{"id":1956,"date":"2023-01-24T07:48:52","date_gmt":"2023-01-23T22:48:52","guid":{"rendered":"https:\/\/ubun2m.com\/?p=1956"},"modified":"2023-01-24T08:09:10","modified_gmt":"2023-01-23T23:09:10","slug":"rpa%e3%81%a7%e8%be%9e%e6%9b%b8%e3%82%a2%e3%83%97%e3%83%aa%e3%81%ae%e3%83%96%e3%83%83%e3%82%af%e3%83%9e%e3%83%bc%e3%82%af%e3%81%ab%e8%87%aa%e5%8b%95%e7%99%bb%e9%8c%b2%e3%81%99%e3%82%8b%e3%80%90python","status":"publish","type":"post","link":"https:\/\/ubun2m.com\/?p=1956","title":{"rendered":"RPA\u3067\u8f9e\u66f8\u30a2\u30d7\u30ea\u306e\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u4ecf\u5358\u8a9e\u3092\u81ea\u52d5\u767b\u9332\u3059\u308b\u3010Python\u3011"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u3000<a href=\"?p=1924\" title=\"\u4ee5\u524d\">\u4ee5\u524d<\/a>\u306e\u8a18\u4e8b\u3067\u3001\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u306e\u30d5\u30e9\u30f3\u30b9\u8a9e\u7248\u304b\u3089\u5f62\u614b\u7d20\u89e3\u6790\u3092\u4f7f\u3063\u3066\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u62bd\u51fa\u3059\u308b\u65b9\u6cd5\u3068\u3001\u305d\u306e\u5358\u8a9e\u30ea\u30b9\u30c8\u306e\u4e2d\u3067\u308f\u304b\u3089\u306a\u3044\u5358\u8a9e\u3092\u52b9\u7387\u7684\u306b\u30c1\u30a7\u30c3\u30af\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3000\u4eca\u56de\u306f\u3001\u3055\u3089\u306b\u305d\u306e\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u8f9e\u66f8\u306b\u767b\u9332\u3059\u308b\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3059\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7528\u610f\u3059\u308b\u3082\u306e<\/h2>\n\n\n\n<p><strong>\uff11\uff09Python\u306e\u52d5\u4f5c\u74b0\u5883<\/strong><br>\u3000\u4eca\u56de\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001Python\u306e\u52d5\u4f5c\u74b0\u5883\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u307e\u305f\u3001\u8ffd\u52a0\u3067\u4ee5\u4e0b\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3000\u30fbOpenCV(opencv-python) <br>\u3000\u30fb\u6570\u5024\u8a08\u7b97(numpy)<br>\u3000\u30fbGUI\u64cd\u4f5c\u3092\u81ea\u52d5\u5316(pyautogui)<\/p>\n\n\n\n<p>\u3000\u3053\u308c\u3089\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u306a\u3069\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>pip install opencv-python\npip install numpy\npip install pyautogui<\/code><\/pre><\/div>\n\n\n\n<p><br><strong>\uff12\uff09\u7269\u66f8\u5802\u306eDictionaries\uff08\u8f9e\u66f8\uff09\u30a2\u30d7\u30ea<\/strong><br>\u3000\u4eca\u56de\u306f\u3053\u306e\u30a2\u30d7\u30ea\u306e\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u767b\u9332\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3059\u308b\u3002<\/p>\n\n\n\n<div class=\"app-box\"><div class=\"app-containar\"><a href=\"https:\/\/apple.co\/3dKufLl\"><img decoding=\"async\" class=\"app-containar-icon\" src=\"https:\/\/is4-ssl.mzstatic.com\/image\/thumb\/Purple122\/v4\/34\/38\/ae\/3438aee8-fcef-496c-c50a-1ee9cae20ba4\/AppIcon-1x_U007emarketing-0-7-0-sRGB-85-220.png\/540x540bb.jpg\" alt=\"\"><\/a><div class=\"app-content\"><a href=\"https:\/\/apple.co\/3dKufLl\">\u8f9e\u66f8 by \u7269\u66f8\u5802<\/a><ul class=\"app-button\"><li><a href=\"https:\/\/apple.co\/3dKufLl\"><img decoding=\"async\" src=\"https:\/\/tools.applemediaservices.com\/api\/badges\/download-on-the-app-store\/black\/ja-jp?size=250x83&amp;releaseDate=1594771200?h=758a04a074141bc0e9190e886a5dee72\" alt=\"Download