{"id":6111,"date":"2024-12-23T11:40:38","date_gmt":"2024-12-23T02:40:38","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6111"},"modified":"2024-12-23T11:40:38","modified_gmt":"2024-12-23T02:40:38","slug":"prophet_model_explanation","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/prophet_model_explanation\/","title":{"rendered":"\u6642\u7cfb\u5217\u30e2\u30c7\u30ebProphet\u3092\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b\u306e\u306f\u3001Facebook\u304c\u958b\u767a\u3057\u305f\u6642\u7cfb\u5217\u4e88\u6e2c\u30e9\u30a4\u30d6\u30e9\u30ea\u300cProphet\u300d\u3067\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u76f4\u611f\u7684\u3067\u30b7\u30f3\u30d7\u30eb\u306a\u64cd\u4f5c\u3067\u3042\u308a\u306a\u304c\u3089\u3001\u5f37\u529b\u306a\u6a5f\u80fd\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u521d\u5fc3\u8005\u304b\u3089\u7d4c\u9a13\u8005\u307e\u3067\u5e45\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b\u306e\u306f\u3001Facebook\u304c\u958b\u767a\u3057\u305f\u6642\u7cfb\u5217\u4e88\u6e2c\u30e9\u30a4\u30d6\u30e9\u30ea\u300cProphet\u300d\u3067\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u76f4\u611f\u7684\u3067\u30b7\u30f3\u30d7\u30eb\u306a\u64cd\u4f5c\u3067\u3042\u308a\u306a\u304c\u3089\u3001\u5f37\u529b\u306a\u6a5f\u80fd\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u521d\u5fc3\u8005\u304b\u3089\u7d4c\u9a13\u8005\u307e\u3067\u5e45\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30da\u30a4\u30c8\u30f3\u30fb\u30de\u30cb\u30f3\u30b0\u306eWikipedia\u30da\u30fc\u30b8\u306e\u6bce\u65e5\u306e\u30d3\u30e5\u30fc\u6570\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001Prophet\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<h2>Prophet\u3068\u306f<\/h2>\n<p>Prophet \u306f\u3001\u975e\u7dda\u5f62\u50be\u5411\u3092\u5e74\u3001\u9031\u3001\u65e5\u3054\u3068\u306e\u5b63\u7bc0\u6027\u3001\u304a\u3088\u3073\u4f11\u65e5\u306e\u5f71\u97ff\u3068\u9069\u5408\u3055\u305b\u308b\u52a0\u6cd5\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u4e88\u6e2c\u3059\u308b\u624b\u9806\u3067\u3059\u3002\u5b63\u7bc0\u306e\u5f71\u97ff\u304c\u5f37\u3044\u6642\u7cfb\u5217\u3084\u3001\u8907\u6570\u306e\u5b63\u7bc0\u306b\u308f\u305f\u308b\u5c65\u6b74\u30c7\u30fc\u30bf\u3067\u6700\u3082\u52b9\u679c\u7684\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002Prophet \u306f\u3001\u30c7\u30fc\u30bf\u306e\u6b20\u843d\u3084\u50be\u5411\u306e\u5909\u5316\u306b\u5bfe\u3057\u3066\u5805\u7262\u3067\u3042\u308a\u3001\u901a\u5e38\u306f\u5916\u308c\u5024\u3092\u9069\u5207\u306b\u51e6\u7406\u3057\u307e\u3059\u3002<\/p>\r\n<p>Prophet\u306b\u306f\u4ee5\u4e0b\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><strong>\u6b63\u78ba\u304b\u3064\u9ad8\u901f<\/strong><\/p>\r\n<p>\u307b\u3068\u3093\u3069\u306e\u5834\u5408\u3001\u4ed6\u306e\u3069\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3088\u308a\u3082\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u307e\u3059\u3002Stan \u3067\u30e2\u30c7\u30eb\u3092\u9069\u5408\u3055\u305b\u308b\u3068\u3001\u308f\u305a\u304b\u6570\u79d2\u3067\u4e88\u6e2c\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\r\n<p><strong>\u5b8c\u5168\u81ea\u52d5<\/strong><\/p>\r\n<p>\u624b\u4f5c\u696d\u306a\u3057\u3067\u3001\u4e71\u96d1\u306a\u30c7\u30fc\u30bf\u304b\u3089\u5408\u7406\u7684\u306a\u4e88\u6e2c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Prophet \u306f\u3001\u5916\u308c\u5024\u3001\u6b20\u843d\u30c7\u30fc\u30bf\u3001\u6642\u7cfb\u5217\u306e\u5287\u7684\u306a\u5909\u5316\u306b\u5bfe\u3057\u3066\u5805\u7262\u3067\u3059\u3002<\/p>\r\n<p><strong>\u8abf\u6574\u53ef\u80fd\u306a\u4e88\u6e2c<\/strong><\/p>\r\n<p>Prophet \u30d7\u30ed\u30b7\u30fc\u30b8\u30e3\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u4e88\u6e2c\u3092\u5fae\u8abf\u6574\u304a\u3088\u3073\u8abf\u6574\u3059\u308b\u305f\u3081\u306e\u591a\u304f\u306e\u6a5f\u80fd\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u4eba\u9593\u304c\u89e3\u91c8\u3067\u304d\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3067\u4e88\u6e2c\u3092\u6539\u5584\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<h2>\u4ed6\u306e\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\u3068\u306e\u6bd4\u8f03<\/h2>\n<p>Prophet\u3068ARIMA\/SARIMA\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\r\n<b><strong>Prophet<\/strong><\/b>\r\n<ul>\r\n\t<li><strong>\u30e2\u30c7\u30ea\u30f3\u30b0\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u30c8\u30ec\u30f3\u30c9\u3001\u5b63\u7bc0\u6027\u3001\u4f11\u65e5\u52b9\u679c\u3092\u5206\u89e3\u3057\u3066\u4e88\u6e2c\u3002<\/li>\r\n\t<li>\u975e\u5b9a\u5e38\u30c7\u30fc\u30bf\u3084\u6b20\u640d\u5024\u3092\u305d\u306e\u307e\u307e\u6271\u3044\u3084\u3059\u3044\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li><strong>\u7279\u9577<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u81ea\u52d5\u7684\u306b\u8907\u6570\u306e\u5b63\u7bc0\u6027\uff08\u4f8b\uff1a\u5e74\u6b21\u3001\u9031\u6b21\uff09\u3084\u4f11\u65e5\u306e\u5f71\u97ff\u3092\u8003\u616e\u53ef\u80fd\u3002<\/li>\r\n\t<li>\u975e\u7dda\u5f62\u306a\u30c8\u30ec\u30f3\u30c9\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3002<\/li>\r\n\t<li>\u5b9f\u88c5\u304c\u7c21\u5358\u3067\u3001\u521d\u671f\u8a2d\u5b9a\u3067\u3082\u826f\u597d\u306a\u7d50\u679c\u3092\u5f97\u3084\u3059\u3044\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li><strong>\u9069\u7528\u5834\u9762<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u9577\u671f\u4e88\u6e2c\u3084\u8907\u96d1\u306a\u5b63\u7bc0\u6027\u3092\u542b\u3080\u30c7\u30fc\u30bf\u3002<\/li>\r\n\t<li>\u30c8\u30ec\u30f3\u30c9\u304c\u5909\u5316\u3057\u3084\u3059\u3044\u30c7\u30fc\u30bf\u3002<\/li>\r\n\t<li>\u4f11\u65e5\u3084\u30a4\u30d9\u30f3\u30c8\u306e\u5f71\u97ff\u3092\u542b\u3080\u4e88\u6e2c\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\r\n<b><strong>ARIMA\/SARIMA<\/strong><\/b>\r\n<ul>\r\n\t<li><strong>\u30e2\u30c7\u30ea\u30f3\u30b0\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3084\u8aa4\u5dee\u306b\u57fa\u3065\u304f\u7d71\u8a08\u30e2\u30c7\u30eb\u3002<\/li>\r\n\t<li>\u30c7\u30fc\u30bf\u306e\u5b9a\u5e38\u5316\uff08\u5dee\u5206\u3092\u53d6\u308b\u306a\u3069\uff09\u304c\u5fc5\u8981\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li><strong>\u7279\u9577<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u5b9a\u5e38\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u975e\u5e38\u306b\u9ad8\u3044\u7cbe\u5ea6\u3002<\/li>\r\n\t<li>\u30d1\u30e9\u30e1\u30fc\u30bf\uff08p, d, q, P, D, Q, s\uff09\u306e\u8abf\u6574\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u3002<\/li>\r\n\t<li>\u77ed\u671f\u4e88\u6e2c\u306b\u512a\u308c\u3066\u3044\u308b\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li><strong>\u9069\u7528\u5834\u9762<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u5b89\u5b9a\u3057\u305f\u30c8\u30ec\u30f3\u30c9\u3068\u5468\u671f\u6027\u3092\u6301\u3064\u30c7\u30fc\u30bf\u3002<\/li>\r\n\t<li>\u77ed\u671f\u4e88\u6e2c\u3084\u7d71\u8a08\u7684\u5206\u6790\u306b\u57fa\u3065\u304f\u30a2\u30d7\u30ed\u30fc\u30c1\u3002<\/li>\r\n\t<li>\u5b63\u7bc0\u6027\u304c\u5358\u7d14\u3067\u898f\u5247\u7684\u306a\u5834\u5408\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\r\n<b>\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u969b\u306e\u30dd\u30a4\u30f3\u30c8<\/b>\r\n<ul>\r\n\t<li><strong>Prophet<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u7c21\u5358\u304b\u3064\u76f4\u611f\u7684\u306a\u5b9f\u88c5\u304c\u5fc5\u8981\u306a\u5834\u5408\u3002<\/li>\r\n\t<li>\u30