{"id":50754,"date":"2021-06-12T00:00:00","date_gmt":"2021-06-12T07:00:00","guid":{"rendered":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/%e6%9c%aa%e5%88%86%e9%a1%9e\/step-by-step-guide-to-collecting-visualizing-historical-cryptocurrency-market-data-with-griddb\/"},"modified":"2025-11-14T07:54:47","modified_gmt":"2025-11-14T15:54:47","slug":"step-by-step-guide-to-collecting-visualizing-historical-cryptocurrency-market-data-with-griddb","status":"publish","type":"post","link":"https:\/\/www.griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/step-by-step-guide-to-collecting-visualizing-historical-cryptocurrency-market-data-with-griddb\/","title":{"rendered":"GridDB\u306b\u3088\u308b\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u306e\u6b74\u53f2\u7684\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u53ef\u8996\u5316\u306b\u95a2\u3059\u308b\u624b\u9806\u306e\u30ac\u30a4\u30c9"},"content":{"rendered":"<p>\u3053\u306e\u30d6\u30ed\u30b0\u306f\u3001\u524d\u56de\u306e<a href=\"https:\/\/griddb.net\/en\/blog\/collect-cryptomarket-data-with-griddb\/\">\u3053\u3061\u3089<\/a>\u306e\u6697\u53f7\u901a\u8ca8\u30d6\u30ed\u30b0\u306e\u7d9a\u304d\u3067\u3059\u3002<\/p>\n<p>\u73fe\u5728\u3001\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u3092\u30ea\u30fc\u30c9\u3057\u3066\u3044\u308b\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306e\u6642\u4fa1\u7dcf\u984d\u306f\u3001\u3053\u306e\u8a18\u4e8b\u3092\u66f8\u3044\u3066\u3044\u308b\u6642\u70b9\u306710\u5104839\u4e079,725,691\u30c9\u30eb\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u3053\u306e\u30d6\u30ed\u30b0\u3092\u516c\u958b\u3059\u308b\u9803\u306b\u306f\u3001\u305d\u306e\u9ad8\u3044\u30dc\u30e9\u30c6\u30a3\u30ea\u30c6\u30a3\u306e\u304a\u304b\u3052\u3067\u3001\u3055\u3089\u306b\u9ad8\u304f\u306a\u3063\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>2009\u5e74\u306b\u30b5\u30c8\u30b7\u30fb\u30ca\u30ab\u30e2\u30c8\u304c\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u767a\u660e\u3057\u3001\u305d\u306e\u5f8c\u3001\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306e\u30e9\u30ba\u30ed\u30fb\u30cf\u30cb\u30a8\u30c4\u304c\u30d1\u30d1\u30fb\u30b8\u30e7\u30f3\u30ba\u30fb\u30d4\u30b62\u679a\u30921\u4e07\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u3067\u8cfc\u5165\u3057\u305f\u3068\u3044\u3046\u3001\u6697\u53f7\u901a\u8ca8\u53f2\u4e0a\u521d\u306e\u5546\u696d\u53d6\u5f15\u304c\u8a18\u9332\u3055\u308c\u307e\u3057\u305f\u3002\u5f53\u6642\u3001\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306b\u306f\u5b9f\u8cea\u7684\u306a\u4fa1\u5024\u304c\u306a\u304f\u3001\u305d\u308c\u307b\u3069\u5927\u304d\u306a\u8a71\u984c\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u3053\u306e10\u5e74\u9593\u3067\u3001\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306f\u53f2\u4e0a\u6700\u9ad8\u5024\u3092\u66f4\u65b0\u3057\u7d9a\u3051\u3001\u9ad8\u9a30\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u3092\u66f8\u3044\u3066\u3044\u308b\u6642\u70b9\u3067\u3001\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306e\u73fe\u5728\u306e\u4fa1\u5024\u306f1\u30b3\u30a4\u30f3\u3042\u305f\u308a5\u4e075,000\u30c9\u30eb\u4ee5\u4e0a\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6570\u4eba\u306e\u5c02\u9580\u5bb6\u304c\u3001\u3053\u306e\u30b3\u30a4\u30f3\u306f\u307e\u3082\u306a\u304f10\u4e07\u30c9\u30eb\u306e\u5927\u53f0\u3092\u8d85\u3048\u308b\u3060\u308d\u3046\u3068\u4e88\u6e2c\u3057\u3066\u3044\u307e\u3059\u3002\u540c\u69d8\u306b\u3001Ethereum\u3001Binance