on the App Store\" style=\"border-radius: 13px; width: 250px; height: 83px;\"><\/a><\/li><\/ul><\/div><\/div><\/div>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<p><strong>\uff13\uff09\u5358\u8a9e\u30ea\u30b9\u30c8\u306eCSV\u30d5\u30a1\u30a4\u30eb<\/strong><br>\u3000\u4eca\u56de\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u5f62\u614b\u7d20\u89e3\u6790\u3092\u4f7f\u7528\u3057\u3066\u62bd\u51fa\u3057\u305f\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u767b\u9332\u3059\u308b\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306alemma\uff08\u57fa\u672c\u5f62\uff09\u3001pos\uff08\u54c1\u8a5e\uff09\u3001count\uff08\u51fa\u73fe\u56de\u6570\uff09\u304c\u8a18\u9332\u3055\u308c\u305fCSV\u30d5\u30a1\u30a4\u30eb\u3092\u60f3\u5b9a\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\" data-file=\"tango_list.csv\"><code>lemma,pos,count\nchat,noun,5\nordinateur,noun,10\nmaison,noun,15\namour,noun,20\nfille,noun,25<\/code><\/pre><\/div>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RPA\u3068\u306f\uff1f<\/h2>\n\n\n\n<p>\u3000RPA (Robotic Process Automation)\u306f\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u4eba\u9593\u304c\u884c\u3046\u4f5c\u696d\u3092\u4ee3\u66ff\u3059\u308b\u3053\u3068\u3092\u6307\u3059\u3002<br>\u3000RPA\u306f\u3001\u753b\u9762\u4e0a\u306e\u8981\u7d20\u3092\u64cd\u4f5c\u3057\u305f\u308a\u3001\u5165\u529b\u3057\u305f\u308a\u3001\u51fa\u529b\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u5165\u529b\u3084\u3001\u91cd\u8907\u3059\u308b\u30bf\u30b9\u30af\u306e\u81ea\u52d5\u5316\u306a\u3069\u306b\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RPA\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u4f5c\u308a\u65b9<\/h2>\n\n\n\n<p>\u3000\u4eca\u56de\u306f\u3001Python\u3092\u4f7f\u7528\u3059\u308b\u3002Python\u306b\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u3084\u753b\u9762\u64cd\u4f5c\u306e\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001Dictionaries\u30a2\u30d7\u30ea\u3092\u81ea\u52d5\u64cd\u4f5c\u3057\u3001\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u767b\u9332\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u3000\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u5358\u8a9e\u30ea\u30b9\u30c8\u304b\u3089\u5358\u8a9e\u3092\u53d6\u308a\u51fa\u3057\u3001\u30a2\u30d7\u30ea\u3067\u5358\u8a9e\u306e\u691c\u7d22\u3092\u884c\u3044\u3001\u305d\u306e\u691c\u7d22\u7d50\u679c\u3092\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u767b\u9332\u3059\u308b\u3068\u3044\u3046\u6d41\u308c\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3000\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306e\u767b\u9332\u306b\u306f\u3001\u30a2\u30d7\u30ea\u306e\u30d6\u30c3\u30af\u30de\u30fc\u30af\u30dc\u30bf\u30f3\u306e\u4f4d\u7f6e\u3092\u753b\u50cf\u8a8d\u8b58\u3067\u691c\u51fa\u3057\u3001\u305d\u308c\u3092\u3082\u3068\u306b\u30d6\u30c3\u30af\u30de\u30fc\u30af\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3002\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u306e\u5ea7\u6a19\u3092\u6307\u5b9a\u3059\u308b\u65b9\u6cd5\u3082\u3042\u308b\u304c\u3001\u3053\u306e\u65b9\u6cd5\u306f\u753b\u9762\u306e\u4f4d\u7f6e\u306b\u4f9d\u5b58\u3057\u306a\u3044\u305f\u3081\u3001\u3088\u308a\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized