{"id":7339,"date":"2025-10-22T13:44:44","date_gmt":"2025-10-22T04:44:44","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7339"},"modified":"2025-10-22T13:44:44","modified_gmt":"2025-10-22T04:44:44","slug":"excel-in-s3-to-databricks-delta-table","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/excel-in-s3-to-databricks-delta-table\/","title":{"rendered":"\u4f53\u88c1\u304c\u5d29\u308c\u305fExcel\u30d5\u30a1\u30a4\u30eb\u3092S3\u2192Databricks\u3067\u30c6\u30fc\u30d6\u30eb\u306b\u5909\u63db\u3059\u308b"},"content":{"rendered":"\n<p>A1\u304b\u3089\u59cb\u307e\u3089\u306a\u3044\u30fb\u7a7a\u767d\u30bb\u30eb\u304c\u591a\u3044\u306a\u3069\u4f53\u88c1\u304c\u5d29\u308c\u305fExcel\u30d5\u30a1\u30a4\u30eb\u3092\u3001S3\u3068Unity Catalog\u306eVolume\u3092\u7d4c\u7531\u3057\u3066Databricks\u3067\u8aad\u307f\u8fbc\u307f\u3001Pandas\u3067\u52a0\u5de5\u3057\u3066Delta\u30c6\u30fc\u30d6\u30eb\u5316\u3059\u308b\u624b\u9806\u3092\u89e3\u8aac\uff01\u696d\u52d9Excel\u3092\u5b89\u5b9a\u3057\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u5909\u63db\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u696d\u52d9\u3067\u914d\u3089\u308c\u308b Excel \u306f\u300c\u5148\u982d\u304cA1\u3067\u306f\u306a\u3044\u300d\u300c\u7a7a\u767d\u30bb\u30eb\u304c\u591a\u3044\u300d\u300c\u898b\u51fa\u3057\u304c\u8907\u6570\u6bb5\u300d\u306a\u3069\u3001\u305d\u306e\u307e\u307e\u3067\u306fCSV\u5316\u3067\u304d\u306a\u3044\u3088\u3046\u306a\u300c\u4eba\u9593\u5411\u3051\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u300d\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u305d\u3046\u3057\u305f Excel \u3092 <strong><code>S3 \u2192 (Unity Catalog \u306e) Volume \u2192 Databricks<\/code><\/strong> \u7d4c\u7531\u3067\u5b89\u5168\u306b\u8aad\u307f\u8fbc\u307f\u3001<strong>\u69cb\u9020\u5316\u30c6\u30fc\u30d6\u30eb\uff08Delta\uff09<\/strong>\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u307e\u3067\u306e\u624b\u9806\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: d976459e-f284-4934-966d-1cc69045b474 --><\/p>\n\n<h2>\u4f7f\u7528\u3059\u308bExcel\u30d5\u30a1\u30a4\u30eb<\/h2>\n<p>\u4eca\u56de\u4f7f\u3046Excel\u30d5\u30a1\u30a4\u30eb\u306f\u3001estat\u304b\u3089\u53d6\u5f97\u3057\u305f\u300c\u6d88\u8cbb\u8005\u7269\u4fa1\u6307\u6570\uff08\u4e2d\u5206\u985e\uff09\u300d\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\r\n<p>[blogcard url=&#8221;https:\/\/www.e-stat.go.jp\/stat-search\/files?page=1&amp;layout=dataset&amp;toukei=00200573&amp;kikan=00200&amp;stat_infid=000040315729&amp;result_page=1&#8243;]<\/p>\r\n<p><a href=\"https:\/\/www.e-stat.go.jp\/stat-search\/files?page=1&amp;layout=dataset&amp;toukei=00200573&amp;kikan=00200&amp;stat_infid=000040315729&amp;result_page=1\"><\/a><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u753b\u50cf\u306e\u3088\u3046\u306b\u3001\u30bb\u30eb\u306e\u6298\u308a\u305f\u305f\u307f\uff08A1\u304b\u3089\u59cb\u307e\u3089\u306a\u3044\uff09\u3084\u4f59\u767d\u304c\u591a\u304f\u3001\u7d20\u76f4\u306aCSV\u5316\u306f\u96e3\u3057\u3044\u4f53\u88c1\u3067\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-sample.png\" alt=\"\" width=\"1920\" height=\"852\" class=\"aligncenter size-full wp-image-7340\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-sample.png 1920w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-sample-300x133.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-sample-1024x454.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-sample-768x341.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-sample-1536x682.png 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u4eca\u56de\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3057\u3001Databricks\u306bDelta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u30fb\u5e74\u6708\uff1a<code>2025-09<\/code> \u306e\u3088\u3046\u306a\u6708\u7c92\u5ea6\uff08\u4fdd\u5b58\u6642\u306f DATE \u578b\u3067\u5404\u6708\u306e1\u65e5\u3068\u3057\u3066\u4fdd\u6301\uff09<\/p>\r\n<p>\u30fb\u5730\u57df\uff1a<code>\u6771\u4eac\u90fd\u533a\u90e8<\/code> \u306e\u3088\u3046\u306a string\u578b<\/p>\r\n<p>\u30fb\u751f\u9bae\u98df\u54c1\u306e\u6d88\u8cbb\u8005\u7269\u4fa1\u6307\u6570\uff1a<code>28.8<\/code> \u306e\u3088\u3046\u306a double\u578b<\/p>\r\n<p><!