{"id":2276,"date":"2024-07-23T12:44:30","date_gmt":"2024-07-23T03:44:30","guid":{"rendered":"https:\/\/secondlife.lol\/?p=2276"},"modified":"2024-08-16T13:22:27","modified_gmt":"2024-08-16T04:22:27","slug":"treemap-visualization-gni-python","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/ja\/treemap-visualization-gni-python\/","title":{"rendered":"Python\u3067\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u4f5c\u6210(feat. GNI\u30c7\u30fc\u30bf\u5206\u6790)"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u591a\u304f\u306e\u4eba\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3092\u901a\u3058\u3066\u8907\u96d1\u306a\u60c5\u5831\u3092\u76f4\u611f\u7684\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u3092\u597d\u307f\u307e\u3059\u3002 \u7279\u306b\u3001\u30c4\u30ea\u30fc\u30de\u30c3\u30d7(treemap)\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u826f\u3044\u30c4\u30fc\u30eb\u3067\u3059\u3002 <\/p>\n\n\n<style>.kb-image2276_beb32c-86 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image2276_beb32c-86\"><figure class=\"aligncenter size-medium_large\"><img decoding=\"async\" width=\"768\" height=\"575\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/07\/image-18-768x575.jpg\" alt=\"\ud30c\uc774\uc36c \uc774\uc6a9\ud55c \ud2b8\ub9ac\ub9f5 \uadf8\ub9bc\" class=\"kb-img wp-image-2358\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/07\/image-18-768x575.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/07\/image-18-300x225.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/07\/image-18-600x449.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/07\/image-18.jpg 1200w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u3001Python\u3067\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u4f5c\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u3001\u305d\u308c\u3092\u4f7f\u3063\u30662014\u5e74\u306e\u56fd\u5225\u56fd\u6c11\u7dcf\u6240\u5f97(GNI)\u3092\u5206\u6790\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n<style>.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{color:var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{color:var(--global-palette2, #2B6CB0);font-size:28px;font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette1, #3182CE);line-height:2em;font-weight:regular;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette6, #718096);}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}@media all and (max-width: 767px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}<\/style>\n\n\n<h2 class=\"wp-block-heading\">\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3068\u306f\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u306f\u3001\u968e\u5c64\u7684\u306a\u30c7\u30fc\u30bf\u3092\u9577\u65b9\u5f62\u306e\u5f62\u3067\u8996\u899a\u5316\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002 \u5404 <strong>\u9577\u65b9\u5f62\u306e\u30b5\u30a4\u30ba<\/strong>\u306f\u305d\u306e\u30c7\u30fc\u30bf\u306e\u5024\u3092\u8868\u3057\u3001\u4e92\u3044\u306b <strong>\u305d\u306e\u4ed6\u306e\u8272<\/strong>\u3067\u30b0\u30eb\u30fc\u30d7\u3092\u533a\u5225\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30ed\u30fc\u30c9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u3067\u306f <code>\u30d1\u30f3\u30c0<\/code>, <code>matplotlib<\/code>, <code>\u4e8c\u4e57\u3059\u308b<\/code>\u305d\u3057\u3066 <code>rpy2<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u3044\u307e\u3059\u3002\u307e\u305a\u3001\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nmatplotlib.pyplot \u3092 plt \u3068\u3057\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\nimport font_manager, rc from matplotlib import font_manager, rc\nimport squarify\nrpy2.robjects \u3092 robjects \u3068\u3057\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\nrpy2.robjects from rpy2.robjects import pandas2ri import