strong>\u30d4\u30a2\u30bd\u30f3\u306e\u7a4d\u7387\u76f8\u95a2\u4fc2\u6570\uff08r\u5024\uff09<strong>\u3067\u3001\u5024\u306e\u7bc4\u56f2\u306f<\/strong>-1\u304b\u3089+1<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u76f8\u95a2\u4fc2\u6570<\/th><th>\u610f\u5473<\/th><\/tr><\/thead><tbody><tr><td><strong>+1.0<\/strong><\/td><td>\u5b8c\u5168\u306a\u6b63\u306e\u76f8\u95a2\uff1a\u7247\u65b9\u304c\u5897\u3048\u308b\u3068\u5fc5\u305a\u3082\u3046\u7247\u65b9\u3082\u5897\u3048\u308b<\/td><\/tr><tr><td><strong>0.7\u301c0.9<\/strong><\/td><td>\u5f37\u3044\u6b63\u306e\u76f8\u95a2<\/td><\/tr><tr><td><strong>0.4\u301c0.6<\/strong><\/td><td>\u4e2d\u7a0b\u5ea6\u306e\u6b63\u306e\u76f8\u95a2<\/td><\/tr><tr><td><strong>0.1\u301c0.3<\/strong><\/td><td>\u5f31\u3044\u6b63\u306e\u76f8\u95a2<\/td><\/tr><tr><td><strong>0<\/strong><\/td><td>\u7121\u76f8\u95a2\uff08\u95a2\u4fc2\u306a\u3057\uff09<\/td><\/tr><tr><td><strong>-0.1\u301c-0.3<\/strong><\/td><td>\u5f31\u3044\u8ca0\u306e\u76f8\u95a2<\/td><\/tr><tr><td><strong>-0.4\u301c-0.6<\/strong><\/td><td>\u4e2d\u7a0b\u5ea6\u306e\u8ca0\u306e\u76f8\u95a2<\/td><\/tr><tr><td><strong>-0.7\u301c-0.9<\/strong><\/td><td>\u5f37\u3044\u8ca0\u306e\u76f8\u95a2<\/td><\/tr><tr><td><strong>-1.0<\/strong><\/td><td>\u5b8c\u5168\u306a\u8ca0\u306e\u76f8\u95a2\uff1a\u7247\u65b9\u304c\u5897\u3048\u308b\u3068\u5fc5\u305a\u3082\u3046\u7247\u65b9\u306f\u6e1b\u308b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u2705\u4f8b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6b63\u306e\u76f8\u95a2<\/strong>\uff1a\u8eab\u9577\u304c\u9ad8\u3044\u4eba\u307b\u3069\u4f53\u91cd\u3082\u91cd\u3044\uff08\u50be\u5411\uff09<\/li>\n\n\n\n<li><strong>\u8ca0\u306e\u76f8\u95a2<\/strong>\uff1a\u8eca\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u3044\u307b\u3069\u3001\u79fb\u52d5\u6642\u9593\u306f\u77ed\u304f\u306a\u308b<\/li>\n\n\n\n<li><strong>\u76f8\u95a2\u306a\u3057<\/strong>\uff1a\u8eab\u9577\u3068\u82f1\u8a9e\u306e\u30c6\u30b9\u30c8\u306e\u70b9\u6570\u306f\u57fa\u672c\u7684\u306b\u95a2\u4fc2\u306a\u3044<\/li>\n<\/ul>\n\n\n\n<p>\u2705\u6ce8\u610f\u70b9<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76f8\u95a2\u95a2\u4fc2\u306f\u56e0\u679c\u95a2\u4fc2\u3067\u306f\u306a\u3044<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u300c\u76f8\u95a2\u304c\u3042\u308b\u300d\u304b\u3089\u3068\u3044\u3063\u3066\u300c\u7247\u65b9\u304c\u539f\u56e0\u3067\u7247\u65b9\u304c\u5909\u5316\u3059\u308b\u300d\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u4f8b\uff1a\u300c\u30a2\u30a4\u30b9\u30af\u30ea\u30fc\u30e0\u306e\u58f2\u4e0a\u3068\u6eba\u6c34\u4e8b\u6545\u6570\u300d\u306f\u6b63\u306e\u76f8\u95a2\u304c\u3042\u308b\u304c\u3001\u300c\u30a2\u30a4\u30b9\u304c\u539f\u56e0\u3067\u4e8b\u6545\u304c\u5897\u3048\u308b\u300d\u308f\u3051\u3067\u306f\u306a\u3044\uff08\u590f\u306e\u6c17\u6e29\u3068\u3044\u3046\u5171\u901a\u8981\u56e0\u304c\u3042\u308b\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5916\u308c\u5024\u306e\u5f71\u97ff<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u3054\u304f\u4e00\u90e8\u306e\u6