{"id":5440,"date":"2025-09-14T00:23:29","date_gmt":"2025-09-14T00:23:29","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=5440"},"modified":"2025-09-14T00:23:29","modified_gmt":"2025-09-14T00:23:29","slug":"%e3%83%9e%e3%83%ab%e3%83%81%e3%82%a4%e3%83%b3%e3%83%87%e3%83%83%e3%82%af%e3%82%b9%e3%82%92%e3%82%82%e3%81%a4%e3%82%a8%e3%82%af%e3%82%bb%e3%83%ab%e3%83%95%e3%82%a1%e3%82%a4%e3%83%ab%e3%81%ae%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/5440\/","title":{"rendered":"\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206\u3092\u30bb\u30eb\u5358\u4f4d\u3067\u62bd\u51fa\u3059\u308b\u30c4\u30fc\u30eb &#8211; MOTEX TECH BLOG"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/mo-masuda\/20250904\/20250904132511.png\" alt=\"\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206\u3092\u30bb\u30eb\u5358\u4f4d\u3067\u62bd\u51fa\u3059\u308b\u30c4\u30fc\u30eb\" width=\"1900\" height=\"864\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u6c96\u3067\u3059\u3002<\/p>\n<p>OS \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u9055\u3044\u306b\u304a\u3051\u308b\u88fd\u54c1\u3078\u306e\u5f71\u97ff\u3092\u8abf\u67fb\u30fb\u691c\u8a3c\u3059\u308b\u696d\u52d9\u306b\u304a\u3044\u3066\u3001\u8907\u6570\u306e\u89b3\u70b9\u306b\u3088\u308b\u6bd4\u8f03\u306e\u305f\u3081\u306b\u884c\u3068\u5217\u304c\u591a\u91cd\u306b\u306a\u3063\u305f\u8868\uff08\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u8868\uff09\u3092\u7528\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<a target=\"_blank\" href=\"https:\/\/tech.motex.co.jp\/entry\/2025\/06\/25\/173716\">\u8cc7\u6599 [1]<\/a> \u3067\u306f\u3001\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u8868\u3092\u52b9\u7387\u7684\u306b\u4f5c\u6210\u3059\u308b\u30c4\u30fc\u30eb\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u4e0a\u8a18\u306e\u30c4\u30fc\u30eb\u3067\u4f5c\u6210\u3057\u305f\u8868\u306b\u5024\u3092\u66f8\u304d\u8fbc\u3093\u30602\u3064\u306e\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206\u3092<strong>\u30bb\u30eb\u5358\u4f4d<\/strong>\u3067\u62bd\u51fa\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u65e5\u3005\u66f4\u65b0\u3057\u305f\u969b\u306b\u3001\u65e5\u4ed8\u5358\u4f4d\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3057\u3066\u672c\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u300c\u3044\u3064\u300d\u300c\u3069\u306e\u30bb\u30eb\u300d\u3092\u5909\u66f4\u3057\u305f\u304b\u3092\u30c8\u30ec\u30fc\u30b9\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 id=\"\u4f8b\">\u4f8b<\/h2>\n<p>\u56f31 \u306e\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u3068\u56f3 2 \u306e\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u3092\u6bd4\u8f03\u3057\u3001\u8d64\u3044\u6587\u5b57\u304c\u30bb\u30eb\u5358\u4f4d\u306e\u5dee\u5206\u3067\u3059\u3002\u3053\u308c\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/mo-oki\/20250724\/20250724155010.png\" width=\"1200\" height=\"275\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\n\u56f3 1. \u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb1<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/mo-oki\/20250724\/20250724155046.png\" width=\"1200\" height=\"277\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\n\u56f3 2. \u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb2<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/mo-oki\/20250724\/20250724155118.png\" width=\"1104\" height=\"257\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\n\u56f3 3. Slack \u306b\u3088\u308b\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u30bb\u30eb\u5358\u4f4d\u306e\u5dee\u5206\u901a\u77e5\u3067\u3059\u3002\u884c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u5217\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30e9\u30d9\u30eb\u306e\u30ea\u30b9\u30c8\u306b\u3088\u308b\u30bb\u30eb\u6307\u5b9a\u3068\u5dee\u5206\u304c\u3042\u308b\u5024\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u3092 CSV \u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3066 diff \u30d5\u30a1\u30a4\u30eb\u3067\u5dee\u5206\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u3067\u3059\u304c\u3001\u884c\u5358\u4f4d\u306e\u6bd4\u8f03\u306b\u306a\u308a\u3001\u30bb\u30eb\u5358\u4f4d\u306e\u6bd4\u8f03\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n<li>WinMerge \u3068\u3044\u3046\u65e2\u5b58\u306e\u30c4\u30fc\u30eb\u306b\u3088\u308a\u3001\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u8868\u3092\u753b\u50cf\u6bd4\u8f03\u3057\u3066\u30bb\u30eb\u5358\u4f4d\u306e\u5dee\u5206\u3092\u76ee\u8996\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u304c\u3001\u5dee\u5206\u304c\u3042\u308b\u30bb\u30eb\u306e\u5024\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u6587\u5b57\u5217\u3068\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u56f0\u96e3\u3067\u3059\u3002<\/li>\n<li>\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u304c\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u5834\u5408\u3001\u5dee\u5206\u304c\u3042\u308b\u30bb\u30eb\u3068\u305d\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u3067\u3059\u3002<\/li>\n<\/ol>\n<p>\u6b21\u306b\u8a18\u8f09\u306e\u3088\u3046\u306a\u3001\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u5177\u4f53\u4f8b\u3092\u8003\u3048\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u884c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9: \u300c\u5236\u5fa1 1\uff5e5\u300d\u306e 5 \u7a2e\u985e\u3001\u300c\u5236\u5fa1 A\uff5eE\u300d\u306e 5 \u7a2e\u985e\u3068\u3057\u305f\u3068\u304d\u30015 * 5 = 25 \u901a\u308a\u3002<\/li>\n<li>\u5217\u30a4\u30f3\u30c7\u30c3\u30af\u30b9: \u300c\u6a5f\u7a2e\u7a2e\u5225\u03b1\u300d\u304c 5 \u7a2e\u985e\u3001\u300c\u6a5f\u7a2e\u7a2e\u5225\u03b2\u300d\u304c 5 \u7a2e\u985e\u3001\u300c\u88fd\u54c1\u306e\u7a2e\u5225\u300d\u304c 3 \u7a2e\u985e\u3001\u300cOS \u7a2e\u5225\u300d\u304c 2 \u7a2e\u985e\u3068\u3057\u305f\u3068\u304d\u30015 * 5 * 3 * 2 = 150 \u901a\u308a\u3002<\/li>\n<\/ul>\n<p>\u5408\u8a08 25 * 150 = 3750 \u500b\u306e\u30bb\u30eb\u3092\u3082\u3064 2 \u500b\u306e\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306b\u5bfe\u3057\u3066\u300110 \u500b\u306e\u30bb\u30eb\u5358\u4f4d\u306e\u5dee\u5206\u304c\u3042\u308b\u3068\u4eee\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u3001\u76ee\u8996\u3067\u305d\u306e\u30bb\u30eb\u3068\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u7279\u5b9a\u3092\u8a66\u884c\u3059\u308b\u3068\u3001\u65e9\u304f\u3066\u7d04 1 \u65e5\u304c\u304b\u308a\u306e\u4f5c\u696d\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206\u3092\u30bb\u30eb\u5358\u4f4d\u3067\u62bd\u51fa\u3059\u308b\u30c4\u30fc\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u5177\u4f53\u7684\u306a\u884c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u5217\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u793a\u3057\u3001\u5024\u306e\u5dee\u5206\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<li>\u3055\u3089\u306b\u3001\u5dee\u5206\u6bd4\u8f03\u306e\u7d50\u679c\u3092 Slack \u306b\u901a\u77e5\u3059\u308b\u4ed5\u7d44\u307f\u3092\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5dee\u5206\u306e\u7d50\u679c\u3092\u5373\u6642\u306b\u5468\u77e5\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>Python \u306e\u30c6\u30b9\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af pytest \u306b\u57fa\u3065\u304d\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u5b9f\u969b\u306e\u5024\u3068\u671f\u5f85\u5024\u3092\u6bd4\u8f03\u3057\u3066\u7d50\u679c\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n<p>\u8ab2\u984c1\u3068\u8ab2\u984c2\u306f\u3001pytest\u3092\u7528\u3044\u3066\u30bb\u30eb\u5358\u4f4d\u306e\u59a5\u5f53\u6027\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3057\u307e\u3057\u305f\u3002\u8ab2\u984c3\u306f\u3001Slack\u306e\u901a\u77e5\u3092\u52a0\u5de5\u3057\u3066\u5dee\u5206\u304c\u3042\u308b\u30bb\u30eb\u306e\u5177\u4f53\u7684\u306a\u884c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u5217\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8868\u793a\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u4eca\u5f8c\u306e\u5fdc\u7528\u7684\u306a\u5c55\u958b\u3068\u3057\u3066\u306f\u3001\u30c6\u30b9\u30c8\u81ea\u52d5\u5316\u306b\u304a\u3051\u308b\u5b9f\u969b\u306e\u5024\u3068\u671f\u5f85\u5024\u3068\u306e\u7a81\u5408\u3001\u305d\u306e\u7d50\u679c\u306e\u901a\u77e5\u306b\u672c\u30c4\u30fc\u30eb\u306e\u4e00\u90e8\u3092\u6539\u4fee\u3057\u3066\u4f7f\u7528\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<p>MOTEX \u793e\u5185\u306e AI \u30b5\u30fc\u30d3\u30b9\u3068\u76f8\u8ac7\u3057\u306a\u304c\u3089\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u6240\u8981\u6642\u9593\u306f\u751f\u6210\u3068\u5fae\u8abf\u6574\u306730\u5206\u307b\u3069\u3067\u3059\u3002\u307e\u305f\u3001\u751f\u6210\u306e\u969b\u306b<a target=\"_blank\" href=\"https:\/\/tech.motex.co.jp\/entry\/2025\/06\/25\/173716\">\u8cc7\u6599 [1]<\/a> \u306e\u30c4\u30fc\u30eb\u306b\u8a18\u8f09\u306e\u30b3\u30fc\u30c9\u3082\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u307e\u3057\u305f\u3002\u672c\u30c4\u30fc\u30eb\u3067\u4f5c\u6210\u3057\u305f\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306b\u57fa\u3065\u304f\u3068\u3044\u3046\u6761\u4ef6\u3092\u4ed8\u4e0e\u3059\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n<p>\u5dee\u5206\u62bd\u51fa\u7528\u306e excel_validation.py \u3068 Slack \u901a\u77e5\u7528\u306e conftest.py \u306e 2 \u7a2e\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304b\u3089\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"code console\" data-lang=\"console\" data-unlink=\"\">pytest excel_validation.py<\/pre>\n<h2 id=\"excel_validationpy\">excel_validation.py<\/h2>\n<p>Slack \u901a\u77e5\u306e\u4e8b\u524d\u6e96\u5099\u3068\u3057\u3066\u3001Slack Apps \u3092\u4f5c\u6210\u3057\u3001\u305d\u306e\u4e2d\u3067 Incoming Webhook \u6a5f\u80fd\u3092\u5229\u7528\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u6b21\u306b\u8a18\u8f09\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306e <code>https:\/\/hooks.slack.com\/services\/xxx<\/code>\u3092\u9069\u5207\u306a\u3082\u306e\u306b\u7f6e\u304d\u63db\u3048\u308b\u3068\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">import<\/span> pandas <span class=\"synStatement\">as<\/span> pd\n<span class=\"synPreProc\">import<\/span> pytest\n<span class=\"synPreProc\">import<\/span> requests\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">auto_detect_levels<\/span>(filename, max_levels=<span class=\"synConstant\">5<\/span>):\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    streamlit \u30a2\u30d7\u30ea\u3067\u51fa\u529b\u3055\u308c\u305f