{"id":50840,"date":"2022-10-07T00:00:00","date_gmt":"2022-10-07T07:00:00","guid":{"rendered":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/"},"modified":"2025-11-14T07:55:56","modified_gmt":"2025-11-14T15:55:56","slug":"analyzing-nba-play-by-play-data-using-r-and-griddb","status":"publish","type":"post","link":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/","title":{"rendered":"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790"},"content":{"rendered":"<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u305d\u3053\u3067\u3001GridDB\u306e\u51fa\u756a\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001R\u3067\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53d6\u308a\u8fbc\u307f\u3001\u305d\u306e\u72b6\u614b\u3067\u69d8\u3005\u306aSQL\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u3069\u306e\u3088\u3046\u306a\u60c5\u5831\u304c\u5f97\u3089\u308c\u308b\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002\u305d\u306e\u5f8c\u306b\u3001R\u8a00\u8a9e\u306f\u30c7\u30fc\u30bf\u306e\u30b0\u30e9\u30d5\u5316\u306b\u512a\u308c\u3066\u3044\u308b\u305f\u3081\u3001gplot\u3092\u4f7f\u3063\u3066\u7d50\u679c\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<h2>\u76ee\u6b21<\/h2>\n<ol>\n<li>\u306f\u3058\u3081\u306b<\/li>\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u629e\u3059\u308b<\/li>\n<li>hoopR\u3067\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080<\/li>\n<li>\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3059\u308b<\/li>\n<li>\u5206\u6790\u306e\u305f\u3081\u306e\u305d\u306e\u4ed6\u306e\u30a2\u30a4\u30c7\u30a3\u30a2<\/li>\n<li>\u307e\u3068\u3081<\/li>\n<\/ol>\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3068\u540c\u69d8\u306b\u884c\u3046\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30ec\u30dd\u3092\u30af\u30ed\u30fc\u30f3\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-sh\">$ git clone -b r_analysis git@github.com:griddbnet\/Project.git<\/code><\/pre>\n<\/div>\n<h3>\u524d\u63d0\u6761\u4ef6<\/h3>\n<p>\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>GridDB<\/li>\n<li>R <\/li>\n<li>An R IDE like <a href=\"https:\/\/www.rstudio.com\/\">RStudio<\/a><\/li>\n<\/ul>\n<h3>\u64cd\u4f5c\u624b\u9806<\/h3>\n<p>\u64cd\u4f5c\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u30ec\u30dd\u3092\u30af\u30ed\u30fc\u30f3\u3059\u308b<\/li>\n<li>\n<p>\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/p>\n<ul>\n<li>install.packages(&#8220;RJDBC&#8221;,dep=TRUE)<\/li>\n<li>install.packages(&#8220;rJava&#8221;)<\/li>\n<li>install.packages(&#8220;hoopR&#8221;)<\/li>\n<li>install.packages(&#8220;nflreadr&#8221;)<\/li>\n<li>install.packages(&#8220;devtools&#8221;, dep=TRUE)<\/li>\n<li>devtools::install_github(&#8220;abresler\/nbastatR&#8221;)<\/li>\n<li>install.packages(&#8216;stringr&#8217;)<\/li>\n<li>install.packages(&#8216;dplyr&#8217;)<\/li>\n<li>install.packages(&#8216;ggplot2&#8217;)<\/li>\n<li>install.packages(&#8216;lubridate&#8217;)<\/li>\n<li>install.packages(&#8216;ggalt&#8217;)<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>Ingest\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b(<code>ingest.R<\/code>)\u3000<\/p>\n<\/li>\n<li>\n<p>\u30af\u30a8\u30ea\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b(<code>query.R<\/code>)\u3000<\/p>\n<\/li>\n<\/ol>\n<h2>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u629e\u3059\u308b<\/h2>\n<p>\u975e\u5e38\u306b\u5927\u304d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u3093\u3060\u65b9\u304c\u3001\u69d8\u3005\u306a\u65b9\u6cd5\u3092\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30b9\u30dd\u30fc\u30c4\u3068\u3044\u3046\u5c11\u3057\u5909\u308f\u3063\u305f\u65b9\u5411\u6027\u306e\u30c7\u30fc\u30bf\u3092\u9078\u3073\u307e\u3057\u305f\u3002<a href=\"https:\/\/hoopr.sportsdataverse.org\/index.html\">hoopR<\/a>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u30012002\u5e74\u304b\u3089\u6700\u65b0\u306e\u30b7\u30fc\u30ba\u30f3\u307e\u3067\u306eNBA\u306e\u5168\u30b7\u30fc\u30ba\u30f3\u306e\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\u4eca\u56de\u306f\u3001\u3059\u3079\u3066\u306e\u30b7\u30fc\u30ba\u30f3\u3092\u53d6\u308a\u8fbc\u3080\u5fc5\u8981\u306f\u306a\u3044\u3068\u601d\u308f\u308c\u305f\u306e\u3067\u3001\u6700\u65b0\u306e\u30b7\u30fc\u30ba\u30f3\u306e\u307f\u3092\u53d6\u308a\u8fbc\u307f\u3001\u305d\u3053\u304b\u3089\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2>hoopR\u3067\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080<\/h2>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53d6\u308a\u8fbc\u3080\u305f\u3081\u306b\u3001\u307e\u305a\u3001\u7a3c\u50cd\u4e2d\u306eGridDB\u30b5\u30fc\u30d0\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/p>\n<h3>JDBC\u3067GridDB\u306b\u63a5\u7d9a\u3059\u308b<\/h3>\n<p>\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u3001\u30b5\u30fc\u30d0\u30fc\u3078\u306e\u63a5\u7d9a\u306b\u306fJDBC\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u5e78\u3044\u306a\u3053\u3068\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u3067JDBC\u7d4c\u7531\u3067\u76f4\u63a5\u63a5\u7d9a\u3067\u304d\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u3068\u3057\u3066<a