{"id":4933,"date":"2019-12-20T22:40:05","date_gmt":"2019-12-20T13:40:05","guid":{"rendered":"https:\/\/transynk.co.jp\/?post_type=blog&#038;p=4933"},"modified":"2025-01-01T23:01:59","modified_gmt":"2025-01-01T14:01:59","slug":"sentiment-analysis-101","status":"publish","type":"blog","link":"https:\/\/transynk.co.jp\/en\/blog\/sentiment-analysis-101\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u611f\u60c5\u5206\u6790\u3068\u306f\uff1f"},"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>\u6700\u3082\u57fa\u672c\u7684\u306a\u30ec\u30d9\u30eb\u3067\u306f\u3001\u611f\u60c5\u5206\u6790\u306f\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u610f\u898b\u3001\u611f\u60c5\u3001\u614b\u5ea6\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002\u610f\u898b\u30de\u30a4\u30cb\u30f3\u30b0\u3042\u308b\u3044\u306f\u611f\u60c5\u8a8d\u8b58AI\u3068\u3057\u3066\u3082\u77e5\u3089\u308c\u308b\u611f\u60c5\u5206\u6790\u306f\u3001\u7279\u5b9a\u306e\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u305d\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306e\u3044\u305a\u308c\u3067\u3042\u308b\u304b\u3092\u5224\u5225\u3057\u307e\u3059\u3002\u611f\u60c5\u5206\u6790\u306e\u4e3b\u306a\u76ee\u7684\u306f\u3001\u7279\u5b9a\u306e\u5546\u54c1\u3001\u30a4\u30d9\u30f3\u30c8\u3001\u4eba\u3005\u3001\u30a2\u30a4\u30c7\u30a2\u306b\u5bfe\u3059\u308b\u4e00\u822c\u6d88\u8cbb\u8005\u306e\u610f\u898b\u3092\u5b9a\u91cf\u5316\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u5206\u91ce\u306e\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3067\u3042\u308b\u611f\u60c5\u5206\u6790\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u4f5c\u6210\u30c7\u30fc\u30bf\u304c\u98db\u8e8d\u7684\u306b\u5897\u52a0\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u4e00\u56e0\u3068\u306a\u308a\u3001\u3053\u3053\u6570\u5e74\u3001\u8457\u3057\u3044\u9032\u6b69\u3092\u9042\u3052\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001\u611f\u60c5\u5206\u6790\u306f\u69d8\u3005\u306a\u5206\u91ce\u3067\u6975\u3081\u3066\u591a\u304f\u306e\u5fdc\u7528\u304c\u53ef\u80fd\u3067\u3042\u308a\u3001\u5927\u4f01\u696d\u3084\u653f\u6cbb\u3001\u5fc3\u7406\u5b66\u3001\u793e\u4f1a\u5b66\u306b\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u611f\u60c5\u5206\u6790\u306e\u57fa\u790e\u3001\u4ed5\u7d44\u307f\u3001\u5fdc\u7528\u3084\u8ab2\u984c\u306a\u3069\u3001\u611f\u60c5\u5206\u6790\u306e\u6982\u89b3\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<\/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;\">\u611f\u60c5\uff08\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\uff09\u3068\u306f\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-2 fusion-text-no-margin\" style=\"--awb-margin-bottom:40px;\"><p>\u5ba2\u89b3\u7684\u306a\u4e8b\u5b9f\u3068\u306f\u5bfe\u7167\u7684\u306b\u3001\u611f\u60c5\u3068\u306f\u3001\u7279\u5b9a\u306e\u4e3b\u984c\u3084\u30c8\u30d4\u30c3\u30af\u306b\u5bfe\u3057\u3066\u500b\u4eba\u304c\u3069\u306e\u3088\u3046\u306b\u611f\u3058\u3066\u3044\u308b\u306e\u304b\u3092\u8868\u3059\u305f\u3081\u306b\u4f7f\u308f\u308c\u308b\u4e3b\u89b3\u7684\u306a\u8868\u73fe\u306e\u3053\u3068\u3067\u3059\u3002\u300c\u30a8\u30e2\u30fc\u30b7\u30e7\u30f3\u300d\u3068\u300c\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u300d\u306f\u540c\u3058\u610f\u5473\u3067\u4f7f\u308f\u308c\u308b\u3053\u3068\u3082\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u4e8c\u3064\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u306e\u9593\u306b\u306f\u57fa\u672c\u7684\u306a\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u306f\u3001\u5bfe\u8c61\u3068\u306a\u308b\u7269\u306b\u5bfe\u3059\u308b\u6574\u7406\u3055\u308c\u305f\u611f\u60c5\u306e\u50be\u5411\u3092\u8868\u3057\u3001\u30a8\u30e2\u30fc\u30b7\u30e7\u30f3\u306f\u7121\u610f\u8b58\u306e\u751f\u7406\u7684\u53cd\u5fdc\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u304a\u3044\u3066\u3001\u611f\u60c5\u306f\u4e8c\u3064\u306e\u7570\u306a\u308b\u65b9\u6cd5\u3067\u8868\u73fe\u3055\u308c\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u610f\u898b\u3092\u76f4\u63a5\u660e\u8a00\u3059\u308b\u65b9\u6cd5\uff08\u4f8b: \u3053\u306e\u30c1\u30e7\u30b3\u30ec\u30fc\u30c8\u306f\u7f8e\u5473\u3057\u3044\uff09\u3068\u610f\u898b\u3092\u6697\u793a\u3059\u308b\u65b9\u6cd5\uff08\u4f8b: \u79c1\u306e<a href=\"\/blog\/three-ways-your-smartphone-is-programmed-to-use-ai-and-machine-learning\">iPhone<\/a>\u306f\u4e00\u9031\u9593\u3067\u58ca\u308c\u305f\uff09\u3067\u3059\u3002\u307b\u3068\u3093\u3069\u306e\u611f\u60c5\u5206\u6790\u306e\u7814\u7a76\u306f\u3001\u691c\u51fa\u3084\u5206\u6790\u304c\u5bb9\u6613\u306a\u3053\u3068\u304c\u591a\u3044\u660e\u793a\u7684\u306a\u611f\u60c5\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u611f\u60c5\u306e\u5bfe\u8c61\u3068\u306a\u308b\u306e\u306f\u3001\u7269\u3084\u30b3\u30f3\u30bb\u30d7\u30c8\u3001\u30a4\u30d9\u30f3\u30c8\u3001\u4eba\u7269\u306a\u3069\u3001\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\u5546\u54c1\u306e\u30ec\u30d3\u30e5\u30fc\u3084<a href=\"\/blog\/movie-datasets-machine-learning\/\">\u6620\u753b\u30c7\u30fc\u30bf<\/a>\u306e\u5834\u5408\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u30c8\u30d4\u30c3\u30af\u3092\u898b\u3064\u3051\u51fa\u3059\u306e\u306f\u4e00\u822c\u7684\u306b\u304b\u306a\u308a\u5bb9\u6613\u3067\u3059\u3002<\/p>\n<p>\u610f\u898b\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u3001\u611f\u60c5\u30b9\u30b3\u30a2\u306f\u901a\u5e38\u3001\u6975\u6027\u3068\u5f37\u5ea6\u3068\u3044\u3046\u4e8c\u3064\u306e\u8981\u7d20\u304b\u3089\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u611f\u60c5\u306e\u6975\u6027\u306f\u3001\u611f\u60c5\u306e\u65b9\u5411\u6027\uff08\u30cd\u30ac\u30c6\u30a3\u30d6\u304b\u3089\u30dd\u30b8\u30c6\u30a3\u30d6\u307e\u3067\uff09\u3092\u793a\u3057\u307e\u3059\u3002<\/li>\n<li>\u611f\u60c5\u306e\u5f37\u5ea6\u306f\u3001\u611f\u60c5\u306e\u5f37\u3055\uff08\u4f4e\u304b\u3089\u9ad8\u307e\u3067\uff09\u3092\u8868\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\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-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;\">\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u611f\u60c5\u5206\u6790\u3068\u306f\uff1f<\/h3><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-margin-top:20px;\"><p>\u6839\u672c\u7684\u306b\u306f\u3001\u611f\u60c5\u5206\u6790\uff08\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\uff09\u3068\u306f\u66f8\u304b\u308c\u305f\u6587\u7ae0\u306e\u610f\u898b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u610f\u898b\u306a\u306e\u304b\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u610f\u898b\u306a\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306a\u306e\u304b\u3092\u3001\u4e00\u9023\u306e\u5358\u8a9e\u304b\u3089\u5224\u65ad\u3057\u3001\u5206\u985e\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u611f\u60c5\u5206\u6790\u304c\u6709\u76ca\u306a\u306e\u306f\u3001\u51fa\u6765\u4e8b\u3084\u88fd\u54c1\u306b\u5bfe\u3059\u308b\u4e16\u9593\u306e\u610f\u898b\u3092\u6e2c\u308b\u306e\u306b\u5f79\u7acb\u3064\u305f\u3081\u3067\u3059\u3002\u6d88\u8cbb\u8005\u306f<a href=\"\/blog\/top-20-twitter-datasets-for-natural-language-processing-and-machine-learning\/\">Twitter<\/a>\u306e\u3088\u3046\u306a\u5834\u3067\u4e0d\u6e80\u3092\u3076\u3061\u307e\u3051\u305f\u308a\u3001\u30a2\u30de\u30be\u30f3\u306b\u30ec\u30d3\u30e5\u30fc\u3092\u66f8\u3044\u305f\u308a\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u611f\u60c5\u3068\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u611f\u60c5\u306e\u4e21\u65b9\u3092\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3067\u8868\u73fe\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u611f\u60c5\u5206\u6790\u306f\u305d\u3046\u3057\u305f\u30c7\u30fc\u30bf\u306e\u6ce2\u3092\u304b\u304d\u5206\u3051\u3066\u3001\u4eba\u3005\u304c\u5b9f\u969b\u306b\u306a\u306b\u3092\u8003\u3048\u3066\u3044\u308b\u304b\u3092\u7a81\u304d\u6b62\u3081\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/div><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;\">\u611f\u60c5\u5206\u6790\u306f\u306a\u305c\u91cd\u8981\u306a\u306e\u304b<\/h3><\/div><div class=\"fusion-text