Excel \u30d5\u30a1\u30a4\u30eb\u306b\u304a\u3044\u3066\u3001<\/span>\n<span class=\"synConstant\">    \u884c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30ec\u30d9\u30eb\u6570\uff08ROW_INDEX_LEVELS\uff09\u304a\u3088\u3073<\/span>\n<span class=\"synConstant\">    \u5217\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30ec\u30d9\u30eb\u6570\uff08COL_INDEX_LEVELS\uff09\u3092\u81ea\u52d5\u691c\u51fa\u3057\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    <\/span>\n<span class=\"synConstant\">    Excel \u30d5\u30a1\u30a4\u30eb\u304b\u3089 header=None \u3067\u8aad\u307f\u8fbc\u3093\u3060\u5f8c\u3001\u53ef\u80fd\u306a\u7d44\u307f\u5408\u308f\u305b (row_levels, col_levels)<\/span>\n<span class=\"synConstant\">    \u306b\u3064\u3044\u3066 pd.read_excel \u3092\u8a66\u3057\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\u304c\u305d\u308c\u305e\u308c \"A\u2026\"\uff08\u884c\u5074\uff09\u304a\u3088\u3073 \"B\u2026\"\uff08\u5217\u5074\uff09<\/span>\n<span class=\"synConstant\">    \u3067\u59cb\u307e\u308b\u3082\u306e\u3092\u63a1\u7528\u3057\u307e\u3059\u3002max_levels \u306f\u30ec\u30d9\u30eb\u6570\u306e\u4e0a\u9650\u3067\u3059\u3002<\/span>\n<span class=\"synConstant\">    <\/span>\n<span class=\"synConstant\">    \u898b\u3064\u304b\u3063\u305f\u7d44\u307f\u5408\u308f\u305b\u3068 DataFrame \u3092\u8fd4\u3057\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    <span class=\"synStatement\">for<\/span> row_levels <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, max_levels+<span class=\"synConstant\">1<\/span>):\n        <span class=\"synStatement\">for<\/span> col_levels <span class=\"synStatement\">in<\/span> <span class=\"synIdentifier\">range<\/span>(<span class=\"synConstant\">1<\/span>, max_levels+<span class=\"synConstant\">1<\/span>):\n            <span class=\"synStatement\">try<\/span>:\n                df_try = pd.read_excel(\n                    filename, \n                    header=<span class=\"synIdentifier\">list<\/span>(<span class=\"synIdentifier\">range<\/span>(col_levels)),\n                    index_col=<span class=\"synIdentifier\">list<\/span>(<span class=\"synIdentifier\">range<\/span>(row_levels)),\n                    engine=<span class=\"synConstant\">\"openpyxl\"<\/span>\n                )\n                \n                idx_names = df_try.index.names\n                col_names = df_try.columns.names\n                \n                <span class=\"synStatement\">if<\/span> (<span class=\"synIdentifier\">all<\/span>(<span class=\"synIdentifier\">isinstance<\/span>(name, <span class=\"synIdentifier\">str<\/span>) <span class=\"synStatement\">and<\/span> name.startswith(<span class=\"synConstant\">\"A\"<\/span>) <span class=\"synStatement\">for<\/span> name <span class=\"synStatement\">in<\/span> idx_names)\n                    <span class=\"synStatement\">and<\/span> <span class=\"synIdentifier\">all<\/span>(<span class=\"synIdentifier\">isinstance<\/span>(name, <span class=\"synIdentifier\">str<\/span>) <span class=\"synStatement\">and<\/span> name.startswith(<span class=\"synConstant\">\"B\"<\/span>) <span class=\"synStatement\">for<\/span> name <span class=\"synStatement\">in<\/span> col_names)):\n                    <span class=\"synStatement\">return<\/span> row_levels, col_levels, df_try\n            <span class=\"synStatement\">except<\/span> <span class=\"synType\">Exception<\/span>:\n                <span class=\"synStatement\">continue<\/span>\n    <span class=\"synStatement\">raise<\/span> <span