panda2ri\n\n# MacOS\u3067\u30cf\u30f3\u30b0\u30eb\u30d5\u30a9\u30f3\u30c8\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\nfont_path = '\/Library\/Fonts\/Arial Unicode.ttf' # \u5b9f\u969b\u306e\u30d5\u30a9\u30f3\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u306b\u5909\u66f4\u3057\u307e\u3059\u3002\nfont = font_manager.FontProperties(fname=font_path).get_name()\nrc('font', family=font)\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb(\u3082\u3057\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u306a\u5834\u5408)\n# !pip install pandas matplotlib squarify rpy2\n\n# Rpy2\u3092\u5229\u7528\u3057\u305fR\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30ed\u30fc\u30c9\nrobjects.r('install.packages(\"treemap\", repos=\"http:\/\/cran.us.r-project.org\")')\nrobjects.r('library(treemap)')<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pandas: Python\u3067\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u9ad8\u6027\u80fd\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002DataFrame\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u64cd\u4f5c\u3057\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br><\/li>\n\n\n\n<li>Matplotlib: Python\u3067\u30c7\u30fc\u30bf\u3092\u69d8\u3005\u306a\u5f62\u3067\u53ef\u8996\u5316\u3067\u304d\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30d7\u30ed\u30c3\u30c8\u3001\u30b0\u30e9\u30d5\u3001\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u306a\u3069\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br><\/li>\n\n\n\n<li>Squarify: \u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u751f\u6210\u3059\u308bPython\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u76f8\u5bfe\u7684\u306a\u5927\u304d\u3055\u3092\u9577\u65b9\u5f62\u306e\u5f62\u3067\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Rpy2: R\u3068Python\u3092\u3064\u306a\u3050\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3067\u3001R\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092Python\u3067\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2.\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u524d\u51e6\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>rpy2<\/code>\u3092\u5229\u7528\u3057\u3066 <a href=\"https:\/\/cran.r-project.org\/package=treemap\" data-type=\"link\" data-id=\"https:\/\/cran.r-project.org\/package=treemap\" target=\"_blank\" rel=\"noopener\">R\u306e <code>\u30c4\u30ea\u30fc\u30de\u30c3\u30d7<\/code> \u30d1\u30c3\u30b1\u30fc\u30b8<\/a>\u304c\u63d0\u4f9b\u3057\u3066\u308bGNI2014\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53d6\u308a\u8fbc\u3093\u3067\u524d\u51e6\u7406\u3057\u307e\u3059\u3002Python\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u4e2d\u3067\u4f7f\u3048\u308b\u30c7\u30fc\u30bf\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u306e\u3067\u3001R\u30d1\u30c3\u30b1\u30fc\u30b8\u304b\u3089\u30c7\u30fc\u30bf\u3092\u501f\u308a\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># R\u30c7\u30fc\u30bf\u3092pandas DataFrame\u306b\u5909\u63db\u3057\u307e\u3059\u3002\npandas2ri.activate()\n\n# R\u306etreemap\u30d1\u30c3\u30b1\u30fc\u30b8\u304b\u3089GNI2014\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u3080\nrobjects.r('data(\"GNI2014\")')\nGNI2014 = robjects.r('as.data.frame(GNI2014)')\nGNI2014 = pandas2ri.rpy2py(GNI2014)\n\n#\u4e0a\u4f4d25% GNI\u56fd\u306b\u30e9\u30d9\u30eb\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\nGNI2014['label'] = GNI2014.apply(lambda x: x['country'] if x['GNI'] &gt; GNI2014['GNI'].quantile(0.75) else '', axis=1)<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">3.