href=\"https:\/\/www.rforge.net\/RJDBC\/\">RJDBC<\/a>\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5229\u7528\u3059\u308b\u3068\u3001JDBC\u306e\u8a8d\u8a3c\u60c5\u5831\u3092\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u3001GridDB\u3068\u306e\u63a5\u7d9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u63a5\u7d9a\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001DBI \u63a5\u7d9a\u3092\u4f7f\u7528\u3057\u3066 GridDB \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b sql \u30af\u30a8\u30ea\u3092\u767a\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u63a5\u7d9a\u3092\u884c\u3046\u306b\u306f\u3001\u9069\u5207\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001<a href=\"https:\/\/github.com\/griddb\/jdbc\">GridDB JDBC file<\/a> \u3092\u542b\u3080\u8a8d\u8a3c\u60c5\u5831\u3092\u5165\u529b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">library(RJDBC)\n\ndrv &lt;- JDBC(\"com.toshiba.mwcloud.gs.sql.Driver\",\n            \"\/usr\/share\/java\/gridstore-jdbc-5.0.0.jar\")\n             #identifier.quote = \"`\")\n\nconn &lt;- dbConnect(drv, \"jdbc:gs:\/\/127.0.0.1:20001\/myCluster\/public\", \"admin\", \"admin\")<\/code><\/pre>\n<\/div>\n<p>\u5168\u3066\u306e\u5185\u5bb9\u304c\u6b63\u3057\u3051\u308c\u3070\u3001<code>conn<\/code>\u5909\u6570\u306bGridDB\u3078\u306eDBI\u63a5\u7d9a\u304c\u8a2d\u5b9a\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3067\u3001\u6b21\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u53d6\u308a\u8fbc\u307f\u306b\u79fb\u308a\u307e\u3059\u3002<\/p>\n<h3>JDBC\u3067\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080<\/h3>\n<p>\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u3080\u305f\u3081\u306b\u3001hoopR\u306e\u7d44\u307f\u8fbc\u307f\u95a2\u6570\u3092\u5229\u7528\u3057\u307e\u3059\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u95a2\u6570 <code>load_nba_pbp<\/code> \u306f\u307e\u3055\u306b\u5fc5\u8981\u306a\u3082\u306e\u3067\u3001DBI\u63a5\u7d9a\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u306e1\u3064\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001\u7279\u5b9a\u306e\u5e74\u306e\u30c7\u30fc\u30bf\u3092DB\u63a5\u7d9a\u306b\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u898b\u308b\u3068\u3001\u30c7\u30fc\u30bf\u306f <code>.csv<\/code> \u3068 <code>.rds<\/code> \u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3067\u3001hoopR \u306e GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u76f4\u63a5\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001GitHub \u304b\u3089\u76f4\u63a5\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001\u30c7\u30fc\u30bf\u304c\u5b8c\u6210\u3059\u308b\u307e\u3067\u4e00\u884c\u305a\u3064\u53d6\u308a\u8fbc\u3093\u3067\u3044\u304d\u307e\u3059\u3002RJDBC API \u3092\u4f7f\u3046\u3068\u3001<code>.dbWritetable<\/code> \u3092\u547c\u3073\u51fa\u3059\u3060\u3051\u3067\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u4f5c\u6210\u3092\u542b\u3080 SQL \u6587\u306e\u4f5c\u6210\u3092\u4ee3\u884c\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">loader &lt;- rds_from_url\nurls &lt;- paste0(\"https:\/\/raw.githubusercontent.com\/sportsdataverse\/hoopR-data\/main\/nba\/pbp\/rds\/play_by_play_2022.rds\") \n\np &lt;- NULL\n\nout &lt;- lapply(urls, progressively(loader, p))\nout &lt;- rbindlist_with_attrs(out)\n\nout$type_abbreviation &lt;- NULL\n\nfor (i in 1:nrow(out)) {\n  RJDBC::dbWriteTable(conn, \"nba_pbp_2022\", out[i, ], append = TRUE )\n}<\/code><\/pre>\n<\/div>\n<p>GitHub\u304b\u3089\u76f4\u63a5\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3001\u4e00\u884c\u305a\u3064\u3001\u7d0460\u4e07\u884c\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\u3053\u308c\u304c\u7d42\u308f\u308b\u3068\u30012022\u5e74NBA\u306e\u6700\u65b0\u30b7\u30fc\u30ba\u30f3\u306e\u3042\u3089\u3086\u308b\u5074\u9762\u3092\u3001\u3044\u304f\u3064\u304b\u306e\u30af\u30a8\u30ea\u3067\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b<\/h2>\n<p>\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u306b\u306f\u3001\u898b\u305f\u3044\u30c7\u30fc\u30bf\u3092\u8fd4\u3059SQL\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u542b\u307e\u308c\u308b\u3059\u3079\u3066\u306e\u30ab\u30e9\u30e0\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-sh\">\nColumns:\nNo  