Coin\u3001XRP\u3001ADA\u3001\u305d\u306e\u4ed6\u3055\u307e\u3056\u307e\u306a\u6697\u53f7\u901a\u8ca8\u306b\u3064\u3044\u3066\u3082\u3001\u4eca\u5f8c\u6570\u5e74\u9593\u3067\u6025\u9a30\u3057\u3001\u305d\u306e\u4fa1\u683c\u3082\u6307\u6570\u95a2\u6570\u7684\u306b\u9ad8\u9a30\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u307e\u3056\u307e\u306a\u6697\u53f7\u901a\u8ca8\u306e\u4fa1\u683c\u304c\u4e0a\u6607\u3057\u7d9a\u3051\u3066\u3044\u308b\u3053\u3068\u3067\u3001\u4e16\u754c\u4e2d\u306e\u7121\u6570\u306e\u500b\u4eba\u6295\u8cc7\u5bb6\u3060\u3051\u3067\u306a\u304f\u3001\u6a5f\u95a2\u6295\u8cc7\u5bb6\u3092\u3082\u9b45\u4e86\u3057\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u91d1\u878d\u5e02\u5834\u3068\u306f\u7570\u306a\u308a\u3001\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u306f\u975e\u5e38\u306b\u5909\u52d5\u304c\u6fc0\u3057\u304f\u3001\u4e88\u6e2c\u4e0d\u53ef\u80fd\u3067\u3059\u3002\u91d1\u878d\u5e02\u5834\u306f\u4e88\u6e2c\u53ef\u80fd\u3067\u3059\u304c\u3001\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u306f\u3001\u305d\u306e\u5206\u6563\u578b\u306e\u4ed5\u7d44\u307f\u3001\u95a2\u5fc3\u306e\u9ad8\u307e\u308a\u3001\u30dc\u30e9\u30c6\u30a3\u30ea\u30c6\u30a3\u306e\u9ad8\u3055\u3086\u3048\u306b\u3001\u91d1\u878d\u5e02\u5834\u3068\u540c\u3058\u3053\u3068\u306f\u5f53\u3066\u306f\u307e\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u4e16\u754c\u4e2d\u306e\u6295\u8cc7\u5bb6\u3084\u30c8\u30ec\u30fc\u30c0\u30fc\u306f\u3001\u3053\u306e\u6210\u9577\u3057\u7d9a\u3051\u308b\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u5e02\u5834\u3067\u5927\u80c6\u306a\u4e88\u6e2c\u3092\u884c\u3046\u305f\u3081\u306b\u3001\u30b2\u30fc\u30e0\u3067\u4e00\u6b69\u5148\u3092\u884c\u304f\u305f\u3081\u306e\u9ad8\u901f\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5206\u6790\u30c4\u30fc\u30eb\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u305d\u306e\u3088\u3046\u306a\u9700\u8981\u306b\u5fdc\u3048\u308b\u3079\u304f\u3001\u79c1\u305f\u3061\u306fGridDB\u3092\u4f7f\u3063\u3066\u904e\u53bb\u306e\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u7c21\u5358\u306a\u65b9\u6cd5\u3092\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001Coingecko API\u304b\u3089\u904e\u53bb\u306e\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066GridDB\u306b\u683c\u7d0d\u3057\u3001\u3055\u3089\u306bPython\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f7f\u3063\u3066\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u306b\u4e3b\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u6700\u521d\u306b\u3001\u4f7f\u7528\u3059\u308b\u6280\u8853\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h2>\u3053\u306e\u76ee\u6a19\u9054\u6210\u306e\u305f\u3081\u306b\u4f7f\u3046\u6280\u8853<\/h2>\n<p>\u79c1\u305f\u3061\u304c\u30c4\u30fc\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u4f7f\u7528\u3059\u308b\u6280\u8853\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>OS: Ubuntu 18.04<\/li>\n<li>Python 3.6<\/li>\n<li>GridDB c Client: v4.5.0<\/li>\n<li>GridDB Server: \u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3<\/li>\n<li>GridDB Python Client: 0.8.3<\/li>\n<\/ul>\n<h2>\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u53ef\u8996\u5316\u3059\u308b<\/h2>\n<p>\u65e5\u3005\u306e\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u6cd5\u306f\u6570\u591a\u304f\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u3001\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u3068\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u4e21\u65b9\u306e\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u3092\u5bfe\u8c61\u3068\u3057\u307e\u3059\u3002\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u304c\u6b63\u5f0f\u306b\u8a95\u751f\u3057\u305f\u306e\u306f2009\u5e74\u3067\u3059\u304c\u3001\u6700\u521d\u306e\u6570\u5e74\u9593\u306f\u30b3\u30a4\u30f3\u304c\u516c\u958b\u3067\u53d6\u5f15\u3055\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u305f\u3081\u3001\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u3082\u3061\u308d\u3093\u3001\u30c1\u30a7\u30fc\u30f3\u306e\u6700\u521d\u306e\u30d6\u30ed\u30c3\u30af\u3067\u306f\u53d6\u5f15\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u5f53\u6642\u306f\u5e02\u5834\u3067\u4fa1\u683c\u304c\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u4eca\u5ea6\u306f\u3001Coingecko API \u304b\u3089\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067Python\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">python3.6 -m pip install pycoingecko\n<\/code><\/pre>\n<\/div>\n<p>\u3053\u308c\u304b\u3089\u7d39\u4ecb\u3059\u308bPython\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u3001Coingecko