{"id":10625,"date":"2026-07-03T20:52:02","date_gmt":"2026-07-03T11:52:02","guid":{"rendered":"https:\/\/techmania.jp\/blog\/?p=10625"},"modified":"2026-08-07T16:05:27","modified_gmt":"2026-08-07T07:05:27","slug":"streamlit","status":"publish","type":"post","link":"https:\/\/techmania.jp\/blog\/streamlit\/","title":{"rendered":"Streamlit\u5165\u9580\u30105\u5206\u3067\u3067\u304d\u308b\u3011\u901f\u653bWeb\u30a2\u30d7\u30ea\u4f5c\u6210\u30fb\u4f7f\u3044\u65b9\u30fb\u4ed6\u30c4\u30fc\u30eb\u6bd4\u8f03\u307e\u3067"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u3001\u5206\u6790\u7d50\u679c\u3092\u4ed6\u8005\u306b\u5171\u6709\u3057\u305f\u308a\u3001\u4f5c\u6210\u3057\u305fAI\u30e2\u30c7\u30eb\u3092Web\u30a2\u30d7\u30ea\u3068\u3057\u3066\u516c\u958b\u3057\u305f\u3044\u3068\u8003\u3048\u308b\u5834\u9762\u304c\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002 \u3057\u304b\u3057\u3001\u901a\u5e38\u306eWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306b\u306f HTML\u30fbCSS\u30fbJavaScript\u3084Web\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306a\u3069\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u304c\u5c02\u9580\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u306f\u5927\u304d\u306a\u30cf\u30fc\u30c9\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3046\u3057\u305f\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u767b\u5834\u3057\u305f\u306e\u304c<a href=\"https:\/\/streamlit.io\/\" data-type=\"link\" data-id=\"https:\/\/streamlit.io\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Streamlit<\/a>\uff08\u30b9\u30c8\u30ea\u30fc\u30e0\u30ea\u30c3\u30c8\uff09\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Streamlit\u306e\u57fa\u672c\u6982\u8981\u3084\u7279\u5fb4\u3001Gradio\u30fbFastHTML\u306a\u3069\u306e\u4ed6\u30c4\u30fc\u30eb\u3068\u306e\u9055\u3044\u304b\u3089\u3001<strong>\u521d\u5fc3\u8005\u3067\u3082\u8ff7\u308f\u306a\u3044\u6700\u77ed\u5c0e\u5165\u624b\u9806<\/strong>\u3001<strong>\u5b9f\u8df5\u7684\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u4f5c\u6210\u30b3\u30fc\u30c9<\/strong>\u3001\u3055\u3089\u306b\u306f<strong>GitHub\u3092\u4f7f\u3063\u305f\u7121\u6599\u516c\u958b\u624b\u9806<\/strong>\u307e\u3067\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<h2 id=\"outline__1\" class=\"wp-block-heading\">Streamlit\u3068\u306f\uff1f\uff08\u6982\u8981\u3068AI\u30b0\u30e9\u30d5\u3068\u306e\u9055\u3044\uff09<\/h2>\n\n\n\n<h3 id=\"outline__1_1\" class=\"wp-block-heading\">Python\u3060\u3051\u3067Web\u30a2\u30d7\u30ea\u304c\u4f5c\u308c\u308b\u958b\u767a\u30c4\u30fc\u30eb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Streamlit\u306f\u3001<strong>Python\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3060\u3051\u3067\u624b\u8efd\u306bWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u30fb\u516c\u958b\u3067\u304d\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong>\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5206\u6790\u7d50\u679c\u3084AI\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u5171\u6709\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u30012019\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f93\u6765\u3001Python\u30d7\u30ed\u30b0\u30e9\u30e0\u3092Web\u30a2\u30d7\u30ea\u5316\u3059\u308b\u306b\u306f\u3001Flask\u3084Django\u306a\u3069\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u958b\u767a\u306b\u52a0\u3048\u3001HTML\u30fbCSS\u30fbJavaScript\u306b\u3088\u308b\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u69cb\u7bc9\u304c\u5fc5\u9808\u3067\u3057\u305f\u3002 