c8\u30ec\u30f3\u30c9\u3084\u5b63\u7bc0\u6027\u304c\u660e\u78ba\u306a\u30c7\u30fc\u30bf\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li><strong>ARIMA\/SARIMA<\/strong>:\r\n\r\n<ul>\r\n\t<li>\u5b9a\u5e38\u6027\u304c\u78ba\u4fdd\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3067\u7cbe\u5bc6\u306a\u4e88\u6e2c\u3092\u884c\u3044\u305f\u3044\u5834\u5408\u3002<\/li>\r\n\t<li>\u77ed\u671f\u7684\u306a\u50be\u5411\u3092\u91cd\u8996\u3059\u308b\u5834\u5408\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\n\n<h2>\u5b9f\u88c5<\/h2>\n<p>\u307e\u305a\u3001Prophet\u3068pandas\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>from prophet import Prophet\r\nimport pandas as pd<\/code><\/pre>\r\n<\/div>\r\n<p>\u4eca\u56de\u306f\u3001<a href=\"https:\/\/en.wikipedia.org\/wiki\/Peyton_Manning\" class=\"notion-link-token notion-focusable-token notion-enable-hover\" rel=\"noopener noreferrer\" data-token-index=\"1\"><span class=\"link-annotation-unknown-block-id-1207075365\">\u30da\u30a4\u30c8\u30f3\u30fb\u30de\u30cb\u30f3\u30b0<\/span><\/a>\u306e Wikipedia \u30da\u30fc\u30b8\u306e\u6bce\u65e5\u306e\u30da\u30fc\u30b8\u30d3\u30e5\u30fc\u306e\u30ed\u30b0\u306e\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3044\u304d\u307e\u3059\u3002<!-- notionvc: f4ca3095-2209-4f5f-aece-dbf08eec9d8f --><\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>df = pd.read_csv('https:\/\/raw.githubusercontent.com\/facebook\/prophet\/main\/examples\/example_wp_log_peyton_manning.csv')\r\ndf<\/code><\/pre>\r\n<\/div>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-20-150742.png\" alt=\"\" width=\"309\" height=\"493\" class=\"alignnone size-full wp-image-6113\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-20-150742.png 309w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-12-20-150742-188x300.png 188w\" sizes=\"(max-width: 309px) 100vw, 309px\" \/><\/p>\r\n<p>Prophet\u306e\u5165\u529b\u3059\u308b\u30ab\u30e9\u30e0\u540d\u306f\u5e38\u306bds\uff08\u65e5\u4ed8\uff09\u3068y\uff08\u76ee\u7684\u5909\u6570\uff09\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u65b0\u3057\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3057\u3066\u30e2\u30c7\u30eb\u3092\u9069\u5408\u3055\u305b\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code><span style=\"color: var(--hcb-color--text,#1f1e1e);font-family: var(--hcb-font-family,'Menlo','Consolas','Hiragino Kaku Gothic ProN','Hiragino Sans','Meiryo',sans-serif);font-size: var(--hcb-font-size,14px)\">model = Prophet()<\/span><\/code>model.fit(df)<\/pre>\r\n<\/div>\r\n<p>make_future_dataframe\u3067\u6307\u5b9a\u3057\u305f\u65e5\u6570\u307e\u3067\u306e\u5024\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\uff08\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001365\u65e5\u5206\uff09<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>future = model.make_future_dataframe(periods=365)\r\nforecast = model.predict(future) <\/code><\/pre>\r\n<\/div>\r\n<p>\u7d50\u679c\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>model.plot(forecast)<\/code><\/pre>\r\n<\/div>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-1.png\" alt=\"\" width=\"989\" height=\"590\" class=\"alignnone size-full wp-image-6114\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-1.png 989w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-1-300x179.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-1-768x458.png 768w\" sizes=\"(max-width: 989px) 100vw, 989px\" \/><\/p>\r\n<p>\u3057\u3063\u304b\u308a\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u4e88\u6e2c\u306e\u69cb\u6210\u8981\u7d20\u3092\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u306f\u3001plot_components\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>model.plot_components(forecast)<\/code><\/pre>\r\n<\/div>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-2.png\" alt=\"\" width=\"886\" height=\"890\" class=\"alignnone size-full wp-image-6115\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-2.png 886w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-2-300x300.