API\u304b\u3089\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u3068\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u904e\u53bb\u306e\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u8996\u899a\u5316\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u308c\u3067\u306f\u65e9\u901f\u3001Python\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u3044\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><strong>Step I:<\/strong> CoinGecko API\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">from pycoingecko import CoinGeckoAPI\n<\/code><\/pre>\n<\/div>\n<p><strong>Step II:<\/strong> Matplotlib\uff08\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u7528\uff09\u3001Pandas\u3001Numpy\u3001Scipy\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">install matplotlib.pylot as plt\nimport pandas as pd\nimport numpy as np\nimport scipy as sp\n<\/code><\/pre>\n<\/div>\n<p><strong>Step III:<\/strong> Coingecko APIs \u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">coingecko = CoinGeckoAPI()\n<\/code><\/pre>\n<\/div>\n<p><strong>Step IV:<\/strong> \u4f7f\u7528\u3059\u308b\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001<em>get_coin_by_id()<\/em> API\u30b3\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u3001\u6307\u5b9a\u3057\u305f\u6697\u53f7\u901a\u8ca8\u306e\u30de\u30fc\u30b1\u30c3\u30c8\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001cryptocurrency_data.csv\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">def get_data(cryptocurrency):\n    cryptocurrency_data = coingecko.get_coin_by_id(cryptocurrency, market_data='true', sparkline='true')\n    df = pd.DataFrame.from_dict(cryptocurrency_data, orient='index')\n    df.to_csv(r'cryptocurrency_data.csv')\n    return df\n<\/code><\/pre>\n<\/div>\n<p><strong>Step V:<\/strong> \u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u3068\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u4e21\u65b9\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">get_data('bitcoin')\n\nget_data('ethereum')\n<\/code><\/pre>\n<\/div>\n<p>2\u3064\u306ecryptocurrency_data.csv\u30d5\u30a1\u30a4\u30eb\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u30021\u3064\u305a\u3064\u958b\u3044\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306eCSV\u30d5\u30a1\u30a4\u30eb\u306f\u3053\u306e\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/8.png?raw=true\" alt=\"\" \/><\/p>\n<p>\u6b21\u306eCSV\u306f\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u30de\u30fc\u30b1\u30c3\u30c8\u30c7\u30fc\u30bf\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/9.png?raw=true\" alt=\"\" \/><\/p>\n<p><strong>Step VI:<\/strong> Bitcoin\u3068Ethereum\u306e\u904e\u53bb\u306e\u30de\u30fc\u30b1\u30c3\u30c8\u30fb\u30c7\u30fc\u30bf\u3092\u5165\u624b\u3057\u3001\u8996\u899a\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308b\u3068\u3001\u8868\u793a\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306f\u65e5\u6570\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306e1\u65e5\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u8de1\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u5206\u5358\u4f4d\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u30012\uff5e90\u65e5\u306e\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u8de1\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30c7\u30fc\u30bf\u304c\u5206\u5272\u3055\u308c\u3001\u6642\u9593\u5358\u4f4d\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>90\u65e5\u4ee5\u4e0a\u306e\u671f\u9593\u306b\u3064\u3044\u3066\u3001\u65e5\u3054\u3068\u306b\u5206\u5272\u3057\u3066\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">def get_historical_data(cryptocurrency, fiat_currency, number_of_days):\n    historic_price = coingecko.get_coin_market_chart_by_id(cryptocurrency, fiat_currency, number_of_days)\n    prices = [price[1] for price in historic_price['prices']]\n    return