-- notionvc: 3692546e-561f-44ff-9834-5164b091e105 --><\/p>\r\n<p><!-- notionvc: 8d9401f7-e1d3-43a6-8973-f8dee4093aa4 --><\/p>\n\n<h2>\u524d\u63d0<\/h2>\n<b><strong>Databricks\u306e\u6a29\u9650<\/strong><\/b>\r\n<p>\u30fbUnity Catalog \u304c\u6709\u52b9\u306a\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9<\/p>\r\n<p>\u30fb\u5fc5\u8981\u6a29\u9650\u306e\u4f8b\uff1a<code>CREATE STORAGE CREDENTIAL<\/code> \/ <code>CREATE EXTERNAL LOCATION<\/code> \/ <code>CREATE VOLUME<\/code> \u306a\u3069\uff08\u7ba1\u7406\u8005\u60f3\u5b9a\uff09<\/p>\r\n<b><\/b>\r\n<b><strong>S3\u306f\u201c\u5916\u90e8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u201d\u3068\u3057\u3066\u63a5\u7d9a\u6e08\u307f<\/strong><\/b>\r\n<p>\u30fb\u5916\u90e8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306f <strong>Storage Credential\uff08IAM\u30ed\u30fc\u30eb\u306a\u3069\uff09<\/strong>\u3068 <strong>S3\u306eURL<\/strong> \u3092\u7d50\u3073\u3064\u3051\u308b UC \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002<\/p>\r\n<p>\u30fb\u8ffd\u52a0\u6e08\u307f\u306e\u5916\u90e8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306f<code>system.information_schema.external_locations<\/code>\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-sql\" data-lang=\"SQL\"><code>SELECT *\r\nFROM system.information_schema.external_locations;<\/code><\/pre>\r\n<\/div>\r\n<p><!-- notionvc: 577559e3-32ee-4301-b87f-90eab8e2eb5b --><\/p>\n\n<h2>STEP1: Databricks\u306e\u5916\u90e8\u30dc\u30ea\u30e5\u30fc\u30e0\u306bExcel\u30d5\u30a1\u30a4\u30eb\u306e\u7f6e\u304d\u5834\u3092\u7528\u610f\u3059\u308b<\/h2>\n<p><strong>\u5916\u90e8\u30dc\u30ea\u30e5\u30fc\u30e0<\/strong>\u5916\u90e8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u914d\u4e0b\u306b\u3092\u4f5c\u308b\u3068\u3001S3 \u4e0a\u306e\u7279\u5b9a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092 <code>\/Volumes\/&lt;catalog&gt;\/&lt;schema&gt;\/&lt;volume&gt;\/...<\/code> \u3067\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-sql\" data-lang=\"SQL\"><code>-- 1. \u3069\u306e\u30b9\u30ad\u30fc\u30de\u306b\u4f5c\u308b\u304b\u3092\u6307\u5b9a\uff08\u81ea\u5206\u306e\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\uff09\r\nUSE CATALOG your_catalog;\r\nUSE SCHEMA  your_schema;\r\n\r\n-- 2. \u5916\u90e8\u30dc\u30ea\u30e5\u30fc\u30e0\u3092\u4f5c\u6210\uff08\u5916\u90e8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u767b\u9332\u3057\u305fS3\u30d0\u30b1\u30c3\u30c8\u306e\u30b5\u30d6\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\uff09\r\nCREATE EXTERNAL VOLUME your_catalog.your_schema.vol_excel_ci\r\n  LOCATION '{\u5916\u90e8\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u767b\u9332\u3057\u305f\u30d0\u30b1\u30c3\u30c8\u306eS3 URI}\/sample_excel\/';<\/code><\/pre>\r\n<\/div>\r\n<p>\u78ba\u8a8d\u3059\u308b\u30af\u30a8\u30ea\u4f8b\uff1a<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-sql\" data-lang=\"SQL\"><code>SHOW VOLUMES IN your_catalog.your_schema;\r\nDESCRIBE VOLUME your_catalog.your_schema.vol_excel_ci;<\/code><\/pre>\r\n<\/div>\r\n<p><!