Name                  Type            CSTR  RowKey\n------------------------------------------------------------------------------\n 0  shooting_play         STRING\n 1  sequence_number       STRING\n 2  period_display_value  STRING\n 3  period_number         INTEGER\n 4  home_score            INTEGER\n 5  coordinate_x          INTEGER\n 6  coordinate_y          INTEGER\n 7  scoring_play          STRING\n 8  clock_display_value   STRING\n 9  team_id               STRING\n10  type_id               STRING\n11  type_text             STRING\n12  away_score            INTEGER\n13  id                    DOUBLE\n14  text                  STRING\n15  score_value           INTEGER\n16  participants_0_athlete_id  STRING\n17  participants_1_athlete_id  STRING\n18  participants_2_athlete_id  STRING\n19  season                INTEGER\n20  season_type           INTEGER\n21  game_id               INTEGER\n22  away_team_id          INTEGER\n23  away_team_name        STRING\n24  away_team_mascot      STRING\n25  away_team_abbrev      STRING\n26  away_team_name_alt    STRING\n27  home_team_id          INTEGER\n28  home_team_name        STRING\n29  home_team_mascot      STRING\n30  home_team_abbrev      STRING\n31  home_team_name_alt    STRING\n32  home_team_spread      DOUBLE\n33  game_spread           DOUBLE\n34  home_favorite         STRING\n35  game_spread_available  STRING\n36  qtr                   INTEGER\n37  time                  STRING\n38  clock_minutes         INTEGER\n39  clock_seconds         DOUBLE\n40  half                  STRING\n41  game_half             STRING\n42  lag_qtr               DOUBLE\n43  lead_qtr              DOUBLE\n44  lag_game_half         STRING\n45  lead_game_half        STRING\n46  start_quarter_seconds_remaining  INTEGER\n47  start_half_seconds_remaining  INTEGER\n48  start_game_seconds_remaining  INTEGER\n49  game_play_number      INTEGER\n50  end_quarter_seconds_remaining  DOUBLE\n51  end_half_seconds_remaining  DOUBLE\n52  end_game_seconds_remaining  DOUBLE\n53  period                INTEGER<\/code><\/pre>\n<\/div>\n<p>\u3053\u306e\u60c5\u5831\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u306b\u3001<a href=\"https:\/\/github.com\/griddb\/cli\">GridDB CLI&#8217;s<\/a> <code>showcontainer<\/code> \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<code>showcontainer nba_pbp_2022<\/code> \u3068\u3057\u307e\u3059\u3002<\/p>\n<h3>\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u9078\u629e\u3059\u308b<\/h3>\n<p>\u3082\u3061\u308d\u3093\u3001\u5206\u6790\u306b\u306f\u591a\u304f\u306e\u65b9\u5411\u6027\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u6700\u3082\u8996\u899a\u7684\u306b\u697d\u3057\u3044\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e1\u3064\u306f\u3001\u30b7\u30e5\u30fc\u30c8\u306e\u6210\u529f\u3068\u5931\u6557\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u7d50\u679c\u3092\u3001\u9069\u5207\u306a\u6587\u8108\u306e\u305f\u3081\u306bNBA\u306e\u30b3\u30fc\u30c8\u306b\u4f3c\u305b\u3066\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308c\u3070\u3001\u3055\u3089\u306b\u3088\u3044\u3067\u3057\u3087\u3046\u3002\u5e78\u904b\u306a\u3053\u3068\u306b\u3001\u3053\u306e\u8a66\u307f\u306b\u5f79\u7acb\u3064\u5217\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u5ea7\u6a19x\u3001\u5ea7\u6a19y\u3001\u30b9\u30b3\u30a2\u5024\u3001\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30d7\u30ec\u30a4\u3001\u53c2\u52a0\u80050_\u30a2\u30b9\u30ea\u30fc\u30c8ID\u3001\u304a\u3088\u3073\u30bf\u30a4\u30d7ID\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u5217\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7279\u5b9a\u306e\u9078\u624b\u3001\u7279\u5b9a\u306e\u8a66\u5408\u3001\u7279\u5b9a\u306e\u30c1\u30fc\u30e0\u306e\u3055\u307e\u3056\u307e\u306a\u30d7\u30ec\u30fc\u306e\u5ea7\u6a19\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u7279\u306b\u3001<code>type_id<\/code>\u306f\u591a\u304f\u306e\u7570\u306a\u308b\u30a4\u30d9\u30f3\u30c8\u30bf\u30a4\u30d7\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001<code>type_id<\/code>\u304c132\u3067\u3042\u308c\u3070\u3001\u300c\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b8\u30e3\u30f3\u30d7\u30b7\u30e7\u30c3\u30c8\u300d\u306b\u7279\u5316\u3057\u3066\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7279\u306b\u6700\u8fd1\u306f <a