class=\"synType\">ValueError<\/span>(<span class=\"synConstant\">\"Excel \u30d5\u30a1\u30a4\u30eb\u304b\u3089 MultiIndex \u306e\u30ec\u30d9\u30eb\u6570\u3092\u81ea\u52d5\u691c\u51fa\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\"<\/span>)\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">read_excel<\/span>(filename):\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    Excel \u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3001DataFrame\uff08MultiIndex\u4ed8\u304d\uff09\u3068\u3057\u3066\u8fd4\u3059\u95a2\u6570\u3067\u3059\u3002<\/span>\n<span class=\"synConstant\">    \u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30ec\u30d9\u30eb\u6570\u306f\u3001Excel \u30d5\u30a1\u30a4\u30eb\u5185\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\uff08\"A\u2026\" \/ \"B\u2026\"\uff09<\/span>\n<span class=\"synConstant\">    \u3092\u624b\u304c\u304b\u308a\u306b\u81ea\u52d5\u691c\u51fa\u3055\u308c\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    <\/span>\n<span class=\"synConstant\">    \u3053\u306e Excel \u30d5\u30a1\u30a4\u30eb\u306f\u3001streamlit \u30a2\u30d7\u30ea\u3067\u4f5c\u6210\u3055\u308c\u305f\u3082\u306e\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    _, _, df = auto_detect_levels(filename)\n    <span class=\"synStatement\">return<\/span> df\n\n\nEXCEL1_FILENAME = <span class=\"synConstant\">'excel1.xlsx'<\/span>\nEXCEL2_FILENAME = <span class=\"synConstant\">'excel2.xlsx'<\/span>\n\n\ndf1 = read_excel(EXCEL1_FILENAME)\ndf2 = read_excel(EXCEL2_FILENAME)\n\n\n<span class=\"synStatement\">assert<\/span> df1.shape == df2.shape, (\n    f<span class=\"synConstant\">\"\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u72b6\u304c\u4e00\u81f4\u3057\u3066\u3044\u307e\u305b\u3093\u3002 \u30d5\u30a1\u30a4\u30eb1: {df1.shape}, \u30d5\u30a1\u30a4\u30eb2: {df2.shape}\"<\/span>\n)\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">format_index<\/span>(idx):\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    \u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff08\u307e\u305f\u306f\u5358\u5c64\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff09\u3092\u6587\u5b57\u5217\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    \u4f8b\uff1a\u30bf\u30d7\u30eb\u306e\u5834\u5408\u306f (A2,A5) \u5f62\u5f0f\u306e\u6587\u5b57\u5217\u306b\u3057\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    <span class=\"synStatement\">if<\/span> <span class=\"synIdentifier\">isinstance<\/span>(idx, <span class=\"synIdentifier\">tuple<\/span>):\n        <span class=\"synStatement\">return<\/span> <span class=\"synConstant\">\"(\"<\/span> + <span class=\"synConstant\">\",\"<\/span>.join(<span class=\"synIdentifier\">map<\/span>(<span class=\"synIdentifier\">str<\/span>, idx)) + <span class=\"synConstant\">\")\"<\/span>\n    <span class=\"synStatement\">else<\/span>:\n        <span class=\"synStatement\">return<\/span> f<span class=\"synConstant\">\"({idx})\"<\/span>\n\n\n<span class=\"synPreProc\">@<\/span><span class=\"synIdentifier\">pytest.mark.parametrize<\/span>(<span class=\"synConstant\">\"row, col\"<\/span>, [\n    (row, col)\n    <span class=\"synStatement\">for<\/span> row <span class=\"synStatement\">in<\/span> df1.index\n    <span class=\"synStatement\">for<\/span> col <span class=\"synStatement\">in<\/span> df1.columns\n])\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">test_excel_cell<\/span>(row, col):\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    \u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb1 \u3068 \u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb2 \u306e\u5404\u30bb\u30eb\uff08\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff09\u306e\u5024\u304c\u4e00\u81f4\u3059\u308b\u304b<\/span>\n<span class=\"synConstant\">    \u3092\u691c\u8a3c\u3059\u308b\u30c6\u30b9\u30c8\u3067\u3059\u3002\u4e0d\u4e00\u81f4\u306e\u5834\u5408\u3001\u884c\u30fb\u5217\u305d\u308c\u305e\u308c\u306e\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f<\/span>\n<span class=\"synConstant\">    (A2,A5) \u3084 (B1,B4) \u306e\u5f62\u5f0f\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    cell1 = df1.loc[row, col]\n    cell2 = df2.loc[row, col]\n    row_str = format_index(row)\n    col_str = format_index(col)\n    <span class=\"synStatement\">assert<\/span> cell1 == cell2, (\n        f<span class=\"synConstant\">\"\u30bb\u30eb\u306e\u4e0d\u4e00\u81f4\u767a\u751f: \u884c {row_str} \u5217 {col_str} \u3067\u3001\"<\/span>\n        f<span class=\"synConstant\">\"\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb1 \u306e\u5024\u306f '{cell1}'\u3001\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb2 \u306e\u5024\u306f '{cell2}' \u3067\u3059\u3002\"<\/span>\n    )\n\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">slack_notify<\/span>(text):\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    \u5f15\u6570 text \u306e\u5185\u5bb9\u3092 Slack \u306e Webhook \u7d4c\u7531\u3067\u901a\u77e5\u3059\u308b\u95a2\u6570\u3067\u3059\u3002<\/span>\n<span class=\"synConstant\">    \u203b Webhook URL \u306f\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u9069\u5b9c\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    url = <span class=\"synConstant\">\"https:\/\/hooks.slack.com\/services\/xxx\"<\/span>  \n    payload = {<span class=\"synConstant\">\"text\"<\/span>: text}\n    headers = {<span class=\"synConstant\">\"Content-type\"<\/span>: <span class=\"synConstant\">\"application\/json\"<\/span>}\n    <span class=\"synStatement\">try<\/span>:\n        response = requests.post(url, json=payload, headers=headers)\n        <span class=\"synStatement\">if<\/span> response.status_code != <span class=\"synConstant\">200<\/span>:\n            <span class=\"synIdentifier\">print<\/span>(<span class=\"synConstant\">\"Slack \u901a\u77e5\u306b\u5931\u6557\u3057\u307e\u3057\u305f\u3002\u30b9\u30c6\u30fc\u30bf\u30b9\u30b3\u30fc\u30c9:\"<\/span>, response.status_code)\n            <span class=\"synIdentifier\">print<\/span>(<span class=\"synConstant\">\"Response:\"<\/span>, response.text)\n    <span class=\"synStatement\">except<\/span> <span class=\"synType\">Exception<\/span> <span class=\"synStatement\">as<\/span> e:\n        <span class=\"synIdentifier\">print<\/span>(<span class=\"synConstant\">\"Slack \u901a\u77e5\u4e2d\u306b\u4f8b\u5916\u767a\u751f:\"<\/span>, e)\n\n<span class=\"synStatement\">if<\/span> __name__ == <span class=\"synConstant\">\"__main__\"<\/span>:\n    pytest.main()\n<\/pre>\n<h2 id=\"conftestpy\">conftest.py<\/h2>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> excel_validation <span class=\"synPreProc\">import<\/span> slack_notify\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">pytest_terminal_summary<\/span>(terminalreporter, exitstatus, config):\n    <span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">    \u4e0d\u4e00\u81f4\u306e\u30bb\u30eb\u306b\u3064\u3044\u3066 Slack \u306b\u901a\u77e5\u3057\u307e\u3059\u3002<\/span>\n<span class=\"synConstant\">    \"\"\"<\/span>\n    result_lines = [<span