{"id":150475,"date":"2020-09-03T01:34:11","date_gmt":"2020-09-02T17:34:11","guid":{"rendered":"http:\/\/4563.org\/?p=150475"},"modified":"2020-09-03T01:34:11","modified_gmt":"2020-09-02T17:34:11","slug":"%e7%94%a8-networkx-gephi-nebula-graph-%e5%88%86%e6%9e%90%e6%9d%83%e5%8a%9b%e7%9a%84%e6%b8%b8%e6%88%8f%e4%ba%ba%e7%89%a9%e5%85%b3%e7%b3%bb%ef%bc%88%e4%b8%8a%e7%af%87%ef%bc%89","status":"publish","type":"post","link":"http:\/\/4563.org\/?p=150475","title":{"rendered":"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&lt;\u6743\u529b\u7684\u6e38\u620f&gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09"},"content":{"rendered":"<div>\n<div>\n<div>\n<h1>                  \u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&lt;\u6743\u529b\u7684\u6e38\u620f&gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09               <\/h1>\n<p> <\/p>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : NebulaGraph <\/span>  <span><i><\/i> 15<\/span> <\/div>\n<div> <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div isfirst=\"1\"> <\/p>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f545376711c4.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<p>\u6211\u4eec\u90fd\u77e5\u9053\u300a\u6743\u5229\u7684\u6e38\u620f\u300b\u5728\u5168\u4e16\u754c\u90fd\u5f88\u591a\u5fe0\u5b9e\u7684\u7c89\u4e1d\uff0c\u9664\u53bb\u4f60\u6c38\u8fdc\u4e0d\u77e5\u9053\u5267\u60c5\u4e0b\u4e00\u79d2\u8c01\u4f1a\u6302\u8fd9\u79cd\u610f\u5916\u201c\u60ca\u559c\u201d\uff0c\u5f53\u4e2d\u590d\u6742\u4ea4\u9519\u7684\u4eba\u7269\u5173\u7cfb\u4e5f\u662f\u5b83\u706b\u7206\u7684\u539f\u56e0\u4e4b\u4e00\uff0c\u800c\u672c\u6587\u4ecb\u7ecd\u5982\u4f55\u901a\u8fc7 NetworkX \u8bbf\u95ee\u5f00\u6e90\u7684\u5206\u5e03\u5f0f\u56fe\u6570\u636e\u5e93 Nebula Graph\uff0c\u5e76\u501f\u52a9\u53ef\u89c6\u5316\u5de5\u5177\u2014\u2014 Gephi \u6765\u53ef\u89c6\u5316\u5206\u6790\u300a\u6743\u529b\u7684\u6e38\u620f\u300b\u4e2d\u7684\u590d\u6742\u7684\u4eba\u7269\u56fe\u8c31\u5173\u7cfb\u3002<\/p>\n<h2>\u6570\u636e\u96c6<\/h2>\n<p>\u672c\u6587\u7684\u6570\u636e\u96c6\u6765\u6e90\uff1a\u51b0\u4e0e\u706b\u4e4b\u6b4c\u7b2c\u4e00\u5377(\u81f3\u7b2c\u4e94\u5377)[1]<\/p>\n<ul>\n<li>\u4eba\u7269\u96c6 (\u70b9\u96c6\uff09\uff1a\u4e66\u4e2d\u6bcf\u4e2a\u89d2\u8272\u5efa\u6a21\u4e3a\u4e00\u4e2a\u70b9\uff0c\u70b9\u53ea\u6709\u4e00\u4e2a\u5c5e\u6027\uff1a\u59d3\u540d<\/li>\n<li>\u5173\u7cfb\u96c6\uff08\u8fb9\u96c6\uff09\uff1a\u5982\u679c\u4e24\u4e2a\u89d2\u8272\u5728\u4e66\u4e2d\u53d1\u751f\u8fc7\u76f4\u63a5\u6216\u95f4\u63a5\u7684\u4ea4\u4e92\uff0c\u5219\u6709\u4e00\u6761\u8fb9\uff1b\u8fb9\u53ea\u6709\u4e00\u4e2a\u5c5e\u6027\uff1a\u6743\u91cd\uff0c\u6743\u91cd\u7684\u5927\u5c0f\u4ee3\u8868\u4ea4\u4e92\u7684\u5f3a\u5f31\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6837\u7684\u70b9\u96c6\u548c\u8fb9\u96c6\u6784\u6210\u4e00\u4e2a\u56fe\u7f51\u7edc\uff0c\u8fd9\u4e2a\u7f51\u7edc\u5b58\u50a8\u5728\u56fe\u6570\u636e\u5e93 Nebula Graph [2]\u4e2d\u3002<\/p>\n<h2>\u793e\u533a\u5212\u5206\u2014\u2014Girvan-Newman \u7b97\u6cd5<\/h2>\n<p>\u6211\u4eec\u4f7f\u7528 NetworkX [3] \u5185\u7f6e\u7684\u793e\u533a\u53d1\u73b0\u7b97\u6cd5 Girvan-Newman \u6765\u4e3a\u6211\u4eec\u7684\u56fe\u7f51\u7edc\u5212\u5206\u793e\u533a\u3002<\/p>\n<p>\u4ee5\u4e0b\u4e3a\u300c\u793e\u533a\u53d1\u73b0\u7b97\u6cd5 Girvan-Newman \u300d\u89e3\u91ca\uff1a<\/p>\n<blockquote>\n<p>\u7f51\u7edc\u56fe\u4e2d\uff0c\u8fde\u63a5\u8f83\u4e3a\u7d27\u5bc6\u7684\u90e8\u5206\u53ef\u4ee5\u88ab\u770b\u6210\u4e00\u4e2a\u793e\u533a\u3002\u6bcf\u4e2a\u793e\u533a\u5185\u90e8\u8282\u70b9\u4e4b\u95f4\u6709\u8f83\u4e3a\u7d27\u5bc6\u7684\u8fde\u63a5\uff0c\u800c\u5728\u4e24\u4e2a\u793e\u533a\u95f4\u8fde\u63a5\u5219\u8f83\u4e3a\u7a00\u758f\u3002\u793e\u533a\u53d1\u73b0\u5c31\u662f\u627e\u5230\u7ed9\u5b9a\u7f51\u7edc\u56fe\u6240\u5305\u542b\u7684\u4e00\u4e2a\u4e2a\u793e\u533a\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>Girvan-Newman \u7b97\u6cd5\u5373\u662f\u4e00\u79cd\u57fa\u4e8e\u4ecb\u6570\u7684\u793e\u533a\u53d1\u73b0\u7b97\u6cd5\uff0c\u5176\u57fa\u672c\u601d\u60f3\u662f\u6839\u636e\u8fb9\u4ecb\u6570\u4e2d\u5fc3\u6027\uff08 edge betweenness \uff09\u4ece\u5927\u5230\u5c0f\u7684\u987a\u5e8f\u4e0d\u65ad\u5730\u5c06\u8fb9\u4ece\u7f51\u7edc\u4e2d\u79fb\u9664\u76f4\u5230\u6574\u4e2a\u7f51\u7edc\u5206\u89e3\u4e3a\u5404\u4e2a\u793e\u533a\u3002\u56e0\u6b64\uff0cGirvan-Newman \u7b97\u6cd5\u5b9e\u9645\u4e0a\u662f\u4e00\u79cd\u5206\u88c2\u65b9\u6cd5\u3002<\/p>\n<p>Girvan-Newman \u7b97\u6cd5\u7684\u57fa\u672c\u6d41\u7a0b\u5982\u4e0b\uff1a \uff08 1 \uff09\u8ba1\u7b97\u7f51\u7edc\u4e2d\u6240\u6709\u8fb9\u7684\u8fb9\u4ecb\u6570\uff1b \uff08 2 \uff09\u627e\u5230\u8fb9\u4ecb\u6570\u6700\u9ad8\u7684\u8fb9\u5e76\u5c06\u5b83\u4ece\u7f51\u7edc\u4e2d\u79fb\u9664\uff1b \uff08 3 \uff09\u91cd\u590d\u6b65\u9aa4 2\uff0c\u76f4\u5230\u6bcf\u4e2a\u8282\u70b9\u6210\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u793e\u533a\u4e3a\u6b62\uff0c\u5373\u7f51\u7edc\u4e2d\u6ca1\u6709\u8fb9\u5b58\u5728\u3002<\/p>\n<\/blockquote>\n<p>\u6982\u5ff5\u89e3\u91ca\u5b8c\u6bd5\uff0c\u4e0b\u9762\u6765\u5b9e\u64cd\u4e0b\u3002<\/p>\n<ol>\n<li>\u4f7f\u7528 Girvan-Newman \u7b97\u6cd5\u5212\u5206\u793e\u533a\u3002NetworkX \u793a\u4f8b\u4ee3\u7801\u5982\u4e0b<\/li>\n<\/ol>\n<pre><code>comp = networkx.algorithms.community.girvan_newman(G) k = 7 limited = itertools.takewhile(lambda c: len(c) &lt;= k, comp) communities = list(limited)[-1] <\/code><\/pre>\n<ol>\n<li>\u4e3a\u56fe\u4e2d\u6bcf\u4e2a\u70b9\u6dfb\u52a0\u4e00\u4e2a community \u5c5e\u6027\uff0c\u8be5\u5c5e\u6027\u503c\u8bb0\u5f55\u8be5\u70b9\u6240\u5728\u7684\u793e\u533a\u7f16\u53f7<\/li>\n<\/ol>\n<pre><code>community_dict = {} community_num = 0 for community in communities:     for character in community:         community_dict[character] = community_num         community_num += 1         nx.set_node_attributes(G, community_dict, 'community') <\/code><\/pre>\n<h2>\u8282\u70b9\u6837\u5f0f\u2014\u2014Betweenness Centrality \u7b97\u6cd5<\/h2>\n<p>\u4e0b\u9762\u6211\u4eec\u6765\u8c03\u6574\u4e0b\u8282\u70b9\u5927\u5c0f\u53ca\u8282\u70b9\u4e0a\u6807\u6ce8\u7684\u89d2\u8272\u59d3\u540d\u5927\u5c0f\uff0c\u6211\u4eec\u4f7f\u7528 NetworkX \u7684 Betweenness Centrality \u7b97\u6cd5\u6765\u51b3\u5b9a\u8282\u70b9\u5927\u5c0f\u53ca\u8282\u70b9\u4e0a\u6807\u6ce8\u7684\u89d2\u8272\u59d3\u540d\u7684\u5927\u5c0f\u3002<\/p>\n<blockquote>\n<p>\u56fe\u4e2d\u5404\u4e2a\u8282\u70b9\u7684\u91cd\u8981\u6027\u53ef\u4ee5\u901a\u8fc7\u8282\u70b9\u7684\u4e2d\u5fc3\u6027\uff08 Centrality \uff09\u6765\u8861\u91cf\u3002\u5728\u4e0d\u540c\u7684\u7f51\u7edc\u4e2d\u5f80\u5f80\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u4e2d\u5fc3\u6027\u5b9a\u4e49\u6765\u63cf\u8ff0\u7f51\u7edc\u4e2d\u8282\u70b9\u7684\u91cd\u8981\u6027\u3002Betweenness Centrality \u6839\u636e\u6709\u591a\u5c11\u6700\u77ed\u8def\u5f84\u7ecf\u8fc7\u8be5\u8282\u70b9\uff0c\u6765\u5224\u65ad\u4e00\u4e2a\u8282\u70b9\u7684\u91cd\u8981\u6027\u3002<\/p>\n<\/blockquote>\n<ol>\n<li>\u8ba1\u7b97\u6bcf\u4e2a\u8282\u70b9\u7684\u4ecb\u6570\u4e2d\u5fc3\u6027\u7684\u503c<\/li>\n<\/ol>\n<pre><code>betweenness_dict = nx.betweenness_centrality(G) # Run