href=\"https:\/\/www.espn.com\/nba\/player\/_\/id\/3992\/james-harden\">\u30b8\u30a7\u30fc\u30e0\u30b9\u30fb\u30cf\u30fc\u30c7\u30f3\u9078\u624b<\/a> \u304c\u602a\u6211\u306b\u60a9\u307e\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u6700\u8fd1\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b8\u30e3\u30f3\u30d7\u30b7\u30e7\u30c3\u30c8\u30ea\u30fc\u30c0\u30fc\u3068\u3057\u3066\u306f\u3001<a href=\"https:\/\/www.espn.com\/nba\/player\/_\/id\/3945274\/luka-doncic\">\u30eb\u30ab\u30fb\u30c9\u30f3\u30c1\u30c3\u30c1\u9078\u624b<\/a> \u304c\u601d\u3044\u6d6e\u304b\u3073\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304c\u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001 SQL \u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u30b7\u30a7\u30eb\u3067\u3053\u306e\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u3001\u30c7\u30fc\u30bf\u306e\u7d50\u679c\u306b\u554f\u984c\u304c\u306a\u3051\u308c\u3070\u3001\u30c7\u30fc\u30bf\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u4f5c\u696d\u306b\u79fb\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3078\u306e\u30af\u30a8\u30ea<\/h3>\n<p>\u307e\u305a\u3001\u4e21\u9078\u624b\u306b\u3088\u308b\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u306e\u8a66\u884c\u56de\u6570\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002SQL\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<code>SELECT COUNT(*) FROM nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '3945274' AND type_id = '132'<\/code>\u3000\u3053\u306e\u30af\u30a8\u30ea\u306f\u3001\u30eb\u30ab\u9078\u624b\u304c\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b8\u30e3\u30f3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u8a66\u307f\u305f\u3059\u3079\u3066\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u3053\u306e\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30eb\u30ab\u9078\u624b\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b8\u30e3\u30f3\u30d7\u30b7\u30e7\u30c3\u30c8\u306e\u8a66\u884c\u56de\u6570\u304c450\u56de\u3068\u3044\u3046\u9a5a\u7570\u7684\u306a\u6570\u5b57\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u306f\u30dd\u30b9\u30c8\u30b7\u30fc\u30ba\u30f3\u306e\u3059\u3079\u3066\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u5f7c\u306f\u30d7\u30ec\u30a4\u30aa\u30d5\u306e\u7b2c3\u6226\u306b\u3082\u53c2\u52a0\u3057\u305f\u306e\u3067\u3001\u3053\u306e\u30e1\u30c8\u30ea\u30c3\u30af\u306e\u30dc\u30ea\u30e5\u30fc\u30e0\u304c\u6bd4\u8f03\u7684\u5927\u304d\u3044\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3082\u3057\u3001\u30cf\u30fc\u30c7\u30f3\u9078\u624b\u306b\u5bfe\u3057\u3066\u540c\u3058\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308c\u3070\u3001\u30cf\u30fc\u30c7\u30f3\u9078\u624b\u304c\u3053\u306e\u30e0\u30fc\u30d6\u3092\u5e83\u3081\u305f\u30d7\u30ec\u30fc\u30e4\u30fc\u3067\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u8a66\u884c\u56de\u6570\u306f\u3088\u308a\u5c0f\u3055\u304f\u306a\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u3053\u306e\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<code>SELECT COUNT(*) FROM nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '3992' AND type_id = '132'<\/code> \u3068\u5165\u529b\u3057\u307e\u3059\u3002349\u4ef6\u306e\u7d50\u679c\u304c\u5f97\u3089\u308c\u3001\u6700\u5f8c\u306b\u8a66\u884c\u3057\u305f\u306e\u306f\u30a4\u30fc\u30b9\u30bf\u30f3\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u30bb\u30df\u30d5\u30a1\u30a4\u30ca\u30eb\u7b2c6\u6226\u306e\u30de\u30a4\u30a2\u30df\u30fb\u30d2\u30fc\u30c8\u6226\u3067\u306e\u6557\u6226\u3067\u3057\u305f\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u7dcf\u8a66\u884c\u56de\u6570\u3092\u898b\u308b\u4ee3\u308f\u308a\u306b\u3001\u3053\u306e\u30bf\u30a4\u30d7\u306e\u30b7\u30e7\u30c3\u30c8\u3092\u3088\u308a\u591a\u304f\u300c\u884c\u3063\u305f\u300d\u306e\u306f\u8ab0\u304b\u3092\u77e5\u308a\u305f\u3044\u3068\u3057\u305f\u3089\u3069\u3046\u306a\u308b\u3067\u3057\u3087\u3046\u304b\uff1f\u305d\u306e\u305f\u3081\u306b\u306f\u30012\u4ee5\u4e0a\u306escore_value\u3092\u30af\u30a8\u30ea\u306b\u8ffd\u52a0\u3059\u308c\u3070\u3088\u3044\u306e\u3067\u3059\u3002<code>SELECT COUNT(*) FROM nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '3945274' AND type_id = '132' AND score_value &gt;= 