{"id":272,"date":"2025-07-15T11:03:50","date_gmt":"2025-07-15T02:03:50","guid":{"rendered":"https:\/\/hooper-lab.com\/?p=272"},"modified":"2025-07-15T16:36:35","modified_gmt":"2025-07-15T07:36:35","slug":"8%ef%bc%9a%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e5%8f%af%e8%a6%96%e5%8c%96%e3%81%97%e3%82%88%e3%81%86%ef%bc%88matplotlib-seaborn%ef%bc%89","status":"publish","type":"post","link":"https:\/\/hooper-lab.com\/?p=272","title":{"rendered":"8\uff1a\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3057\u3088\u3046\n\uff08matplotlib \/ seaborn\uff09"},"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=308\">\u524d\u9805\u76ee\u3078<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/hooper-lab.com\/?p=287\">\u6b21\u9805\u76ee\u3078<\/a><\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<\/strong><\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3067\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u306e\u4e00\u3064\u304c<strong>\u53ef\u8996\u5316<\/strong>\u3067\u3059\u3002<br>\u8996\u899a\u7684\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u50be\u5411\u3084\u7570\u5e38\u5024\u3092\u3059\u3050\u306b\u767a\u898b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001Python\u306e\u4ee3\u8868\u7684\u306a\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea<strong>matplotlib<\/strong>\u3068<strong>seaborn<\/strong>\u306e\u4f7f\u3044\u65b9\u3092\u3001NBA_API\u3092\u4f7f\u3063\u3066\u5b66\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4f7f\u7528\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>import matplotlib.pyplot as plt\nimport seaborn as sns\nimport pandas as pd\nfrom nba_api.stats.endpoints import playergamelog<\/code><\/pre>\n\n\n\n<p><strong>\u2705 <code>import matplotlib.pyplot as plt<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>matplotlib<\/strong>\u3068\u3044\u3046\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e2d\u306e<code>pyplot<\/code>\u30e2\u30b8\u30e5\u30fc\u30eb\u3092<code>plt<\/code>\u3068\u3044\u3046\u540d\u524d\u3067\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>pyplot<\/code>\u306f<strong>\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u305f\u3081\u306e\u57fa\u672c\u7684\u306a\u95a2\u6570\u7fa4<\/strong>\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001<code>plt.plot()<\/code> \u3084 <code>plt.bar()<\/code> \u306a\u3069\u3067\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u30fb\u68d2\u30b0\u30e9\u30d5\u306a\u3069\u3092\u7c21\u5358\u306b\u63cf\u753b\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>import seaborn as sns<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>seaborn<\/strong>\u306f\u3001matplotlib\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f<strong>\u3088\u308a\u6d17\u7df4\u3055\u308c\u305f\u898b\u305f\u76ee\u306e\u30b0\u30e9\u30d5\u304c\u63cf\u3051\u308b\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong>\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u7d71\u8a08\u7684\u306a\u30d7\u30ed\u30c3\u30c8\uff08\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u6563\u5e03\u56f3\u3001\u7bb1\u3072\u3052\u56f3\u306a\u3069\uff09\u304c\u7c21\u5358\u306b\u4f5c\u308c\u308b\u307b\u304b\u3001\u8272\u3084\u30b9\u30bf\u30a4\u30eb\u3082\u81ea\u52d5\u3067\u898b\u3084\u3059\u304f\u6574\u3048\u3066\u304f\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>sns<\/code>\u3068\u3044\u3046\u7701\u7565\u540d\u3067\u547c\u3076\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>matplotlib<\/strong>\/<strong>seaborn\u6bd4\u8f03<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30e9\u30a4\u30d6\u30e9\u30ea<\/th><th>\u7528\u9014<\/th><th>\u7279\u5fb4<\/th><\/tr><\/thead><tbody><tr><td><strong>matplotlib.pyplot (plt)<\/strong><\/td><td>\u6c4e\u7528\u7684\u306a\u30b0\u30e9\u30d5\u63cf\u753b<\/td><td>\u57fa\u672c\u6a5f\u80fd\u304c\u8c4a\u5bcc\u3001\u7d30\u304b\u304f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef<\/td><\/tr><tr><td><strong>seaborn (sns)<\/strong><\/td><td>\u7d71\u8a08\u7684\u306a\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/td><td>\u30c7\u30b6\u30a4\u30f3\u304c\u7f8e\u3057\u3044\u3001\u8907\u96d1\u306a\u7d71\u8a08\u30d7\u30ed\u30c3\u30c8\u304c\u7c21\u5358<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3069\u3061\u3089\u3092\u4f7f\u3063\u3066\u3082\u554f\u984c\u3054\u3056\u3044\u307e\u305b\u3093\u3057\u3001\u57fa\u672c\u7684\u306b\u306f\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3044\u307e\u3059\u3002\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3067\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\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>Shai Gilgeous-Alexander\u306e\u30b9\u30bf\u30c3\u30c4\u3092\u30b0\u30e9\u30d5\u5316\u3057\u3088\u3046<\/strong><\/h4>\n\n\n\n<p>\u524d\u56de\u540c\u69d8\u30012024-25\u30b7\u30fc\u30ba\u30f3\u306eMVP\u306e<strong>Shai Gilgeous-Alexander<\/strong>\uff08\u4ee5\u4e0b\u3001SGA\uff09\u306e\u30b9\u30bf\u30c3\u30c4\u3092\u7528\u3044\u3066\u7df4\u7fd2\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30b7\u30fc\u30ba\u30f3\u30b9\u30bf\u30c3\u30c4\u306e\u53d6\u5f97<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>season = '2024-25'\nsga_id = 1628983 \n\ngamelog_sga = playergamelog.PlayerGameLog(player_id=sga_id, season=season)\ndf_sga = gamelog_sga.get_data_frames()&#91;0]\ndf_sga&#91;'GAME_DATE'] = pd.to_datetime(df_sga&#91;'GAME_DATE'])<\/code><\/pre>\n\n\n\n<p>pd.to_datetime(df_sga[&#8216;GAME_DATE&#8217;])\u306f<code>df_sga<\/code>\u306e<code>GAME_DATE<\/code>\u5217\u3092<strong>datetime\u578b\u306b\u5909\u63db\u3059\u308b\u51e6\u7406<\/strong>\u3067\u3059\u3002<br><code>GAME_DATE<\/code>\u304c\u6587\u5b57\u5217\uff08str\uff09\u3084\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u578b\u3067\u8aad\u307f\u8fbc\u307e\u308c\u3066\u3044\u305f\u5834\u5408\u306b\u3001<strong>\u65e5\u6642\u3068\u3057\u3066\u8a8d\u8b58\u3067\u304d\u308b\u578b\u306b\u5909\u63db<\/strong>\u3057\u307e\u3059\u3002\u5909\u63db\u5f8c\u306f\u3001\u65e5\u4ed8\u9806\u306e\u4e26\u3073\u66ff\u3048\u3084\u6708\u3054\u3068\u306e\u96c6\u8a08\u3001\u66dc\u65e5\u306e\u62bd\u51fa\u306a\u3069<strong>\u65e5\u6642\u64cd\u4f5c\u304c\u53ef\u80fd<\/strong>\u306b\u306a\u308a\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>\u6298\u308c\u7dda\u30b0\u30e9\u30d5<\/strong><\/h4>\n\n\n\n<p><strong>matplotlib<\/strong>\u3092\u4f7f\u7528\u3057\u3066\u3001\u5f97\u70b9\u306e\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>plt.figure(figsize=(12,6))\nplt.plot(df_sga&#91;'GAME_DATE'], df_sga&#91;'PTS'], marker='o')\nplt.title('SGA Points Per Game (2024-25)')\nplt.xlabel('Game Date')\nplt.ylabel('Points')\nplt.xticks(rotation=45)\nplt.grid(True)\nplt.show()<\/code><\/pre>\n\n\n\n<p><strong>\u2705 <code>plt.figure(figsize=(12,6))<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65b0\u3057\u3044\u30b0\u30e9\u30d5\u306e\u300c\u30ad\u30e3\u30f3\u30d0\u30b9\u300d\u3092\u4f5c\u6210<\/strong>\u3059\u308b\u547d\u4ee4\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>figsize=(12,6)<\/code>\u306f\u3001<strong>\u30b0\u30e9\u30d5\u306e\u6a2a\u5e4512\u30a4\u30f3\u30c1\u3001\u7e266\u30a4\u30f3\u30c1\u306e\u30b5\u30a4\u30ba\u306b\u6307\u5b9a<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3000\u6570\u5b57\u304c\u5927\u304d\u3044\u307b\u3069\u5927\u304d\u306a\u30b0\u30e9\u30d5\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>plt.plot(df_sga['GAME_DATE'], df_sga['PTS'], marker='o')<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u547d\u4ee4\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>df_sga['GAME_DATE']<\/code>: <strong>x\u8ef8\u306b\u8a66\u5408\u65e5<\/strong>\uff08<code>GAME_DATE<\/code>\u5217\u306e\u30c7\u30fc\u30bf\uff09\u3092\u6307\u5b9a<\/li>\n\n\n\n<li><code>df_sga['PTS']<\/code>: <strong>y\u8ef8\u306b\u5f97\u70b9<\/strong>\uff08<code>PTS<\/code>\u5217\u306e\u30c7\u30fc\u30bf\uff09\u3092\u6307\u5b9a<\/li>\n\n\n\n<li><code>marker='o'<\/code>: \u5404\u30c7\u30fc\u30bf\u70b9\u3092<strong>\u4e38\u3044\u30de\u30fc\u30ab\u30fc\uff08\u25cf\uff09\u3067\u8868\u793a<\/strong><br>\u3000\u3053\u308c\u3067\u5404\u8a66\u5408\u306e\u5f97\u70b9\u304c\u7dda\u3060\u3051\u3067\u306a\u304f\u70b9\u3067\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4eca\u56de\u306f\u4f7f\u7528\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001linestyle=&#8217;&#8211;&#8216;\u3092\u52a0\u3048\u308b\u3068\u70b9\u7dda\u30b0\u30e9\u30d5\u306b\u306a\u308b\u306e\u3067\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>plt.title('SGA Points Per Game (2024-25)')<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30b0\u30e9\u30d5\u306e\u30bf\u30a4\u30c8\u30eb\u3092\u8a2d\u5b9a<\/strong>\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8868\u793a\u3055\u308c\u308b\u30bf\u30a4\u30c8\u30eb\u306f\u300cSGA Points Per Game (2024-25)\u300d<br>= SGA\u306e2024-25\u30b7\u30fc\u30ba\u30f3\u306e\u5f97\u70b9\u63a8\u79fb<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>plt.xlabel('Game Date')<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>x\u8ef8\u306e\u30e9\u30d9\u30eb<\/strong>\uff08\u8aac\u660e\u6587\uff09\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u5834\u5408\u306f\u300cGame Date\u300d\u3067\u3001<strong>x\u8ef8\u306f\u8a66\u5408\u65e5<\/strong>\u3092\u8868\u3059\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>plt.ylabel('Points')<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>y\u8ef8\u306e\u30e9\u30d9\u30eb<\/strong>\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u5834\u5408\u306f\u300cPoints\u300d\u3067\u3001<strong>y\u8ef8\u306f\u5f97\u70b9\u6570<\/strong>\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>plt.xticks(rotation=45)<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>x\u8ef8\u306e\u76ee\u76db\u308a\uff08\u8a66\u5408\u65e5\u306e\u65e5\u4ed8\uff09\u309245\u5ea6\u56de\u8ee2<\/strong>\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u65e5\u4ed8\u304c\u9577\u3044\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u3060\u3068\u91cd\u306a\u3063\u3066\u898b\u3065\u3089\u3044\u306e\u3067\u3001\u659c\u3081\u306b\u3057\u3066<strong>\u8aad\u307f\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306e\u8a2d\u5b9a<\/strong>\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>plt.grid(True)<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b0\u30e9\u30d5\u306b<strong>\u30b0\u30ea\u30c3\u30c9\u7dda\uff08\u88dc\u52a9\u7dda\uff09\u3092\u8868\u793a<\/strong>\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u4f4d\u7f6e\u95a2\u4fc2\u3084\u6570\u5024\u304c\u8aad\u307f\u53d6\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>plt.show()<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9f\u969b\u306b<strong>\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3057\u3066\u8868\u793a\u3059\u308b\u547d\u4ee4<\/strong>\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>plt<\/code>\u3067\u8a2d\u5b9a\u3057\u3066\u304d\u305f\u5185\u5bb9\u3092\u3053\u3053\u3067\u307e\u3068\u3081\u3066\u300c\u5b9f\u884c\u300d\u3057\u3066\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"587\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-18-1024x587.png\" alt=\"\" class=\"wp-image-273\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-18-1024x587.png 1024w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-18-300x172.png 300w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-18-768x440.png 768w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-18.png 