{"id":1518,"date":"2020-08-19T14:42:14","date_gmt":"2020-08-19T05:42:14","guid":{"rendered":"https:\/\/avadawebsites.wpengine.com\/business\/?p=1518"},"modified":"2024-02-14T22:32:57","modified_gmt":"2024-02-14T13:32:57","slug":"20-free-sports-datasets-for-machine-learning","status":"publish","type":"blog","link":"https:\/\/transynk.co.jp\/en\/blog\/20-free-sports-datasets-for-machine-learning\/","title":{"rendered":"\u301022\u500b\u63b2\u8f09\u3011\u6a5f\u68b0\u5b66\u7fd2\u306b\u4f7f\u3048\u308b\u30b9\u30dd\u30fc\u30c4\u95a2\u9023\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u307e\u3068\u3081"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1372.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1 fusion-text-no-margin\" style=\"--awb-margin-bottom:40px;\"><p>\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u306f\u3001\u8fd1\u4ee3\u7684\u304b\u3064\u518d\u73fe\u53ef\u80fd\u306a\u7814\u7a76\u3084\u30b9\u30dd\u30fc\u30c4\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306e\u59a8\u3052\u306b\u3082\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u8cb4\u793e\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u3082\u304a\u5f79\u306b\u7acb\u3066\u308b\u3088\u3046\u3001\u4eca\u56de\u306f\u6a5f\u68b0\u5b66\u7fd2\u306b\u4f7f\u3048\u308b\u516c\u958b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30b9\u30dd\u30fc\u30c4\u3054\u3068\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<\/div><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:20px;margin-bottom:20px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30b5\u30c3\u30ab\u30fc\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf<\/h3><\/div><ul style=\"--awb-iconcolor:var(--awb-color5);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;--awb-circlecolor:var(--awb-color1);--awb-circle-yes-font-size:14.08px;\" class=\"fusion-checklist fusion-checklist-1 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-futbol fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><a href=\"https:\/\/openfootball.github.io\/\" target=\"_blank\" rel=\"noopener\">\u30b5\u30c3\u30ab\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a>: \u30b5\u30c3\u30ab\u30fc\u306b\u95a2\u3059\u308b\u7121\u6599\u306e\u30d1\u30d6\u30ea\u30c3\u30af\u30c9\u30e1\u30a4\u30f3\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304a\u3088\u3073\u30b9\u30ad\u30fc\u30de\u3002\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u8a00\u8a9e\u3067\u3082\u5229\u7528\u53ef\u80fd\u3002<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-futbol fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/code\/aryantiwari123\/fifa-19-complete-player-dataset\" target=\"_blank\" rel=\"noopener\">FIFA 19 \u767b\u9332\u9078\u624b\u306b\u95a2\u3059\u308b\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>:\u00a0 FIFA\uff08\u56fd\u969b\u30b5\u30c3\u30ab\u30fc\u9023\u76df\uff0919\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6700\u65b0\u7248\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u5168\u9078\u624b\u306e\u8a73\u7d30\u306a\u5c5e\u6027\u60c5\u5831\u3092<a href=\"https:\/\/sofifa.com\/\" target=\"_blank\" rel=\"noopener\">SoFIFA<\/a>\u304b\u3089\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-futbol fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/kevinmh\/fifa-18-more-complete-player-dataset\" target=\"_blank\" rel=\"noopener noreferrer\">FIFA 18 \u767b\u9332\u9078\u624b\u306b\u95a2\u3059\u308b\u3001\u3088\u308a\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: FIFA 18 \u767b\u9332\u9078\u624b\u306b\u95a2\u3059\u308b\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u62e1\u5f35\u7248\u3002\u3053\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u306f\u3044\u304f\u3064\u304b\u8ffd\u52a0\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u542b\u307e\u308c\u3066\u3044\u3066\u3001\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u304c\u306f\u308b\u304b\u306b\u3057\u3063\u304b\u308a\u884c\u308f\u308c\u3066\u3044\u308b\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-futbol fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/abecklas\/fifa-world-cup\" target=\"_blank\" rel=\"noopener noreferrer\">\u30ef\u30fc\u30eb\u30c9\u30ab\u30c3\u30d7\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>\uff1a\u904e\u53bb\u306e\u30ef\u30fc\u30eb\u30c9\u30ab\u30c3\u30d7\u306b\u95a2\u3059\u308b\u5168\u3066\u306e\u60c5\u5831\u304a\u3088\u3073\u5168\u8a66\u5408\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-futbol fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/martj42\/international-football-results-from-1872-to-2017\" target=\"_blank\" rel=\"noopener noreferrer\">1872\u5e74\u304b\u30892018\u5e74\u307e\u3067\u306e\u30b5\u30c3\u30ab\u30fc\u306e\u56fd\u969b\u8a66\u5408\u306e\u7d50\u679c<\/a>: 1972\u5e74\u306e\u6700\u521d\u306e\u516c\u5f0f\u8a66\u5408\u304b\u30892018\u5e74\u307e\u3067\u306e\u30b5\u30c3\u30ab\u30fc\u306e\u8a66\u5408\u7d50\u679c40,000\u56de\u5206\u304c\u542b\u307e\u308c\u308b\u3002FIFA\u30ef\u30fc\u30eb\u30c9\u30ab\u30c3\u30d7\u304b\u3089\u5b9a\u671f\u7684\u306a\u89aa\u5584\u8a66\u5408\u307e\u3067\u69d8\u3005\u306a\u7d50\u679c\u30c7\u30fc\u30bf\u304c\u53ce\u9332\u3055\u308c\u3066\u3044\u308b\u3002<\/div><\/li><\/ul><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u7af6\u99ac\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf<\/h3><\/div><ul style=\"--awb-iconcolor:var(--awb-color5);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;--awb-circlecolor:var(--awb-color1);--awb-circle-yes-font-size:14.08px;\" class=\"fusion-checklist fusion-checklist-2 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-horse fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/db.netkeiba.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">netkeiba.com<\/a>: \u56fd\u5185\u6700\u5927\u7d1a\u306e\u7af6\u99ac\u60c5\u5831\u30b5\u30a4\u30c8 netkeiba.com \u304b\u3089\u306f\u3001\u7af6\u8d70\u99ac\u3001\u9a0e\u624b\u3001\u8abf\u6559\u5e2b\u3001\u306a\u3069\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-horse fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/jra.go.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">JRA\u516c\u5f0f\u30c7\u30fc\u30bf<\/a>: JRA\u516c\u5f0f\u30b5\u30a4\u30c8\u306b\u306f\u3001\u6709\u99ac\u8a18\u5ff5\u306f\u3082\u3061\u308d\u3093\u3001\u904e\u53bb\u306e\u30ec\u30fc\u30b9\u6210\u7e3e\u306e\u30c7\u30fc\u30bf\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/div><\/li><\/ul><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf<\/h3><\/div><ul style=\"--awb-iconcolor:var(--awb-color5);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;--awb-circlecolor:var(--awb-color1);--awb-circle-yes-font-size:14.08px;\" class=\"fusion-checklist fusion-checklist-3 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-basketball-ball fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/dansbecker\/nba-shot-logs\" target=\"_blank\" rel=\"noopener noreferrer\">NBA\u30b7\u30e7\u30c3\u30c8\u30ed\u30b0<\/a>: 2014\u5e74\u301c2015\u5e74\u30b7\u30fc\u30ba\u30f3\u4e2d\u306e\u30b7\u30e7\u30c3\u30c8\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3002\u30b7\u30e7\u30c3\u30c8\u3092\u6253\u3063\u305f\u9078\u624b\u306e\u540d\u524d\u3001\u30d5\u30ed\u30a2\u306e\u3069\u3053\u3067\u30b7\u30e7\u30c3\u30c8\u3092\u6253\u3063\u305f\u306e\u304b\u3001\u6700\u3082\u8fd1\u3044\u5834\u6240\u306b\u3044\u305f\u30c7\u30a3\u30d5\u30a7\u30f3\u30c0\u30fc\u306e\u540d\u524d\u304a\u3088\u3073\u30b7\u30e7\u30c3\u30c8\u3092\u6253\u3063\u305f\u4eba\u3068\u306e\u8ddd\u96e2\u3001\u30b7\u30e7\u30c3\u30c8\u30af\u30ed\u30c3\u30af\u306e\u6642\u9593\u306a\u3069\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-basketball-ball fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/jacobbaruch\/nba-player-of-the-week\" target=\"_blank\" rel=\"noopener noreferrer\">NBA\u9031\u9593\u6700\u512a\u79c0\u9078\u624b\u8cde\u30c7\u30fc\u30bf<\/a>: 1984\u5e74\u301c1985\u5e74\u306e\u30b7\u30fc\u30ba\u30f3\u304b\u30892018\u5e74\u301c2019\u5e74\u306e\u30b7\u30fc\u30ba\u30f3\u3067NBA\uff08\u30ca\u30b7\u30e7\u30ca\u30eb\u30fb\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u30fb\u30a2\u30bd\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\uff09\u306e\u9031\u9593\u6700\u512a\u79c0\u9078\u624b\u8cde\u306b\u9078\u51fa\u3055\u308c\u305f\u9078\u624b\u306e\u540d\u524d\u3092<a href=\"https:\/\/basketball.realgm.