prices\n<\/code><\/pre>\n<\/div>\n<p>\u3053\u3053\u3067\u306f\u3001\u5909\u6570\u300cprices\u300d\u304c\u30ea\u30b9\u30c8\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u3053\u306e\u95a2\u6570\u306e\u5834\u5408\u3001<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    print(get_historical_data('bitcoin', 'USD', 5))\n<\/code><\/pre>\n<\/div>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/49.png?raw=true\" alt=\"\" \/><\/p>\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3092\u3055\u3089\u306b2\u3064\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u306b\u5206\u3051\u308b\u3068\u3001\u3053\u3053\u307e\u3067\u306e\u30bb\u30af\u30b7\u30e7\u30f3I\u306f\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e30\u65e5\u5206\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u305f\u3002\u3053\u3053\u304b\u3089\u306e\u30bb\u30af\u30b7\u30e7\u30f3II\u3067\u306f\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306b\u3064\u3044\u3066\u540c\u69d8\u306b\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<h3>Section I: \u904e\u53bb30\u65e5\u5206\u306e\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u53ef\u8996\u5316\u3059\u308b<\/h3>\n<p><strong>Step I:<\/strong> \u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u904e\u53bb30\u65e5\u5206\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u3067\u884c\u3063\u305f\u3088\u3046\u306b\u5909\u6570\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    ethereum = get_historical_data('ethereum', 'USD', 30)\n<\/code><\/pre>\n<\/div>\n<p><strong>Step II:<\/strong> \u3053\u306e\u30c7\u30fc\u30bf\u3092Ethereum.csv\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    et_df = pd.DataFrame(ethereum, columns = ['Ethereum Value'])\n    et_df.index.name = 'Every Hour Count in the Past 30 Days'\n    et_df.to_csv(r'Ethereum.csv')\n    df = pd.read_csv(\"Ethereum.csv\")\n<\/code><\/pre>\n<\/div>\n<p>\u3053\u3053\u3067\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u3092Ethereum.csv\u306b\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002\u3067\u306f\u3001\u305d\u308c\u3092GridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30ed\u30fc\u30c9\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><strong>Step III:<\/strong> GridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    factory = griddb.StoreFactory.get_instance()\n    argv = sys.argv\n    try:\n    #Get GridStore object\n    gridstore = factory.get_store(\n        notification_member=\"griddb-server:10001\",\n        cluster_name=\"defaultCluster\",\n        username=\"admin\",\n        password=\"admin\"\n    )\n<\/code><\/pre>\n<\/div>\n<p><strong>Step IV:<\/strong> CSV\u30d5\u30a1\u30a4\u30eb\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    ethereum_data = pd.read_csv(\"\/ethereum.csv\", na_values=['\\N'])\n    ethereum_data.info()\n<\/code><\/pre>\n<\/div>\n<p>\u5f97\u3089\u308c\u308b\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/17.png?raw=true\" alt=\"TextDescription automatically generated\" \/><\/p>\n<p><strong>Step V:<\/strong> \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306e\u3084\u308a\u3068\u308a\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002GridDB\u30b3\u30f3\u30c6\u30ca\u3068\u5bfe\u8a71\u3059\u308b\u901a\u5e38\u306e\u65b9\u6cd5\u306f\u3001GridDB\u30b3\u30f3\u30c6\u30ca\u306e\u4e2d\u306b\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u6210\u3057\u3001put\u307e\u305f\u306fmulti_put\u95a2\u6570\u3092\u4f7f\u3063\u3066\u60c5\u5831\u3092\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u305d\u308c\u3067\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30b3\u30f3\u30c6\u30caethereum_container\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u3053\u3053\u3067\u6700\u3082\u6ce8\u610f\u3059\u3079\u304d\u70b9\u306f\u3001\u6b63\u3057\u3044\u30c7\u30fc\u30bf\u578b\u304c\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u305d\u3046\u3057\u306a\u3044\u3068\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u64cd\u4f5c\u3092\u884c\u3046\u969b\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    ethereum_container = \"ETHEREUM\"\n    