fusion-text-4\" style=\"--awb-margin-top:20px;\"><p>\u5e02\u5834\u8abf\u67fb\u3092\u884c\u3046\u5834\u5408\u3067\u3082\u3001\u65e5\u5e38\u7684\u306b\u5358\u7d14\u306a\u6c7a\u65ad\u3092\u4e0b\u3059\u5834\u5408\u3067\u3082\u3001\u4eba\u9593\u306f\u81ea\u3089\u9078\u629e\u3059\u308b\u524d\u306b\u4ed6\u4eba\u306e\u610f\u898b\u3092\u53c2\u8003\u306b\u3057\u307e\u3059\u3002\u4f55\u767e\u4e07\u4ef6\u306e\u6620\u753b\u306e\u8a55\u4fa1\u3084\u30d5\u30a9\u30fc\u30e9\u30e0\u30b9\u30ec\u30c3\u30c9\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u6295\u7a3f\u3001\u6d88\u8cbb\u8005\u30ec\u30dd\u30fc\u30c8\u3001\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u3092\u63b2\u8f09\u3057\u305f\u30a6\u30a7\u30d6\u30d9\u30fc\u30b9\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u304a\u304b\u3052\u3067\u3001\u8ab0\u3067\u3082\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3067\u6d88\u8cbb\u8005\u306e\u610f\u898b\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u8c4a\u5bcc\u306b\u5165\u624b\u3067\u304d\u308b\u30e6\u30fc\u30b6\u30fc\u751f\u6210\u30b3\u30f3\u30c6\u30f3\u30c4\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u306b\u5229\u7528\u3067\u304d\u308b\u60c5\u5831\u306e\u5b9d\u5eab\u3067\u3059\u3002<\/p>\n<p>\u512a\u308c\u305f\u611f\u60c5\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u306f\u3001<a href=\"\/blog\/product-categorization\/\">\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9<\/a>\u3001\u30d6\u30e9\u30f3\u30c9\u3001\u653f\u6cbb\u306a\u3069\u306b\u5bfe\u3059\u308b\u4e00\u822c\u6d88\u8cbb\u8005\u306e\u610f\u898b\u3092\u81ea\u52d5\u7684\u306b\u751f\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u5909\u63db\u3067\u304d\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u4f5c\u6210\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001\u5546\u7528\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u653f\u7b56\u7acb\u6848\u8005\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u6d88\u8cbb\u8005\u306e\u614b\u5ea6\u3084\u610f\u898b\u3092\u7a4d\u6975\u7684\u306b\u76e3\u8996\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306f\u610f\u898b\u306e\u308f\u305a\u304b\u306a\u5909\u5316\u3092\u691c\u51fa\u3057\u3001\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306e\u30cb\u30fc\u30ba\u306e\u5909\u5316\u306b\u5bb9\u6613\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div><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;\">\u611f\u60c5\u5206\u6790\u306e\u76ee\u7684<\/h3><\/div><div class=\"fusion-text fusion-text-5\" style=\"--awb-margin-top:20px;\"><p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u5229\u7528\u3057\u305f\u4ed6\u306e\u8907\u96d1\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u540c\u69d8\u3001\u611f\u60c5\u5206\u6790\u306f\u6b21\u306e\u3088\u3046\u306a\u4e8c\u3064\u306e\u5225\u3005\u306e\u30bf\u30b9\u30af\u306b\u5358\u7d14\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>1.\u3000\u4e3b\u89b3\u6027\u5206\u985e: \u5ba2\u89b3\u7684\u304b\u4e3b\u89b3\u7684\u304b\u3067\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u985e<\/p>\n<p>2.\u3000\u6975\u6027\u5206\u985e: \u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306b\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u985e<\/p>\n<p>\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u6587\u66f8\u5168\u4f53\u304b\u3089\u500b\u3005\u306e\u5358\u8a9e\u307e\u3067\u3001\u69d8\u3005\u306a\u69cb\u9020\u30ec\u30d9\u30eb\u3067\u884c\u308f\u308c\u307e\u3059\u3002\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5408\u308f\u305b\u3066\u9069\u5207\u306a\u30ec\u30d9\u30eb\u306e\u611f\u60c5\u5206\u6790\u3092\u9078\u629e\u3059\u308c\u3070\u3001\u611f\u60c5\u5206\u6790\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3084\u30ab\u30d0\u30ec\u30c3\u30b8\u304c\u5927\u304d\u304f\u5411\u4e0a\u3057\u307e\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u611f\u60c5\u5206\u6790\u306f\u4e09\u3064\u306e\u7570\u306a\u308b\u30ec\u30d9\u30eb\u3067\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u66f8\u985e\u30ec\u30d9\u30eb<\/strong>: \u3053\u306e\u30ec\u30d9\u30eb\u306e\u76ee\u6a19\u306f\u3001\u6587\u66f8\u5168\u4f53\u306e\u611f\u60c5\u3092\u5206\u985e\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u96fb\u5b50\u5546\u53d6\u5f15\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u9867\u5ba2\u30ec\u30d3\u30e5\u30fc\u306e\u5834\u5408\u3001\u5168\u4f53\u7684\u306b\u898b\u3066\u88fd\u54c1\u306b\u5bfe\u3059\u308b\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u610f\u898b\u306a\u306e\u304b\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u610f\u898b\u306a\u306e\u304b\u3092\u5224\u5225\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u6587\u7ae0\u30ec\u30d9\u30eb<\/strong>: \u3053\u306e\u30ec\u30d9\u30eb\u3067\u306f\u3082\u3046\u5c11\u3057\u8a73\u7d30\u306a\u5206\u6790\u3092\u884c\u3044\u3001\u5404\u6587\u7ae0\u306b\u95a2\u3059\u308b\u30b9\u30b3\u30a2\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u66f8\u985e\u30ec\u30d9\u30eb\u3088\u308a\u7cbe\u5ea6\u3084\u30ab\u30d0\u30ec\u30c3\u30b8\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\/\u30a2\u30b9\u30da\u30af\u30c8\u30ec\u30d9\u30eb<\/strong>: \u30a2\u30b9\u30da\u30af\u30c8\u30ec\u30d9\u30eb\u306e\u611f\u60c5\u5206\u6790\u306f\u3001\u8a00\u8a9e\u69cb\u6210\u8981\u7d20\uff08\u6bb5\u843d\u3084\u6587\u7ae0\uff09\u3092\u5206\u6790\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u610f\u898b\u305d\u306e\u3082\u306e\u3092\u76f4\u63a5\u898b\u3064\u3051\u51fa\u305d\u3046\u3059\u308b\u3001\u3088\u308a\u304d\u3081\u7d30\u304b\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u3053\u306e\u30ec\u30d9\u30eb\u3067\u306f\u3001\u5168\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u5206\u6790\u3057\u3001\u5404\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u5bfe\u3057\u3066\u304d\u3081\u306e\u7d30\u304b\u3044\u611f\u60c5\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><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;\">\u611f\u60c5\u5206\u6790\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/h3><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-margin-top:20px;\"><p>\u5927\u898f\u6a21\u306a\u611f\u60c5\u5206\u6790\u306b\u306f\u4e3b\u306b\u4e8c\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ed\u30fc\u30c1: \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3082\u547c\u3070\u308c\u308b\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u624b\u52d5\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u4e00\u9023\u306e\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u611f\u60c5\u5206\u6790\u304c\u884c\u308f\u308c\u307e\u3059\u3002\u30c9\u30e1\u30a4\u30f3\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306e\u77e5\u8b58\u3092\u30a8\u30df\u30e5\u30ec\u30fc\u30c8\uff08\u6a21\u5023\uff09\u3059\u308b\u30eb\u30fc\u30eb\u3092\u57fa\u306b\u3059\u308b\u306e\u3067\u3001\u3057\u3070\u3057\u3070\u30c9\u30c3\u30d7\u30c0\u30a6\u30f3\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li>\u81ea\u52d5\u30a2\u30d7\u30ed\u30fc\u30c1: \u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u3092\u62bd\u51fa\u3001\u8b58\u5225\u3001\u7279\u5fb4\u4ed8\u3051\u308b\u305f\u3081\u306b\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u5168\u3066\u3053\u308c\u306b\u5c5e\u3057\u307e\u3059\u3002\u5c02\u9580\u5bb6\u306e\u77e5\u8b58\u3092\u30a8\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30d1\u30bf\u30fc\u30f3\u3084\u898f\u5247\u6027\u3092\u898b\u3064\u3051\u51fa\u3057\u3066\u69cb\u9020\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u3001\u3088\u308a\u5e30\u7d0d\u7684\u306a\u65b9\u6cd5\u304c\u7528\u3044\u3089\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3069\u3061\u3089\u3082\u3001\u5c11\u306a\u304f\u3068\u3082\u6700\u521d\u306f\u304b\u306a\u308a\u4eba\u9593\u306e\u95a2\u4e0e\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u611f\u60c5\u5206\u6790\u30e2\u30c7\u30eb\u3092\u6a5f\u80fd\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u307e\u305a\u3001\u500b\u3005\u306e\u5358\u8a9e\u3084\u77ed\u3044\u30c6\u30ad\u30b9\u30c8\u306e\u611f\u60c5\u3092\u5224\u5225\u3057\u3066\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u611f\u60c5\u5206\u6790\u7528\u306e\u30e9\u30d9\u30eb\u4ed8\u3051\u306f\u8a00\u8a9e\u3084\u5206\u91ce\u3001\u30c8\u30d4\u30c3\u30af\u306b\u5fdc\u3058\u3066\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<\/div><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;\">\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u611f\u60c5\u5206\u6790\u306e\u4ed5\u7d44\u307f<\/h3><\/div><div