2<\/code> \u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u30af\u30a8\u30ea\u3092\u4e21\u9078\u624b\u306b\u5bfe\u3057\u3066\u5b9f\u884c\u3059\u308b\u3068\u3001\u30cf\u30fc\u30c7\u30f3\u9078\u624b\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b7\u30e7\u30c3\u30c8\u306f122\/349\u3001\u30eb\u30ab\u9078\u624b\u306f175\/450\u3001\u3064\u307e\u308a\u3001\u30cf\u30fc\u30c7\u30f3\u9078\u624b\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b7\u30e7\u30c3\u30c8\u304c\uff5e35\uff05\u306b\u5bfe\u3057\u3001\u30eb\u30ab\u9078\u624b\u306f\uff5e39\uff05\u3067\u3001\u30eb\u30ab\u9078\u624b\u304c\u65b0\u3057\u3044\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30ad\u30f3\u30b0\u3068\u8a00\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u305d\u306e\u30c1\u30e3\u30fc\u30c8\u306f\u3053\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/griddbnet\/Project\/r_analysis\/images\/luka_stepbacks.png\" alt=\"\" \/><\/p>\n<h3>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ef\u8996\u5316\u3059\u308b<\/h3>\n<p>\u30eb\u30ab\u9078\u624b\u306f\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30fb\u30b8\u30e3\u30f3\u30d7\u30b7\u30e7\u30c3\u30c8\u3067\u3088\u308a\u826f\u3044\u30b7\u30e7\u30c3\u30c8\u3092\u3001\u3088\u308a\u591a\u304f\u306e\u8a66\u884c\u56de\u6570\u3067\u6c7a\u3081\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u30eb\u30ab\u9078\u624b\u304c\u30b3\u30fc\u30c8\u306e\u3069\u3053\u3067\u3053\u308c\u3089\u306e\u30b7\u30e7\u30c3\u30c8\u3092\u8a66\u307f\u305f\u304b\u3001\u305d\u3057\u3066\u305d\u308c\u3092\u6210\u529f\u3055\u305b\u305f\u304b\u3092\u8996\u899a\u5316\u3067\u304d\u305f\u3089\u7d20\u6674\u3089\u3057\u3044\u3068\u601d\u3044\u307e\u305b\u3093\u304b\uff1f\u5148\u306b\u8ff0\u3079\u305f\u3088\u3046\u306b\u3001\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306b\u306f\u3001\u7279\u5b9a\u306e\u30a4\u30d9\u30f3\u30c8\u304c\u767a\u751f\u3057\u305f\u5834\u6240\u306e\u5ea7\u6a19\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u3059\u3079\u3066\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b8\u30e3\u30f3\u30d7\u30b7\u30e7\u30c3\u30c8\u306e\u5ea7\u6a19\u3092\u76f4\u63a5\u30af\u30a8\u30ea\u3067\u62bd\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u6b21\u306b\u3001\u3053\u308c\u3089\u306e\u5024\u3092NBA\u306e\u30b3\u30fc\u30c8\u306e\u3088\u3046\u306a\u3082\u306e\u306b\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u3053\u306e\u5049\u696d\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u3001<a href=\"https:\/\/github.com\/toddwschneider\/ballr\">ballr \u30e9\u30a4\u30d6\u30e9\u30ea<\/a>\u306b\u3088\u3063\u3066\u4f5c\u3089\u308c\u305f\u30b3\u30fc\u30c8\u3092\u501f\u308a\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<a href=\"https:\/\/ggplot2.tidyverse.org\/reference\/ggplot.html\">ggplot<\/a>\u3067\u30b3\u30fc\u30c8\u3092\u63cf\u304f\u3053\u3068\u304c\u3067\u304d\u305f\u3089\u3001\u30b3\u30fc\u30c8\u304c\u671f\u5f85\u3059\u308b\u3082\u306e\u306b\u5408\u308f\u305b\u3066\u5ea7\u6a19\u3092\u5909\u66f4\u3057\u3001\u30a4\u30d9\u30f3\u30c8\u306e\u6b63\u78ba\u306a\u4f4d\u7f6e\u3092\u3059\u3079\u3066NBA\u30cf\u30fc\u30d5\u30b3\u30fc\u30c8\u306b\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">queryString &lt;- \"select coordinate_x, coordinate_y from nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '3945274' AND type_id = '132'\"\nrs &lt;- dbGetQuery(conn, queryString )\n\nsource(\"https:\/\/raw.githubusercontent.com\/toddwschneider\/ballr\/master\/plot_court.R\")\nsource(\"https:\/\/raw.githubusercontent.com\/toddwschneider\/ballr\/master\/court_themes.R\")\nplot_court() # created the court_points object we need\ncourt_points &lt;- court_points %>% mutate_if(is.numeric,~.*10)\n\nrs &lt;- rs  %>%  mutate_if(is.numeric,~.*10)<\/code><\/pre>\n<\/div>\n<p>\u6700\u5f8c\u306e\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092 court_points \u306b\u76f4\u63a5\u30d7\u30ed\u30c3\u30c8\u3057\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">DBcourt &lt;- \n  ggplot(rs, aes(x=coordinate_x-250, y=coordinate_y+45)) + \n  scale_fill_manual(values = c(\"#00529b\",\"#cc4b4b\"),guide='none')+\n  geom_path(data = court_points,\n            aes(x = x, y = y, group = desc),\n            color = \"black\")+\n  coord_equal()+\n  geom_point(aes(fill=\"TRUE\",color=score_value\/10),size=1) +\n  xlim(-260, 260)+\n  labs(title=\"Shot location\",x=\"\",\n       y=\"\",\n       caption = \"with