is-style-default\"><img decoding=\"async\" src=\"https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-23-at-21.58.42-764x800.png\" alt=\"\" class=\"wp-image-1959\" width=\"446\" height=\"467\" srcset=\"https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-23-at-21.58.42-764x800.png 764w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-23-at-21.58.42-382x400.png 382w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-23-at-21.58.42-768x804.png 768w, https:\/\/ubun2m.com\/wp-content\/uploads\/2023\/01\/Screenshot-2023-01-23-at-21.58.42.png 1060w\" sizes=\"(max-width: 446px) 100vw, 446px\" \/><figcaption class=\"wp-element-caption\">Dictionaries\u30a2\u30d7\u30ea\u306e\u753b\u9762\u306e\u4e00\u90e8\u3002\u5358\u8a9e\u306f\u3001\u300e\u30d7\u30c1\u30fb\u30ed\u30ef\u30a4\u30e4\u30eb\u4ecf\u548c\u8f9e\u5178\u3000\u7b2c\uff15\u7248\u300f\u3088\u308a<\/figcaption><\/figure>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/h2>\n\n\n\n<p>\u3000\u4eca\u56de\u4f5c\u6210\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\" data-file=\"rpa_dictionary_bookmark.py\" data-lang=\"Python\"><code>import os # OS\u306b\u95a2\u9023\u3057\u305f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\nimport cv2 # OpenCV\u306ePython\u30d0\u30a4\u30f3\u30c7\u30a3\u30f3\u30b0\nimport csv # CSV\u30d5\u30a1\u30a4\u30eb\u3092\u6271\u3046\u305f\u3081\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\nimport numpy as np # \u6570\u5024\u8a08\u7b97\u3092\u884c\u3046\u30e2\u30b8\u30e5\u30fc\u30eb\nimport pyautogui # GUI\u64cd\u4f5c\u3092\u81ea\u52d5\u5316\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\nimport time # \u6642\u9593\u306b\u95a2\u9023\u3057\u305f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\n\nCSV_FILE = &quot;tango_list.csv&quot; # \u5358\u8a9e\u30ea\u30b9\u30c8\u306eCSV\u30d5\u30a1\u30a4\u30eb\u540d\nIMG_BOOKMARK = &quot;bookmark.png&quot; # \u30d6\u30c3\u30af\u30de\u30fc\u30af\u30dc\u30bf\u30f3\u306e\u753b\u50cf\nIMG_INTERNAL_CAPTURE = &quot;capture.png&quot; # \u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u306e\u753b\u50cf\n\n# \u30d6\u30c3\u30af\u30de\u30fc\u30af\u30dc\u30bf\u30f3\u306e\u4f4d\u7f6e\u3092\u53d6\u5f97\ndef get_center_position():\n    # \u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u753b\u50cf\u3092\u8aad\u307f\u8fbc\u307f\n    _input = cv2.imread(IMG_INTERNAL_CAPTURE, cv2.IMREAD_COLOR)\n    _temp = cv2.imread(IMG_BOOKMARK)\n    # \u753b\u50cf\u306e\u30b5\u30a4\u30ba\u3092\u53d6\u5f97\n    _h, _w = _temp.shape[:2]\n    # \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u30de\u30c3\u30c1\u30f3\u30b0\u3067\u30d6\u30c3\u30af\u30de\u30fc\u30af\u30dc\u30bf\u30f3\u306e\u4f4d\u7f6e\u3092\u691c\u7d22\n    _match = cv2.matchTemplate(_input, _temp, cv2.TM_CCOEFF_NORMED)\n    _loc = np.where(_match &gt;= 0.80)\n    try:\n        _x = _loc[1][0]\n        _y = _loc[0][0]\n        return _x + _w \/ 2 , _y + _h \/2\n    except IndexError as e:\n        # \u30d6\u30c3\u30af\u30de\u30fc\u30af\u30dc\u30bf\u30f3\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u5834\u5408\n        return -1,-1\n\n# \u30d6\u30c3\u30af\u30de\u30fc\u30af\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\ndef img_click():\n    os.system(&quot;screencapture &quot; + IMG_INTERNAL_CAPTURE)\n    _x,_y = get_center_position()\n    if(_x ==-1):\n        return -1\n    pyautogui.moveTo(_x\/2, _y\/2)\n    pyautogui.click()\n\ndef main():\n    os.system(f&#39;open mkdictionaries:\/\/\/&#39;) # Dictionaries\u30a2\u30d7\u30ea\u3092\u8d77\u52d5\n    time.sleep(5) # Dictionaries\u30a2\u30d7\u30ea\u306e\u8d77\u52d5\u3092\u5f85\u3064\n    with open(CSV_FILE, &quot;r&quot;) as f:\n        reader = csv.reader(f)\n        next(reader) # \u30d8\u30c3\u30c0\u30fc\u3092\u30b9\u30ad\u30c3\u30d7\n        # \u30c7\u30fc\u30bf\u3092\u4e00\u884c\u305a\u3064\u8aad\u307f\u8fbc\u3093\u3067\u51e6\u7406\n        for row in reader:\n            lemma = row[0]\n            url = f&quot;mkdictionaries:\/\/\/?text={lemma}&category=fr-ja&quot;\n            os.system(f&#39;open {url}&#39;)\n            time.sleep(2)\n            img_click()\n\n# main\u95a2\u6570\u306e\u547c\u3073\u51fa\u3057\nif __name__==&quot;__main__&quot;:\n    # \u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\n    main()\n<\/code><\/pre><\/div>\n\n\n\n<p>\u3000\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u8f9e\u66f8\u306b\u767b\u9332\u3059\u308b\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u5b9f\u969b\u306b\u52d5\u4f5c\u3055\u305b\u3066\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u767b\u9332\u3059\u308b\u969b\u306e\u69d8\u5b50\u306f\u3001\u4ee5\u4e0b\u306e\u52d5\u753b\u3092\u53c2\u8003\u306b\u3057\u3066\u6b32\u3057\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"RPA\u3067\u8f9e\u66f8\u30a2\u30d7\u30ea\u306e\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u4ecf\u5358\u8a9e\u3092\u81ea\u52d5\u767b\u9332\u3059\u308b\u3010Python\u3011\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/LkPVQdc8APw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u308f\u308a\u306b<\/h2>\n\n\n\n<p>\u3000\u4eca\u56de\u306f\u3001Python\u3092\u4f7f\u7528\u3057\u3001\u753b\u50cf\u8a8d\u8b58\u3084\u753b\u9762\u64cd\u4f5c\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001Dictionaries\u30a2\u30d7\u30ea\u3092\u5236\u5fa1\u3057\u3001\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u767b\u9332\u3059\u308bRPA\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u305f\u3002<br>\u3000\u3053\u306e\u3088\u3046\u306aRPA\u306b\u3088\u308b\u81ea\u52d5\u5316\u306f\u3001\u5358\u8a9e\u306e\u30d6\u30c3\u30af\u30de\u30fc\u30af\u767b\u9332\u3060\u3051\u3067\u306a\u304f\u3001\u8f9e\u66f8\u30a2\u30d7\u30ea\u304b\u3089\u5358\u8a9e\u6697\u8a18\u30a2\u30d7\u30ea\u3078\u306e\u767b\u9332\u306b\u3082\u5fdc\u7528\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3059\u308b\u3002<\/p>\n\n\n\n<div class=\"affiliate-box\"><div class=\"affiliate-containar\"><a href=\"https:\/\/amzn.to\/3HrZbfa\" rel=\"nofollow\"><img decoding=\"async\" style=\"border: none;\" src=\"https:\/\/m.media-amazon.com\/images\/I\/51TodTPoBPL.jpg\" target=\"_blank\"><\/a><div class=\"affiliate-content\"><a href=\"https:\/\/amzn.to\/3HrZbfa\" rel=\"nofollow\">\u30b7\u30b4\u30c8\u304c\u306f\u304b\u3069\u308b Python\u81ea\u52d5\u51e6\u7406\u306e\u6559\u79d1\u66f8 Kindle\u7248<\/a><ul class=\"affiliate-button\"><li><a href=\"https:\/\/amzn.to\/3HrZbfa\" rel=\"nofollow\">Amazon<\/a><\/li><\/ul><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b 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