975\u7aef\u306a\u30c7\u30fc\u30bf\uff08\u5916\u308c\u5024\uff09\u304c\u3042\u308b\u3068\u3001\u76f8\u95a2\u4fc2\u6570\u304c\u5b9f\u614b\u4ee5\u4e0a\u306b\u9ad8\u304f\/\u4f4e\u304f\u51fa\u308b\u3053\u3068\u304c\u3042\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7dda\u5f62\u306e\u95a2\u4fc2\u306e\u307f<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\u306f<strong>\u76f4\u7dda\u7684\u306a\u95a2\u4fc2\u306e\u307f<\/strong>\u3092\u6349\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u975e\u7dda\u5f62\u306a\u95a2\u4fc2\uff08\u4f8b\uff1a\u653e\u7269\u7dda\u7684\u306a\u95a2\u4fc2\uff09\u306f\u6349\u3048\u304d\u308c\u306a\u3044\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>NBA\u306e\u76f8\u95a2\u95a2\u4fc2\u306e\u6d3b\u7528<\/strong><\/h4>\n\n\n\n<p>NBA\u306b\u304a\u3044\u3066\u76f8\u95a2\u5206\u6790\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52dd\u5229\u6570\u3068\u30b9\u30bf\u30c3\u30c4\u306e\u95a2\u4fc2<\/strong><\/li>\n\n\n\n<li><strong>\u5f97\u70b9\u3068\u30b7\u30e5\u30fc\u30c8\u6210\u529f\u7387\u306e\u95a2\u4fc2<\/strong><\/li>\n\n\n\n<li><strong>\u30a2\u30b7\u30b9\u30c8\u3068\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u306e\u95a2\u4fc2<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u306a\u3069\u3092\u8abf\u3079\u308b\u3053\u3068\u3067\u3001<br>\u300c\u52dd\u3064\u305f\u3081\u306b\u4f55\u3092\u4f38\u3070\u3059\u3079\u304d\u304b\u300d\u300c\u52dd\u6557\u306b\u5f71\u97ff\u3057\u306a\u3044\u6307\u6a19\u306f\u4f55\u304b\u300d\u3092\u30c7\u30fc\u30bf\u304b\u3089\u898b\u3064\u3051\u308b\u624b\u304c\u304b\u308a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2024-25 \u30b7\u30fc\u30ba\u30f3\u306e\u30c1\u30fc\u30e0\u30b9\u30bf\u30c3\u30c4\u3067\u76f8\u95a2\u4fc2\u6570\u3092\u6c42\u3081\u3066\u307f\u3088\u3046<\/strong><\/h4>\n\n\n\n<p>\u5b9f\u969b\u306b\u30c1\u30fc\u30e0\u30b9\u30bf\u30c3\u30c4\u3092\u4f7f\u7528\u3057\u3066\u3001\u76f8\u95a2\u95a2\u4fc2\u78ba\u8a8d\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u307e\u305a\u306f\u30c1\u30fc\u30e0\u30b9\u30bf\u30c3\u30c4\u306e\u53d6\u5f97\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom nba_api.stats.endpoints import leaguedashteamstats\nimport pandas as pd\n\nteam_stats = leaguedashteamstats.LeagueDashTeamStats(\n    season_type_all_star='Regular Season',\n    season='2024-25',\n    measure_type_detailed_defense='Advanced'\n)\n\ndf_team = team_stats.get_data_frames()&#91;0]<\/code><\/pre>\n\n\n\n<p><strong>\u2705nba_api.stats.endpoints.LeagueDashTeamStats<\/strong><\/p>\n\n\n\n<p>NBA\u5168\u30c1\u30fc\u30e0\u306e\u30b7\u30fc\u30ba\u30f3\u30fb\u671f\u9593\u5225\u306e\u7d71\u8a08\u60c5\u5831\uff08\u52dd\u6557\u3001\u5f97\u70b9\u3001\u30ea\u30d0\u30a6\u30f3\u30c9\u3001FG%\u306a\u3069\uff09\u3092<strong>\u4e00\u62ec\u3067\u53d6\u5f97<\/strong>\u3067\u304d\u307e\u3059\u3002<br>\u4ee5\u4e0b\u304c<code>LeagueDashTeamStats<\/code>\u306e\u4e3b\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30d1\u30e9\u30e1\u30fc\u30bf\u540d<\/th><th>\u8aac\u660e<\/th><th>\u4f8b \/ \u30c7\u30d5\u30a9\u30eb\u30c8<\/th><\/tr><\/thead><tbody><tr><td><strong>season<\/strong><\/td><td>\u5bfe\u8c61\u30b7\u30fc\u30ba\u30f3<\/td><td><code>'2024-25'<\/code><\/td><\/tr><tr><td><strong>season_type_all_star<\/strong><\/td><td>\u30b7\u30fc\u30ba\u30f3\u306e\u7a2e\u5225<\/td><td><code>'Regular Season'<\/code>, <code>'Playoffs'<\/code>, <code>'All Star'<\/code>, <code>'Pre Season'<\/code><\/td><\/tr><tr><td><strong>league_id<\/strong><\/td><td>\u30ea\u30fc\u30b0\u306e\u7a2e\u985e<\/td><td><code>'00'<\/code>\uff08NBA\uff09<\/td><\/tr><tr><td><strong>per_mode_detailed<\/strong><\/td><td>\u30c7\u30fc\u30bf\u306e\u5358\u4f4d<\/td><td><code>'PerGame'<\/code>, <code>'Totals'<\/code>, <code>'Per36'<\/code>, <code>'Per100Possessions'<\/code><\/td><\/tr><tr><td><strong>measure_type_detailed_defense<\/strong><\/td><td>\u6307\u6a19\u306e\u7a2e\u985e<\/td><td><code>'Base'<\/code>, <code>'Advanced'<\/code>, <code>'Misc'<\/code>, <code>'Four Factors'<\/code>, <code>'Scoring'<\/code>, <code>'Opponent'<\/code>, <code>'Defense'<\/code><\/td><\/tr><tr><td><strong>plus_minus<\/strong><\/td><td>\u30d7\u30e9\u30b9\u30de\u30a4\u30ca\u30b9\u306e\u8868\u793a\u6709\u7121<\/td><td><code>'N'<\/code>\uff08\u306a\u3057\uff09, <code>'Y'<\/code>\uff08\u3042\u308a\uff09<\/td><\/tr><tr><td><strong>pace_adjust<\/strong><\/td><td>\u30da\u30fc\u30b9\u8abf\u6574\uff08100\u30dd\u30bc\u30c3\u30b7\u30e7\u30f3\u63db\u7b97\uff09<\/td><td><code>'N'<\/code>, <code>'Y'<\/code><\/td><\/tr><tr><td><strong>rank<\/strong><\/td><td>\u9806\u4f4d\u8868\u793a\u306e\u6709\u7121<\/td><td><code>'N'<\/code>, <code>'Y'<\/code><\/td><\/tr><tr><td><strong>outcome<\/strong><\/td><td>\u8a66\u5408\u7d50\u679c\u30d5\u30a3\u30eb\u30bf\u30fc<\/td><td><code>'W'<\/code>\uff08\u52dd\u3061\uff09, <code>'L'<\/code>\uff08\u8ca0\u3051\uff09, <code>''<\/code>\uff08\u5168\u3066\uff09<\/td><\/tr><tr><td><strong>location<\/strong><\/td><td>\u30db\u30fc\u30e0 \/ \u30a2\u30a6\u30a7\u30a4<\/td><td><code>'Home'<\/code>, <code>'Road'<\/code>, <code>''<\/code><\/td><\/tr><tr><td><strong>month<\/strong><\/td><td>\u6708\u5225\u30d5\u30a3\u30eb\u30bf\u30fc<\/td><td><code>0<\/code>\uff08\u5168\u3066\uff09, <code>1~12<\/code><\/td><\/tr><tr><td><strong>season_segment<\/strong><\/td><td>\u30b7\u30fc\u30ba\u30f3\u671f\u9593<\/td><td><code>'Post All-Star'<\/code>, <code>'Pre All-Star'<\/code>, <code>''<\/code><\/td><\/tr><tr><td><strong>date_from<\/strong><\/td><td>\u958b\u59cb\u65e5\uff08YYYY-MM-DD\uff09<\/td><td><code>''<\/code><\/td><\/tr><tr><td><strong>date_to<\/strong><\/td><td>\u7d42\u4e86\u65e5\uff08YYYY-MM-DD\uff09<\/td><td><code>''<\/code><\/td><\/tr><tr><td><strong>opponent_team_id<\/strong><\/td><td>\u5bfe\u6226\u76f8\u624b\u30c1\u30fc\u30e0ID<\/td><td><code>0<\/code>\uff08\u5168\u30c1\u30fc\u30e0\u5bfe\u8c61\uff09<\/td><\/tr><tr><td><strong>vs_conference<\/strong><\/td><td>\u5bfe\u6226\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9<\/td><td><code>'East'<\/code>, <code>'West'<\/code>, <code>''<\/code><\/td><\/tr><tr><td><strong>vs_division<\/strong><\/td><td>\u5bfe\u6226\u30c7\u30a3\u30d3\u30b8\u30e7\u30f3<\/td><td><code>'Atlantic'<\/code>, <code>'Central'<\/code>, <code>'Southeast'<\/code>, <code>'Northwest'<\/code>, <code>'Pacific'<\/code>, <code>'Southwest'<\/code>, <code>''<\/code><\/td><\/tr><tr><td><strong>game_segment<\/strong><\/td><td>\u8a66\u5408\u306e\u6642\u9593\u5e2f<\/td><td><code>'First