GridDB\")\n\nprint(DBcourt)<\/code><\/pre>\n<\/div>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3067\u306f\u3001\u30eb\u30ab\u9078\u624b\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b8\u30e3\u30f3\u30d1\u30fc\u306e\u5ea7\u6a19\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u6210\u529f\u3057\u305f\u3082\u306e\u306f\u3088\u308a\u660e\u308b\u3044\u9752\u8272\u3067\u3001\u5931\u6557\u3057\u305f\u3082\u306e\u306f\u307b\u307c\u9ed2\u8272\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u5c0f\u3055\u306a\u30b3\u30fc\u30c8\u306b450\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u5c11\u3057\u4e71\u96d1\u3067\u3059\u304c\u3001\u5f7c\u304c\u30b7\u30fc\u30ba\u30f3\u3092\u901a\u3057\u3066\u3069\u306e\u3088\u3046\u306a\u6210\u7e3e\u3092\u53ce\u3081\u305f\u304b\u3001\u96f0\u56f2\u6c17\u3092\u3064\u304b\u3080\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2>\u5206\u6790\u306e\u305f\u3081\u306e\u305d\u306e\u4ed6\u306e\u30a2\u30a4\u30c7\u30a3\u30a2<\/h2>\n<p>\u3082\u3061\u308d\u3093\u3001\u30b9\u30c6\u30c3\u30d7\u30d0\u30c3\u30af\u30b8\u30e3\u30f3\u30d1\u30fc\u306e\u5206\u6790\u306f\u3001\u3053\u308c\u3060\u3051\u306e\u30c7\u30fc\u30bf\u304c\u3042\u308c\u3070\u3067\u304d\u308b\u3053\u3068\u306e\u307b\u3093\u306e\u4e00\u7aef\u306b\u904e\u304e\u307e\u305b\u3093\u3002\u4ed6\u306b\u3082\u4f8b\u3048\u3070\u3001\u7b2c4\u30af\u30a9\u30fc\u30bf\u30fc\u306e\u30b7\u30e5\u30fc\u30c8\u6570\u3092\u898b\u3066\u3001\u300c\u30af\u30e9\u30c3\u30c1\u30cd\u30b9\u300d\u3092\u63a8\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3060\u3051\u306e\u30c7\u30fc\u30bf\u304c\u3042\u308c\u3070\u3001\u53ef\u80fd\u6027\u306f\u7121\u9650\u5927\u3067\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u306f\u3001\u69d8\u3005\u306a\u9078\u624b\u306b\u5bfe\u3057\u3066\u4f5c\u6210\u3067\u304d\u308b\u7c21\u5358\u306a\u30b7\u30e7\u30c3\u30c8\u30c1\u30e3\u30fc\u30c8\u306e\u4f8b\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u30b9\u30c6\u30d5\u30a1\u30f3\u30fb\u30ab\u30ea\u30fc\u9078\u624b\u306e\u4eca\u30b7\u30fc\u30ba\u30f3\u306e\u5168\u30e1\u30a4\u30c9\u30d0\u30b9\u30b1\u30c3\u30c8\u3092\u898b\u3066\u3001\u305d\u308c\u3092\u30c1\u30e3\u30fc\u30c8\u306b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">queryString &lt;- \"select coordinate_x, coordinate_y from nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '3975' AND score_value >= 2\"<\/code><\/pre>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/griddbnet\/Project\/r_analysis\/images\/curry-made-shots.png\" alt=\"\" \/><\/p>\n<p>\u3042\u308b\u3044\u306f\u3001\u30e4\u30cb\u30b9\u30fb\u30a2\u30c7\u30c8\u30af\u30f3\u30dc\u9078\u624b\u3067\u8a66\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">queryString &lt;- \"select coordinate_x, coordinate_y from nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '3032977' AND score_value >= 2\"<\/code><\/pre>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/griddbnet\/Project\/r_analysis\/images\/Giannis.png\" alt=\"\" \/><\/p>\n<p>\u30af\u30ec\u30a4\u30fb\u30c8\u30f3\u30d7\u30bd\u30f3\u9078\u624b\u306e\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">queryString &lt;- \"select coordinate_x, coordinate_y from nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '6475' AND score_value >= 2\"<\/code><\/pre>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/griddbnet\/Project\/r_analysis\/images\/Klay.png\" alt=\"\" \/><\/p>\n<p>\u30ec\u30d6\u30ed\u30f3\u30fb\u30b8\u30a7\u30fc\u30e0\u30b9\u9078\u624b\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<div class=\"clipboard\">\n<pre><code class=\"language-R\">queryString &lt;- \"select coordinate_x, coordinate_y from nba_pbp_2022 WHERE shooting_play = 'TRUE' AND participants_0_athlete_id = '1966' AND score_value >= 2\"<\/code><\/pre>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/raw.githubusercontent.com\/griddbnet\/Project\/r_analysis\/images\/lebron.png\" alt=\"\" \/><\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001R\u3067GridDB\u3092\u4f7f\u7528\u3057\u3066\u3001\u975e\u5e38\u306b\u5927\u304d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7167\u4f1a\u3057\u305f\u308a\u3001\u5f53\u8a72\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ef\u8996\u5316\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305c\u3072\u4f7f\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3059\u308b\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u5927\u304d\u306a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":50342,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1005],"tags":[],"class_list":["post-50840","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>R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790 | GridDB: Open Source Time Series Database for IoT<\/title>\n<meta name=\"description\" content=\"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/griddb.net\/ja\/\u672a\u5206\u985e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790 | GridDB: Open Source Time Series Database for IoT\" \/>\n<meta property=\"og:description\" content=\"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc\" \/>\n<meta