betweenness centrality <\/code><\/pre>\n<ol>\n<li>\u4e3a\u56fe\u4e2d\u6bcf\u4e2a\u70b9\u518d\u6dfb\u52a0\u4e00\u4e2a betweenness \u5c5e\u6027<\/li>\n<\/ol>\n<pre><code>nx.set_node_attributes(G, betweenness_dict, 'betweenness') <\/code><\/pre>\n<h2>\u8fb9\u7684\u7c97\u7ec6<\/h2>\n<p>\u8fb9\u7684\u7c97\u7ec6\u76f4\u63a5\u7531\u8fb9\u7684\u6743\u91cd\u5c5e\u6027\u6765\u51b3\u5b9a\u3002<\/p>\n<p>\u901a\u8fc7\u4e0a\u9762\u7684\u5904\u7406\uff0c\u73b0\u5728\uff0c\u6211\u4eec\u7684\u8282\u70b9\u62e5\u6709 name \u3001community \u3001betweenness \u4e09\u4e2a\u5c5e\u6027\uff0c\u8fb9\u53ea\u6709\u4e00\u4e2a\u6743\u91cd weight \u5c5e\u6027\u3002<\/p>\n<p>\u4e0b\u9762\u663e\u793a\u4e00\u4e0b\uff1a<\/p>\n<pre><code>import matplotlib.pyplot as plt color = 0 color_map = ['red', 'blue', 'yellow', 'purple', 'black', 'green', 'pink'] for community in communities:     nx.draw(G, pos = nx.spring_layout(G, iterations=200), nodelist = community, node_size = 100, node_color = color_map[color])     color += 1 plt.savefig('.\/game.png') <\/code><\/pre>\n<p>emmm\uff0c\u6709\u70b9\u4e11\u2026<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f54537c27310.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<p>\u867d\u7136 NetworkX \u672c\u8eab\u6709\u4e0d\u5c11\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u4f46 Gephi [4] \u7684\u4ea4\u4e92\u548c\u53ef\u89c6\u5316\u6548\u679c\u66f4\u597d\u3002<\/p>\n<h2>\u63a5\u5165\u53ef\u89c6\u5316\u5de5\u5177 Gephi<\/h2>\n<p>\u73b0\u5728\u5c06\u4e0a\u9762\u7684 NetworkX \u6570\u636e\u5bfc\u51fa\u4e3a game.gephi \u6587\u4ef6\uff0c\u5e76\u5bfc\u5165 Gephi \u3002<\/p>\n<pre><code>nx.write_gexf(G, 'game.gexf') <\/code><\/pre>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f545380e1c38.jpg\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<h2>Gephi \u53ef\u89c6\u5316\u6548\u679c\u5c55\u793a<\/h2>\n<p>\u5728 Gephi \u4e2d\u6253\u5f00\u521a\u624d\u5bfc\u51fa\u7684 <code>game.gephi<\/code> \u6587\u4ef6\uff0c\u7136\u540e\u5fae\u8c03 Gephi \u4e2d\u7684\u5404\u9879\u53c2\u6570\uff0c\u5c31\u4ee5\u5f97\u5230\u4e00\u5f20\u6ee1\u610f\u7684\u53ef\u89c6\u5316\uff1a<\/p>\n<ol>\n<li>\u5c06\u5e03\u5c40\u8bbe\u7f6e\u4e3a Force Atlas, \u65a5\u529b\u5f3a\u5ea6\u6539\u4e3a\u4e3a 500.0\uff0c \u52fe\u9009\u4e0a <code>\u7531\u5c3a\u5bf8\u8c03\u6574<\/code>\u00a0\u9009\u9879\u53ef\u4ee5\u5c3d\u91cf\u907f\u514d\u8282\u70b9\u91cd\u53e0\uff1a<\/li>\n<\/ol>\n<p>Force