{"id":170,"date":"2020-04-28T09:49:41","date_gmt":"2020-04-28T00:49:41","guid":{"rendered":"https:\/\/hirohitorigoto.info\/dataengineer\/?p=170"},"modified":"2020-05-03T09:33:21","modified_gmt":"2020-05-03T00:33:21","slug":"%e7%b5%b1%e8%a8%88%e3%83%80%e3%83%83%e3%82%b7%e3%83%a5%e3%83%9c%e3%83%bc%e3%83%89api%e3%81%a7%e3%83%87%e3%83%bc%e3%82%bf%e5%8f%96%e5%be%97%e3%80%80%e3%81%9d%e3%81%ae%ef%bc%93%ef%bd%9e%e3%82%b9","status":"publish","type":"post","link":"https:\/\/hirohitorigoto.info\/dataengineer\/archives\/170","title":{"rendered":"\u7d71\u8a08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9API\u3067\u30c7\u30fc\u30bf\u53d6\u5f97\u3000\u305d\u306e\uff13\uff5e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u8fbc\u307f\u30b0\u30e9\u30d5\u3092\u30d6\u30ed\u30b0\u306b\u516c\u958b\u3059\u308b\uff5e"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u524d\u56de\u306e\u30a8\u30f3\u30c8\u30ea\u30fc<\/h2>\n\n\n\t\t\t<a href=\"https:\/\/hirohitorigoto.info\/dataengineer\/archives\/128\" class=\"st-cardlink\">\n\t\t\t<div class=\"kanren st-cardbox\" >\n\t\t\t\t\t\t\t\t<dl class=\"clearfix\">\n\t\t\t\t\t<dt class=\"st-card-img\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1033-150x150.png\" class=\"attachment-st_thumb150 size-st_thumb150 wp-post-image\" alt=\"\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1033-150x150.png 150w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1033-100x100.png 100w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t<\/dt>\n\t\t\t\t\t<dd>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h5 class=\"st-cardbox-t\">\u7d71\u8a08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9API\u3067\u30c7\u30fc\u30bf\u53d6\u5f97\u3000\u305d\u306e\uff12\uff5e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u8fbc\u3093\u3067\u307f\u308b\uff5e<\/h5>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"cardbox-more\">\u7d9a\u304d\u3092\u898b\u308b<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/dd>\n\t\t\t\t<\/dl>\n\t\t\t<\/div>\n\t\t\t<\/a>\n\t\t\t\n<p><\/p>\n\n\n<h2 class=\"wp-block-heading\">\u52b4\u50cd\u529b\u8abf\u67fb\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u30b3\u30fc\u30c9\u3092\u516c\u958b<\/h2>\n\n\n<p>\u3055\u3066\u3001\u524d\u56deGoogle\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306eAPI\u3092\u4f7f\u3063\u3066\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u300cHello World!\u300d\u3068\u66f8\u304d\u8fbc\u3080\u3068\u3053\u308d\u307e\u3067\u3084\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u79c1\u304c\u4f5c\u6210\u3057\u305f<\/p>\n<p>\u7d71\u8a08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306eAPI\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u3063\u3066\u304d\u3066\u3001Google\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u8fbc\u3080Python\u30b3\u30fc\u30c9\u3092\u516c\u958b\u3057\u307e\u3059\u3002<\/p>\n<p><\/p>\n<p>\u307e\u305a\u4e00\u500b\u76ee\u304c\u7d71\u8a08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306eAPI\u3092\u53e9\u304f\u305f\u3081\u306e\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u305f\u30b3\u30fc\u30c9<\/p>\n<p>\u30d5\u30a1\u30a4\u30eb\u540d\uff1astatdash.py<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">import pandas as pd\nimport requests\nimport urllib\nimport urllib.parse\n\n\ndef get_json(base_url, params):\n    params_str = urllib.parse.urlencode(params)\n    url = base_url+params_str\n    json = requests.get(url).json()\n    return json\n\n\ndef get_keiretsu(keiretsu_code, time):\n    base_url = \"https:\/\/dashboard.e-stat.go.jp\/api\/1.0\/JsonStat\/getData?