Half'<\/code>, <code>'Second Half'<\/code>, <code>'Overtime'<\/code>, <code>''<\/code><\/td><\/tr><tr><td><strong>period<\/strong><\/td><td>\u30af\u30a9\u30fc\u30bf\u30fc\u6307\u5b9a<\/td><td><code>0<\/code>\uff08\u5168\u3066\uff09, <code>1~4<\/code>, <code>5<\/code>\uff08OT\uff09<\/td><\/tr><tr><td><strong>shotclock_range<\/strong><\/td><td>\u30b7\u30e7\u30c3\u30c8\u30af\u30ed\u30c3\u30af\u306e\u6642\u9593\u5e2f<\/td><td><code>'24-22'<\/code>, <code>'22-18 Very Early'<\/code>, <code>'18-15 Early'<\/code>, <code>'15-7 Average'<\/code>, <code>'7-4 Late'<\/code>, <code>'4-0 Very Late'<\/code>, <code>''<\/code><\/td><\/tr><tr><td><strong>last_n_games<\/strong><\/td><td>\u76f4\u8fd1\u8a66\u5408\u6570<\/td><td><code>0<\/code>\uff08\u5168\u8a66\u5408\uff09, <code>1~N<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30ec\u30ae\u30e5\u30e9\u30fc\u30b7\u30fc\u30ba\u30f3\u306e\u8a66\u5408\u6bce\u306e\u5e73\u5747\u30b9\u30bf\u30c3\u30c4\u306b\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u8a2d\u5b9a\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u4eca\u56de\u306f<strong>\u52dd\u7387\u3068TS%\uff08\u30c8\u30a5\u30eb\u30fc\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d1\u30fc\u30bb\u30f3\u30c6\u30fc\u30b8\uff09\u306e\u76f8\u95a2<\/strong>\u3092\u898b\u3066\u307f\u305f\u3044\u306e\u3067\u3001\u6307\u6a19\u306e\u7a2e\u985e\u306b&#8217;Advanced&#8217;\u3092\u8a2d\u5b9a\u3057\u3066\u307e\u3059\u3002<strong>TS%<\/strong>\u306f\u30a2\u30c9\u30d0\u30f3\u30b9\u30b9\u30bf\u30c3\u30c4\u3092\u547c\u3070\u308c\u308b\u8a73\u7d30\u306a\u6307\u6a19\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u2705 TS%\uff08\u30c8\u30a5\u30eb\u30fc\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d1\u30fc\u30bb\u30f3\u30c6\u30fc\u30b8\uff09\u3068\u306f<\/strong><br>TS%\uff08True Shooting Percentage\uff09\u306f\u3001<strong>\u30b7\u30e5\u30fc\u30c8\u306e\u300c\u7dcf\u5408\u7684\u306a\u52b9\u7387\u300d\u3092\u8868\u3059\u6307\u6a19<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d5\u30a3\u30fc\u30eb\u30c9\u30b4\u30fc\u30eb\uff082P\/3P\uff09<\/li>\n\n\n\n<li>3\u30dd\u30a4\u30f3\u30c8\u30b7\u30e5\u30fc\u30c8<\/li>\n\n\n\n<li>\u30d5\u30ea\u30fc\u30b9\u30ed\u30fc<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u5168\u3066\u3092<strong>\u5f97\u70b9\u3078\u306e\u8ca2\u732e\u3068\u3057\u3066\u7dcf\u5408\u7684\u306b\u8a55\u4fa1<\/strong>\u3059\u308b\u6307\u6a19\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u2705 TS%\u306e\u8a08\u7b97\u5f0f<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"333\" height=\"92\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-22.png\" alt=\"\" class=\"wp-image-289\" style=\"width:333px;height:auto\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-22.png 