ethereum_containerInfo = griddb.ContainerInfo(ethereum_container,\n    [[\"count\", griddb.Type.INTEGER],[\"value\", griddb.Type.STRING]],\n    griddb.ContainerType.COLLECTION, True)\n    ethereum_columns = gridstore.put_container(ethereum_containerInfo)\n    ethereum_columns.create_index(\"count\", griddb.IndexType.DEFAULT)\n    ethereum_columns.put_rows(ethereum_data)    \n    print(\"Data added successfully\")    \n    db_data = gridstore.get_container(ethereum_container)\n<\/code><\/pre>\n<\/div>\n<p>\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u6210\u3057\u305f\u5f8c\u3001put_rows\u95a2\u6570\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3057\u305f\u3002\u30ed\u30fc\u30c9\u3055\u308c\u308b\u3068\u3001\u300cData added successfully\u300d\u3068\u3044\u3046\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/19.png?raw=true\" alt=\"\" \/><\/p>\n<p><strong>Step VI:<\/strong> \u8a66\u3057\u306b\u3001\u3044\u304f\u3064\u304b\u306e\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><strong>Query 1:<\/strong>\u300cSelect *\u300d\u30af\u30a8\u30ea\u3067\u8aad\u307f\u8fbc\u3093\u3060Ethereum\u306e\u30c7\u30fc\u30bf\u3092\u3059\u3079\u3066\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    query = db_data.query(\"Select *\")\n    rs = query.fetch(False)\n    print(f\"{ethereum_container} Data\")\n    retrieved_data = []\n    while rs.has_next():\n        data = rs.next()\n        retrieved_data = append(newdata)\n        print(retrieved_data)\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/21.png?raw=true\" alt=\"Background patternDescription automatically generated\" \/><\/p>\n<p><strong>Query 2:<\/strong> \u8ffd\u8de1\u3057\u3066\u3044\u308b30\u65e5\u5206\u306e\u30c7\u30fc\u30bf\u306e\u3046\u3061\u30011\u65e5\u76ee\u306e7\u6642\u9593\u76ee\u306e\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u5024\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    query = db_data.query(\"select * where count = 7\")\n    rs = query.fetch(False)\n    print(f\"{ethereum_container} Data\")\n    retrieved_data = []\n    while rs.has_next():\n        data = rs.next()\n        retrieved_data = append(newdata)\n        print(retrieved_data)\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/23.png?raw=true\" alt=\"\" \/><\/p>\n<p><strong>Query 3:<\/strong> \u6700\u8fd1\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    query = db_data.query(\"select * where count &gt;= 600\")\n    rs = query.fetch(False)\n    print(f\"{ethereum_container} Data\")\n    retrieved_data = []\n    while rs.has_next():\n        data = rs.next()\n        retrieved_data = append(newdata)\n        print(retrieved_data)\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/25.png?raw=true\" alt=\"Graphical user interface Description automatically generated with medium confidence\" \/><\/p>\n<p><strong>Query 4:<\/strong> \u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u5024\u304c2,400\u30c9\u30eb\u3092\u8d85\u3048\u305f\u6642\u306e\u671f\u9593\u3092\u8abf\u3079\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    query = db_data.query(\"select * where value &gt; 2400\")\n    rs = query.fetch(False)\n    print(f\"{ethereum_container} Data\")\n    retrieved_data = []\n    while rs.has_next():\n        data = rs.next()\n        retrieved_data = append(newdata)\n        print(retrieved_data)\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/27.png?raw=true\" alt=\"\" \/><\/p>\n<p><strong>Query V:<\/strong>2,000\u30c9\u30eb\u4ee5\u4e0a\u306e\u5024\u306b\u3064\u3044\u3066\u3082\u540c\u69d8\u306b\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    query = db_data.query(\"select * where value &gt;2000\")\n    rs = query.fetch(False)\n    print(f\"{ethereum_container} Data\")\n    retrieved_data = []\n    while rs.has_next():\n        data = rs.next()\n        retrieved_data = append(newdata)\n        print(retrieved_data)\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/29.png?raw=true\" alt=\"\" \/><\/p>\n<p><strong>Step