class=\"fusion-text fusion-text-7\" style=\"--awb-margin-top:20px;\"><p>\u4f8b\u3048\u3070\u3001\u8cb4\u793e\u306f\u5c0f\u3055\u306a\u30b3\u30fc\u30d2\u30fc\u30c1\u30a7\u30fc\u30f3\u5e97\u3067\u3001\u81ea\u793e\u306e\u30b3\u30fc\u30d2\u30fc\u304c\u304a\u5ba2\u69d8\u306b\u3069\u3046\u898b\u3089\u308c\u3066\u3044\u308b\u306e\u304b\u77e5\u308a\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u81ea\u5206\u306e\u4f1a\u793e\u306b\u5bfe\u3059\u308b\u30c4\u30a4\u30fc\u30c8\u3092\u8aad\u307f\u59cb\u3081\u307e\u3059\u3002<\/p>\n<p>\u300c\u3053\u306e\u30b3\u30fc\u30d2\u30fc\u3001\u5927\u597d\u304d\u300d<\/p>\n<p>\u300c\u30b3\u30fc\u30d2\u30fc\u306e\u5473\u306f\u5927\u5acc\u3044\u300d<\/p>\n<p>\u3058\u3064\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002\u3069\u3093\u306a\u306b\u57fa\u672c\u7684\u306a\u611f\u60c5\u5206\u6790\u30c4\u30fc\u30eb\u3067\u3082\u3001\u6700\u521d\u306e\u30c4\u30a4\u30fc\u30c8\u306f\u30dd\u30b8\u30c6\u30a3\u30d6\u3067\u30012\u3064\u76ee\u306e\u30c4\u30a4\u30fc\u30c8\u306f\u30cd\u30ac\u30c6\u30a3\u30d6\u3060\u3068\u6559\u3048\u3066\u304f\u308c\u308b\u3067\u3057\u3087\u3046\u3002\u3068\u3053\u308d\u304c\u3001\u4eba\u306e\u3064\u3076\u3084\u304d\uff08\u3068\u3044\u3046\u3088\u308a\u3001\u8868\u73fe\uff09\u306f\u3001\u305f\u3044\u3066\u3044\u306f\u3053\u308c\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u8907\u96d1\u3067\u3059\u3002\u3042\u308a\u3068\u3042\u3089\u3086\u308b\u611f\u60c5\u3092\u4f1d\u3048\u3066\u304a\u308a\u3001\u6587\u8108\u304c\u306a\u3051\u308c\u3070\u5b8c\u5168\u306b\u306f\u7406\u89e3\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3082\u306e\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u30c4\u30a4\u30fc\u30c8\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u300c\u3053\u3053\u306e\u30a8\u30b9\u30d7\u30ec\u30c3\u30bd\u306f\u5927\u597d\u304d\u3060\u304c\u3001\u30de\u30ad\u30a2\u30fc\u30c8\u306f\u6211\u6162\u3067\u304d\u306a\u3044\u300d<\/p>\n<p>\u300c\u3053\u306e\u30d6\u30e9\u30f3\u30c9\u304c\u68b1\u5305\u3092\u6539\u5584\u3057\u3066\u304f\u308c\u305f\u3089\u3044\u3044\u306e\u306b\uff01\u300d<\/p>\n<p>\u300c\u30db\u30c3\u30c8\u3058\u3083\u306a\u304f\u3066\u30a2\u30a4\u30b9\u30b3\u30fc\u30d2\u30fc\u3092\u6e21\u3059\u306a\u3093\u3066\u3001\u4fe1\u3058\u3089\u308c\u306a\u3044\uff0d\u307e\u3063\u305f\u304f\u6700\u9ad8\uff01\u300d<\/p>\n<p>\u6700\u521d\u306e\u6587\u7ae0\u306f\u300c\u5927\u597d\u304d\u300d\u3068\u300c\u6211\u6162\u3067\u304d\u306a\u3044\u300d\u3068\u3044\u3046\u8a00\u8449\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u3067\u306f\u306a\u304f\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u611f\u60c5\u3068\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u611f\u60c5\u3092\u4e21\u65b9\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u4e8c\u756a\u76ee\u306e\u30c4\u30a4\u30fc\u30c8\u306f\u3001\u90e8\u5206\u7684\u306b\u306f\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u611f\u60c5\u3092\u8868\u73fe\u3057\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u5546\u54c1\u3092\u5b8c\u5168\u306b\u306f\u306d\u3064\u3051\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u9858\u671b\u3092\u8868\u3057\u3066\u3044\u308b\u306b\u904e\u304e\u307e\u305b\u3093\u30023\u756a\u76ee\u306e\u30c4\u30a4\u30fc\u30c8\u306e\u300c\u307e\u3063\u305f\u304f\u6700\u9ad8\uff01\u300d\u306f\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u8868\u73fe\u3067\u3059\u304c\u3001\u53e3\u8abf\u304c\u6975\u3081\u3066\u76ae\u8089\u3063\u307d\u3044\u3053\u3068\u304b\u3089\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3067\u3059\u3002<\/p>\n<\/div><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;\">\u611f\u60c5\u5206\u6790\u306e\u30c4\u30fc\u30eb<\/h3><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-margin-top:20px;\"><p>\u512a\u308c\u305f\u611f\u60c5\u5206\u6790\u30c4\u30fc\u30eb\u306f\u3001\u4e00\u3064\u4e00\u3064\u306e\u30c4\u30a4\u30fc\u30c8\u3092\u6b63\u78ba\u306b\u8b58\u5225\u3067\u304d\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002Google\u30a4\u30f3\u30b5\u30a4\u30c8\u3001Google\u30a2\u30e9\u30fc\u30c8\u3001Facebook\u30a4\u30f3\u30b5\u30a4\u30c8\u306a\u3069\u306e\u65e2\u5b58\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5185\u3067\u3001\u305f\u304f\u3055\u3093\u306e\u57fa\u672c\u7684\u306a\u611f\u60c5\u5206\u6790\u30c4\u30fc\u30eb\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307b\u304b\u306b\u3082Brandwatch\u3001Hootsuite