\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u306e\u4f5c\u6210<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3042 <code>\u4e8c\u4e57\u3059\u308b<\/code>\u3068 <code>matplotlib<\/code>\u3092\u4f7f\u7528\u3057\u3066\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30c8\u30ea\u30de\u30c3\u30d7\u751f\u6210\nplt.figure(figsize=(12, 8))\ncolors = plt.cm.viridis(GNI2014['GNI'] \/ max(GNI2014['GNI']))\nsquarify.plot(sizes=GNI2014['GNI'], label=GNI2014['label'], color=colors, alpha=.8)\nplt.axis('off')\nplt.title('GNI 2014 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30c8\u30ea\u30de\u30c3\u30d7', fontsize=20)\nplt.suptitle('\u56fd\u5225\u56fd\u6c11\u7dcf\u6240\u5f97(GNI)\u6bd4\u8f03', fontsize=16)\nplt.show()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u6210\u679c\u7269\u306e\u89e3\u91c8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u30dd\u30b9\u30c8\u4e0a\u90e8\u306e\u3088\u3046\u306b\u3001\u56fd\u5225\u306eGNI\u3092\u76f4\u611f\u7684\u306b\u6bd4\u8f03\u3067\u304d\u308b\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u5404\u9577\u65b9\u5f62\u306e\u5927\u304d\u3055\u306f\u3001\u305d\u306e\u56fd\u306eGNI\u3092\u793a\u3057\u3001\u8272\u306fGNI\u306e\u5024\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Pandas\u3092\u4f7f\u3046\u3068\u4f55\u304c\u3067\u304d\u307e\u3059\u304b\uff1f <br>- Pandas\u306f\u3001\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u4ecb\u3057\u3066\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308a\u3001\u66f8\u304d\u8fbc\u307f\u3001\u64cd\u4f5c\u3001\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002CSV\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3060\u308a\u3001\u30c7\u30fc\u30bf\u306e\u7279\u5b9a\u306e\u5217\u3092\u9078\u629e\u3059\u308b\u306a\u3069\u306e\u4f5c\u696d\u3092\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Matplotlib\u3068\u4ed6\u306e\u53ef\u8996\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u9055\u3044\u306f\u4f55\u3067\u3059\u304b\uff1f<br>- Matplotlib\u306f\u975e\u5e38\u306b\u67d4\u8edf\u6027\u304c\u9ad8\u304f\u3001\u69d8\u3005\u306a\u30bf\u30a4\u30d7\u306e\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u521d\u5fc3\u8005\u306b\u306f\u4f7f\u3044\u65b9\u304c\u8907\u96d1\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002Seaborn\u306fMatplotlib\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u306a\u53ef\u8996\u5316\u3092\u63d0\u4f9b\u3057\u3001Plotly\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30b0\u30e9\u30d5\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Squarify\u306f\u3069\u306e\u3088\u3046\u306a\u5834\u5408\u306b\u5f79\u7acb\u3061\u307e\u3059\u304b\uff1f<br>- Squarify\u306f\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306b\u4fbf\u5229\u3067\u3059\u3002\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u306f\u30c7\u30fc\u30bf\u3092\u76f4\u611f\u7684\u306b\u6bd4\u8f03\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u7279\u306b\u968e\u5c64\u7684\u306a\u30c7\u30fc\u30bf\u3084\u6bd4\u8f03\u3092\u8996\u899a\u7684\u306b\u660e\u78ba\u306b\u8868\u73fe\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>Treemap\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u4f55\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<br>- Treemap\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u53ef\u8996\u5316\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u4f8b\u984c\u30c7\u30fc\u30bf\u3067\u7df4\u7fd2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u3053\u3067\u306fload_gni2014\u95a2\u6570\u3092\u4f7f\u3063\u30662014\u5e74\u306eGNI\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3057\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li>\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3059\u308b\u969b\u3001\u5404\u77e9\u5f62\u306e\u8272\u3092\u7570\u306a\u308b\u8272\u306b\u8a2d\u5b9a\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<br>- Squarify\u3068Matplotlib\u3092\u4e00\u7dd2\u306b\u4f7f\u7528\u3057\u3066\u8272\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 