property=\"og:url\" content=\"https:\/\/griddb.net\/ja\/\u672a\u5206\u985e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/\" \/>\n<meta property=\"og:site_name\" content=\"GridDB: Open Source Time Series Database for IoT\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/griddbcommunity\/\" \/>\n<meta property=\"article:published_time\" content=\"2022-10-07T07:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-14T15:55:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"986\" \/>\n\t<meta property=\"og:image:height\" content=\"638\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Israel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@GridDBCommunity\" \/>\n<meta name=\"twitter:site\" content=\"@GridDBCommunity\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Israel\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"4\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/\"},\"author\":{\"name\":\"Israel\",\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/person\/c8a430e7156a9e10af73b1fbb46c2740\"},\"headline\":\"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790\",\"datePublished\":\"2022-10-07T07:00:00+00:00\",\"dateModified\":\"2025-11-14T15:55:56+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/\"},\"wordCount\":110,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#organization\"},\"image\":{\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage\"},\"thumbnailUrl\":\"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png\",\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/\",\"url\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/\",\"name\":\"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790 | GridDB: Open Source Time Series Database for IoT\",\"isPartOf\":{\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage\"},\"thumbnailUrl\":\"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png\",\"datePublished\":\"2022-10-07T07:00:00+00:00\",\"dateModified\":\"2025-11-14T15:55:56+00:00\",\"description\":\"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc\",\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage\",\"url\":\"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png\",\"contentUrl\":\"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png\",\"width\":986,\"height\":638},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#website\",\"url\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/\",\"name\":\"GridDB: Open Source Time Series Database for IoT\",\"description\":\"GridDB is an open source time-series database with the performance of NoSQL and convenience of SQL\",\"publisher\":{\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#organization\",\"name\":\"Fixstars\",\"url\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/griddb.net\/wp-content\/uploads\/2019\/04\/fixstars_logo_web_tagline.png\",\"contentUrl\":\"https:\/\/griddb.net\/wp-content\/uploads\/2019\/04\/fixstars_logo_web_tagline.png\",\"width\":200,\"height\":83,\"caption\":\"Fixstars\"},\"image\":{\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/griddbcommunity\/\",\"https:\/\/x.com\/GridDBCommunity\",\"https:\/\/www.linkedin.com\/company\/griddb-by-toshiba\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/person\/c8a430e7156a9e10af73b1fbb46c2740\",\"name\":\"Israel\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/4df8cfc155402a2928d11f80b0220037b8bd26c4f1b19c4598d826e0306e6307?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/4df8cfc155402a2928d11f80b0220037b8bd26c4f1b19c4598d826e0306e6307?s=96&d=mm&r=g\",\"caption\":\"Israel\"},\"url\":\"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/author\/israel\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790 | GridDB: Open Source Time Series Database for IoT","description":"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/griddb.net\/ja\/\u672a\u5206\u985e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/","og_locale":"ja_JP","og_type":"article","og_title":"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790 | GridDB: Open Source Time Series Database for IoT","og_description":"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc","og_url":"https:\/\/griddb.net\/ja\/\u672a\u5206\u985e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/","og_site_name":"GridDB: Open Source Time Series Database for