-- notionvc: a16c0d25-e5f9-419e-bf8b-819fe30a6cf1 --><\/p>\n\n<h2>STEP2: Python\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u8aad\u307f\u8fbc\u3080\uff08pandas &amp; openpyxl\uff09<\/h2>\n<p>Databricks\u3067\u65b0\u898f\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p><code>pandas.read_excel<\/code> \u3067\u3001Excel\u306e\u4efb\u610f\u30b7\u30fc\u30c8\u3092 DataFrame \u306b\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<code>.xlsx<\/code> \u306b\u306f <code>openpyxl<\/code> \u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code># openpyxl\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\r\n%pip install openpyxl\r\n\r\nimport pandas as pd\r\n\r\nexcel_path = \"\/Volumes\/{your_volume_path}\/{your_file_name}.xlsx\"\r\ndf = pd.read_excel(\r\n    excel_path, \r\n    sheet_name=\"bm01-2\",  # \u30d5\u30a1\u30a4\u30eb\u306b\u5408\u308f\u305b\u3066\u5909\u66f4\r\n    engine=\"openpyxl\"\r\n)\r\n<\/code><\/pre>\r\n<\/div>\r\n<p>\u3069\u3093\u306a\u3075\u3046\u306b\u8aad\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code># \u6b63\u5e38\u306b\u8aad\u307f\u8fbc\u3081\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3059\u308b\r\ndf.head(20)\r\n<\/code><\/pre>\r\n<\/div>\r\n<p>\u753b\u50cf\u306e\u3088\u3046\u306b\u3001Excel\u306e\u30bb\u30eb\u304c\u305d\u306e\u307e\u307eDataframe\u3068\u3057\u3066\u8aad\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-to-dataframe.png\" alt=\"\" width=\"1253\" height=\"782\" class=\"aligncenter size-full wp-image-7342\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-to-dataframe.png 1253w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-to-dataframe-300x187.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-to-dataframe-1024x639.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/excel-to-dataframe-768x479.png 768w\" sizes=\"(max-width: 1253px) 100vw, 1253px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u3053\u3053\u304b\u3089\u6b32\u3057\u3044\u60c5\u5831\uff08\u5e74\u6708\u30fb\u5730\u57df\u30fb\u751f\u9bae\u98df\u54c1\u306eCI\uff09\u3060\u3051\u3092\u62bd\u51fa\u3057\u305fDataframe\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\r\n<p>\u4eca\u56de\u306e\u30d5\u30a1\u30a4\u30eb\u3067\u306f\u3001\u898b\u51fa\u3057\u306e\u4f59\u767d\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u306615\u884c\u76ee\uff08=0\u59cb\u307e\u308a\u306714\uff09\u4ee5\u964d\u304c\u30c7\u30fc\u30bf\u3001 \u5217\u306f\u300c\u5e74\u6708=I\u5217\u300d\u300c\u5730\u57df=K\u5217\u300d\u300c\u751f\u9bae\u98df\u54c1CI=T\u5217\u300d\u306b\u5f53\u305f\u308b\u305f\u3081\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5207\u308a\u51fa\u3057\u307e\u3057\u305f\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code># Excel\u3068\u884c\u756a\u53f7\u3001\u5217\u756a\u53f7\u304c\u30ba\u30ec\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\r\ndf_ci = df.iloc[14:683, [8, 10, 19]].copy()\r\n\r\n# \u6b32\u3057\u3044\u5217\u540d\u3092\u30ea\u30cd\u30fc\u30e0\r\ndf_ci.columns = [\"month\", \"region\", \"ci_\u751f\u9bae\u98df\u54c1\"]\r\n\r\n# \u30c7\u30fc\u30bf\u578b\u3092\u6574\u5f62\u3059\u308b\r\ndf_ci[\"month\"] = df_ci[\"month\"].astype(str)\r\ndf_ci[\"region\"] = df_ci[\"region\"].astype(str)\r\ndf_ci[\"ci_\u751f\u9bae\u98df\u54c1\"] = pd.to_numeric(df_ci[\"ci_\u751f\u9bae\u98df\u54c1\"], errors=\"coerce\")  # \u6570\u5024\u5316\uff08\u5909\u63db\u4e0d\u53ef\u306fNaN\uff09\r\n\r\n# \"1970\u5e741\u6708\" \u306a\u3069\u3092 datetime \u2192 \u6708\u5358\u4f4d\u306e Period[M] \u306b\r\ndf_ci[\"month\"] = (\r\n    pd.to_datetime(df_ci[\"month\"].astype(str).str.strip(),\r\n                   format=\"%Y\u5e74%m\u6708\", errors=\"coerce\")\r\n      .dt.to_period(\"M\")\r\n)\r\n\r\ndf_ci.head()\r\n<\/code><\/pre>\r\n<\/div>\r\n<p>Excel\u306e\u884c\u30fb\u5217\u756a\u53f7\u3068Dataframe\u306e\u884c\u30fb\u5217\u756a\u53f7\u304c\u30ba\u30ec\u3066\u3044\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308b\u306e\u3067\u3001\u5730\u9053\u306b\u8abf\u6574\u3057\u3066\u3044\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u308c\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306aDataframe\u304c\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/created-dataframe.png\" alt=\"\" width=\"266\" height=\"152\" class=\"aligncenter size-full wp-image-7343\" \/><\/p>\r\n<p><!