Insights\u3001<a href=\"https:\/\/www.meltwater.com\/jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">Meltwater<\/a>\u3001\u30aa\u30fc\u30d7\u30f3\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3068\u306f\u3044\u3048\u3001\u3069\u3046\u3059\u308c\u3070\u305d\u308c\u304c\u3067\u304d\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u3042\u3089\u304b\u3058\u3081\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4f55\u5343\u4f8b\u3068\u4f7f\u3063\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u5b66\u7fd2\u3055\u305b\u308b\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u6587\u7ae0\u306e\u624b\u52d5\u5206\u985e\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d9\u30fc\u30b9\u3092\u5f62\u4f5c\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304c\u591a\u3044\u307b\u3069\u30e9\u30d9\u30eb\u4ed8\u3051\u306f\u512a\u308c\u305f\u3082\u306e\u3068\u306a\u308a\u3001\u30c4\u30fc\u30eb\u306f\u3088\u308a\u6b63\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u624b\u52d5\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u96e3\u3057\u3055\u306e\u4e00\u3064\u306f\u3001\u4eba\u9593\u304c\u6587\u7ae0\u3092\u78ba\u5b9f\u306b\u3001\u6b63\u78ba\u306b\u8b58\u5225\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u4e0a\u8ff0\u306e\u3068\u304a\u308a\u3001\u7269\u4e8b\u3092\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306e3\u3064\u306b\u5206\u3051\u308b\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002\u611f\u60c5\u5206\u6790\u306e\u5206\u985e\u3092\u884c\u3046\u4eba\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u66d6\u6627\u306a\u9818\u57df\u306b\u3082\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u76ae\u8089<\/li>\n<li>\u90e8\u5206\u7684\u306b\u30dd\u30b8\u30c6\u30a3\u30d6\u306a\u8a00\u8449\u9063\u3044<\/li>\n<li>\u90e8\u5206\u7684\u306b\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u8a00\u8449\u9063\u3044<\/li>\n<li>\u300c\u8907\u96d1\u306a\u6c17\u6301\u3061\u300d<\/li>\n<\/ul>\n<\/div><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-8 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;\">\u611f\u60c5\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7ba1\u7406<\/h3><\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-margin-top:20px;\"><p>\u30e9\u30d9\u30eb\u4ed8\u304d\u306e\u611f\u60c5\u5206\u6790\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u30bc\u30ed\u304b\u3089\u4f5c\u6210\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u308b\u969b\u306b\u5f79\u7acb\u3064\u30d2\u30f3\u30c8\u3092\u4ee5\u4e0b\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-four\" 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;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u8a2d\u5b9a<\/h4><\/div><div class=\"fusion-text fusion-text-10\" style=\"--awb-margin-top:20px;\"><p>\u8cea\u306e\u9ad8\u3044<a href=\"\/blog\/15-free-sentiment-analysis-datasets-for-machine-learning\/\">\u611f\u60c5\u5206\u6790\u30c7\u30fc\u30bf<\/a>\u3092\u5165\u624b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u660e\u78ba\u3067\u308f\u304b\u308a\u3084\u3059\u3044\u6307\u793a\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u975e\u5e38\u306b\u5358\u7d14\u306a\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u306b\u3082\u5f53\u3066\u306f\u307e\u308a\u307e\u3059\u3002\u611f\u60c5\u5206\u6790\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5834\u5408\u306f\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306e\u3044\u305a\u308c\u3067\u3042\u308b\u304b\u3092\u5224\u65ad\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u3088\u3046\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u6307\u793a\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