\"\n    code = keiretsu_code[:19]\n    cycle = keiretsu_code[20]\n    tyousei = keiretsu_code[24]\n\n    if int(cycle) &gt; 1:\n        if time:\n            params = {\n                \"Lang\": \"JP\",\n                \"IndicatorCode\": code,\n                \"MetaGetFlg\": \"Y\",\n                \"Cycle\": cycle,\n                \"RegionalRank\": \"2\",\n                \"SectionHeaderFlg\": \"2\",\n                \"TimeFrom\": time,\n            }\n        else:\n            params = {\n                \"Lang\": \"JP\",\n                \"IndicatorCode\": code,\n                \"MetaGetFlg\": \"Y\",\n                \"Cycle\": cycle,\n                \"RegionalRank\": \"2\",\n                \"SectionHeaderFlg\": \"2\",\n            }\n    else:\n        if time:\n            params = {\n                \"Lang\": \"JP\",\n                \"IndicatorCode\": code,\n                \"MetaGetFlg\": \"Y\",\n                \"Cycle\": cycle,\n                \"IsSeasonalAdjustment\": tyousei,\n                \"RegionalRank\": \"2\",\n                \"SectionHeaderFlg\": \"2\",\n                \"TimeFrom\": time,\n            }\n        else:\n            params = {\n                \"Lang\": \"JP\",\n                \"IndicatorCode\": code,\n                \"MetaGetFlg\": \"Y\",\n                \"Cycle\": cycle,\n                \"IsSeasonalAdjustment\": tyousei,\n                \"RegionalRank\": \"2\",\n                \"SectionHeaderFlg\": \"2\",\n            }\n\n    dataset = get_json(base_url, params)\n\n    time = pd.DataFrame(dataset[\"link\"][\"item\"][0][\"dimension\"][\"Time\"][\"category\"])\n    value = pd.DataFrame(dataset[\"link\"][\"item\"][0][\"value\"])\n    tani = dataset[\"link\"][\"item\"][0][\"dimension\"][\"Indicator\"][\"category\"][\"unit\"]\n\n    unit = []\n\n    for i in tani.values():\n        unit.append(i)\n\n    time1 = time.reset_index(drop=True)\n    time_label = time1.drop(\"index\", axis=1)\n\n    df = pd.concat([time_label,value], axis=1)\n\n    column_label = dataset[\"link\"][\"item\"][0][\"label\"]\n\n    df1 = df.rename(columns={\"label\" : \"\u6642\u9593\", 0: column_label})\n\n    outputdata = df1.astype({column_label: float})\n\n    return outputdata, unit[0][\"label\"], column_label<\/pre>\n<p><\/p>\n<p><\/p>\n<p>\u3067\u3001\u4e8c\u3064\u76ee\u304c\u3001\u52b4\u50cd\u529b\u8abf\u67fb\u306e\u30c7\u30fc\u30bf\u3092\u5f15\u3063\u5f35\u3063\u3066\u304d\u3066\u3001Google\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u8fbc\u3080\u90e8\u5206\u306epython\u30b3\u30fc\u30c9<\/p>\n<p>\u30d5\u30a1\u30a4\u30eb\u540d\uff1a\u52b4\u50cd\u529b\u8abf\u67fb.py<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">import gspread\nfrom oauth2client.service_account import ServiceAccountCredentials\nimport numpy as np\nfrom statdash import get_keiretsu\n\n\n# \u30b7\u30fc\u30c8\u3078\u306e\u66f8\u304d\u8fbc\u307f\u51e6\u7406\ndef sheet(write_value, alpha, cont):\n\n    data_range = alpha + str(cont) + ':' + alpha + str(len(write_value) + cont - 1)\n    cell_list = wks.range(data_range)\n\n    for k, cell in enumerate(cell_list):\n        cell.value = write_value[k]\n\n    wks.update_cells(cell_list)\n\n\n# \u53d6\u5f97\u3057\u305f\u3044\u30c7\u30fc\u30bf\u306e\u7cfb\u5217\u8981\u7d20\u30b3\u30fc\u30c9\ncode = np.array([\n    [\n        '0301010000010010010010201',\n        '0301010000010020000010201',\n        '0301010000010120010010201',\n        '0301010000010120110010201',\n        '0301010000020010010010201',\n        '0301010000020020010010201',\n        '0301010000030010010010201',\n        '0301010001010010010010201',\n        '0301010001010020000010201',\n        '0301010001020010010010201',\n        '0301010001020020010010201',\n        '0301010001030010010010201',\n        '0301010002010010010010201',\n        '0301010002010020000010201',\n        '0301010002020010010010201',\n        '0301010002020020010010201',\n        '0301010002030010010010201',\n    ], [\n        '0301010000010010010010202',\n        '0301010000020010010010202',\n        '0301010000020020010010202',\n        '0301010000030010010010202',\n        '0301010001010010010010202',\n        '0301010001020010010010202',\n        '0301010001020020010010202',\n        '0301010001030010010010202',\n        '0301010002010010010010202',\n        '0301010002020010010010202',\n        '0301010002020020010010202',\n        '0301010002030010010010202',\n    ], [\n        '0301010000010010010020201',\n        '0301010000010020000020201',\n        '0301010000020010010020201',\n        '0301010000020020010020201',\n        '0301010000030010010020201',\n        '0301010001010010010020201',\n        '0301010001010020000020201',\n        '0301010001020010010020201',\n        '0301010001020020010020201',\n        '0301010001030010010020201',\n        '0301010002010010010020201',\n        '0301010002010020000020201',\n        '0301010002020010010020201',\n        '0301010002020020010020201',\n        '0301010002030010010020201',\n    ], [\n        '0301010000010010010030201',\n        '0301010000010020000030201',\n        '0301010000020010010030201',\n        '0301010000020020010030201',\n        '0301010000030010010030201',\n        '0301010001010010010030201',\n        '0301010001010020000030201',\n        '0301010001020010010030201',\n        '0301010001020020010030201',\n        '0301010001030010010030201',\n        '0301010002010010010030201',\n        '0301010002010020000030201',\n        '0301010002020010010030201',\n        '0301010002020020010030201',\n        '0301010002030010010030201',\n    ], [\n        '0301010000010120010030201',\n        '0301010000010120110030201',\n    ]\n])\n\n# \u53d6\u5f97\u3059\u308b\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u958b\u59cb\u5e74\u6708\ntimefrom = [\"20000100\", \"20000100\", \"20001Q00\", \"1990CY00\", \"1990CY00\"]\n# yyyymm00, yyyy1Q00, yyyy2Q00, yyyy3Q00, yyyy4Q00, yyyyCY00, yyyyFY00, 99999999\n\n# \u66f8\u304d\u8fbc\u3080Googlespreadsheet\u306e\u30d5\u30a1\u30a4\u30eb\u540d\nsheet_name = '\u52b4\u50cd\u529b\u8abf\u67fb_dash'\n\n# \u66f8\u304d\u8fbc\u3080\u30b7\u30fc\u30c8\u306e\u540d\u524d\nsheet_label = [\n    \"\u6708\u6b21\",\n    \"\u6708\u6b21\uff08\u5b63\u7bc0\u8abf\u6574\uff09\",\n    \"\u56db\u534a\u671f\",\n    \"\u5e74\u6b21\",\n    \"\u5c31\u696d\u7387\u5e74\u6b21\"\n]\n\nalphabet = [chr(i) for i in range(65, 65 + 26)]  # \u5927\u6587\u5b57\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u306e\u30ea\u30b9\u30c8\u3092\u4f5c\u308b\n\n# Google\u30c9\u30e9\u30a4\u30d6\u8a8d\u8a3c\nscope = ['https:\/\/spreadsheets.google.com\/feeds',\n         'https:\/\/www.googleapis.com\/auth\/drive']\n\ncredentials = ServiceAccountCredentials.from_json_keyfile_name('&lt;JSON\u30d5\u30a1\u30a4\u30eb\u540d&gt;.json', scope)\ngc = gspread.authorize(credentials)\n\nfor y in range(len(sheet_label)):\n    wks = gc.open(sheet_name).worksheet(sheet_label[y])\n\n    # \u6642\u9593\u8ef8\u66f8\u304d\u8fbc\u307f\n    outputdata, unit, column = get_keiretsu(code[y][0], timefrom[y])\n\n    tokei = outputdata.fillna(0)  # NaN\u30920\u306b\u7f6e\u304d\u63db\u3048\u308b\n    series = tokei['\u6642\u9593']  # \u30ab\u30e9\u30e0\u300c\u6642\u9593\u300d\u3067\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u2192\u30b7\u30ea\u30fc\u30ba\u5316\n    value = series.reset_index().values.tolist()  # \u30b7\u30ea\u30fc\u30ba\u3092\u30ea\u30b9\u30c8\u5316\u3059\u308b\n\n    counter = 0\n\n    sheet_value = []\n    for j in range(len(value)):\n        sheet_value.append(value[j][1])\n\n    sheet(sheet_value, alphabet[counter], 2)\n    counter += 1\n\n    # \u30c7\u30fc\u30bf\u66f8\u304d\u8fbc\u307f\n    for x in range(len(code[y])):\n        outputdata, unit, column = get_keiretsu(code[y][x], timefrom[y])\n\n        tokei = outputdata.fillna(0)  # NaN\u30920\u306b\u7f6e\u304d\u63db\u3048\u308b\n\n        series = tokei[column]  # \u30ab\u30e9\u30e0\u3067\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u2192\u30b7\u30ea\u30fc\u30ba\u5316\n        value = series.reset_index().values.tolist()  # \u30b7\u30ea\u30fc\u30ba\u3092\u30ea\u30b9\u30c8\u5316\u3059\u308b\n\n        sheet_value = []\n\n        for j in range(len(value)):\n            sheet_value.append(value[j][1])\n\n        sheet(sheet_value, alphabet[counter], 2)\n        counter += 1\n<\/pre>\n<p><\/p>\n<p>\u6539\u3081\u3066\u307f\u308b\u3068\u9577\u3044\u3067\u3059\u306d\u30fb\u30fb\u30fb<\/p>\n<p>\u591a\u5206\u30b9\u30ad\u30eb\u306e\u3042\u308b\u4eba\u306a\u3089\u3082\u3063\u3068\u30b9\u30de\u30fc\u30c8\u306b\u66f8\u3051\u308b\u3093\u3060\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u4e00\u5fdc\u52d5\u3044\u3066\u76ee\u7684\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u308b\u3093\u3067\u3059\u304b\u3089OK\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><\/p>\n<p>\u76ee\u7684\u306f\u9054\u6210\u3067\u304d\u3066\u3044\u308b\u3093\u3060\u304b\u3089\u30e8\u30b7\uff01\u3000\u30fb\u30fb\u30fb\u3060\u3088\u306d\uff1f<\/p>\n<p><\/p>\n\n\n<script type=\"text\/javascript\" src=\"\/\/rot2.a8.net\/jsa\/8961d3e8285c4a70babc04e51ddf7b1f\/dc5c7986daef50c1e02ab09b442ee34f.js\"><\/script>\n\n\n\n<h2 