Streamlit\u306f\u3053\u3053\u3092\u4e38\u3054\u3068\u7701\u7565\u3057\u3001<strong>Python\u30b9\u30af\u30ea\u30d7\u30c81\u672c\u3067UI\u753b\u9762\u306e\u4f5c\u6210\u304b\u3089\u30c7\u30fc\u30bf\u8868\u793a\u3001\u30e6\u30fc\u30b6\u30fc\u64cd\u4f5c\u306e\u53d7\u4ed8\u307e\u3067\u5b8c\u7d50<\/strong>\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2022\u5e74\u306b\u30c7\u30fc\u30bf\u30af\u30e9\u30a6\u30c9\u5927\u624b\u306eSnowflake\u793e\u306b\u8cb7\u53ce\u3055\u308c\u3066\u4ee5\u964d\u306f\u3001\u4f01\u696d\u5411\u3051\u30c7\u30fc\u30bf\u57fa\u76e4\u3084LLM\uff08\u751f\u6210AI\uff09\u30a2\u30d7\u30ea\u306e\u6a19\u6e96UI\u3068\u3057\u3066\u3082\u6025\u901f\u306b\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__1_2\" class=\"wp-block-heading\">\u3010\u7591\u554f\u89e3\u6c7a\u3011ChatGPT\u7b49\u306e\u300cAI\u304c\u4f5c\u308b\u30b0\u30e9\u30d5\u300d\u3068\u4f55\u304c\u9055\u3046\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u8fd1\u3067\u306fChatGPT\u306a\u3069\u306bCSV\u3092\u6e21\u305b\u3070\u7dba\u9e97\u306a\u30b0\u30e9\u30d5\u3092\u4e00\u77ac\u3067\u4f5c\u3063\u3066\u304f\u308c\u307e\u3059\u3002\u3067\u306f\u3001\u308f\u3056\u308f\u3056Streamlit\u3067\u30a2\u30d7\u30ea\u3092\u4f5c\u308b\u610f\u5473\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\u3048\u306f\u300c\u4e00\u767a\u5c4b\u306e\u9759\u6b62\u753b\uff08AI\uff09\u300d\u304b\u300c\u305a\u3063\u3068\u52d5\u304b\u305b\u308b\u30b7\u30b9\u30c6\u30e0\uff08Streamlit\uff09\u300d\u304b\u306e\u9055\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6bd4\u8f03\u9805\u76ee<\/th><th>AI\uff08ChatGPT\u7b49\uff09\u304c\u4f5c\u308b\u30b0\u30e9\u30d5<\/th><th>Streamlit\u3067\u4f5c\u3063\u305fWeb\u30a2\u30d7\u30ea<\/th><\/tr><tr><td><strong>\u5b9f\u4f53<\/strong><\/td><td>\u4e00\u56de\u9650\u308a\u306e\u300c\u753b\u50cf\u30d5\u30a1\u30a4\u30eb\uff08\u5199\u771f\uff09\u300d<\/td><td>\u305a\u3063\u3068\u52d5\u304b\u305b\u308b\u300cWeb\u30b5\u30a4\u30c8\uff08\u30b7\u30b9\u30c6\u30e0\uff09\u300d<\/td><\/tr><tr><td><strong>\u64cd\u4f5c\u6027<\/strong><\/td><td>\u30e6\u30fc\u30b6\u30fc\u304c\u81ea\u5206\u3067\u6761\u4ef6\u5909\u66f4\u3067\u304d\u306a\u3044<\/td><td>\u30dc\u30bf\u30f3\u3084\u30b9\u30e9\u30a4\u30c0\u30fc\u3067\u6761\u4ef6\u3092\u81ea\u5728\u306b\u5909\u66f4\u53ef\u80fd<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf\u66f4\u65b0<\/strong><\/td><td>\u30c7\u30fc\u30bf\u304c\u5909\u308f\u308b\u305f\u3073\u306bAI\u3078\u4f9d\u983c\u3057\u76f4\u3057<\/td><td>CSV\u3092\u5dee\u3057\u66ff\u3048\u308b\u3060\u3051\u3067\u81ea\u52d5\u66f4\u65b0<\/td><\/tr><tr><td><strong>\u5171\u6709\u76f8\u624b<\/strong><\/td><td>\u81ea\u5206\uff08\u30c1\u30e3\u30c3\u30c8\u3092\u958b\u3044\u3066\u3044\u308b\u4eba\uff09\u306e\u307f<\/td><td>URL\u3092\u6559\u3048\u308c\u3070\u3001\u8ab0\u3067\u3082\u30b9\u30de\u30db\u3084PC\u304b\u3089\u64cd\u4f5c\u53ef\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u4e00\u5ea6\u4f5c\u308c\u3070\u3001\u4ed6\u306e\u4eba\uff08\u4e0a\u53f8\u3084\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\uff09\u304c\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u76f4\u611f\u7684\u306b\u64cd\u4f5c\u3067\u304d\u308b\u4ed5\u7d44\u307f\u300d\u3092\u4f5c\u308c\u308b\u3053\u3068\u3053\u305d\u304c\u3001Streamlit\u306e\u6700\u5927\u306e\u4fa1\u5024\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__2\" class=\"wp-block-heading\">Streamlit\u306e\u4e3b\u306a\u7279\u5fb4\u3068\u4ed6\u30c4\u30fc\u30eb\u6bd4\u8f03<\/h2>\n\n\n\n<h3 id=\"outline__2_1\" class=\"wp-block-heading\">Streamlit\u306e5\u3064\u306e\u5f37\u307f<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u95a2\u6570\u3092\u547c\u3073\u51fa\u3059\u3060\u3051\u3067UI\u304c\u4f5c\u308c\u308b:<\/strong> <code>st.title()<\/code> \u3084 <code>st.button()<\/code> \u3092\u4e26\u3079\u308b\u3060\u3051\u3067\u753b\u9762\u304c\u69cb\u7bc9\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30db\u30c3\u30c8\u30ea\u30ed\u30fc\u30c9\u6a5f\u80fd:<\/strong> \u30b3\u30fc\u30c9\u3092\u4fdd\u5b58\u3059\u308b\u3060\u3051\u3067\u3001\u30d6\u30e9\u30a6\u30b6\u753b\u9762\u304c\u81ea\u52d5\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u304c\u307b\u307c\u30ef\u30f3\u30e9\u30a4\u30ca\u30fc:<\/strong> Pandas\u306eDataFrame\u3092\u305d\u306e\u307e\u307e\u6e21\u3059\u3060\u3051\u3067\u8868\u3084\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u591a\u5f69\u306a\u6a19\u6e96\u30a6\u30a3\u30b8\u30a7\u30c3\u30c8:<\/strong> \u30b9\u30e9\u30a4\u30c0\u30fc\u3001\u30bb\u30ec\u30af\u30c8\u30dc\u30c3\u30af\u30b9\u3001\u30d5\u30a1\u30a4\u30eb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c0\u30fc\u306a\u3069\u304c\u6a19\u6e96\u88c5\u5099\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210AI\uff08LLM\uff09\u30a2\u30d7\u30ea\u5bfe\u5fdc:<\/strong> \u30c1\u30e3\u30c3\u30c8 UI\uff08<code>st.chat_message<\/code>\uff09\u3084\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u8868\u793a\u306e\u6a5f\u80fd\u304c\u63c3\u3063\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h3 id=\"outline__2_2\" class=\"wp-block-heading\">\u6700\u65b0\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u30fbBI\u30c4\u30fc\u30eb\u3068\u306e\u6bd4\u8f03\u4e00\u89a7\u8868<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u5468\u8fba\u3067Web\u753b\u9762\u3092\u4f5c\u308b\u30c4\u30fc\u30eb\u3084BI\u30c4\u30fc\u30eb\u3068\u306e\u9055\u3044\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u30c4\u30fc\u30eb\u540d<\/th><th>\u5206\u985e \/ \u904b\u55b6<\/th><th>\u958b\u767a\u901f\u5ea6<\/th><th>\u96e3\u6613\u5ea6<\/th><th>\u4e3b\u306a\u7528\u9014\u30fb\u5411\u3044\u3066\u3044\u308b\u30b7\u30fc\u30f3<\/th><\/tr><tr><td><strong>Streamlit<\/strong><\/td><td>\u30c7\u30fc\u30bf\u30a2\u30d7\u30ea\u5411\u3051 \/ Snowflake<\/td><td>\ud83d\ude80 <strong>\u6700\u901f<\/strong><\/td><td>\ud83d\udfe2 <strong>\u4f4e\u3044<\/strong><\/td><td><strong>\u793e\u5185\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001AI\u30c7\u30e2\u3001PoC\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb<\/strong><\/td><\/tr><tr><td><strong>Gradio<\/strong><\/td><td>AI\u30c7\u30e2\u5411\u3051 \/ Hugging Face<\/td><td>\ud83d\ude80 \u6700\u901f<\/td><td>\ud83d\udfe2 \u4f4e\u3044<\/td><td>\u753b\u50cf\u751f\u6210\u3084\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u306a\u3069\u300cAI\u30e2\u30c7\u30eb\u306e\u5165\u529b\u30fb\u51fa\u529b\u30c7\u30e2\u300d<\/td><\/tr><tr><td><strong>Dash (Plotly)<\/strong><\/td><td>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9 \/ Plotly<\/td><td>\ud83d\udd3a \u3084\u3084\u9045\u3044<\/td><td>\ud83d\udd34 \u9ad8\u3044<\/td><td>\u30c7\u30b6\u30a4\u30f3\u3084\u30ec\u30a4\u30a2\u30a6\u30c8\u3092\u7d30\u304b\u304f\u4f5c\u308a\u8fbc\u307f\u305f\u3044\u5927\u4f01\u696d\u5411\u3051\u753b\u9762<\/td><\/tr><tr><td><strong>FastHTML<\/strong><\/td><td>Web\u958b\u767a \/ \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/td><td>\ud83d\udfe1 \u666e\u901a<\/td><td>\ud83d\udfe1 \u4e2d\u7a0b\u5ea6<\/td><td>\u4e00\u822c\u7684\u306aWeb\u30b5\u30fc\u30d3\u30b9\u3084SNS\u3001\u8efd\u91cf\u306aWeb\u30a2\u30d7\u30ea\u69cb\u7bc9<\/td><\/tr><tr><td><strong>Tableau \/ PowerBI<\/strong><\/td><td>\u30ce\u30fc\u30b3\u30fc\u30c9BI\u30c4\u30fc\u30eb<\/td><td>\ud83d\udfe1 \u666e\u901a<\/td><td>\ud83d\udfe2 \u4f4e\u3044<\/td><td>\u6c7a\u307e\u3063\u305f\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\uff08\u203b\u72ec\u81ea\u306eAI\u51e6\u7406\u3084\u9ad8\u5ea6\u306aPython\u9023\u643a\u306f\u4e0d\u53ef\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"outline__3\" class=\"wp-block-heading\">\u3010\u5b9f\u8df5\u3011Streamlit\u306e\u5c0e\u5165\u624b\u9806\u3068\u52d5\u304b\u3057\u65b9<\/h2>\n\n\n\n<h3 id=\"outline__3_1\" class=\"wp-block-heading\">\u6700\u77ed\u3067\u52d5\u304b\u3059\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u624b\u9806\uff08\u307e\u305a\u306f\u4eee\u60f3\u74b0\u5883\u306a\u3057\u3067OK\uff01\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uff08\u4ee5\u4e0b\u3001\u30a8\u30e9\u30fc\u304c\u51fa\u305f\u308a\u8e93\u3044\u305f\u3068\u304d\u306f\u3001<a