{"id":299,"date":"2025-07-08T16:16:29","date_gmt":"2025-07-08T07:16:29","guid":{"rendered":"https:\/\/hooper-lab.com\/?p=299"},"modified":"2025-07-15T16:18:38","modified_gmt":"2025-07-15T07:18:38","slug":"299","status":"publish","type":"post","link":"https:\/\/hooper-lab.com\/?p=299","title":{"rendered":"6\uff1apandas\u306e\u57fa\u790e2(\u4e26\u3079\u66ff\u3048\u30fb\u62bd\u51fa\u30fb\u96c6\u8a08)"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>pandas\u3067\u30c7\u30fc\u30bf\u3092\u64cd\u3063\u3066\u307f\u3088\u3046<\/strong><\/h4>\n\n\n\n<p>\u524d\u56de\u306f\u3001NBA API\u3092\u4f7f\u3063\u3066\u9078\u624b\u306e\u6210\u7e3e\u3092 <code>DataFrame<\/code> \u3068\u3044\u3046\u8868\u5f62\u5f0f\u3067\u53d6\u5f97\u30fb\u8868\u793a\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u305d\u306e\u7d9a\u304d\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u64cd\u4f5c\u3092\u5b66\u3073\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e26\u3079\u66ff\u3048\uff08\u30bd\u30fc\u30c8\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u62bd\u51fa\uff08\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff09<\/strong><\/li>\n\n\n\n<li><strong>\u96c6\u8a08\uff08\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u30fb\u5408\u8a08\u306a\u3069\uff09<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306f <strong>\u30c7\u30fc\u30bf\u5206\u6790\u306e\u57fa\u790e\u4e2d\u306e\u57fa\u790e<\/strong>\u3067\u3059\u3002NBA\u30c7\u30fc\u30bf\u3067\u624b\u3092\u52d5\u304b\u3057\u306a\u304c\u3089\u30de\u30b9\u30bf\u30fc\u3057\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\u30c7\u30fc\u30bf\uff1a\u30b1\u30d3\u30f3\u30fb\u30c7\u30e5\u30e9\u30f3\u30c8\u306e\u30b7\u30fc\u30ba\u30f3\u5225\u30b9\u30bf\u30c3\u30c4<\/strong><\/h4>\n\n\n\n<p>\u4eca\u56de\u306f\u4f8b\u3068\u3057\u3066\u30b1\u30d3\u30f3\u30fb\u30c7\u30e5\u30e9\u30f3\u30c8\u306e\u30b7\u30fc\u30ba\u30f3\u5225\u306e\u30b9\u30bf\u30c3\u30c4\u3092\u4f7f\u7528\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u307e\u305a\u306f<code>nba_api<\/code>\u3068<code>pandas<\/code>\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from nba_api.stats.static import players\nfrom nba_api.stats.endpoints import playercareerstats\nimport pandas as pd\n\n# \u30b1\u30d3\u30f3\u30fb\u30c7\u30e5\u30e9\u30f3\u30c8\u306eID\u3092\u53d6\u5f97\nplayer = players.find_players_by_full_name(\"Kevin Durant\")&#91;0]\n\n# \u30ad\u30e3\u30ea\u30a2\u30b9\u30bf\u30c3\u30c4\u3092\u53d6\u5f97\ncareer = playercareerstats.PlayerCareerStats(player_id=player&#91;'id'])\ndf = career.get_data_frames()&#91;0]\n\n# \u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\uff08\u4e0a5\u884c\uff09\nprint(df.head())<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u2460 \u4e26\u3079\u66ff\u3048\uff08\u30bd\u30fc\u30c8\uff09<\/strong><\/h4>\n\n\n\n<p>KD\u304c\u4e00\u756a\u591a\u304f\u5f97\u70b9\u3092\u3057\u305f\u30b7\u30fc\u30ba\u30f3\u3092\u77e5\u308a\u305f\u3044\u6642\u306f\u3001\u30b7\u30fc\u30ba\u30f3\u3054\u3068\u306e\u5f97\u70b9\uff08PTS\uff09\u304c\u591a\u3044\u9806\u306b\u4e26\u3079\u308b\u3068\u3044\u3044\u3067\u3057\u3087\u3046\u3002\u305d\u3093\u306a\u6642\u306f\u3053\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df_sorted = df.sort_values(by=\"PTS\", ascending=False)\nprint(df_sorted&#91;&#91;\"SEASON_ID\",\"TEAM_ABBREVIATION\",\"PTS\"]])<\/code><\/pre>\n\n\n\n<p>\ud83d\udd38 \u89e3\u8aac<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>sort_values()<\/code>\uff1a\u6307\u5b9a\u3057\u305f\u5217\u3067\u4e26\u3073\u66ff\u3048\u3092\u884c\u3046\u95a2\u6570<\/strong><\/li>\n\n\n\n<li><strong><code>by=\"PTS\"<\/code>\uff1a\u4e26\u3073\u66ff\u3048\u306e\u57fa\u6e96\u306b\u3059\u308b\u5217\uff08\u3053\u306e\u5834\u5408\u306f\u5f97\u70b9\uff09<\/strong><\/li>\n\n\n\n<li><strong><code>ascending=False<\/code>\uff1a\u964d\u9806\uff08\u5927\u304d\u3044\u9806\uff09\u306b\u4e26\u3073\u66ff\u3048\u308b\uff08\u203b <code>ascending=True<\/code> \u306b\u3059\u308c\u3070\u6607\u9806\uff08\u5c0f\u3055\u3044\u9806\uff09\u306b\u306a\u308a\u307e\u3059\u3002\uff09<\/strong><\/li>\n<\/ul>\n\n\n\n<p>df_sorted[[&#8220;SEASON_ID&#8221;, &#8220;PTS&#8221;]]\u306e\u90e8\u5206\u306f\u3001df_sorted\u3068\u540d\u4ed8\u3051\u305fDataframe\u306e\u3001&#8221;SEASON_ID&#8221;\u3001&#8221;TEAM_ABBREVIATION&#8221;\u3001&#8221;PTS&#8221;\u3068\u8a00\u3046\u5217\u3060\u3051\u8868\u793a\u3059\u308b\u3068\u8a00\u3046\u610f\u5473\u306b\u306a\u308a\u307e\u3059\u3002<br>\u51fa\u529b\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"323\" height=\"348\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-9.png\" alt=\"\" class=\"wp-image-142\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-9.png 323w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-9-278x300.png 278w\" sizes=\"auto, (max-width: 323px) 100vw, 323px\" \/><\/figure>\n\n\n\n<p>TEAM_ABBREVIATION\u306f\u30c1\u30fc\u30e0\u306e\u7565\u8a9e\u306e\u3053\u3068\u3067\u3059\u3002\u3084\u306f\u308aKD\u304c\u82e5\u624b\u3067\u3042\u3063\u305fOKC\u6642\u4ee3\u304c\uff11\u4f4d\u301c\uff14\u4f4d\u3092\u5360\u3081\u3066\u307e\u3059\u306d\u3002\uff15\u4f4d\u306f\u306a\u3093\u306835\u6b73\u306e\u30b7\u30fc\u30ba\u30f3\u306ePHX\u3067\u3057\u305f\u3002\u307e\u3055\u306b\u8870\u3048\u77e5\u3089\u305a\u3002\u3088\u304f\u898b\u308b\u3068\u30012022-23 \u30b7\u30fc\u30ba\u30f3\u304c3\u3064\u3042\u308a\u3001TOT\u30fbBKN\u30fbPHX\u3068\u305d\u308c\u305e\u308c\u30c1\u30fc\u30e0\u540d\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002BKN\u306f\u30d6\u30eb\u30c3\u30af\u30ea\u30f3\u30fb\u30cd\u30c3\u30c4\u3067PHX\u306f\u30d5\u30a7\u30cb\u30c3\u30af\u30b9\u30fb\u30b5\u30f3\u30ba\u3067\u3059\u304c\u3001TOT\u306f\u3069\u3046\u3084\u3089\u5408\u8a08\u306e\u3088\u3046\u3067\u3059\u3002\u30b7\u30fc\u30ba\u30f3\u4e2d\u306e\u79fb\u7c4d\u3067\u8907\u6570\u5728\u7c4d\u3057\u305f\u30c1\u30fc\u30e0\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u3088\u3046\u306b\u5408\u8a08\u306e\u884c\u3082\u8868\u793a\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>\u3067\u306f\u3001\u5e73\u5747\u5f97\u70b9\u304c\u4e00\u756a\u9ad8\u3044\u30b7\u30fc\u30ba\u30f3\u306f\u3044\u3064\u3067\u3057\u3087\u3046\u304b\uff1f\u6b8b\u5ff5\u306a\u304c\u3089\u3053\u3061\u3089\u306e\u30c7\u30fc\u30bf\u306b\u306f\u5e73\u5747\u5f97\u70b9\u3068\u3044\u3046\u5217\u306f\u5b58\u5728\u3057\u306a\u3044\u306e\u3067\u3001\u30b7\u30fc\u30ba\u30f3\u306e\u7dcf\u5f97\u70b9\u00f7\u8a66\u5408\u6570(GP)\u3067\u6c42\u3081\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u2461 \u62bd\u51fa\uff08\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff09<\/strong><\/h4>\n\n\n\n<p>\u65e9\u901f\u5e73\u5747\u5f97\u70b9\u3092\u7b97\u51fa\u3057\u305f\u3044\u3067\u3059\u304c\u3001\u3053\u306e\u307e\u307e\u3084\u308b\u30682022-23 \u30b7\u30fc\u30ba\u30f3\u304c\uff13\u3064\u7b97\u51fa\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u306d\u3002\u5408\u8a08\u5217\u3092\u9664\u5916\u3059\u308b\u3084\u308a\u65b9\u3068\u3001OKC\u30fbPHX\u306e\uff12\u3064\u3092\u9664\u5916\u3059\u308b\u3084\u308a\u65b9\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4ed6\u306e\u9078\u624b\u306e\u5834\u5408\u3067\u3082\u6c4e\u7528\u6027\u304c\u9ad8\u3044\u3088\u3046\u306bTOT\u3092\u9664\u5916\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u305d\u3053\u3067\u3001TEAM_ABBREVIATION\u304cTOT\u3067\u306f\u306a\u3044\u884c\u306b\u9650\u5b9a\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df_filtered = df&#91;df&#91;\"TEAM_ABBREVIATION\"] != \"TOT\"]\nprint(df_filtered&#91;&#91;\"SEASON_ID\",\"TEAM_ABBREVIATION\",\"GP\",\"PTS\",]])<\/code><\/pre>\n\n\n\n<p>\ud83d\udd38 \u89e3\u8aac<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>df[\u6761\u4ef6\u5f0f]<\/code>\uff1aDataFrame\u306e\u4e2d\u304b\u3089\u3001\u6761\u4ef6\u3092\u6e80\u305f\u3059\u884c\u3060\u3051\u3092\u6b8b\u3059<\/strong><\/li>\n<\/ul>\n\n\n\n<p><code>df[\"TEAM_ABBREVIATION\"] != \"TOT\"]<\/code>\uff1a<code>TEAM_ABBREVIATION<\/code>\u304cTOT\u3067\u306a\u3044\u884c\u3060\u3051\u306b\u3059\u308b\u3002<br>Python\u306e\u6bd4\u8f03\u6f14\u7b97\u5b50\u4e00\u89a7\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u2705\u6bd4\u8f03\u6f14\u7b97\u5b50\u4e00\u89a7\uff082\u3064\u306e\u5024\u3092\u6bd4\u3079\u308b\uff09<\/h5>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6f14\u7b97\u5b50<\/th><th>\u610f\u5473<\/th><th>\u4f8b<\/th><th>\u7d50\u679c<\/th><\/tr><\/thead><tbody><tr><td><code>==<\/code><\/td><td>\u7b49\u3057\u3044<\/td><td><code>3 == 3<\/code><\/td><td><code>True<\/code><\/td><\/tr><tr><td><code>!=<\/code><\/td><td>\u7b49\u3057\u304f\u306a\u3044<\/td><td><code>3 != 4<\/code><\/td><td><code>True<\/code><\/td><\/tr><tr><td><code>&gt;<\/code><\/td><td>\u3088\u308a\u5927\u304d\u3044<\/td><td><code>5 &gt; 3<\/code><\/td><td><code>True<\/code><\/td><\/tr><tr><td><code>&lt;<\/code><\/td><td>\u3088\u308a\u5c0f\u3055\u3044<\/td><td><code>2 &lt; 10<\/code><\/td><td><code>True<\/code><\/td><\/tr><tr><td><code>&gt;=<\/code><\/td><td>\u4ee5\u4e0a<\/td><td><code>5 &gt;= 5<\/code><\/td><td><code>True<\/code><\/td><\/tr><tr><td><code>&lt;=<\/code><\/td><td>\u4ee5\u4e0b<\/td><td><code>3 &lt;= 8<\/code><\/td><td><code>True<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><br>\u4eca\u56de\u306f&#8221;SEASON_ID&#8221;\u3001&#8221;TEAM_ABBREVIATION&#8221;\u3001&#8221;PTS&#8221;\u306b\u52a0\u3048\u3001\u5e73\u5747\u5f97\u70b9\u306e\u7b97\u51fa\u306e\u305f\u3081\u306b\u201dGP\u201d\uff08\u51fa\u5834\u8a66\u5408\u6570\uff09\u3092\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002\u51fa\u529b\u3059\u308b\u3068\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=\"358\" height=\"332\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-6.png\" alt=\"\" class=\"wp-image-139\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-6.png 