1028w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<\/strong><\/h4>\n\n\n\n<p>\u7d9a\u3044\u3066<strong>seaborn(sns)<\/strong>\u3082\u4f7f\u7528\u3057\u3066\u3001\u5f97\u70b9\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>plt.figure(figsize=(8,6))\nsns.histplot(df_sga&#91;'PTS'], bins=10, kde=True)\nplt.title('SGA Points Distribution (2024-25)')\nplt.xlabel('Points')\nplt.ylabel('Frequency')\nplt.show()<\/code><\/pre>\n\n\n\n<p><code><strong>\u2705 plt.figure(figsize=(8,6))<\/strong><\/code><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b0\u30e9\u30d5\u306e\u30b5\u30a4\u30ba\uff08\u6a2a8\u30a4\u30f3\u30c1\u3001\u7e266\u30a4\u30f3\u30c1\uff09\u3092\u6307\u5b9a\u3002<\/li>\n\n\n\n<li>\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306f\u305d\u308c\u307b\u3069\u5e83\u3044x\u8ef8\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u305f\u3081\u3001\u3053\u306e\u30b5\u30a4\u30ba\u3067\u5341\u5206\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u2705 <code>sns.histplot(df_sga['PTS'], bins=10, kde=True)<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>seaborn\u306e<code>histplot<\/code>\u95a2\u6570\u3067\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u63cf\u753b\u3002<\/li>\n\n\n\n<li><code>df_sga['PTS']<\/code>: \u5f97\u70b9\uff08Points\uff09\u306e\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u306b\u3002<\/li>\n\n\n\n<li><code>bins=10<\/code>: <strong>\u968e\u7d1a\uff08\u68d2\u306e\u672c\u6570\uff09\u309210\u500b\u306b\u5206\u5272<\/strong>\u3002\n<ul class=\"wp-block-list\">\n<li>\u4f8b\uff1a0-10\u70b9\u300110-20\u70b9\u2026\u3068\u3044\u3063\u305f\u7bc4\u56f2\u306b\u5206\u3051\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>kde=True<\/code>: \u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306e\u4e0a\u306b\u30ab\u30fc\u30cd\u30eb\u5bc6\u5ea6\u63a8\u5b9a\uff08KDE\uff09\u3092\u8868\u793a\u3002\n<ul class=\"wp-block-list\">\n<li>KDE\u306f\u5f97\u70b9\u306e\u5206\u5e03\u3092<strong>\u6ed1\u3089\u304b\u306a\u66f2\u7dda<\/strong>\u3067\u793a\u3057\u3001\u5206\u5e03\u306e\u50be\u5411\u304c\u3088\u308a\u308f\u304b\u308a\u3084\u3059\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<p>\u5b9f\u884c\u7d50\u679c\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"711\" height=\"553\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-19.png\" alt=\"\" class=\"wp-image-274\" style=\"width:800px;height:auto\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-19.png 711w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-19-300x233.png 300w\" sizes=\"auto, (max-width: 711px) 100vw, 711px\" \/><\/figure>\n\n\n\n<p>30\u70b9\u524d\u5f8c\u304c\u591a\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u4e00\u76ee\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u306d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6563\u5e03\u56f3<\/strong><\/h4>\n\n\n\n<p>\u7d9a\u3044\u3066<strong>seaborn(sns)<\/strong>\u3082\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30b7\u30b9\u30c8\uff08AST\uff09\u3068\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\uff08TOV\uff09\u306e\u95a2\u4fc2\u306e\u6563\u5e03\u56f3\u3092\u4f5c\u6210\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>plt.figure(figsize=(8,6))\nsns.scatterplot(data=df_sga, x='AST', y='TOV')\nplt.title('SGA: Assists vs Turnovers (2024-25)')\nplt.xlabel('Assists')\nplt.ylabel('Turnovers')\nplt.show()<\/code><\/pre>\n\n\n\n<p><strong>\u2705 <code>sns.scatterplot(data=df_sga, x='AST', y='TOV', alpha=0.6)<\/code><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>seaborn\u306e<code>scatterplot<\/code>\u95a2\u6570\u3067\u6563\u5e03\u56f3\u3092\u63cf\u753b\u3002<\/li>\n\n\n\n<li><code>data=df_sga<\/code>: \u30c7\u30fc\u30bf\u306fSGA\u306e\u8a66\u5408\u3054\u3068\u306e\u30b9\u30bf\u30c3\u30c4\u304c\u5165\u3063\u305f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3002<\/li>\n\n\n\n<li><code>x='PTS'<\/code>: x\u8ef8\u306f<strong>\u30a2\u30b7\u30b9\u30c8\uff08<strong>A<\/strong><\/strong>ST<strong>\uff09<\/strong>\u3002<\/li>\n\n\n\n<li><code>y='AST'<\/code>: y\u8ef8\u306f<strong>\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\uff08TOV\uff09<\/strong>\u3002<\/li>\n\n\n\n<li>, alpha=0.6 : <code>alpha=0.6<\/code>: \u5c11\u3057\u900f\u660e\u306b\u3057\u3066<strong>\u70b9\u304c\u91cd\u306a\u3063\u3066\u3082\u898b\u3084\u3059\u304f<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u8272\u306e\u6fc3\u3044\u90e8\u5206\u306f\u30c7\u30fc\u30bf\u6570\u304c\u591a\u3044\uff09<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5b9f\u884c\u7d50\u679c\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"697\" height=\"550\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-20.png\" alt=\"\" class=\"wp-image-275\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-20.png 697w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-20-300x237.png 300w\" sizes=\"auto, (max-width: 697px) 100vw, 697px\" \/><\/figure>\n\n\n\n<p>SGA\u306f\u30dc\u30fc\u30eb\u3092\u591a\u304f\u6301\u3064\u306e\u3067\u3001\u30a2\u30b7\u30b9\u30c8\u304c\u591a\u3044\u8a66\u5408\u3067\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u3082\u5897\u3048\u308b\u304b\uff1f\u304c\u8996\u899a\u7684\u306b\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u30a2\u30b7\u30b9\u30c8\u304c\u591a\u3044\u8a66\u5408\u306f\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u3082\u591a\u3044\u3068\u3044\u3046\u95a2\u4fc2\u6027\u306f\u306a\u3055\u305d\u3046\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><strong>\u307e\u3068\u3081<\/strong><\/strong><\/h4>\n\n\n\n<p>\u4eca\u56de\u306fSGA\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u30fb\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u30fb\u6563\u5e03\u56f3\u3092\u5b66\u3073\u307e\u3057\u305f\u3002\u4eca\u56de\u7d39\u4ecb\u3057\u305f\u306e\u306f\u3054\u304f\u4e00\u90e8\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u3053\u306e\u5f8c\u3082\u30b0\u30e9\u30d5\u3067\u306e\u53ef\u8996\u5316\u306f\u983b\u7e41\u306b\u884c\u3044\u307e\u3059\u306e\u3067\u3001\u4f55\u5ea6\u3082\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u6163\u308c\u3066\u3044\u304d\u307e\u3057\u3087\u3046\uff01<\/p>\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=308\">\u524d\u9805\u76ee\u3078<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/hooper-lab.com\/?p=287\">\u6b21\u9805\u76ee\u3078<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316 \u30c7\u30fc\u30bf\u5206\u6790\u3067\u91cd\u8981\u306a\u30b9\u30ad\u30eb\u306e\u4e00\u3064\u304c\u53ef\u8996\u5316\u3067\u3059\u3002\u8996\u899a\u7684\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u50be\u5411\u3084\u7570\u5e38\u5024\u3092\u3059\u3050\u306b\u767a\u898b\u3067\u304d\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001Python\u306e\u4ee3\u8868\u7684\u306a\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30eamatplotlib\u3068seaborn\u306e\u4f7f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":276,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10,4],"tags":[16,22,8,17,11,23,19,25,9,12,24],"class_list":["post-272","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10","category-learning","tag-jupyterlab","tag-matplotkib","tag-nba","tag-pandas","tag-python","tag-seaborn","tag-shai-gilgeous-alexander","tag-25","tag-9","tag-12","tag-24"],"_links":{"self":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/272","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=272"}],"version-history":[{"count":2,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/272\/revisions"}],"predecessor-version":[{"id":314,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/272\/revisions\/314"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/media\/276"}],"wp:attachment":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}