href=\"#outline__5\">\u3053\u3061\u3089\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044<\/a>\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u306f\u96e3\u3057\u3044\u6e96\u5099\u629c\u304d\u3067\u3001\u6700\u3082\u30b7\u30f3\u30d7\u30eb\u306b\u52d5\u304b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002 \u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u958b\u304d\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u30921\u884c\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u6e96\u5099\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install streamlit\n<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u203b\u300c<code>pip<\/code> \u30b3\u30de\u30f3\u30c9\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u300d\u306a\u3069\u306e\u30a8\u30e9\u30fc\u304c\u51fa\u308b\u5834\u5408\u306f\u3001Python\u304c\u30d1\u30bd\u30b3\u30f3\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"outline__3_2\" class=\"wp-block-heading\">\u30b3\u30de\u30f3\u30c9\u4e00\u767a\uff01\u57fa\u672c\u306e\u8d77\u52d5\u65b9\u6cd5\uff08<code>streamlit run<\/code>\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b0\u30e9\u30e0\u30d5\u30a1\u30a4\u30eb\uff08\u4f8b\uff1a<code>app.py<\/code>\uff09\u3092\u4f5c\u6210\u3057\u305f\u3089\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>streamlit run app.py\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u3059\u308b\u3068\u30ed\u30fc\u30ab\u30eb\u30b5\u30fc\u30d0\u30fc\u304c\u7acb\u3061\u4e0a\u304c\u308a\u3001\u81ea\u52d5\u7684\u306b\u30d6\u30e9\u30a6\u30b6\u304c\u958b\u3044\u3066\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30b3\u30fc\u30c9\u3092\u5909\u66f4\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3060\u3051\u3067\u30d6\u30e9\u30a6\u30b6\u753b\u9762\u304c\u5207\u308a\u66ff\u308f\u308a\u307e\u3059\u304c\u3001\u6bce\u56de\u624b\u52d5\u30ea\u30ed\u30fc\u30c9\u304c\u9762\u5012\u306a\u5834\u5408\u306f\u3001\u753b\u9762\u53f3\u4e0a\u306e\u300c\u4e09\u70b9\u30ea\u30fc\u30c0\u30fc\uff08\u22ee\uff09\u300d\u30a2\u30a4\u30b3\u30f3\u304b\u3089 <strong>\u300cAlways rerun\uff08\u307e\u305f\u306fAuto rerun\uff09\u300d<\/strong> \u3092\u9078\u629e\u3057\u3066\u304a\u304f\u3068\u3001\u4fdd\u5b58\u3059\u308b\u3060\u3051\u3067\u753b\u9762\u304c\u81ea\u52d5\u66f4\u65b0\u3055\u308c\u3066\u958b\u767a\u304c\u3055\u3089\u306b\u5feb\u9069\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__3_3\" class=\"wp-block-heading\">\ud83d\udca1 \u4eee\u60f3\u74b0\u5883\uff08venv\uff09\u3063\u3066\u4f55\uff1f\u672c\u5f53\u306b\u5fc5\u8981\u306a\u306e\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u8853\u8a18\u4e8b\u3084\u6559\u79d1\u66f8\u3092\u8aad\u3080\u3068\u300c\u307e\u305a\u4eee\u60f3\u74b0\u5883\uff08<code>venv<\/code>\uff09\u3092\u4f5c\u308a\u307e\u3057\u3087\u3046\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u304c\u3001\u300c\u305d\u3082\u305d\u3082\u4eee\u60f3\u74b0\u5883\u3063\u3066\u4f55\uff1f\u7121\u3057\u3058\u3083\u99c4\u76ee\u306a\u306e\uff1f\u300d\u3068\u7591\u554f\u306b\u601d\u3046\u65b9\u3082\u591a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h4 id=\"outline__3_3_1\" class=\"wp-block-heading\">\u4eee\u60f3\u74b0\u5883\u3068\u306f\u300c\u30a2\u30d7\u30ea\u5c02\u7528\u306e\u5c0f\u90e8\u5c4b\u300d\u306e\u3053\u3068<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eee\u60f3\u74b0\u5883\u306a\u3057\uff08\u76f4\u5165\u308c\uff09\uff1a<\/strong> \u30d1\u30bd\u30b3\u30f3\u5168\u4f53\u306e\u300c\u5927\u90e8\u5c4b\u300d\u306bStreamlit\u3092\u76f4\u63a5\u5165\u308c\u307e\u3059\u3002\u4e00\u756a\u624b\u8efd\u3067\u3059\u3050\u8a66\u305b\u307e\u3059\u304c\u3001\u5c06\u6765\u5225\u306e\u958b\u767a\u3067\u53e4\u3044\u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u306b\u306a\u3063\u305f\u6642\u306b\u3001\u90e8\u5c4b\u306e\u4e2d\u3067\u30d0\u30c3\u30c6\u30a3\u30f3\u30b0\uff08\u885d\u7a81\uff09\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4eee\u60f3\u74b0\u5883\u3042\u308a\uff08<code>venv<\/code>\uff09\uff1a<\/strong> \u300cStreamlit\u5c02\u7528\u306e\u5c0f\u90e8\u5c4b\u300d\u3092\u4f5c\u3063\u3066\u4f5c\u696d\u3057\u307e\u3059\u3002\u4ed6\u306e\u958b\u767a\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u306a\u3044\u5b89\u5168\u306a\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 