class=\"wp-block-heading\">\u51e6\u7406\u306e\u5185\u5bb9<\/h2>\n\n\n<p>\u3042\u307e\u308a\u7d30\u304b\u3044\u3068\u3053\u308d\u307e\u3067\u66f8\u304f\u3068\u9577\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u306e\u3067\u3001\u5927\u4f53\u306e\u51e6\u7406\u306e\u6d41\u308c\u3092\u8aac\u660e\u3057\u307e\u3059\u304c\u3001<\/p>\n<p>\u2193\u3053\u306e\u90e8\u5206\u3067\u3001API\u304b\u3089\u53d6\u5f97\u3057\u305f\u3044\u52b4\u50cd\u529b\u8abf\u67fb\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u8a08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u7cfb\u5217\u8981\u7d20\u30b3\u30fc\u30c9\u3067\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-lineoffset=\"19\"># \u53d6\u5f97\u3057\u305f\u3044\u30c7\u30fc\u30bf\u306e\u7cfb\u5217\u8981\u7d20\u30b3\u30fc\u30c9\ncode = np.array([\n[\n'0301010000010010010010201',\n'0301010000010020000010201',\n'0301010000010120010010201',\n'0301010000010120110010201',\n'0301010000020010010010201',\n'0301010000020020010010201',\n'0301010000030010010010201',\n'0301010001010010010010201',\n'0301010001010020000010201',\n'0301010001020010010010201',\n'0301010001020020010010201',\n'0301010001030010010010201',\n'0301010002010010010010201',\n'0301010002010020000010201',\n'0301010002020010010010201',\n'0301010002020020010010201',\n'0301010002030010010010201',\n]<\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-179\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1014-1.png\" alt=\"\" width=\"1057\" height=\"454\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1014-1.png 1057w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1014-1-300x129.png 300w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1014-1-1024x440.png 1024w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1014-1-768x330.png 768w\" sizes=\"auto, (max-width: 1057px) 100vw, 1057px\" \/><\/p>\n<p>\u7cfb\u5217\u8981\u7d20\u30b3\u30fc\u30c9\u306e\u8a73\u7d30\u3084\u3001\u30ea\u30b9\u30c8\u306b\u3064\u3044\u3066\u306f\u7d71\u8a08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306eAPI\u6982\u8981\u30da\u30fc\u30b8\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<div class=\"clip-memobox \" style=\"background:#fafafa;color:#757575;\"><div class=\"clip-fonticon\" style=\"color:#BDBDBD;\"><i class=\"fa fa-external-link st-css-no\" aria-hidden=\"true\"><\/i><\/div><div class=\"clip-memotext\" style=\"border-color:#BDBDBD;\"><p style=\"color:#757575;\"><a href=\"https:\/\/dashboard.e-stat.go.jp\/static\/api\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/dashboard.e-stat.go.jp\/static\/api<\/a><\/p><\/div><\/div>\n<p>\u00a0<\/p>\n<p>\u4eca\u56de\u6307\u5b9a\u3057\u3066\u3044\u308b\u30b3\u30fc\u30c9\u306f\u52b4\u50cd\u529b\u8abf\u67fb\u306e\u4ee5\u4e0b\u306e\u9805\u76ee\u306b\u5f53\u305f\u308b\u308f\u3051\u306a\u306e\u3067\u3059\u304c\u3001<\/p>\n<p>\u5c31\u696d\u8005\uff08\u7537\u5973\u8a08\uff09,\u00a0 \u5c31\u696d\u7387\uff08\u7dcf\u6570\uff09, \u5c31\u696d\u7387\uff0815\uff5e64\u6b73\uff09, \u5c31\u696d\u7387\uff0865\u6b73\u4ee5\u4e0a\uff09, \u5b8c\u5168\u5931\u696d\u8005\uff08\u7537\u5973\u8a08\uff09, \u5b8c\u5168\u5931\u696d\u7387\uff08\u7537\u5973\u8a08\uff09, \u975e\u52b4\u50cd\u529b\u4eba\u53e3\uff08\u7537\u5973\u8a08\uff09, \u5c31\u696d\u8005\uff08\u7537\uff09, \u5c31\u696d\u7387\uff08\u7537\uff09, \u5b8c\u5168\u5931\u696d\u8005\uff08\u7537\uff09, \u5b8c\u5168\u5931\u696d\u7387\uff08\u7537\uff09, \u975e\u52b4\u50cd\u529b\u4eba\u53e3\uff08\u7537\uff09, \u5c31\u696d\u8005\uff08\u5973\uff09, \u5c31\u696d\u7387\uff08\u5973\uff09, \u5b8c\u5168\u5931\u696d\u8005\uff08\u5973\uff09, \u5b8c\u5168\u5931\u696d\u7387\uff08\u5973\uff09, \u975e\u52b4\u50cd\u529b\u4