VII:<\/strong> \u3053\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u3063\u3066\u4f8b\u5916\u3092\u56de\u907f\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    except griddb.GSException as e:\n    for i in range(e.get_error_stack_size()):\n        print(\"[\", i, \"]\")\n        print(e.get_error_code(i))\n        print(e.get_location(i))\n        print(e.get_message(i))\n<\/code><\/pre>\n<\/div>\n<p><strong>Step VIII:<\/strong> \u6700\u5f8c\u306b\u3001\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u6563\u5e03\u56f3:<\/strong> <\/li>\n<\/ol>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    df.plot(x = 'Every Hour Count in the Past 30 Days', y = 'Ethereum Value', kind = 'scatter')\n    plt.xlabel('Every Hour Count in the Past 30 Days')\n    plt.ylabel('Ethereum Value')\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/32.png?raw=true\" alt=\"\" \/><\/p>\n<ol>\n<li><strong>\u6298\u308c\u7dda\u30b0\u30e9\u30d5:<\/strong> <\/li>\n<\/ol>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    df.plot(x = 'Every Hour Count in the Past 30 Days', y = 'Ethereum Value', kind = 'line')\n    plt.xlabel('Every Hour Count in the Past 30 Days')\n    plt.ylabel('Ethereum Value')\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/34.png?raw=true\" alt=\"\" \/><\/p>\n<ol>\n<li><strong>\u68d2\u30b0\u30e9\u30d5:<\/strong><\/li>\n<\/ol>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    df.plot(x = 'Every Hour Count in the Past 30 Days', y = 'Ethereum Value', kind = 'bar')\n    plt.xlabel('Every Hour Count in the Past 30 Days')\n    plt.ylabel('Ethereum Value')\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/36.png?raw=true\" alt=\"\" \/><\/p>\n<ol>\n<li><strong>Statsmodel\u3092\u4f7f\u3063\u305f\u81ea\u5df1\u76f8\u95a2\u56f3\uff08Autocorrelogram or Autocorrelation Plot\uff09:<\/strong><\/li>\n<\/ol>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    import statsmodel.api as sm\n    sm.graphics.tsa.plot_acf(df[\"Ethereum Value\"])\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/38.png?raw=true\" alt=\"\" \/><\/p>\n<p>\u3053\u3053\u307e\u3067\u3067\u904e\u53bb30\u65e5\u9593\u306e\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306e\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3057\u307e\u3057\u305f\u304c\u3001\u6b21\u306f\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306b\u3064\u3044\u3066\u3082\u540c\u3058\u3053\u3068\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>Section I: \u904e\u53bb30\u65e5\u5206\u306e\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u5e02\u5834\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u53ef\u8996\u5316\u3059\u308b<\/h3>\n<p><strong>Step I:<\/strong>\u904e\u53bb30\u65e5\u5206\u306e\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u5206\u6790\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u3053\u306e\u30ea\u30b9\u30c8\u3092\u5909\u6570\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    bitcoin = get_historical_data('bitcoin', 'USD', 30)\n<\/code><\/pre>\n<\/div>\n<p><strong>Step II:<\/strong> \u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u3059\u3079\u3066CSV\u3067\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    bt_df = pd.DataFrame(bitcoin, columns = ['Bitcoin Value'])\n    bt_df.index.name = 'Every Hour Count in the Past 30 Days'\n    bt_df.to_csv(r'Bitcoin.csv')\n    df = pd.read_csv(\"Bitcoin.csv\")\n<\/code><\/pre>\n<\/div>\n<p>\u3053\u3053\u3067\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u3092Bitcoin.csv\u306b\u683c\u7d0d\u3057\u3066\u3044\u307e\u3059\u3002Bitcoin\u306e\u5168\u30c7\u30fc\u30bf\u3092GridDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u53ef\u8996\u5316\u3059\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><strong>Step III:<\/strong> \u53ef\u8996\u5316\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u6563\u5e03\u56f3:<\/strong> <\/li>\n<\/ol>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    df.plot(x = 'Every Hour Count in the Past 30 Days', y = 'Bitcoin Value', kind = 'scatter')\n    plt.xlabel('Every Hour Count