{"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\/zh\/treemap-visualization-gni-python\/","title":{"rendered":"\u7528 Python \u521b\u5efa\u6811\u72b6\u56fe\uff08GNI \u6570\u636e\u5206\u6790\u7279\u8f91\uff09"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u8bb8\u591a\u4eba\u559c\u6b22\u4f7f\u7528\u6570\u636e\u53ef\u89c6\u5316\u6765\u76f4\u89c2\u5730\u7406\u89e3\u590d\u6742\u7684\u4fe1\u606f\uff0c\u800c\u6811\u72b6\u56fe\u5c31\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5de5\u5177\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\">\u5728\u672c\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u5411\u60a8\u5c55\u793a\u5982\u4f55\u7528 Python \u521b\u5efa\u4e00\u4e2a\u6811\u72b6\u5730\u56fe\uff0c\u5e76\u7528\u5b83\u6765\u5206\u6790 2014 \u5e74\u5404\u56fd\u7684\u56fd\u6c11\u603b\u6536\u5165 (GNI)\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\">\u4ec0\u4e48\u662f\u6811\u5f62\u5730\u56fe\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6811\u72b6\u5730\u56fe\u662f\u5c06\u5206\u5c42\u6570\u636e\u53ef\u89c6\u5316\u4e3a\u77e9\u5f62\u7684\u4e00\u79cd\u65b9\u6cd5\u3002 <strong>\u77e9\u5f62\u7684\u5927\u5c0f<\/strong>\u8868\u793a\u8be5\u6570\u636e\u7684\u503c\uff0c\u800c <strong>\u5176\u4ed6\u989c\u8272<\/strong>\u5206\u5f00\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Python \u4ee3\u7801\u8bf4\u660e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5b89\u88c5\u5e76\u52a0\u8f7d\u6240\u9700\u7684\u8f6f\u4ef6\u5305<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Python \u4e2d\uff0c <code>\u5927\u718a\u732b<\/code>, <code>matplotlib<\/code>, <code>\u5e73\u65b9<\/code>\u548c <code>rpy2<\/code> \u8f6f\u4ef6\u5305\u3002\u9996\u5148\uff0c\u5b89\u88c5\u5e76\u52a0\u8f7d\u6240\u9700\u7684\u8f6f\u4ef6\u5305\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nimport matplotlib.pyplot as plt\nfrom matplotlib import font_manager, rc\nimport squarify\nimport rpy2.robjects as robjects\nfrom rpy2.robjects import pandas2ri\n\n# \u5728 MacOS \u4e0a\u8bbe\u7f6e\u97e9\u6587\u5b57\u4f53\nfont_path = '\/Library\/Fonts\/Arial Unicode.ttf' # \u66f4\u6539\u4e3a\u5b9e\u9645\u5b57\u4f53\u6587\u4ef6\u8def\u5f84\nfont = font_manager.FontProperties(fname=font_path).get_name()\nrc('font', family=font)\n\n# \u5b89\u88c5\u5fc5\u8981\u7684\u8f6f\u4ef6\u5305\uff08\u5982\u679c\u9700\u8981\u5b89\u88c5\u7684\u8bdd\uff09\n# !pip install pandas matplotlib squarify rpy2\n\n# \u4f7f\u7528 Rpy2 \u5b89\u88c5\u548c\u52a0\u8f7d R \u8f6f\u4ef6\u5305\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\uff1a\u4e00\u4e2a\u4e3a Python \u6570\u636e\u5206\u6790\u63d0\u4f9b\u9ad8\u6027\u80fd\u6570\u636e\u7ed3\u6784\u548c\u6570\u636e\u5206\u6790\u5de5\u5177\u7684\u5e93\u3002\u901a\u8fc7 DataFrame \u5bf9\u8c61\uff0c\u53ef\u4ee5\u8f7b\u677e\u64cd\u4f5c\u548c\u5206\u6790\u6570\u636e\u3002<br><\/li>\n\n\n\n<li>Matplotlib\uff1a\u8fd9\u662f\u4e00\u4e2a\u5141\u8bb8\u60a8\u4ee5\u591a\u79cd\u65b9\u5f0f\u5728 Python \u4e2d\u5b9e\u73b0\u6570\u636e\u53ef\u89c6\u5316\u7684\u5e93\u3002\u60a8\u53ef\u4ee5\u521b\u5efa\u7ed8\u56fe\u3001\u56fe\u5f62\u3001\u76f4\u65b9\u56fe\u7b49\u3002<br><\/li>\n\n\n\n<li>Squarify\uff1a\u4e00\u4e2a\u751f\u6210\u6811\u72b6\u56fe\u7684 Python \u5e93\u3002\u901a\u8fc7\u5b83\uff0c\u60a8\u53ef\u4ee5\u76f4\u89c2\u5730\u770b\u5230\u77e9\u5f62\u6570\u636e\u7684\u76f8\u5bf9\u5927\u5c0f\u3002<\/li>\n\n\n\n<li>Rpy2\uff1aR \u548c Python \u4e4b\u95f4\u7684\u63a5\u53e3\uff0c\u53ef\u5c06\u6570\u636e\u96c6\u4ece R \u5bfc\u5165 Python\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bfc\u5165\u548c\u9884\u5904\u7406\u6570\u636e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><code>rpy2<\/code>\u4f7f\u7528 <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's <code>\u6811\u72b6\u56fe<\/code> \u5957\u9910<\/a>\u6765\u52a0\u8f7d\u548c\u9884\u5904\u7406 GNI \u63d0\u4f9b\u7684 GNI2014 \u6570\u636e\u96c6\u3002\u6211\u5728 Python \u8f6f\u4ef6\u5305\u4e2d\u6ca1\u6709\u627e\u5230\u4efb\u4f55\u53ef\u4ee5\u4f7f\u7528\u7684\u4e1c\u897f\uff0c\u56e0\u6b64\u6211\u501f\u7528\u4e86 R \u8f6f\u4ef6\u5305\u4e2d\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u5c06 # R \u6570\u636e\u8f6c\u6362\u4e3a pandas DataFrame\npandas2ri.activate()\n\n\u4ece # R \u7684 treemap \u5305\u4e2d\u5bfc\u5165 GNI2014 \u6570\u636e\u96c6\nrobjects.r('data(\"GNI2014\")')\nGNI2014 = robjects.r('as.data.frame(GNI2014)')\nGNI2014 = pandas2ri.rpy2py(GNI2014)\n\n\u4e3a\u56fd\u6c11\u603b\u6536\u5165\u6392\u540d\u524d # \u548c\u524d 25% \u7684\u56fd\u5bb6\u6dfb\u52a0\u6807\u7b7e\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. \u521b\u5efa\u6811\u72b6\u5730\u56fe<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728 <code>\u5e73\u65b9<\/code>\u548c <code>matplotlib<\/code>\u521b\u5efa\u6811\u72b6\u5730\u56fe\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u521b\u5efa # \u6811\u72b6\u5730\u56fe\nplt.figure(figsize=(12, 8))\ncolours = plt.cm.viridis(GNI2014['GNI'] \/ max(GNI2014['GNI']))\nsquarify.plot(sizes=GNI2014['GNI'], label=GNI2014['label'], color=colours, alpha=.8)\nplt.axis('off')\nplt.title('GNI 2014 \u6570\u636e\u96c6\u6811\u72b6\u56fe', fontsize=20)\nplt.suptitle\uff08'\u5404\u56fd\u56fd\u6c11\u603b\u6536\u5165\u6bd4\u8f83', fontsize=16)\nplt.show()<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u89e3\u8bfb\u7ed3\u679c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801\u540e\uff0c\u60a8\u5c06\u5f97\u5230\u4e00\u4e2a\u6811\u72b6\u5730\u56fe\uff0c\u53ef\u4ee5\u76f4\u89c2\u5730\u6bd4\u8f83\u4e0d\u540c\u56fd\u5bb6\u7684\u56fd\u6c11\u603b\u6536\u5165\uff0c\u5982\u5e16\u5b50\u9876\u90e8\u6240\u793a\u3002 \u6bcf\u4e2a\u77e9\u5f62\u7684\u5927\u5c0f\u4ee3\u8868\u8be5\u56fd\u7684\u56fd\u6c11\u603b\u6536\u5165\uff0c\u989c\u8272\u5219\u6839\u636e\u56fd\u6c11\u603b\u6536\u5165\u7684\u6570\u503c\u800c\u53d8\u5316\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u89c1\u95ee\u9898<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6211\u80fd\u7528\u718a\u732b\u505a\u4ec0\u4e48\uff1f <br>- Pandas \u4f7f\u7528\u6570\u636e\u5e27\u6765\u8bfb\u53d6\u3001\u5199\u5165\u3001\u64cd\u4f5c\u548c\u5206\u6790\u6570\u636e\u3002\u60a8\u53ef\u4ee5\u8f7b\u677e\u5b8c\u6210\u5bfc\u5165 CSV \u6587\u4ef6\u6216\u9009\u62e9\u7279\u5b9a\u6570\u636e\u5217\u7b49\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>Matplotlib \u548c\u5176\u4ed6\u53ef\u89c6\u5316\u5e93\u6709\u4ec0\u4e48\u533a\u522b\uff1f<br>- Matplotlib \u975e\u5e38\u7075\u6d3b\uff0c\u53ef\u4ee5\u521b\u5efa\u591a\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u56fe\u8868\uff0c\u4f46\u5bf9\u4e8e\u521d\u5b66\u8005\u6765\u8bf4\uff0c\u4f7f\u7528\u8d77\u6765\u53ef\u80fd\u6bd4\u8f83\u590d\u6742\u3002Seaborn \u57fa\u4e8e Matplotlib\uff0c\u53ef\u63d0\u4f9b\u66f4\u7b80\u5355\u7684\u53ef\u89c6\u5316\u6548\u679c\uff0c\u800c Plotly \u5219\u53ef\u8f7b\u677e\u521b\u5efa\u4ea4\u4e92\u5f0f\u56fe\u8868\u3002<\/li>\n\n\n\n<li>Squarify \u4f55\u65f6\u6709\u7528\uff1f<br>- Squarify \u53ef\u5e2e\u52a9\u60a8\u521b\u5efa\u6811\u72b6\u56fe\u3002\u6811\u72b6\u56fe\u80fd\u5e2e\u52a9\u4f60\u76f4\u89c2\u5730\u6bd4\u8f83\u6570\u636e\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u76f4\u89c2\u5730\u9610\u660e\u5206\u5c42\u6570\u636e\u6216\u6bd4\u8f83\u3002<\/li>\n\n\n\n<li>\u6811\u72b6\u5730\u56fe\u5e93\u63d0\u4f9b\u54ea\u4e9b\u529f\u80fd\uff1f<br>- \u6811\u72b6\u5730\u56fe\u5e93\u4e3a\u6811\u72b6\u5730\u56fe\u53ef\u89c6\u5316\u63d0\u4f9b\u6570\u636e\u96c6\uff0c\u5e76\u5e2e\u52a9\u60a8\u4f7f\u7528\u793a\u4f8b\u6570\u636e\u8fdb\u884c\u7ec3\u4e60\u3002\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u4f7f\u7528 load_gni2014 \u51fd\u6570\u52a0\u8f7d 2014 \u5e74\u56fd\u6c11\u603b\u6536\u5165\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u6811\u72b6\u5730\u56fe\u65f6\uff0c\u5982\u4f55\u8bbe\u7f6e\u6bcf\u4e2a\u77e9\u5f62\u7684\u989c\u8272\u4e0d\u540c\uff1f<br>- \u60a8\u53ef\u4ee5\u540c\u65f6\u4f7f\u7528 Squarify \u548c Matplotlib \u6765\u8bbe\u7f6e\u989c\u8272\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 plt.cm.viridis \u7b49\u8272\u8c31\u56fe\u6839\u636e\u6570\u636e\u503c\u6765\u7740\u8272\u3002<\/li>\n\n\n\n<li>apply \u51fd\u6570\u5728\u6570\u636e\u9884\u5904\u7406\u4e2d\u7684\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f<br>- \u5e94\u7528\u51fd\u6570\u5141\u8bb8\u60a8\u5bf9\u6570\u636e\u5e27\u4e2d\u7684\u6bcf\u4e00\u884c\u6216\u6bcf\u4e00\u5217\u5e94\u7528\u4e00\u4e2a\u51fd\u6570\u3002\u5728\u8fd9\u91cc\uff0c\u5982\u679c\u6bcf\u4e2a\u56fd\u5bb6\u7684\u56fd\u6c11\u603b\u6536\u5165\u6392\u5728\u524d 25% \u4f4d\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u8be5\u51fd\u6570\u6dfb\u52a0\u56fd\u540d\u4f5c\u4e3a\u6807\u7b7e\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b8c\u6574\u4ee3\u7801\u548c\u5305\u88c5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\uff0c\u8ba9\u6211\u4eec\u6765\u6e05\u7406\u6574\u4e2a\u4ee3\u7801\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nimport matplotlib.pyplot as plt\nfrom matplotlib import