eba\u53e3\uff08\u5973\uff09<\/p>\n<p>\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u306e\u305d\u308c\u305e\u308c\u3000\u6708\u6b21\u3001\u6708\u6b21\u5b63\u7bc0\u8abf\u6574\u5024\u3001\u56db\u534a\u671f\u5b63\u7bc0\u8abf\u6574\u5024\u3001\u5e74\u6b21\u3092\u53d6\u5f97\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3067\u3001\u305d\u306e\u30c7\u30fc\u30bf\u306e\u958b\u59cb\u5e74\u6708\u306ftimefrom\u306e\u30ea\u30b9\u30c8\u3067\u6307\u5b9a<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-lineoffset=\"90\"># \u53d6\u5f97\u3059\u308b\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u958b\u59cb\u5e74\u6708\ntimefrom = [\"20000100\", \"20000100\", \"20001Q00\", \"1990CY00\", \"1990CY00\"]\n<\/pre>\n<p>\u00a0<\/p>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u300c\u52b4\u50cd\u529b\u8abf\u67fb_dash\u300d\u306eGoogle\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u3042\u3089\u304b\u3058\u3081\u4f5c\u3063\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u305d\u306e\u300c\u52b4\u50cd\u529b\u8abf\u67fb_dash\u300d\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u5185\u306b\u3000&#8221;\u6708\u6b21&#8221;, &#8220;\u6708\u6b21\uff08\u5b63\u7bc0\u8abf\u6574\uff09&#8221;, &#8220;\u56db\u534a\u671f&#8221;, &#8220;\u5e74\u6b21&#8221;, &#8220;\u5c31\u696d\u7387\u5e74\u6b21&#8221;\u306e\u30b7\u30fc\u30c8\u3092\u4f5c\u3063\u3066\u304a\u304b\u306a\u3044\u3068\u52d5\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u304c\u5b58\u5728\u3057\u306a\u3044\u3002\u3082\u3057\u304f\u306f\u30b7\u30fc\u30c8\u304c\u306a\u3044\u3068\u8868\u793a\u3055\u308c\u3066\u5b9f\u884c\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-lineoffset=\"94\"># \u66f8\u304d\u8fbc\u3080Googlespreadsheet\u306e\u30d5\u30a1\u30a4\u30eb\u540d\nsheet_name = '\u52b4\u50cd\u529b\u8abf\u67fb_dash'\n\n# \u66f8\u304d\u8fbc\u3080\u30b7\u30fc\u30c8\u306e\u540d\u524d\nsheet_label = [\n    \"\u6708\u6b21\",\n    \"\u6708\u6b21\uff08\u5b63\u7bc0\u8abf\u6574\uff09\",\n    \"\u56db\u534a\u671f\",\n    \"\u5e74\u6b21\",\n    \"\u5c31\u696d\u7387\u5e74\u6b21\"\n]<\/pre>\n<p>\u3082\u3057\u3001\u52b4\u50cd\u529b\u8abf\u67fb\u4ee5\u5916\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u4e0a\u8a18\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u8981\u7d20\u7cfb\u5217\u30b3\u30fc\u30c9\u306a\u3069\uff09\u3092\u4fee\u6b63\u3057\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u307e\u3001\u81ea\u5206\u4ed5\u69d8\u306b\u4f5c\u3063\u305f\u30b3\u30fc\u30c9\u306a\u306e\u3067\u3001\u6163\u308c\u306f\u5fc5\u8981\u3060\u3068\u601d\u3044\u307e\u3059\u304c\u30fb\u30fb\u30fb<\/p>\n<p>\u00a0<\/p>\n<p>\u3042\u3068\u5fc5\u8981\u306a\u306e\u306fGoogle\u30c9\u30e9\u30a4\u30d6\uff08\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\uff09\u306e\u8a8d\u8a3c<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-lineoffset=\"108\"># Google\u30c9\u30e9\u30a4\u30d6\u8a8d\u8a3c\nscope = ['https:\/\/spreadsheets.google.com\/feeds',\n         'https:\/\/www.googleapis.com\/auth\/drive']\n\ncredentials = ServiceAccountCredentials.from_json_keyfile_name('&lt;JSON\u30d5\u30a1\u30a4\u30eb\u540d&gt;.json', scope)\ngc = gspread.authorize(credentials)<\/pre>\n<p>\u3053\u3053\u306eJSON\u30d5\u30a1\u30a4\u30eb\u540d\u306e\u3068\u3053\u308d\u306b\u306f\u524d\u56de\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u3067\u53d6\u5f97\u3057\u305fJSON\u30d5\u30a1\u30a4\u30eb\u306e\u540d\u524d\uff08\u30d1\u30b9\uff09\u3092\u6307\u5b9a\u3057\u3066\u4e0b\u3055\u3044\u3002<\/p>\n\t\t\t<a href=\"https:\/\/hirohitorigoto.info\/dataengineer\/archives\/128\" class=\"st-cardlink\">\n\t\t\t<div class=\"kanren st-cardbox\" >\n\t\t\t\t\t\t\t\t<dl class=\"clearfix\">\n\t\t\t\t\t<dt class=\"st-card-img\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1033-150x150.png\" class=\"attachment-st_thumb150 size-st_thumb150 wp-post-image\" alt=\"\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1033-150x150.png 150w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1033-100x100.png 100w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t<\/dt>\n\t\t\t\t\t<dd>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<h5 class=\"st-cardbox-t\">\u7d71\u8a08\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9API\u3067\u30c7\u30fc\u30bf\u53d6\u5f97\u3000\u305d\u306e\uff12\uff5e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u8fbc\u3093\u3067\u307f\u308b\uff5e<\/h5>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"cardbox-more\">\u7d9a\u304d\u3092\u898b\u308b<\/p>\n\t\t\t\t\t\t\t\t\t\t\t<\/dd>\n\t\t\t\t<\/dl>\n\t\t\t<\/div>\n\t\t\t<\/a>\n\t\t\t\n<p>\u3053\u308c\u3067\u8a8d\u8a3c\u304c\u901a\u308a\u307e\u3059\u3002<\/p>\n<p>\u00a0<\/p>\n<p>\u3042\u3068\u306f\u3001\u5b9f\u969b\u306eAPI\u3092\u53e9\u3044\u3066\u5f15\u3063\u5f35\u3063\u3066\u304d\u305f\u30c7\u30fc\u30bf\u3092\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u8fbc\u3080\u51e6\u7406\u304c\u3060\u3089\u3063\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u9577\u304f\u306a\u308b\u306e\u3067\u8aac\u660e\u306f\u5272\u611b\u3057\u307e\u3059\u3002\u8aad\u307f\u305a\u3089\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u3001\u3001\u3054\u5bb9\u8d66\u3092\u3002<\/p>\n<p>\u00a0<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u30b3\u30fc\u30c9\u5b9f\u884c<\/h2>\n\n\n<p>\u3055\u3063\u305d\u304f\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-linenumbers=\"false\">$ python \u52b4\u50cd\u529b\u8abf\u67fb.py<\/pre>\n<p>\u5b9f\u884c\u3059\u308b\u30b3\u30fc\u30c9\u306f\u4e8c\u3064\u76ee\u306e\u300c\u52b4\u50cd\u529b\u8abf\u67fb.py\u300d\u3060\u3051\u3067OK\u3002<\/p>\n<p>\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u4e00\u3064\u76ee\u306e\u30b3\u30fc\u30c9\u300cstatdash.py\u300d\u306f\u540c\u3058\u968e\u5c64\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308c\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><\/p>\n<p>\u3059\u308b\u3068\u3046\u307e\u304f\u3044\u3051\u3070\u3001\u3070\u3070\u30fc\u3093\u3068\u30c7\u30fc\u30bf\u304c\u52dd\u624b\u306b\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u8fbc\u307e\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u3053\u3093\u306a\u3075\u3046\u306b<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-188\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1038.png\" alt=\"\" width=\"1053\" height=\"562\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1038.png 1053w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1038-300x160.png 300w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1038-1024x547.png 1024w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1038-768x410.png 