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30ebrealgm\u30b5\u30a4\u30c8<\/a>\u304b\u3089\u96c6\u3081\u305f\u30c7\u30fc\u30bf\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-basketball-ball fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/alandu20\/daily-fantasy-basketball-draftkings\" target=\"_blank\" rel=\"noopener noreferrer\">\u30d5\u30a1\u30f3\u30bf\u30b8\u30fc\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u306b\u95a2\u3059\u308b\u65e5\u3005\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>:\u30c9\u30e9\u30d5\u30c8\u30ad\u30f3\u30b0\u30ba\u793e\u304c\u904b\u55b6\u3059\u308bNBA\u30d5\u30a1\u30f3\u30bf\u30b8\u30fc\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u30b3\u30f3\u30c6\u30b9\u30c8\u306e\u30c7\u30fc\u30bf\u30922017\u5e74\u672b\u306b20\u65e5\u5206\u53ce\u96c6\u3057\u3066\u4f5c\u6210\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-basketball-ball fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/ncaa\/ncaa-basketball\" target=\"_blank\" rel=\"noopener noreferrer\">NCAA\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb<\/a>: NCAA\uff08\u5168\u7c73\u5927\u5b66\u4f53\u80b2\u5354\u4f1a\uff09\u30d0\u30b9\u30b1\u30c3\u30c8\u30dc\u30fc\u30eb\u30c1\u30fc\u30e0\u3084\u305d\u306e\u8a66\u5408\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30022009\u5e74\u4ee5\u964d\u306e\u5b9f\u6cc1\u653e\u9001\u304a\u3088\u3073\u30dc\u30c3\u30af\u30b9\u30b9\u30b3\u30a2\u30681996\u5e74\u4ee5\u964d\u306e\u6700\u7d42\u30b9\u30b3\u30a2\u3092\u7db2\u7f85\u3002<\/div><\/li><\/ul><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30a2\u30e1\u30ea\u30ab\u30f3\u30fb\u30d5\u30c3\u30c8\u30dc\u30fc\u30eb\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf<\/h3><\/div><ul style=\"--awb-iconcolor:var(--awb-color5);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;--awb-circlecolor:var(--awb-color1);--awb-circle-yes-font-size:14.08px;\" class=\"fusion-checklist fusion-checklist-4 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-football-ball fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"http:\/\/nflsavant.com\/about.php\" target=\"_blank\" rel=\"noopener noreferrer\">NFLsavant.com<\/a>: \u30b7\u30f3\u30d7\u30eb\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067NFL\u306e\u7d71\u8a08\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3002\u5168\u3066\u306e\u30c7\u30fc\u30bf\u306f\u3001NFL\u306e\u516c\u958b\u5b9f\u6cc1\u30c7\u30fc\u30bf\u304b\u3089\u53ce\u96c6\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-football-ball fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/github.com\/ryurko\/nflscrapR-data\" target=\"_blank\" rel=\"noopener noreferrer\">2009\u5e74\u304b\u30892018\u5e74\u307e\u3067\u306e\u8a73\u7d30\u306aNFL\u5b9f\u6cc1\u30c7\u30fc\u30bf<\/a>: 2009\u5e74\u301c2018\u5e74\u307e\u3067\u306e\u30ec\u30ae\u30e5\u30e9\u30fc\u30b7\u30fc\u30ba\u30f3\u306e\u8a66\u5408\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u96c6\u3081\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002\u9078\u624b\u540d\u3001\u8a66\u5408\u72b6\u6cc1\u3001\u7d50\u679c\u306e\u4ed6\u306b\u3001\u4e88\u60f3\u5f97\u70b9\u3084\u52dd\u7387\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6307\u6a19\u3082\u542b\u307e\u308c\u308b\u3002<\/div><\/li><\/ul><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u81ea\u52d5\u8eca\u30ec\u30fc\u30b9\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf<\/h3><\/div><ul style=\"--awb-iconcolor:var(--awb-color5);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;--awb-circlecolor:var(--awb-color1);--awb-circle-yes-font-size:14.08px;\" class=\"fusion-checklist fusion-checklist-5 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-car fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><a href=\"http:\/\/ergast.com\/mrd\/db\/\" target=\"_blank\" rel=\"noopener noreferrer\">Ergast \u30d5\u30a9\u30fc\u30df\u30e5\u30e91 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: \u904e\u53bb\u306e\u81ea\u52d5\u8eca\u30ec\u30fc\u30b9\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u8a18\u9332\u3092\u975e\u55b6\u5229\u76ee\u7684\u3067\u63d0\u4f9b\u3059\u308b\u8a66\u9a13\u7684\u306a\u30a6\u30a7\u30d6\u30b5\u30fc\u30d3\u30b9\u3002<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-car fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/cjgdev\/formula-1-race-data-19502017\" target=\"_blank\" rel=\"noopener noreferrer\">\u30d5\u30a9\u30fc\u30df\u30e5\u30e91 \u30ec\u30fc\u30b9\u30c7\u30fc\u30bf<\/a>: 1950\u5e74\u301c2017\u5e74\u306e\u30b7\u30fc\u30ba\u30f3\u307e\u3067\u306e\u30c7\u30fc\u30bf\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002\u30b3\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc\uff08\u30de\u30b7\u30f3\u88fd\u9020\u8005\uff09\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u3001 \u30e9\u30c3\u30d7\u30bf\u30a4\u30e0\u3001\u30d4\u30c3\u30c8\u30b9\u30c8\u30c3\u30d7\u306a\u3069\u3092\u8a18\u8f09\u3057\u305f\u8868\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u3002<\/div><\/li><\/ul><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u81ea\u52d5\u8eca\u30ec\u30fc\u30b9\u306e\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf<\/h3><\/div><ul style=\"--awb-iconcolor:var(--awb-color5);--awb-line-height:27.2px;--awb-icon-width:27.2px;--awb-icon-height:27.2px;--awb-icon-margin:11.2px;--awb-content-margin:38.4px;--awb-circlecolor:var(--awb-color1);--awb-circle-yes-font-size:14.08px;\" class=\"fusion-checklist fusion-checklist-6 fusion-checklist-default type-icons\"><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-running fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/github.com\/fivethirtyeight\/data\" target=\"_blank\" rel=\"noopener noreferrer\">FiveThirtyEight<\/a>: \u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u8a18\u4e8b\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b\u30cb\u30e5\u30fc\u30b9\u304a\u3088\u3073\u30b9\u30dd\u30fc\u30c4\u30b5\u30a4\u30c8\u3002Github\u3067\u30c7\u30fc\u30bf\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-running fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/cs.stanford.edu\/people\/karpathy\/deepvideo\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\">\u30b9\u30dd\u30fc\u30c41M<\/a>: \u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u3066487\u7a2e\u985e\u306e\u30b9\u30dd\u30fc\u30c4\u306b\u5206\u985e\u3057\u305f\u5e73\u57475.5\u5206\u9593\u306e\u9577\u3055\u306e\u30b9\u30dd\u30fc\u30c4\u52d5\u753b\u304c100\u4e07\u4ef6\u53ce\u9332\u3055\u308c\u3066\u3044\u308b\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-running fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/www.kaggle.com\/heesoo37\/120-years-of-olympic-history-athletes-and-results\" target=\"_blank\" rel=\"noopener noreferrer\">\u30aa\u30ea\u30f3\u30d4\u30c3\u30af\u6b74\u53f2120\u5e74<\/a>: 1896\u5e74\u306e\u30a2\u30c6\u30cd\u30aa\u30ea\u30f3\u30d4\u30c3\u30af\u304b\u30892016\u5e74\u306e\u30ea\u30aa\u30aa\u30ea\u30f3\u30d4\u30c3\u30af\u307e\u3067\u904e\u53bb\u306e\u5168\u3066\u306e\u30aa\u30ea\u30f3\u30d4\u30c3\u30af\u5927\u4f1a\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u00a0<a href=\"http:\/\/sports-reference.