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-2-150x150.png 150w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-2-768x771.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/12\/image-2-120x120.png 120w\" sizes=\"(max-width: 886px) 100vw, 886px\" \/><\/p>\r\n<p>\u4e0a\u304b\u3089\u9806\u306b\u300c\u6642\u7cfb\u5217\u306e\u50be\u5411\u300d\u3001\u300c\u9031\u3054\u3068\u306e\u5b63\u7bc0\u6027\u300d\u3001\u300c\u5e74\u9593\u306e\u5b63\u7bc0\u6027\u300d\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n<p>Prophet\u3092\u4f7f\u3063\u305f\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306f\u3001\u8907\u96d1\u306a\u7d71\u8a08\u30e2\u30c7\u30eb\u3092\u77e5\u3089\u306a\u304f\u3066\u3082\u7c21\u5358\u306b\u5b9f\u73fe\u3067\u304d\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u4eca\u56de\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30da\u30a4\u30c8\u30f3\u30fb\u30de\u30cb\u30f3\u30b0\u306eWikipedia\u30da\u30fc\u30b8\u306e\u30d3\u30e5\u30fc\u6570\u30c7\u30fc\u30bf\u3092\u4f8b\u306b\u3001Prophet\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30f3\u30c9\u3084\u5b63\u7bc0\u6027\u306e\u5206\u6790\u3001\u5c06\u6765\u4e88\u6e2c\u3092\u884c\u3046\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\r\n<p>Prophet\u306e\u9b45\u529b\u306f\u3001\u305d\u306e\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u67d4\u8edf\u6027\u306b\u3042\u308a\u307e\u3059\u3002\u77ed\u6642\u9593\u3067\u306e\u521d\u671f\u8a2d\u5b9a\u304b\u3089\u3001\u9ad8\u5ea6\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u3088\u308b\u8a73\u7d30\u306a\u30e2\u30c7\u30ea\u30f3\u30b0\u307e\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u305f\u3081\u3001\u521d\u5fc3\u8005\u3067\u3082\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u3067\u3082\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u4f11\u65e5\u52b9\u679c\u3084\u7279\u5b9a\u306e\u30a4\u30d9\u30f3\u30c8\u306e\u5f71\u97ff\u3092\u7c21\u5358\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u70b9\u3082\u3001\u5927\u304d\u306a\u5f37\u307f\u3067\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u672c\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b\u306e\u306f\u3001Facebook\u304c\u958b\u767a\u3057\u305f\u6642\u7cfb\u5217\u4e88\u6e2c\u30e9\u30a4\u30d6\u30e9\u30ea\u300cProphet\u300d\u3067\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u76f4\u611f\u7684\u3067\u30b7\u30f3\u30d7\u30eb\u306a\u64cd\u4f5c\u3067\u3042\u308a\u306a\u304c\u3089\u3001\u5f37\u529b\u306a\u6a5f\u80fd\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u521d\u5fc3\u8005\u304b\u3089\u7d4c\u9a13\u8005\u307e\u3067\u5e45\u5e83\u304f\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u306f\u3058\u3081\u306b [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":6112,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[829,331,691,518],"class_list":["post-6111","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-prophet","tag-python","tag-691","tag-518"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6111","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=6111"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/6111\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/6112"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=6111"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=6111"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=6111"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}