u300c\u79c1\u306f\u30b3\u30fc\u30d2\u30fc\u304c\u5927\u597d\u304d\u3060\u300d\u306e\u3088\u3046\u306b\u5358\u7d14\u306a\u611f\u60c5\u306e\u8868\u73fe\u306b\u5bfe\u3057\u3066\u306f\u3046\u307e\u304f\u6a5f\u80fd\u3057\u307e\u3059\u304c\u3001\u8907\u96d1\u306a\u30c6\u30ad\u30b9\u30c8\u30b5\u30f3\u30d7\u30eb\u306e\u5834\u5408\u3001\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u304c\u3069\u306e\u3088\u3046\u306b\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308c\u3070\u3088\u3044\u304b\u5224\u65ad\u3067\u304d\u305a\u3001\u4e00\u8cab\u6027\u306e\u306a\u3044\u30e9\u30d9\u30eb\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u8a73\u7d30\u306a\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u304c\u6b20\u3051\u3066\u3044\u308b\u3068\u3001\u76ae\u8089\u3092\u542b\u3093\u3060\u6587\u7ae0\u306a\u3069\u8907\u96d1\u306a\u30c6\u30ad\u30b9\u30c8\u3092\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u969b\u306b\u7591\u7fa9\u304c\u751f\u3058\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u59cb\u6642\u306b\u3001\u4f55\u3092\u671f\u5f85\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u660e\u78ba\u306b\u3057\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u4f5c\u696d\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u542b\u3081\u305f\u6587\u66f8\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u8a73\u7d30\u306a\u6307\u793a\u3092\u4e0e\u3048\u3089\u308c\u308c\u3070\u3001\u4f5c\u696d\u3092\u884c\u3046\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u3082\u52a9\u304b\u308a\u307e\u3059\u3002\u5358\u7d14\u306b\u30dd\u30b8\u30c6\u30a3\u30d6 \/ \u30cd\u30ac\u30c6\u30a3\u30d6 \/ \u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306b\u5206\u985e\u3059\u308b\u306e\u304b\u3001\u305d\u308c\u3068\u3082\u3082\u3063\u3068\u304d\u3081\u7d30\u304b\u306a\u30e9\u30d9\u30eb\u4ed8\u3051\u304c\u5fc5\u8981\u306a\u306e\u304b\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u958b\u59cb\u6642\u306b\u8003\u616e\u3059\u3079\u304d\u91cd\u8981\u306a\u3053\u3068\u306e\u4e00\u3064\u3067\u3057\u3087\u3046\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-four\" 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;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u54c1\u8cea\u7ba1\u7406<\/h4><\/div><div class=\"fusion-text fusion-text-11\" style=\"--awb-margin-top:20px;\"><p>\u4e00\u898b\u3059\u308b\u3068\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u611f\u60c5\u3092\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\u306e\u306f\u7c21\u5358\u306a\u4f5c\u696d\u306e\u3088\u3046\u306b\u601d\u308f\u308c\u307e\u3059\u3002\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306f\u30c6\u30ad\u30b9\u30c8\u30b5\u30f3\u30d7\u30eb\u3092\u8aad\u3093\u3067\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u3001\u30cb\u30e5\u30fc\u30c8\u30e9\u30eb\u306b\u5206\u985e\u3059\u308c\u3070\u3088\u3044\u306e\u3067\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u30b5\u30f3\u30d7\u30eb\u306b\u8868\u73fe\u3055\u308c\u3066\u3044\u308b\u611f\u60c5\u3092\u5224\u5225\u3059\u308b\u306e\u306f\u3001\u305d\u308c\u307b\u3069\u7c21\u5358\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4eba\u9593\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306e\u4e3b\u89b3\u7684\u306a\u5224\u65ad\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306e\u9593\u3067\u3082\u610f\u898b\u304c\u5206\u304b\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3060\u3051\u3067\u306a\u304f\u3001\u4e00\u4eba\u4e00\u4eba\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306e\u5224\u65ad\u3082\u5e38\u306b\u4e00\u8cab\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30b3\u30f3\u30c6\u30f3\u30c4\u56fa\u6709\u306e\u96e3\u3057\u3055\u304c\u3042\u308b\u3001\u500b\u4eba\u7684\u504f\u5411\u3001\u3042\u308b\u3044\u306f\u5358\u306b\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u8cea\u304c\u4f4e\u3044\u306a\u3069\u3001\u7406\u7531\u306f\u69d8\u3005\u3067\u3059\u3002<\/p>\n<p>\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u3092\u3067\u304d\u308b\u9650\u308a\u6392\u9664\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u8907\u6570\u306