{"id":26494,"date":"2024-03-17T07:16:39","date_gmt":"2024-03-16T22:16:39","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/spark%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e5%87%a6%e7%90%86%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f\/"},"modified":"2024-03-22T13:59:54","modified_gmt":"2024-03-22T04:59:54","slug":"spark%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e5%87%a6%e7%90%86%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/spark%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92%e5%87%a6%e7%90%86%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95%e3%81%af%e4%bd%95%e3%81%a7%e3%81%99%e3%81%8b%ef%bc%9f\/","title":{"rendered":"Spark\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f"},"content":{"rendered":"

Spark\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5206\u6563\u8a08\u7b97\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u8c4a\u5bcc\u306aAPI\u3084\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002Spark\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n

    \n
  1. Spark\u306b\u95a2\u9023\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u3002<\/li>\n<\/ol>\n
    from pyspark import SparkContext, SparkConf\r\nfrom pyspark.sql import SparkSession\r\n<\/code><\/pre>\n
      \n
    1. SparkSession\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n
      conf = SparkConf().setAppName(\"DataProcessing\")\r\nsc = SparkContext(conf=conf)\r\nspark = SparkSession(sc)\r\n<\/code><\/pre>\n
        \n
      1. \u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u3002<\/li>\n<\/ol>\n
        data = spark.read.format(\"csv\").option(\"header\", \"true\").load(\"data.csv\")\r\n<\/code><\/pre>\n
          \n
        1. \u30c7\u30fc\u30bf\u306e\u5909\u63db\u3068\u51e6\u7406\u3002<\/li>\n<\/ol>\n
          # \u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3001\u8f6c\u6362\u7b49\u64cd\u4f5c\r\ncleaned_data = data.filter(data[\"age\"] > 18)\r\n\r\n# \u5bf9\u6570\u636e\u8fdb\u884c\u805a\u5408\u3001\u6392\u5e8f\u7b49\u64cd\u4f5c\r\naggregated_data = data.groupBy(\"gender\").agg({\"age\": \"avg\"}).orderBy(\"gender\")\r\n<\/code><\/pre>\n
            \n
          1. \u30d5\u30a1\u30a4\u30eb\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u51e6\u7406\u3057\u305f\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u8fbc\u3080\u3002<\/li>\n<\/ol>\n
            # \u5c06\u6570\u636e\u5199\u5165\u5230CSV\u6587\u4ef6\r\ncleaned_data.write.format(\"csv\").mode(\"overwrite\").save(\"cleaned_data.csv\")\r\n\r\n# \u5c06\u6570\u636e\u5199\u5165\u5230\u6570\u636e\u5e93\r\ncleaned_data.write.format(\"jdbc\").option(\"url\", \"jdbc:mysql:\/\/localhost:3306\/mydb\").option(\"dbtable\", \"cleaned_data\").save()\r\n<\/code><\/pre>\n
              \n
            1. SparkSession\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u9589\u3058\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ol>\n
              spark.stop()\r\n<\/code><\/pre>\n
              \u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306bSpark\u3092\u4f7f\u7528\u3059\u308b\u57fa\u672c\u7684\u306a\u624b\u9806\u306b\u904e\u304e\u305a\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001Spark SQL\u3001DataFrame\u3001Spark Streaming\u306a\u3069\u306e\u4ed6\u306e\u30c4\u30fc\u30eb\u3084\u6280\u8853\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u3088\u308a\u8907\u96d1\u3067\u52b9\u7387\u306e\u826f\u3044\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
              Spark\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5206\u6563\u8a08\u7b97\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u8c4a\u5bcc\u306aAPI\u3084\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002Spark\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a […]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-26494","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\nSpark\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/ja\/blog\/spark\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Spark\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f\" \/>\n<meta property=\"og:description\" content=\"Spark\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5206\u6563\u8a08\u7b97\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u8c4a\u5bcc\u306aAPI\u3084\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002Spark\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/spark\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b\uff1f\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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