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">Sports Reference<\/a>\u304b\u3089\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-running fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/archive.ics.uci.edu\/ml\/datasets\/daily+and+sports+activities\" target=\"_blank\" rel=\"noopener noreferrer\">\u65e5\u5e38\u6d3b\u52d5\u304a\u3088\u3073\u30b9\u30dd\u30fc\u30c4\u6d3b\u52d5\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: 8\u4eba\u306e\u88ab\u9a13\u8005\u306b5\u5206\u9593\u3001\u597d\u304d\u306a\u3088\u3046\u306b19\u7a2e\u985e\u306e\u65e5\u5e38\u6d3b\u52d5\u304a\u3088\u3073\u30b9\u30dd\u30fc\u30c4\u6d3b\u52d5\u3092\u884c\u306a\u3063\u3066\u3082\u3089\u3063\u3066\u53ce\u96c6\u3057\u305f\u30e2\u30fc\u30b7\u30e7\u30f3\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3002<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-baseball-ball fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><a href=\"http:\/\/www.seanlahman.com\/baseball-archive\/statistics\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30e9\u30fc\u30de\u30f3\u306e\u91ce\u7403\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/a>: 1871\u5e74\u301c2018\u5e74\u307e\u3067\u306e\u30e1\u30b8\u30e3\u30fc\u30ea\u30fc\u30b0\u30d9\u30fc\u30b9\u30dc\u30fc\u30eb\u306b\u95a2\u3059\u308b\u5b8c\u5168\u306a\u7d71\u8a08\u30c7\u30fc\u30bf\u3002\u6253\u6483\u6210\u7e3e\u3084\u6295\u624b\u6210\u7e3e\u3001\u9806\u4f4d\u3001\u30c1\u30fc\u30e0\u6210\u7e3e\u3001\u76e3\u7763\u6210\u7e3e\u3001\u30dd\u30b9\u30c8\u30b7\u30fc\u30ba\u30f3\u30c7\u30fc\u30bf\u306a\u3069\u3002<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-hockey-puck fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\">\n<p><a href=\"https:\/\/www.kaggle.com\/martinellis\/nhl-game-data\" target=\"_blank\" rel=\"noopener noreferrer\">NHL\u8a66\u5408\u30c7\u30fc\u30bf<\/a>: \u904e\u53bb6\u5e74\u9593\u306eNHL\uff08\u30ca\u30b7\u30e7\u30ca\u30eb\u30fb\u30db\u30c3\u30b1\u30fc\u30fb\u30ea\u30fc\u30b0\uff09\u306e\u8a66\u5408\u3084\u30c1\u30fc\u30e0\u3001\u9078\u624b\u304a\u3088\u3073XY\u5ea7\u6a19\u306a\u3069\u306e\u8a66\u5408\u30c7\u30fc\u30bf\u3002<\/p>\n<\/div><\/li><li class=\"fusion-li-item\" style=\"\"><span class=\"icon-wrapper circle-yes\"><i class=\"fusion-li-icon fa-table-tennis fas\" aria-hidden=\"true\"><\/i><\/span><div class=\"fusion-li-item-content\"><a href=\"https:\/\/archive.ics.uci.edu\/ml\/datasets\/Tennis+Major+Tournament+Match+Statistics\" target=\"_blank\" rel=\"noopener noreferrer\">\u30c6\u30cb\u30b9\u56db\u5927\u5927\u4f1a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/a>: 2013\u5e74\u30c6\u30cb\u30b9\u56db\u5927\u5927\u4f1a\u306e\u7d50\u679c\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3002\u30c7\u30fc\u30bf\u5206\u6790\u3001\u5206\u985e\u3001\u56de\u5e30\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306b\u4f7f\u3048\u307e\u3059\u3002\u30c6\u30cb\u30b9\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306f<a href=\"http:\/\/datatennis.net\/about\/#gamesim\">Data Tenis<\/a>\u3082\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/div><\/li><\/ul><div class=\"fusion-separator fusion-full-width-sep\" style=\"align-self: center;margin-left: auto;margin-right: auto;margin-top:40px;margin-bottom:40px;width:100%;\"><div class=\"fusion-separator-border sep-single sep-dotted\" style=\"--awb-height:20px;--awb-amount:20px;--awb-sep-color:var(--awb-color4);border-color:var(--awb-color4);border-top-width:1px;\"><\/div><\/div><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:20px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"--awb-margin-bottom:40px;\"><p>\u304a\u63a2\u3057\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u3001\u5f53\u793e\u304c\u4f5c\u6210\u3044\u305f\u3057\u307e\u3059\u3002\u30b9\u30dd\u30fc\u30c4\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u3084\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u4e2d\u5fc3\u306b\u3001AI\u5411\u3051\u753b\u50cf\/\u6620\u50cf\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u307e\u3059\u3002\u30a8\u30ea\u30fc\u30c8\u30b9\u30dd\u30fc\u30c4\u9078\u624b\u3092\u80b2\u6210\u3059\u308b\u56fd\u5bb6\u7684\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u57fa\u76e4\u3092\u958b\u767a\u3057\u3066\u3044\u308b\u304a\u5ba2\u69d8\u306e\u305f\u3081\u306b\u3001\u753b\u50cf\u306e\u30ad\u30fc\u30dd\u30a4\u30f3\u30c8\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u7e3e\u306a\u3069\u3054\u3056\u3044\u307e\u3059\u3002\u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u3084\u3054\u76f8\u8ac7\u306f\u3001<a 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