class=\"synConstant\">\"\u30bb\u30eb\u306e\u5dee\u5206\u306e\u62bd\u51fa\u7d50\u679c:\"<\/span>]\n    total = <span class=\"synIdentifier\">sum<\/span>(<span class=\"synIdentifier\">len<\/span>(terminalreporter.stats.get(status, []))\n                <span class=\"synStatement\">for<\/span> status <span class=\"synStatement\">in<\/span> (<span class=\"synConstant\">'passed'<\/span>, <span class=\"synConstant\">'failed'<\/span>))\n    result_lines.append(f<span class=\"synConstant\">\"\u7dcf\u6570: {total}\"<\/span>)\n    \n    passed = <span class=\"synIdentifier\">len<\/span>(terminalreporter.stats.get(<span class=\"synConstant\">'passed'<\/span>, []))\n    failed = <span class=\"synIdentifier\">len<\/span>(terminalreporter.stats.get(<span class=\"synConstant\">'failed'<\/span>, []))\n    result_lines.append(f<span class=\"synConstant\">\"\u3000\u4e00\u81f4: {passed} \u4ef6\"<\/span>)\n    result_lines.append(f<span class=\"synConstant\">\"\u3000\u4e0d\u4e00\u81f4: {failed} \u4ef6\"<\/span>)\n    result_lines.append(<span class=\"synConstant\">\"\"<\/span>)\n    \n    \n    <span class=\"synStatement\">if<\/span> failed:\n        result_lines.append(<span class=\"synConstant\">\"\u3010\u4e0d\u4e00\u81f4\u3060\u3063\u305f\u30bb\u30eb\u306e\u8a73\u7d30\u3011\"<\/span>)\n        <span class=\"synStatement\">for<\/span> status <span class=\"synStatement\">in<\/span> (<span class=\"synConstant\">'failed'<\/span>, <span class=\"synConstant\">'error'<\/span>):\n            <span class=\"synStatement\">for<\/span> report <span class=\"synStatement\">in<\/span> terminalreporter.stats.get(status, []):\n                \n                detailed_error = <span class=\"synIdentifier\">getattr<\/span>(report, <span class=\"synConstant\">\"longreprtext\"<\/span>, <span class=\"synIdentifier\">str<\/span>(report.longrepr)).splitlines()\n                error_line = <span class=\"synIdentifier\">next<\/span>((line <span class=\"synStatement\">for<\/span> line <span class=\"synStatement\">in<\/span> detailed_error <span class=\"synStatement\">if<\/span> line.startswith(<span class=\"synConstant\">\"E\"<\/span>)), detailed_error[<span class=\"synConstant\">0<\/span>])\n                result_lines.append(error_line.replace(<span class=\"synConstant\">\"E       AssertionError: \"<\/span>, <span class=\"synConstant\">\"\"<\/span>))\n    \n    message_text = <span class=\"synConstant\">\"<\/span><span class=\"synSpecial\">\\n<\/span><span class=\"synConstant\">\"<\/span>.join(result_lines)\n    slack_notify(message_text)\n<\/pre>\n<p>\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u30bb\u30eb\u5358\u4f4d\u306e\u5dee\u5206\u62bd\u51fa\u306f\u3001\u81a8\u5927\u3067\u968e\u5c64\u7684\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u305f\u3069\u308a\u3001\u76ee\u8996\u3067\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u30c4\u30fc\u30eb\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u4f5c\u696d\u3092\u7701\u529b\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u69d8\u3005\u306a\u696d\u52d9\u306b\u304a\u3044\u3066\u3001\u30de\u30eb\u30c1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3064\u8868\u3084\u901a\u5e38\u306e\u30a8\u30af\u30bb\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u8868\u3067\u30bb\u30eb\u5358\u4f4d\u306e\u6bd4\u8f03\u3092\u884c\u3046\u969b\u306b\u3001\u53c2\u8003\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<p>\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002<\/p>\n[1] 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