id=\"outline__3_3_2\" class=\"wp-block-heading\">\u7d50\u8ad6\uff1a\u6700\u521d\u306f\u300c\u306a\u3057\u300d\u3067\u5168\u7136OK\uff01<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u306e\u958b\u767a\u73fe\u5834\u3084\u672c\u683c\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u904b\u7528\u3067\u306f\u4eee\u60f3\u74b0\u5883\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u304c\u3001<strong>\u500b\u4eba\u3067\u8a66\u3057\u305f\u308a\u5b66\u7fd2\u3059\u308b\u6bb5\u968e\u306a\u3089\u300c\u4eee\u60f3\u74b0\u5883\u306a\u3057\u300d\u3067\u76f4\u63a5\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3082\u5168\u304f\u554f\u984c\u3042\u308a\u307e\u305b\u3093\uff01<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u96e3\u3057\u305d\u3046\u306a\u8a2d\u5b9a\u3067\u632b\u6298\u3059\u308b\u304f\u3089\u3044\u306a\u3089\u3001\u307e\u305a\u306f\u76f4\u5165\u308c\u3067\u30b5\u30af\u30c3\u3068\u52d5\u304f\u697d\u3057\u3055\u3092\u4f53\u9a13\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u672c\u683c\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u59cb\u3081\u308b\u969b\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u4f5c\u308c\u3070\u5341\u5206\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__4\" class=\"wp-block-heading\">Streamlit\u306e\u4f7f\u3044\u65b9\u3068\u4f7f\u7528\u4f8b<\/h2>\n\n\n\n<h3 id=\"outline__4_1\" class=\"wp-block-heading\">\u57fa\u672c\u30d1\u30fc\u30c4\u306e\u914d\u7f6e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c6\u30ad\u30b9\u30c8\u3084\u30d5\u30a9\u30fc\u30e0\u3001\u30dc\u30bf\u30f3\u3092\u8868\u793a\u3059\u308b\u57fa\u672c\u30b3\u30fc\u30c9\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"446\" src=\"https:\/\/techmania.jp\/blog\/wp-content\/uploads\/2026\/07\/st1-1024x446.png\" alt=\"\" class=\"wp-image-10883\"\/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>import streamlit as st\n\nst.title(\"Hello Streamlit!\")\nname = st.text_input(\"\u3042\u306a\u305f\u306e\u540d\u524d\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\")\n\nif st.button(\"\u9001\u4fe1\"):\n    st.write(f\"{name}\u3055\u3093\u3001\u3088\u3046\u3053\u305d\uff01\")\n<\/code><\/pre>\n\n\n\n<h3 id=\"outline__4_2\" class=\"wp-block-heading\">\u3010\u4f8b\u2460\u3011\u30cd\u30c3\u30c8\u4e0a\u306e\u30aa\u30fc\u30d7\u30f3\u30c7\u30fc\u30bf\uff08CSV\uff09\u3092\u81ea\u52d5\u30b0\u30e9\u30d5\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Web\u4e0a\u306b\u3042\u308b\u30d1\u30d6\u30ea\u30c3\u30af\u306aCSV\u30c7\u30fc\u30bf\uff08\u30bf\u30a4\u30bf\u30cb\u30c3\u30af\u53f7\u306e\u4e57\u5ba2\u30c7\u30fc\u30bf\uff09\u306eURL\u3092\u76f4\u63a5\u8aad\u307f\u8fbc\u307f\u3001\u30b5\u30a4\u30c9\u30d0\u30fc\u3067\u7d5e\u308a\u8fbc\u3081\u308b\u30a2\u30d7\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"522\" src=\"https:\/\/techmania.jp\/blog\/wp-content\/uploads\/2026\/07\/st2-1024x522.png\" alt=\"\" class=\"wp-image-10884\"\/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>import streamlit as st\nimport pandas as pd\n\nst.title(\"\ud83d\udea2 \u30bf\u30a4\u30bf\u30cb\u30c3\u30af\u4e57\u5ba2\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\")\n\n# \u30cd\u30c3\u30c8\u4e0a\u306eCSV\u3092\u76f4\u63a5\u30ed\u30fc\u30c9\nurl = \"https:\/\/raw.githubusercontent.com\/datasciencedojo\/datasets\/master\/titanic.csv\"\ndf = pd.read_csv(url)\n\n# \u30b5\u30a4\u30c9\u30d0\u30fc\u3067\u6761\u4ef6\u62bd\u51fa\nst.sidebar.header(\"\u30d5\u30a3\u30eb\u30bf\u30fc\")\ngender = st.sidebar.multiselect(\"\u6027\u5225\u3092\u9078\u629e\", options=df&#91;\"Sex\"].unique(), default=df&#91;\"Sex\"].unique())\n\nfiltered_df = df&#91;df&#91;\"Sex\"].isin(gender)]\n\n# \u30e1\u30c8\u30ea\u30af\u30b9\u8868\u793a\ncol1, col2 = st.columns(2)\ncol1.metric(\"\u8a72\u5f53\u4eba\u6570\", f\"{len(filtered_df)} \u4eba\")\ncol2.metric(\"\u5e73\u5747\u5e74\u9f62\", f\"{filtered_df&#91;'Age'].mean():.1f} \u6b73\")\n\n# \u30b0\u30e9\u30d5\u63cf\u753b\nst.subheader(\"\u30c1\u30b1\u30c3\u30c8\u7b49\u7d1a\u5225\u306e\u4eba\u6570\")\nst.bar_chart(filtered_df&#91;\"Pclass\"].value_counts())\n<\/code><\/pre>\n\n\n\n<h3 id=\"outline__4_3\" class=\"wp-block-heading\">\u3010\u4f8b\u2461\u3011KPI\u30ab\u30fc\u30c9\u30fb\u30bf\u30d6\u5207\u308a\u66ff\u3048\u4ed8\u304d\uff01\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u91d1\u878d\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u9762\u5168\u4f53\u3092\u5e83\u3052\uff08<code>layout=\"wide\"<\/code>\uff09\u3001KPI\u30ab\u30fc\u30c9\u3084\u30bf\u30d6\u5207\u308a\u66ff\u3048\u3092\u4f7f\u3063\u305f\u5b9f\u7528\u30ec\u30d9\u30eb\u306e\u30d7\u30ed\u3063\u307d\u3044\u753b\u9762\u69cb\u6210\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"530\" src=\"https:\/\/techmania.jp\/blog\/wp-content\/uploads\/2026\/07\/st3-1-1024x530.png\" alt=\"\" class=\"wp-image-10886\"\/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>import streamlit as st\nimport pandas as pd\nimport numpy as np\n\n# \u30ef\u30a4\u30c9\u30e2\u30fc\u30c9\u8a2d\u5b9a\nst.set_page_config(page_title=\"\u682a\u4fa1\u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\", layout=\"wide\")\n\nst.title(\"\ud83d\udcc8 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\")\n\n# \u30b5\u30a4\u30c9\u30d0\u30fc\u64cd\u4f5c\ncompany = st.sidebar.selectbox(\"\u5bfe\u8c61\u4f01\u696d\", &#91;\"Tech Corp (AI)\", \"Cloud Systems\"])\nperiod = st.sidebar.slider(\"\u8868\u793a\u671f\u9593 (\u65e5\u6570)\", 10, 100, 30)\n\n# \u30c0\u30df\u30fc\u30c7\u30fc\u30bf\u306e\u81ea\u52d5\u751f\u6210\uff08\u203b\u64cd\u4f5c\u3059\u308b\u305f\u3073\u306b\u65b0\u3057\u304f\u8a08\u7b97\u3055\u308c\u307e\u3059\uff09\ndates = pd.date_range(end=pd.Timestamp.today(), periods=period)\nprices = 100 + np.cumsum(np.random.normal(0.5, 2.0, size=period))\ndf = pd.DataFrame({\"\u65e5\u4ed8\": dates, \"\u682a\u4fa1 ($)\": prices.round(2)}).set_index(\"\u65e5\u4ed8\")\n\n# KPI\u30ab\u30fc\u30c9\u5217\ncol1, col2, col3 = st.columns(3)\ncurrent = df&#91;\"\u682a\u4fa1 ($)\"].iloc&#91;-1]\nprev = df&#91;\"\u682a\u4fa1 ($)\"].iloc&#91;-2]\ncol1.metric(\"\u73fe\u5728\u306e\u682a\u4fa1\", f\"${current}\", f\"{round(current - prev, 2)}$\")\ncol2.metric(\"\u671f\u9593\u5185\u6700\u9ad8\u5024\", f\"${df&#91;'\u682a\u4fa1 ($)'].max()}\")\ncol3.metric(\"\u671f\u9593\u5185\u6700\u5b89\u5024\", f\"${df&#91;'\u682a\u4fa1 ($)'].min()}\")\n\n# \u30bf\u30d6\u5207\u308a\u66ff\u3048\ntab1, tab2 = st.tabs(&#91;\"\ud83d\udcca \u682a\u4fa1\u63a8\u79fb\", \"\ud83d\udccb \u8a73\u7d30\u30c7\u30fc\u30bf\"])\nwith tab1:\n    st.line_chart(df&#91;\"\u682a\u4fa1 ($)\"])\nwith tab2:\n    st.dataframe(df, use_container_width=True)\n<\/code><\/pre>\n\n\n\n<h3 id=\"outline__4_4\" class=\"wp-block-heading\">\u3010\u91cd\u8981\u3011\u64cd\u4f5c\u3059\u308b\u305f\u3073\u306b\u5168\u4f53\u304c\u518d\u5b9f\u884c\u3055\u308c\u308b\u4ed5\u7d44\u307f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Streamlit\u306e\u6700\u5927\u306e\u9b45\u529b\u3067\u3042\u308a\u7279\u5fb4\u306f\u3001<strong>\u300c\u30e6\u30fc\u30b6\u30fc\u304c\u30b9\u30e9\u30a4\u30c0\u30fc\u3084\u30dc\u30bf\u30f3\u3092\u64cd\u4f5c\u3059\u308b\u305f\u3073\u306b\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u4e0a\u304b\u3089\u4e0b\u307e\u3067\u4e38\u3054\u3068\u518d\u5b9f\u884c\u3055\u308c\u308b\u300d<\/strong> \u3068\u3044\u3046\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\uff08\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\uff09\u306b\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u72b6\u614