plt.cm.viridis\u306e\u3088\u3046\u306acolormap\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u5024\u306b\u5fdc\u3058\u3066\u8272\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u3067apply\u95a2\u6570\u306f\u4f55\u3092\u3059\u308b\u306e\u3067\u3059\u304b\uff1f<br>- apply\u95a2\u6570\u306f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u306e\u5404\u884c\u307e\u305f\u306f\u5404\u5217\u306b\u95a2\u6570\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u5404\u56fd\u306eGNI\u304c\u4e0a\u4f4d25%\u306b\u8a72\u5f53\u3059\u308b\u5834\u5408\u3001\u56fd\u540d\u3092\u30e9\u30d9\u30eb\u3068\u3057\u3066\u8ffd\u52a0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5168\u4f53\u306e\u30b3\u30fc\u30c9\u3068\u4ed5\u4e0a\u3052<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u306b\u3001\u5168\u4f53\u306e\u30b3\u30fc\u30c9\u3092\u307e\u3068\u3081\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nmatplotlib.pyplot \u3092 plt \u3068\u3057\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\nimport font_manager, rc from matplotlib import font_manager, rc\nimport squarify\nrpy2.robjects \u3092 robjects \u3068\u3057\u3066\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\nrpy2.robjects from rpy2.robjects import pandas2ri import panda2ri\n\n# MacOS\u3067\u30cf\u30f3\u30b0\u30eb\u30d5\u30a9\u30f3\u30c8\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\nfont_path = '\/Library\/Fonts\/Arial Unicode.ttf' # \u5b9f\u969b\u306e\u30d5\u30a9\u30f3\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u306b\u5909\u66f4\u3057\u307e\u3059\u3002\nfont = font_manager.FontProperties(fname=font_path).get_name()\nrc('font', family=font)\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb(\u3082\u3057\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u306a\u5834\u5408)\n# !pip install pandas matplotlib squarify rpy2\n\n# Rpy2\u3092\u5229\u7528\u3057\u305fR\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u30ed\u30fc\u30c9\nrobjects.r('install.packages(\"treemap\", repos=\"http:\/\/cran.us.r-project.org\")')\nrobjects.r('library(treemap)')\n\n# R\u306e\u30c7\u30fc\u30bf\u3092pandas DataFrame\u306b\u5909\u63db\u3057\u307e\u3059\u3002\npandas2ri.activate()\n\n# R\u306etreemap\u30d1\u30c3\u30b1\u30fc\u30b8\u304b\u3089GNI2014\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\nrobjects.r('data(\"GNI2014\")')\nGNI2014 = robjects.r('as.data.frame(GNI2014)')\nGNI2014 = pandas2ri.rpy2py(GNI2014)\n\n#\u4e0a\u4f4d25% GNI\u56fd\u306b\u30e9\u30d9\u30eb\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\nGNI2014['label'] = GNI2014.apply(lambda x: x['country'] if x['GNI'] &gt; GNI2014['GNI'].quantile(0.75) else '', axis=1)\n\n# \u30c8\u30ea\u30de\u30c3\u30d7\u751f\u6210\nplt.figure(figsize=(12, 8))\ncolors = plt.cm.viridis(GNI2014['GNI'] \/ max(GNI2014['GNI']))\nsquarify.plot(sizes=GNI2014['GNI'], label=GNI2014['label'], color=colors, alpha=.8)\nplt.axis('off')\nplt.title('GNI 2014 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30c8\u30ea\u30de\u30c3\u30d7', fontsize=20)\nplt.suptitle('\u56fd\u5225\u56fd\u6c11\u7dcf\u6240\u5f97(GNI)\u6bd4\u8f03', fontsize=16)\nplt.show()\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Python\u3092\u4f7f\u3063\u3066\u30c4\u30ea\u30fc\u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u5b66\u3073\u307e\u3057\u305f\u3002 \u3053\u306e\u3088\u3046\u306a\u53ef\u8996\u5316\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u3092\u3088\u308a\u52b9\u7387\u7684\u306b\u5206\u6790\u3057\u3001\u4f1d\u9054\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4eca\u5f8c\u3001\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u6280\u8853\u3092\u63a2\u6c42\u3057\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3082\u3057\u3001Python\u3058\u3083\u306a\u304f\u3066R\u3092\u4f7f\u3063\u3066\u540c\u3058\u3088\u3046\u306b\u8996\u899a\u5316\u3092\u3057\u305f\u904e\u7a0b\u3084\u7d50\u679c\u304c\u6c17\u306b\u306a\u308b\u65b9\u306f <a href=\"https:\/\/secondlife.lol\/ja\/r-treemap-visualization-gni2014\/\" data-type=\"post\" data-id=\"2239\">R\u3067treemap\u3092\u53ef\u8996\u5316\u3059\u308b\uff1aGNI 2014\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6d3b\u7528\u3057\u305f\u56fd\u5225\u56fd\u6c11\u7dcf\u6240\u5f97\uff08GNI\uff09\u6bd4\u8f03<\/a> \u30dd\u30b9\u30c8\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u591a\u304f\u306e\u4eba\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u306b\u3088\u3063\u3066\u8907\u96d1\u306a\u60c5\u5831\u3092\u76f4\u611f\u7684\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u3092...<\/p>","protected":false},"author":3,"featured_media":2363,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[3],"tags":[181,162,34,182,164,175],"class_list":["post-2276","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-coding","tag-gni","tag-matplotlib","tag-python","tag-squarify","tag-164","tag-175"],"taxonomy_info":{"category":[{"value":3,"label":"\ud30c\uc774\uc36c(Python)"}],"post_tag":[{"value":181,"label":"GNI"},{"value":162,"label":"Matplotlib"},{"value":34,"label":"python"},{"value":182,"label":"squarify"},{"value":164,"label":"\ub370\uc774\ud130 \uc2dc\uac01\ud654"},{"value":175,"label":"\ud2b8\ub9ac\ub9f5"}]},"featured_image_src_large":["https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/07\/\ud30c\uc774\uc36c-\uc139\uc158-\uc0bc\uac01\ud568\uc218-\uadf8\ub798\ud504-\uadf8\ub9ac\uae30-\uc378\ub124\uc77c-600x600.jpg",600,600,true],"author_info":{"display_name":"TERE","author_link":"https:\/\/secondlife.lol\/ja\/author\/tere\/"},"comment_info":0,"category_info":[{"term_id":3,"name":"\ud30c\uc774\uc36c(Python)","slug":"python-coding","term_group":0,"term_taxonomy_id":3,"taxonomy":"category","description":"","parent":20,"count":119,"filter":"raw","cat_ID":3,"category_count":119,"category_description":"","cat_name":"\ud30c\uc774\uc36c(Python)","category_nicename":"python-coding","category_parent":20}],"tag_info":[{"term_id":181,"name":"GNI","slug":"gni","term_group":0,"term_taxonomy_id":181,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":162,"name":"Matplotlib","slug":"matplotlib","term_group":0,"term_taxonomy_id":162,"taxonomy":"post_tag","description":"","parent":0,"count":19,"filter":"raw"},{"term_id":34,"name":"python","slug":"python","term_group":0,"term_taxonomy_id":34,"taxonomy":"post_tag","description":"","parent":0,"count":22,"filter":"raw"},{"term_id":182,"name":"squarify","slug":"squarify","term_group":0,"term_taxonomy_id":182,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":164,"name":"\ub370\uc774\ud130 \uc2dc\uac01\ud654","slug":"%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%8b%9c%ea%b0%81%ed%99%94","term_group":0,"term_taxonomy_id":164,"taxonomy":"post_tag","description":"","parent":0,"count":52,"filter":"raw"},{"term_id":175,"name":"\ud2b8\ub9ac\ub9f5","slug":"%ed%8a%b8%eb%a6%ac%eb%a7%b5","term_group":0,"term_taxonomy_id":175,"taxonomy":"post_tag","description":"","parent":0,"count":2,"filter":"raw"}],"_links":{"self":[{"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/posts\/2276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/comments?post=2276"}],"version-history":[{"count":7,"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/posts\/2276\/revisions"}],"predecessor-version":[{"id":2374,"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/posts\/2276\/revisions\/2374"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/media\/2363"}],"wp:attachment":[{"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/media?parent=2276"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/categories?post=2276"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/secondlife.lol\/ja\/wp-json\/wp\/v2\/tags?post=2276"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}