358w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-6-300x278.png 300w\" sizes=\"auto, (max-width: 358px) 100vw, 358px\" \/><\/figure>\n\n\n\n<p>TOT\u306e\u884c\u304c\u7121\u304f\u306a\u3063\u305f\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u305d\u308c\u3067\u306f\u3001\u30b7\u30fc\u30ba\u30f3\u3054\u3068\u306b\u201dGP\u201d\u3068\u201dPTS\u201d\u3092\u307e\u3068\u3081\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u2462 \u96c6\u8a08\uff08\u5408\u8a08\u30fb\u5e73\u5747\u30fb\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\uff09<\/strong><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>df_season_gp = df_filtered.groupby(\"SEASON_ID\")&#91;&#91;\"GP\",\"PTS\"]].sum()\nprint(df_season_gp)<\/code><\/pre>\n\n\n\n<p>\ud83d\udd38 \u89e3\u8aac<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>df.groupby(\"SEASON_ID\")<\/code>\uff1a<code>SEASON_ID<\/code>\uff08\u30b7\u30fc\u30ba\u30f3\uff09\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u308b<\/li>\n\n\n\n<li><code>[[\"GP\", \"PTS\"]]<\/code>\uff1a\u5408\u8a08\u3057\u305f\u3044\u5217\u30922\u3064\u6307\u5b9a\uff08\u51fa\u5834\u8a66\u5408\u6570\u3068\u5f97\u70b9\uff09<\/li>\n\n\n\n<li><code>.sum()<\/code>\uff1a\u305d\u308c\u305e\u308c\u306e\u30b7\u30fc\u30ba\u30f3\u5358\u4f4d\u3067\u5408\u8a08\u3092\u51fa\u3059<\/li>\n<\/ul>\n\n\n\n<p>\u6ce8\u610f\u70b9\u3068\u3057\u3066\u3001<strong>\u96c6\u8a08\u3057\u305f\u3044\u5217\u304c\u8907\u6570\u3042\u308b\u3068\u304d\u306f <code>[[ ]]<\/code> \u306e\u4e8c\u91cd\u89d2\u304b\u3063\u3053\u3067\u66f8\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/strong>\u51fa\u529b\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"179\" height=\"332\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-10.png\" alt=\"\" class=\"wp-image-143\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-10.png 179w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-10-162x300.png 162w\" sizes=\"auto, (max-width: 179px) 100vw, 179px\" \/><\/figure>\n\n\n\n<p>\u5e73\u5747\u5f97\u70b9\u306e\u8a08\u7b97\u306b\u5fc5\u8981\u306a\u3001\u30b7\u30fc\u30ba\u30f3\u3054\u3068\u306e\u51fa\u5834\u8a66\u5408\u6570\u3068\u5f97\u70b9\u3092\u96c6\u8a08\u3067\u304d\u307e\u3057\u305f\u3002\u305d\u308c\u3067\u306f\u3044\u3088\u3044\u3088\u3001\u5e73\u5747\u5f97\u70b9\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>df_season_gp&#91;\"AVG_PTS\"] = df_season_gp&#91;\"PTS\"] \/ df_season_gp&#91;\"GP\"]\ndf_season_gp_sorted = df_season_gp.sort_values(by= \"AVG_PTS\",ascending=False)\nprint(df_season_gp_sorted)<\/code><\/pre>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u3001df_season_gp[&#8220;AVG_PTS&#8221;] \u3067&#8221;AVG_PTS&#8221;\u3068\u3044\u3046\u5217\u540d\u3092\u65b0\u305f\u306b\u4f5c\u6210\u3057\u3001df_season_gp[&#8220;PTS&#8221;] \/ df_season_gp[&#8220;GP&#8221;]\u3067\u8a08\u7b97\u5f0f\u3092\u66f8\u3044\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u5148\u307b\u3069\u5b66\u3093\u3060\u4e26\u3073\u66ff\u3048\u3067\u3001\u5e73\u5747\u5f97\u70b9\u304c\u9ad8\u3044\u30b7\u30fc\u30ba\u30f3\u304b\u3089\u4e26\u3073\u66ff\u3048\u307e\u3057\u305f\u3002\u7d50\u679c\u306f\u3053\u3061\u3089\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"272\" height=\"329\" src=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-11.png\" alt=\"\" class=\"wp-image-144\" srcset=\"https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-11.png 