-- notionvc: 0693db48-1716-4168-beca-e6dd46523a22 --><\/p>\r\n<p><!-- notionvc: fa240eae-bb2b-41f6-9779-9f3b86ada27c --><\/p>\n\n<h2>STEP3: Delta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b<\/h2>\n<p>Pandas.DataFrame\u3092spark\u306eDataFrame\u306b\u5909\u63db\u3057\u305f\u5f8c\u3067\u3001Delta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code># Delta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\r\nspark_df = spark.createDataFrame(df_ci)\r\ntable_full_path = f\"your_catalog.your_schema.your_table_name\"\r\n\r\n# Delta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\uff08\u4e0a\u66f8\u304d\uff09\r\nspark_df.write \\\\\r\n    .mode(\"overwrite\") \\\\\r\n    .option(\"overwriteSchema\", \"true\") \\\\\r\n    .saveAsTable(table_full_path)\r\n\r\nprint(f\"{table_full_path}\u306bDelta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u5b8c\u4e86\")\r\n<\/code><\/pre>\r\n<\/div>\r\n<p>\u6307\u5b9a\u3057\u305f\u30ab\u30bf\u30ed\u30b0.\u30b9\u30ad\u30fc\u30de\u306b\u30c6\u30fc\u30d6\u30eb\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/created-delta-table.png\" alt=\"\" width=\"527\" height=\"215\" class=\"aligncenter size-full wp-image-7344\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/created-delta-table.png 527w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/10\/created-delta-table-300x122.png 300w\" sizes=\"(max-width: 527px) 100vw, 527px\" \/><\/p>\r\n<p><!-- notionvc: 4b8b6bc5-d95c-4d71-bcec-951ec6083be1 --><\/p>\n\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n<p>\u4e0a\u8a18\u306e\u624b\u9806\u3067\u3001\u4f53\u88c1\u304c\u6574\u3063\u3066\u3044\u306a\u3044Excel\u30d5\u30a1\u30a4\u30eb\u3092<strong><code>S3 \u2192 \u5916\u90e8\u30dc\u30ea\u30e5\u30fc\u30e0 \u2192 Databricks<\/code>\u7d4c\u7531\u3067\u3001<\/strong>Python\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u52a0\u5de5\u3057\u3001Delta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\r\n<p>\u4eca\u56de\u306e\u3088\u3046\u306a\u201c\u4eba\u304c\u8aad\u3080\u305f\u3081\u306eExcel\u201d\u3067\u3082\u3001\u53d6\u308a\u8fbc\u307f\u53e3\u3092\u6574\u3048\u308c\u3070<strong>\u5b89\u5b9a\u3057\u3066\u56de\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong>\u306b\u3067\u304d\u307e\u3059\u3002\u305c\u3072\u81ea\u793e\u306e\u4ed6\u306eExcel\u8cc7\u7523\u306b\u3082\u3053\u306e\u578b\u3092\u5f53\u3066\u306f\u3081\u3001\u5f90\u3005\u306b\u6a19\u6e96\u5316\u3057\u3066\u3044\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<p><!-- notionvc: cd71b748-fc21-4ae0-9fa8-4984263fdeab --><\/p>","protected":false},"excerpt":{"rendered":"<p>A1\u304b\u3089\u59cb\u307e\u3089\u306a\u3044\u30fb\u7a7a\u767d\u30bb\u30eb\u304c\u591a\u3044\u306a\u3069\u4f53\u88c1\u304c\u5d29\u308c\u305fExcel\u30d5\u30a1\u30a4\u30eb\u3092\u3001S3\u3068Unity Catalog\u306eVolume\u3092\u7d4c\u7531\u3057\u3066Databricks\u3067\u8aad\u307f\u8fbc\u307f\u3001Pandas\u3067\u52a0\u5de5\u3057\u3066Delta\u30c6\u30fc\u30d6\u30eb\u5316\u3059\u308b\u624b\u9806\u3092\u89e3\u8aac\uff01\u696d [&hellip;]<\/p>\n","protected":false},"author":46,"featured_media":6170,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1246],"tags":[201,774,331],"class_list":["post-7339","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-infrastructure","tag-aws","tag-databricks","tag-python"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7339","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/46"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=7339"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7339\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/6170"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=7339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=7339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=7339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}