b\u7ba1\u7406\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3053\u3068\u306a\u304f\u3001\u753b\u9762\u4e0a\u306e\u30c7\u30fc\u30bf\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u30b5\u30af\u30b5\u30af\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__5\" class=\"wp-block-heading\">\u30a8\u30e9\u30fc\u3067\u8e93\u3044\u305f\u3068\u304d\u306f\uff1f\uff08AI\u3092\u6d3b\u7528\u3057\u305f\u7206\u901f\u89e3\u6c7a\u6cd5\uff09<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u3057\u3066\u3044\u308b\u3068\u3001\u9ed2\u3044\u753b\u9762\u306b\u8d64\u3044\u6587\u5b57\u3067\u30ba\u30e9\u30ea\u3068\u96e3\u3057\u305d\u3046\u306a\u82f1\u8a9e\u306e\u30a8\u30e9\u30fc\uff08\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\uff09\u304c\u51fa\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u521d\u5fc3\u8005\u306e\u65b9\u304c\u3053\u3053\u3067\u4e00\u756a\u632b\u6298\u3057\u3084\u3059\u3044\u3067\u3059\u304c\u3001<strong>\u81ea\u5206\u3067\u60a9\u3080\u5fc5\u8981\u306f\u4e00\u5207\u3042\u308a\u307e\u305b\u3093\uff01<\/strong><\/p>\n\n\n\n<h3 id=\"outline__5_1\" class=\"wp-block-heading\">\ud83d\udca1 \u30a8\u30e9\u30fc\u304c\u51fa\u305f\u3068\u304d\u306e\u5bfe\u51e6\u6cd5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9ed2\u3044\u753b\u9762\u306b\u51fa\u3066\u304d\u305f<strong>\u8d64\u6587\u5b57\u306e\u30a8\u30e9\u30fc\u6587\uff08\u30b3\u30fc\u30c9\u3068\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\uff09\u3092\u4e38\u3054\u3068\u30b3\u30d4\u30fc<\/strong>\u3059\u308b\u3002<\/li>\n\n\n\n<li>ChatGPT\u3084Claude\u306a\u3069\u306eAI\u30c1\u30e3\u30c3\u30c8\u30c4\u30fc\u30eb\u3092\u958b\u304f\u3002<\/li>\n\n\n\n<li><strong>\u300cStreamlit\u3067\u4ee5\u4e0b\u306e\u30a8\u30e9\u30fc\u304c\u51fa\u307e\u3057\u305f\u3002\u539f\u56e0\u3068\u89e3\u6c7a\u7b56\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u300d<\/strong> \u3068\u8cbc\u308a\u4ed8\u3051\u3066\u8cea\u554f\u3059\u308b\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u30a8\u30e9\u30fc\u89e3\u6c7a\u304c\u6975\u3081\u3066\u5f97\u610f\u3067\u3059\u3002\u4e00\u767a\u3067\u300c\u3069\u306e\u884c\u306e\u30b9\u30da\u30eb\u304c\u9055\u3046\u304b\u300d\u300c\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u8db3\u308a\u306a\u3044\u304b\u300d\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002AI\u3092\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u983c\u308a\u306a\u304c\u3089\u9032\u3081\u308b\u306e\u304c\u3001\u73fe\u4ee3\u306e\u6700\u3082\u8ce2\u3044\u958b\u767a\u30b9\u30bf\u30a4\u30eb\u3067\u3059\uff01<\/p>\n\n\n\n<h2 id=\"outline__6\" class=\"wp-block-heading\">\u4f5c\u3063\u305f\u30a2\u30d7\u30ea\u3092\u4e16\u754c\u4e2d\u306b\u7121\u6599\u516c\u958b\u3059\u308b\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u5206\u3060\u3051\u3067\u52d5\u304b\u3059\u3060\u3051\u3067\u306a\u304f\u3001\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u7121\u6599\u516c\u958b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__6_1\" class=\"wp-block-heading\">\u306a\u305cGitHub\u304c\u5fc5\u8981\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u958b\u306b\u306f\u3001<strong>GitHub\uff08\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u904b\u55b6\u306e\u4e16\u754c\u6700\u5927\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u4fdd\u5b58\u30b5\u30a4\u30c8\uff09<\/strong> \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u30b3\u30fc\u30c9\u3092GitHub\u306e\u300c\u30d1\u30d6\u30ea\u30c3\u30af\uff08\u516c\u958b\uff09\u30ea\u30dd\u30b8\u30c8\u30ea\u300d\uff08\u7121\u6599\u306eWeb\u30d5\u30a9\u30eb\u30c0\uff09\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3067\u3001\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u304c\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u8aad\u307f\u8fbc\u307f\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"outline__6_2\" class=\"wp-block-heading\">Streamlit Community