272w, https:\/\/hooper-lab.com\/wp-content\/uploads\/2025\/07\/image-11-248x300.png 248w\" sizes=\"auto, (max-width: 272px) 100vw, 272px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.espn.com\/nba\/player\/stats\/_\/id\/3202\/kevin-durant\">EPSN\u306e\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u3067\u5408\u3063\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u554f\u984c\u306a\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n\n\n\n<p>KD\u304c\u5f97\u70b9\u738b\u306b\u8f1d\u3044\u305f\u306e\u304c2009-10\u30012010-11\u30012011-12\u30012013-14\u30b7\u30fc\u30ba\u30f3\u3067\u3001\uff11\u4f4d\u306e2013-14\u30b7\u30fc\u30ba\u30f3\u306fMVP\u3082\u53d7\u8cde\u3057\u3066\u3044\u307e\u3059\u30022009\u4ee5\u964d\u306f\u30ad\u30e3\u30ea\u30a2\u3067\u305a\u3063\u306825\u70b9\u4ee5\u4e0a\u5e73\u5747\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u306e\u306f\u3001\u672c\u5f53\u306b\u5353\u8d8a\u3057\u305f\u6570\u5b57\u3067\u3059\u3002<br><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h4>\n\n\n\n<p>\u4eca\u56de\u306f\u4e26\u3079\u66ff\u3048\u3001\u62bd\u51fa\u3001\u96c6\u8a08\u3092\u5b66\u3073\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306f\u4eca\u5f8c\u5fc5\u305a\u4f7f\u7528\u3057\u307e\u3059\u306e\u3067\u3001\u30de\u30b9\u30bf\u30fc\u3057\u3066\u3057\u307e\u3044\u307e\u3057\u3087\u3046\uff01\u305d\u308c\u3067\u306f\u6b21\u56de\u306f7\uff1a\u4ee3\u8868\u5024\u3092\u8abf\u3079\u3066\u307f\u3088\u3046\uff08\u5e73\u5747\u30fb\u4e2d\u592e\u5024\u30fb\u6700\u983b\u5024\uff09\u306b\u7d9a\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>pandas\u3067\u30c7\u30fc\u30bf\u3092\u64cd\u3063\u3066\u307f\u3088\u3046 \u524d\u56de\u306f\u3001NBA API\u3092\u4f7f\u3063\u3066\u9078\u624b\u306e\u6210\u7e3e\u3092 DataFrame \u3068\u3044\u3046\u8868\u5f62\u5f0f\u3067\u53d6\u5f97\u30fb\u8868\u793a\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u305d\u306e\u7d9a\u304d\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u64cd\u4f5c\u3092\u5b66\u3073\u307e\u3059\uff1a \u3053\u308c\u3089\u306f \u30c7\u30fc\u30bf\u5206\u6790\u306e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":266,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10,4],"tags":[16,8,17,11,9,12],"class_list":["post-299","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10","category-learning","tag-jupyterlab","tag-nba","tag-pandas","tag-python","tag-9","tag-12"],"_links":{"self":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/299","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=299"}],"version-history":[{"count":4,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/299\/revisions"}],"predecessor-version":[{"id":303,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/posts\/299\/revisions\/303"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=\/wp\/v2\/media\/266"}],"wp:attachment":[{"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=299"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=299"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hooper-lab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=299"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}