333w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-22-300x83.png 300w\" sizes=\"auto, (max-width: 333px) 100vw, 333px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td><strong>\u5f97\u70b9\uff08PTS\uff09<\/strong><\/td><td>\u8a66\u5408\u3067\u7372\u5f97\u3057\u305f\u5f97\u70b9<\/td><\/tr><tr><td><strong>FGA<\/strong><\/td><td>\u30d5\u30a3\u30fc\u30eb\u30c9\u30b4\u30fc\u30eb\u8a66\u6295\u6570\uff082P+3P\uff09<\/td><\/tr><tr><td><strong>FTA<\/strong><\/td><td>\u30d5\u30ea\u30fc\u30b9\u30ed\u30fc\u8a66\u6295\u6570<\/td><\/tr><tr><td><strong>0.44<\/strong><\/td><td>\u30d5\u30ea\u30fc\u30b9\u30ed\u30fc1\u56de\u304c\u30dd\u30bc\u30c3\u30b7\u30e7\u30f3\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u306e\u5e73\u5747\u7684\u306a\u91cd\u307f\uff08NBA\u3067\u7d4c\u9a13\u7684\u306b\u4f7f\u308f\u308c\u308b\u4fc2\u6570\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u203b\u6307\u6a19\u306e\u5b9a\u7fa9\u306b\u3064\u3044\u3066\u306f<a href=\"https:\/\/www.nba.com\/stats\/help\/glossary\">NBA\u516c\u5f0f\u53c2\u7167<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001<strong>\u52dd\u7387\u3068TS%\u306e\u76f8\u95a2\u95a2\u4fc2<\/strong>\u3092\u8a08\u7b97\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>correlation = df_team&#91;&#91;'W_PCT', 'TS_PCT']].corr()\nprint(correlation)<\/code><\/pre>\n\n\n\n<p><strong><code>.corr()<\/code>\u306f\u3001Pandas\u306e<\/strong>DataFrame\u3084Series\u306b\u7528\u610f\u3055\u308c\u3066\u3044\u308b<strong>\u30e1\u30bd\u30c3\u30c9\u3067\u3001\u300c\u76f8\u95a2\u4fc2\u6570\uff08\u901a\u5e38\u306f\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\uff09\u300d\u3092\u8a08\u7b97\u3059\u308b<\/strong>\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"480\" height=\"122\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-24.png\" alt=\"\" class=\"wp-image-291\" style=\"width:383px;height:auto\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-24.png 480w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-24-300x76.png 300w\" sizes=\"auto, (max-width: 480px) 100vw, 480px\" \/><\/figure>\n\n\n\n<p>\u52dd\u7387(W_PCT)\u3068TS\uff05(TS_PCT)\u306e<strong>\u76f8\u95a2\u4fc2\u6570\u306f0.723\u3067\u5f37\u3044\u6b63\u306e\u76f8\u95a2<\/strong>\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u3064\u307e\u308a\u3001\u52dd\u7387\u304c\u9ad8\u3044\u30c1\u30fc\u30e0\u306f\u3001\u52b9\u7387\u7684\u306b\u5f97\u70b9\u3057\u3066\u3044\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u524d\u56de\u5b66\u7fd2\u3057\u305f\u3001\u6563\u5e03\u56f3\u3067\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import matplotlib.pyplot as plt\nimport seaborn as sns\n\nplt.figure(figsize=(8,6))\nsns.scatterplot(data=df_team, x='TS_PCT', y='W_PCT')\nplt.title('Win Percentage vs True Shooting Percentage (2024-25)')\nplt.xlabel('True Shooting Percentage (TS%)')\nplt.ylabel('Win Percentage')\nplt.grid(True)\nplt.show()<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"702\" height=\"547\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-25.png\" alt=\"\" class=\"wp-image-292\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-25.png 