Cloud\u30671\u5206\u516c\u958b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Streamlit\u516c\u5f0f\u304c\u63d0\u4f9b\u3059\u308b\u7121\u6599\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9 <strong>\u300cStreamlit Community Cloud\u300d<\/strong> \u3092\u4f7f\u3048\u3070\u3001\u4ee5\u4e0b\u306e3\u30b9\u30c6\u30c3\u30d7\u3067\u516c\u958b\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f5c\u6210\u3057\u305f\u30b3\u30fc\u30c9\uff08<code>app.py<\/code>\uff09\u3092 GitHub \u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b<\/li>\n\n\n\n<li><a href=\"https:\/\/share.streamlit.io\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">share.streamlit.io<\/a> \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001GitHub\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u30ed\u30b0\u30a4\u30f3<\/li>\n\n\n\n<li>\u5bfe\u8c61\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3068 <code>app.py<\/code> \u3092\u9078\u629e\u3057\u3066\u300cDeploy!\u300d\u3092\u62bc\u3059<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3060\u3051\u3067\u3001\u81ea\u5206\u5c02\u7528\u306eWeb\u30a2\u30d7\u30eaURL\u304c\u767a\u884c\u3055\u308c\u3001\u4e16\u754c\u4e2d\u306e\u8ab0\u3067\u3082\u30b9\u30de\u30db\u3084PC\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"outline__7\" class=\"wp-block-heading\">Streamlit\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<h3 id=\"outline__7_1\" class=\"wp-block-heading\">Streamlit\u306e\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b8c\u5168\u7121\u6599<\/strong>\u3067\u5229\u7528\u30fb\u516c\u958b\u53ef\u80fd<\/li>\n\n\n\n<li>Python\u306e\u307f\u3067\u5b8c\u7d50\u3059\u308b\u305f\u3081\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u6975\u3081\u3066\u4f4e\u3044<\/li>\n\n\n\n<li>\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u4f5c\u6210\u3084\u793e\u5185PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u5287\u7684\u306b\u5411\u4e0a\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<h3 id=\"outline__7_2\" class=\"wp-block-heading\">Streamlit\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6ce8\u610f\u70b9<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d30\u304b\u306aUI\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u306f\u5411\u304b\u306a\u3044:<\/strong> \u30dc\u30bf\u30f3\u306e\u914d\u7f6e\u3084\u8272\u3092\u30d4\u30af\u30bb\u30eb\u5358\u4f4d\u3067\u6574\u3048\u308b\u3088\u3046\u306aWeb\u5236\u4f5c\u306b\u306f\u4e0d\u5411\u304d\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u91cd\u3044\u51e6\u7406\u306e\u9045\u5ef6:<\/strong> \u64cd\u4f5c\u3054\u3068\u306b\u30b3\u30fc\u30c9\u304c\u5168\u4f53\u518d\u5b9f\u884c\u3055\u308c\u308b\u305f\u3081\u3001\u5de8\u5927\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3084\u91cd\u3044\u6a5f\u68b0\u5b66\u7fd2\u51e6\u7406\u3092\u884c\u3046\u3068\u753b\u9762\u304c\u91cd\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\ud83d\udca1 <strong>\u5bfe\u7b56:<\/strong> \u91cd\u3044\u51e6\u7406\u3092\u884c\u3046\u5834\u5408\u306f <code>@st.cache_data<\/code> \u30c7\u30b3\u30ec\u30fc\u30bf\u3092\u95a2\u6570\u306b\u4ed8\u4e0e\u3059\u308b\u3053\u3068\u3067\u3001\u8a08\u7b97\u7d50\u679c\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u30012\u56de\u76ee\u4ee5\u964d\u306e\u8868\u793a\u304c\u7206\u901f\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 id=\"outline__8\" class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Streamlit\u306f\u3001HTML\/CSS\/JavaScript\u3092\u5b66\u3076\u6642\u9593\u306e\u306a\u3044\u30c7\u30fc\u30bf\u5206\u6790\u8005\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u3001\u300c\u81ea\u5206\u306e\u30a2\u30a4\u30c7\u30a2\u3084\u5206\u6790\u6210\u679c\u3092\u6700\u901f\u3067Web\u30c4\u30fc\u30eb\u306b\u5909\u3048\u308b\u6700\u5f37\u306e\u6b66\u5668\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p 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