IoT","article_publisher":"https:\/\/www.facebook.com\/griddbcommunity\/","article_published_time":"2022-10-07T07:00:00+00:00","article_modified_time":"2025-11-14T15:55:56+00:00","og_image":[{"width":986,"height":638,"url":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png","type":"image\/png"}],"author":"Israel","twitter_card":"summary_large_image","twitter_creator":"@GridDBCommunity","twitter_site":"@GridDBCommunity","twitter_misc":{"\u57f7\u7b46\u8005":"Israel","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"4\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#article","isPartOf":{"@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/"},"author":{"name":"Israel","@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/person\/c8a430e7156a9e10af73b1fbb46c2740"},"headline":"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790","datePublished":"2022-10-07T07:00:00+00:00","dateModified":"2025-11-14T15:55:56+00:00","mainEntityOfPage":{"@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/"},"wordCount":110,"commentCount":0,"publisher":{"@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#organization"},"image":{"@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage"},"thumbnailUrl":"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png","inLanguage":"ja","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/","url":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/","name":"R\u3068GridDB\u306b\u3088\u308bNBA\u30d7\u30ec\u30a4\u30d0\u30a4\u30d7\u30ec\u30a4\u30c7\u30fc\u30bf\u306e\u89e3\u6790 | GridDB: Open Source Time Series Database for IoT","isPartOf":{"@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage"},"image":{"@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage"},"thumbnailUrl":"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png","datePublished":"2022-10-07T07:00:00+00:00","dateModified":"2025-11-14T15:55:56+00:00","description":"\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u305f\u3061\u306b\u3088\u304f\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9eR\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7d71\u8a08\u89e3\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u8a00\u8a9e\u3067\u3059\u3002\u4e00\u822c\u7684\u306b\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001\u30c7\u30fc","inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/griddb.net\/ja\/%e6%9c%aa%e5%88%86%e9%a1%9e\/analyzing-nba-play-by-play-data-using-r-and-griddb\/#primaryimage","url":"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png","contentUrl":"\/wp-content\/uploads\/2023\/02\/luka-stepbacks1.png","width":986,"height":638},{"@type":"WebSite","@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#website","url":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/","name":"GridDB: Open Source Time Series Database for IoT","description":"GridDB is an open source time-series database with the performance of NoSQL and convenience of SQL","publisher":{"@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#organization","name":"Fixstars","url":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/logo\/image\/","url":"https:\/\/griddb.net\/wp-content\/uploads\/2019\/04\/fixstars_logo_web_tagline.png","contentUrl":"https:\/\/griddb.net\/wp-content\/uploads\/2019\/04\/fixstars_logo_web_tagline.png","width":200,"height":83,"caption":"Fixstars"},"image":{"@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/griddbcommunity\/","https:\/\/x.com\/GridDBCommunity","https:\/\/www.linkedin.com\/company\/griddb-by-toshiba"]},{"@type":"Person","@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/person\/c8a430e7156a9e10af73b1fbb46c2740","name":"Israel","image":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/4df8cfc155402a2928d11f80b0220037b8bd26c4f1b19c4598d826e0306e6307?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/4df8cfc155402a2928d11f80b0220037b8bd26c4f1b19c4598d826e0306e6307?s=96&d=mm&r=g","caption":"Israel"},"url":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/author\/israel\/"}]}},"_links":{"self":[{"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/posts\/50840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/comments?post=50840"}],"version-history":[{"count":1,"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/posts\/50840\/revisions"}],"predecessor-version":[{"id":51667,"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/posts\/50840\/revisions\/51667"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/media\/50342"}],"wp:attachment":[{"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/media?parent=50840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/categories?post=50840"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/griddb-linux-hte8hndjf8cka8ht.westus-01.azurewebsites.net\/ja\/wp-json\/wp\/v2\/tags?post=50840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}