702w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-25-300x234.png 300w\" sizes=\"auto, (max-width: 702px) 100vw, 702px\" \/><\/figure>\n\n\n\n<p>\u6563\u5e03\u56f3\u3067\u53f3\u80a9\u4e0a\u304c\u308a\u306e\u95a2\u4fc2\u304c\u898b\u3089\u308c\u307e\u3059\u306d\u3002\u3053\u306e\u3088\u3046\u306b\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3059\u308b\u3068\u3001\u8996\u899a\u7684\u306b2\u3064\u306e\u6307\u6a19\u306e\u50be\u5411\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u307e\u3068\u3081<\/strong><\/h4>\n\n\n\n<p>\u4eca\u56de\u306f<strong>\u76f8\u95a2\u4fc2\u6570<\/strong>\u3092\u30c6\u30fc\u30de\u306b\u3001<strong>endpoints.LeagueDashTeamStats<\/strong>\u306e\u4f7f\u7528\u65b9\u6cd5\u3084\u76f8\u95a2\u95a2\u4fc2\u306e\u6c42\u3081\u65b9\u3092\u3092\u5b66\u3073\u307e\u3057\u305f\u3002\u76f8\u95a2\u95a2\u4fc2\u306f\u30c7\u30fc\u30bf\u5206\u6790\u3067\u57fa\u672c\u7684\u3067\u3059\u304c\u91cd\u8981\u306a\u30c6\u30fc\u30de\u3067\u3059\u306e\u3067\u30de\u30b9\u30bf\u30fc\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-right is-layout-flex wp-container-core-buttons-is-layout-d445cf74 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/hooper-lab.com\/?p=272\">\u524d\u9805\u76ee\u3078<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\">\u6b21\u9805\u76ee\u3078<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u76f8\u95a2\u5206\u6790\u3068\u306f \u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u3001\u300c\u76f8\u95a2\u5206\u6790\u300d\u306f\u6b20\u304b\u305b\u306a\u3044\u624b\u6cd5\u3067\u3059\u3002\u300c\u3042\u308b\u6307\u6a19\u304c\u5897\u3048\u308b\u3068\u3001\u5225\u306e\u6307\u6a19\u3082\u5897\u3048\u308b\u306e\u304b\u300d\u300c\u53cd\u5bfe\u306b\u95a2\u4fc2\u304c\u306a\u3044\u306e\u304b\u300d\u305d\u3093\u306a\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u95a2\u4fc2\u6027\u3092\u6570\u5024\u5316\u3059\u308b\u306e\u304c\u76f8\u95a2\u5206\u6790\u3067\u3059\u3002 \u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\uff08Pears [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":293,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10,4],"tags":[16,8,17,11,28,9,12,27,26],"class_list":["post-287","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10","category-learning","tag-jupyterlab","tag-nba","tag-pandas","tag-python","tag-ts","tag-9","tag-12","tag-27","tag-26"],"_links":{"self":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/287","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=287"}],"version-history":[{"count":5,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/287\/revisions"}],"predecessor-version":[{"id":313,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/287\/revisions\/313"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/media\/293"}],"wp:attachment":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=287"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=287"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=287"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}