768w\" sizes=\"auto, (max-width: 1053px) 100vw, 1053px\" \/><\/p>\n<p>\u4f59\u8ac7\u3067\u3059\u304c\u3001Python\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u8d70\u3063\u3066\u3001\u30c7\u30fc\u30bf\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u66f8\u304d\u8fbc\u307e\u308c\u3066\u3044\u304f\u69d8\u3092\u898b\u308b\u306e\u306f\u304b\u306a\u308a\u6c17\u6301\u3061\u304c\u3044\u3044\u3067\u3059\uff57<\/p>\n<p><\/p>\n<p>\u3042\u3068\u306f\u3001Google\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u4e0a\u3067\u30b0\u30e9\u30d5\u3092\u63cf\u304f\u306a\u308a\u3059\u308c\u3070OK\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-189\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1039.png\" alt=\"\" width=\"749\" height=\"597\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1039.png 749w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1039-300x239.png 300w\" sizes=\"auto, (max-width: 749px) 100vw, 749px\" \/><\/p>\n<p><\/p>\n<p>\u306d\u3001\u7c21\u5358\u3067\u3057\u3087\u3002<\/p>\n<p><\/p>\n\n\n<h2 class=\"wp-block-heading\">\u30b0\u30e9\u30d5\u3092\u30d6\u30ed\u30b0\u306b\u5f35\u308a\u4ed8\u3051\u308b<\/h2>\n\n\n<p>\u3055\u3066\u3001\u6b21\u306f\u6700\u5f8c\u306e\u4ed5\u4e0a\u3052\u3002<\/p>\n<p>\u5148\u307b\u3069\u4f5c\u3063\u305f\u30b0\u30e9\u30d5\u3092\u3001\u81ea\u5206\u306e\u30d6\u30ed\u30b0\u306b\u5f35\u308a\u4ed8\u3051\u308b\u4f5c\u696d\u3067\u3059\u3002<\/p>\n<p><\/p>\n<p>\u307e\u305a\u3001\u8cbc\u308a\u4ed8\u3051\u305f\u3044\u30b0\u30e9\u30d5\u306e\u53f3\u4e0a\u9685\u306b\u3042\u308b\u7e26\u306e\uff13\u70b9\u30ea\u30fc\u30c0\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u30b0\u30e9\u30d5\u3092\u516c\u958b\u3092\u9078\u629e<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-190\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1040.png\" alt=\"\" width=\"749\" height=\"540\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1040.png 749w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1040-300x216.png 300w\" sizes=\"auto, (max-width: 749px) 100vw, 749px\" \/><\/p>\n<p><\/p>\n<p>\u30a6\u30a7\u30d6\u306b\u516c\u958b\u3059\u308b\u304b\u3069\u3046\u304b\u805e\u304b\u308c\u308b\u306e\u3067\u516c\u958b\u30dc\u30bf\u30f3\u3092\u62bc\u3059<\/p>\n<p><span class=\"photoline\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-191\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1041.png\" alt=\"\" width=\"551\" height=\"570\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1041.png 551w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1041-290x300.png 290w\" sizes=\"auto, (max-width: 551px) 100vw, 551px\" \/><\/span><\/p>\n<p><\/p>\n<p>\u3088\u308d\u3057\u3044\u3067\u3059\u304b\u3068\u805e\u304b\u308c\u308b\u306e\u3067\u3001OK\u30dc\u30bf\u30f3\u3092\u62bc\u3059<\/p>\n<p><span class=\"photoline\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-192\" src=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1042.png\" alt=\"\" width=\"449\" height=\"132\" srcset=\"https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1042.png 449w, https:\/\/hirohitorigoto.info\/dataengineer\/wp-content\/uploads\/sites\/3\/2020\/04\/1042-300x88.png 300w\" sizes=\"auto, (max-width: 449px) 100vw, 449px\" 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