e\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u306b\u30b0\u30e9\u30a6\u30f3\u30c9\u30c8\u30a5\u30eb\u30fc\u30b9\u30c7\u30fc\u30bf\u3092\u8a55\u4fa1\u3055\u305b\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u611f\u60c5\u5206\u6790\u306e\u5834\u5408\u306f\u7279\u306b\u3001\u6b63\u89e3\u3084\u4e0d\u6b63\u89e3\u304c\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u7cbe\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002\u30a2\u30ce\u30c6\u30fc\u30bf\u30fc\u9593\u306e\u4e00\u81f4\u7387\u3092\u6e2c\u5b9a\u3059\u308b\u54c1\u8cea\u6307\u6a19\u3068\u3057\u3066\u306f\u3001\u30b3\u30fc\u30a8\u30f3\u306e\u30ab\u30c3\u30d1\u4fc2\u6570\uff08\u03ba\uff09\u3001\u30d5\u30e9\u30a4\u30b9\u306e\u4e00\u81f4\u4fc2\u6570\uff08K\uff09\u3001\u30af\u30ea\u30c3\u30da\u30f3\u30c9\u30eb\u30d5\u306e\u03b1\u4fc2\u6570\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6307\u6a19\u3092\u5229\u7528\u3057\u3066\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u6307\u793a\u3068\u305d\u308c\u306b\u57fa\u3065\u304f\u30e9\u30d9\u30eb\u3092\u5206\u6790\u3057\u3066\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u3092\u6539\u5584\u3057\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u306b\u304a\u3051\u308b\u56f0\u96e3\u3092\u89e3\u6d88\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-four\" 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;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u611f\u60c5\u30c7\u30fc\u30bf\u306e\u306e\u524d\u51e6\u7406<\/h4><\/div><div class=\"fusion-text fusion-text-12\" style=\"--awb-margin-top:20px;\"><p>\u6d88\u8cbb\u8005\u306e\u610f\u898b\u306f\u4e00\u822c\u7684\u306b\u3001\u7121\u79e9\u5e8f\u306a\u975e\u69cb\u9020\u5316\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u306b\u306f\u69d8\u3005\u306a\u8a9e\u5f59\u3084\u30b9\u30e9\u30f3\u30b0\u3001\u6587\u8108\u304c\u542b\u307e\u308c\u308b\u306e\u3067\u3001\u624b\u52d5\u3067\u5206\u6790\u3059\u308b\u306e\u306f\u307b\u307c\u4e0d\u53ef\u80fd\u3067\u3059\u3002\u305d\u3053\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u7406\u89e3\u53ef\u80fd\u306a\u5f62\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u3053\u308c\u306f\u8907\u96d1\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u611f\u60c5\u5206\u6790\u306b\u5229\u7528\u3067\u304d\u308b\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u8b58\u5225\u30fb\u62bd\u51fa\u3059\u308b\u305f\u3081\u306b\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u3068<a href=\"\/blog\/natural-language-processing-101\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/a>\u304c\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u611f\u60c5\u5206\u6790\u306b\u3088\u304f\u5229\u7528\u3055\u308c\u308b\u69d8\u3005\u306a\u524d\u51e6\u7406\u65b9\u6cd5\u306b\u3064\u3044\u3066\u4ee5\u4e0b\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30af\u30ea\u30fc\u30cb\u30f3\u30b0: \u7814\u7a76\u306b\u95a2\u4fc2\u306e\u306a\u3044\u30c7\u30fc\u30bf\u3092\u8b58\u5225\u3057\u3001\u6392\u9664\u3057\u307e\u3059\u3002\u6392\u9664\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306b\u306f\u3001\u4e0d\u8981\u306a\u53e5\u8aad\u70b9\u3001ASCII\u30b3\u30fc\u30c9\u3001\u5927\u6587\u5b57\u306e\u4f7f\u7528\u3001\u30b9\u30c8\u30c3\u30d7\u30ef\u30fc\u30c9\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n<li>\u6b63\u898f\u5316: 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\u30c6\u30ad\u30b9\u30c8\u3092\u500b\u3005\u306e\u5358\u8a9e\uff08\u300c\u30c8\u30fc\u30af\u30f3\u300d\u3068\u547c\u3070\u308c\u308b\uff09\u306b\u5206\u89e3\u3057\u3001\u69cb\u6587\u89e3\u6790\u306a\u3069\u4ed6\u306e\u30bf\u30a4\u30d7\u306e\u5206\u6790\u3084\u30bf\u30b9\u30af\u3067\u30a4\u30f3\u30d7\u30c3\u30c8\u3068\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><div class=\"fusion-title title fusion-title-12 fusion-sep-none fusion-title-text fusion-title-size-four\" 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;\"><h4 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">\u611f\u60c5\u5206\u6790\u30b5\u30fc\u30d3\u30b9<\/h4><\/div><div class=\"fusion-text fusion-text-13\" 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