in the Past 30 Days')\n    plt.ylabel('Bitcoin Value')\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/42.png?raw=true\" alt=\"\" \/><\/p>\n<ol>\n<li><strong>\u6298\u308c\u7dda\u30b0\u30e9\u30d5:<\/strong> <\/li>\n<\/ol>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    df.plot(x = 'Every Hour Count in the Past 30 Days', y = 'Bitcoin Value', kind = 'line')\n    plt.xlabel('Every Hour Count in the Past 30 Days')\n    plt.ylabel('Bitcoin Value')\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/44.png?raw=true\" alt=\"\" \/><\/p>\n<ol>\n<li><strong>\u68d2\u30b0\u30e9\u30d5:<\/strong><\/li>\n<\/ol>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    df.plot(x = 'Every Hour Count in the Past 30 Days', y = 'Bitcoin Value', kind = 'bar')\n    plt.xlabel('Every Hour Count in the Past 30 Days')\n    plt.ylabel('Bitcoin Value')\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/46.png?raw=true\" alt=\"\" \/><\/p>\n<p><strong>\u6ce8\uff1a<\/strong> \u904e\u53bb30\u65e5\u9593\u306e1\u6642\u9593\u3054\u3068\u306e\u30c7\u30fc\u30bf\u3092\u8ffd\u8de1\u3057\u3066\u3044\u308b\u305f\u3081\u3001X\u8ef8\u306e\u3059\u3079\u3066\u306e\u5024\u304c\u3076\u3064\u304b\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>Statsmodel\u3092\u7528\u3044\u305f\u81ea\u5df1\u76f8\u95a2\u56f3\uff08Autocorrelogram or Autocorrelation Plot\uff09:<\/strong><\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-py\">    import statsmodel.api as sm\n    sm.graphics.tsa.plot_acf(df[\"Bitcoin Value\"])\n    plt.show()\n<\/code><\/pre>\n<\/div>\n<p><strong>\u30b0\u30e9\u30d5:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/github.com\/Ankit-X\/Ankit\/blob\/main\/48.png?raw=true\" alt=\"\" \/><\/p>\n<p>\u540c\u69d8\u306b\u3001Coingecko API\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u4ed6\u306e\u6697\u53f7\u901a\u8ca8\u306e\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u3084\u30a4\u30fc\u30b5\u30ea\u30a2\u30e0\u306a\u3069\u306e\u6697\u53f7\u901a\u8ca8\u3078\u306e\u6295\u8cc7\u3092\u8003\u3048\u3066\u3044\u308b\u65b9\u306f\u3001\u4eca\u56de\u306e\u30d6\u30ed\u30b0\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066\u53ef\u8996\u5316\u3057\u3066\u3001\u30ea\u30b5\u30fc\u30c1\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u5168\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u3053\u3061\u3089\u306e<a href=\"https:\/\/github.com\/griddbnet\/Blogs\/blob\/main\/Step-By-Step%20Guide%20to%20Collecting%20%26%20Visualizing%20Historical%20Cryptocurrency%20Market%20Data%20with%20GridDB\/python-code.py\">GitHub<\/a>\u304b\u3089\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u30d6\u30ed\u30b0\u306f\u3001\u524d\u56de\u306e\u3053\u3061\u3089\u306e\u6697\u53f7\u901a\u8ca8\u30d6\u30ed\u30b0\u306e\u7d9a\u304d\u3067\u3059\u3002 \u73fe\u5728\u3001\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u3092\u30ea\u30fc\u30c9\u3057\u3066\u3044\u308b\u30d3\u30c3\u30c8\u30b3\u30a4\u30f3\u306e\u6642\u4fa1\u7dcf\u984d\u306f\u3001\u3053\u306e\u8a18\u4e8b\u3092\u66f8\u3044\u3066\u3044\u308b\u6642\u70b9\u306710\u5104839\u4e079,725,691\u30c9\u30eb\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u3053\u306e\u30d6\u30ed\u30b0\u3092\u516c\u958b\u3059\u308b\u9803\u306b\u306f\u3001 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":49245,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1005],"tags":[],"class_list":["post-50754","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-1005"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>GridDB\u306b\u3088\u308b\u6697\u53f7\u901a\u8ca8\u5e02\u5834\u306e\u6b74\u53f2\u7684\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u53ef\u8996\u5316\u306b\u95a2\u3059\u308b\u624b\u9806\u306e\u30ac\u30a4\u30c9 | GridDB: Open Source Time Series Database for IoT<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30d6\u30ed\u30b0\u306f\u3001\u524d\u56de\u306e\u3053\u3061\u3089\u306e\u6697\u53f7\u901a\u8ca8\u30d6\u30ed\u30b0\u306e\u7d9a\u304d\u3067\u3059\u3002\" \/>\n<meta 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