font_manager, rc\nimport squarify\nimport rpy2.robjects as robjects\nfrom rpy2.robjects import pandas2ri\n\n# \u5728 MacOS \u4e0a\u8bbe\u7f6e\u97e9\u6587\u5b57\u4f53\nfont_path = '\/Library\/Fonts\/Arial Unicode.ttf' # \u66f4\u6539\u4e3a\u5b9e\u9645\u5b57\u4f53\u6587\u4ef6\u8def\u5f84\nfont = font_manager.FontProperties(fname=font_path).get_name()\nrc('font', family=font)\n\n# \u5b89\u88c5\u6240\u9700\u7684\u8f6f\u4ef6\u5305\uff08\u5982\u679c\u9700\u8981\u5b89\u88c5\u7684\u8bdd\uff09\n# !pip install pandas matplotlib squarify rpy2\n\n# \u4f7f\u7528 Rpy2 \u5b89\u88c5\u548c\u52a0\u8f7d R \u8f6f\u4ef6\u5305\nrobjects.r('install.packages(\"treemap\", repos=\"http:\/\/cran.us.r-project.org\")')\nrobjects.r('library(treemap)')\n\n\u5c06 # R \u6570\u636e\u8f6c\u6362\u4e3a pandas DataFrame\npandas2ri.activate()\n\n\u5728 # R \u4e2d\u4ece treemap \u5305\u52a0\u8f7d GNI2014 \u6570\u636e\u96c6\nrobjects.r('data(\"GNI2014\")')\nGNI2014 = robjects.r('as.data.frame(GNI2014)')\nGNI2014 = pandas2ri.rpy2py(GNI2014)\n\n\u4e3a\u56fd\u6c11\u603b\u6536\u5165\u6392\u540d\u524d # \u548c\u524d 25% \u7684\u56fd\u5bb6\u6dfb\u52a0\u6807\u7b7e\nGNI2014['label'] = GNI2014.apply(lambda x: x['country'] if x['GNI'] &gt; GNI2014['GNI'].quantile(0.75) else '', axis=1)\n\n\u751f\u6210 # \u6811\u72b6\u5730\u56fe\nplt.figure(figsize=(12, 8))\ncolours = plt.cm.viridis(GNI2014['GNI'] \/ max(GNI2014['GNI']))\nsquarify.plot(sizes=GNI2014['GNI'], label=GNI2014['label'], color=colours, alpha=.8)\nplt.axis('off')\nplt.title('GNI 2014 \u6570\u636e\u96c6\u6811\u72b6\u56fe', fontsize=20)\nplt.suptitle\uff08'\u5404\u56fd\u56fd\u6c11\u603b\u6536\u5165\u5bf9\u6bd4', fontsize=16)\nplt.show()\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u672c\u7bc7\u6587\u7ae0\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u4f7f\u7528 Python \u521b\u5efa\u6811\u5f62\u56fe\u3002 \u5229\u7528\u8fd9\u4e9b\u53ef\u89c6\u5316\u6280\u672f\uff0c\u60a8\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u5206\u6790\u548c\u4ea4\u6d41\u6570\u636e\u3002\u4eca\u540e\uff0c\u6211\u4eec\u5c06\u63a2\u7d22\u66f4\u591a\u6570\u636e\u53ef\u89c6\u5316\u6280\u672f\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u60a8\u60f3\u7528 R \u800c\u4e0d\u662f Python \u6765\u67e5\u770b\u76f8\u540c\u53ef\u89c6\u5316\u7684\u8fc7\u7a0b\u548c\u7ed3\u679c\uff0c\u53ef\u4ee5\u4f7f\u7528 <a href=\"https:\/\/secondlife.lol\/zh\/r-treemap-visualization-gni2014\/\" data-type=\"post\" data-id=\"2239\">\u5728 R \u4e2d\u53ef\u89c6\u5316\u6811\u72b6\u56fe\uff1a\u5229\u7528 2014 \u5e74\u56fd\u6c11\u603b\u6536\u5165\u6570\u636e\u96c6\u6bd4\u8f83\u5404\u56fd\u7684\u56fd\u6c11\u603b\u6536\u5165 (GNI)<\/a> \u770b\u770b\u8fd9\u7bc7\u6587\u7ae0\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u8bb8\u591a\u4eba\u5229\u7528\u6570\u636e\u53ef\u89c6\u5316\u6765\u76f4\u89c2\u5730\u7406\u89e3\u590d\u6742\u7684\u4fe1\u606f...<\/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 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