Atlas \u4e3a\u529b\u5f15\u5bfc\u5e03\u5c40\uff0c\u529b\u5f15\u5bfc\u5e03\u5c40\u65b9\u6cd5\u80fd\u591f\u4ea7\u751f\u76f8\u5f53\u4f18\u7f8e\u7684\u7f51\u7edc\u5e03\u5c40\uff0c\u5e76\u5145\u5206\u5c55\u73b0\u7f51\u7edc\u7684\u6574\u4f53\u7ed3\u6784\u53ca\u5176\u81ea\u540c\u6784\u7279\u5f81\u3002\u529b\u5f15\u5bfc\u5e03\u5c40\u5373\u6a21\u4eff\u7269\u7406\u4e16\u754c\u7684\u5f15\u529b\u548c\u65a5\u529b\uff0c\u81ea\u52a8\u5e03\u5c40\u76f4\u5230\u529b\u5e73\u8861\u3002<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f5453860b522.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<ol>\n<li>\u7ed9\u5212\u5206\u597d\u7684\u5404\u4e2a\u793e\u533a\u7f51\u7edc\u753b\u4e0a\u4e0d\u540c\u7684\u989c\u8272\uff1a<\/li>\n<\/ol>\n<p>\u5728\u5916\u89c2-\u8282\u70b9-\u989c\u8272-Partition \u4e2d\u9009\u62e9 community \uff08\u8fd9\u91cc\u7684 community \u5c31\u662f\u6211\u4eec\u521a\u624d\u4e3a\u6bcf\u4e2a\u70b9\u6dfb\u52a0\u7684\u793e\u533a\u7f16\u53f7\u5c5e\u6027\uff09<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f54538b0b97a.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<ol>\n<li>\u51b3\u5b9a\u8282\u70b9\u53ca\u8282\u70b9\u4e0a\u6807\u6ce8\u7684\u89d2\u8272\u59d3\u540d\u7684\u5927\u5c0f\uff1a<\/li>\n<\/ol>\n<p>\u5728\u5916\u89c2-\u8282\u70b9-\u5927\u5c0f-Ranking \u4e2d\u9009\u62e9 betweenness \uff08\u8fd9\u91cc\u7684 betweenness \u5c31\u662f\u6211\u4eec\u521a\u624d\u4e3a\u6bcf\u4e2a\u70b9\u6dfb\u52a0\u7684 betweenness \u5c5e\u6027)<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f545390b1a32.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<ol>\n<li>\u8fb9\u7684\u7c97\u7ec6\u7531\u8fb9\u7684\u6743\u91cd\u5c5e\u6027\u6765\u51b3\u5b9a\uff1a<\/li>\n<\/ol>\n<p>\u5728\u5916\u89c2-\u8fb9-\u5927\u5c0f-Ranking \u4e2d\u9009\u62e9\u8fb9\u7684\u6743\u91cd<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f54539746da2.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<ol>\n<li>\u5bfc\u51fa\u56fe\u7247\u518d\u52a0\u4e2a\u5934\u50cf\u6548\u679c<\/li>\n<\/ol>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f54539d7dbd3.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<p><img decoding=\"async\" src=\"http:\/\/4563.org\/wp-content\/uploads\/2020\/09\/20200906_5f5453a40bb7f.png\" alt=\"\u7528 NetworkX + Gephi + Nebula Graph \u5206\u6790&amp;lt;\u6743\u529b\u7684\u6e38\u620f&amp;gt;\u4eba\u7269\u5173\u7cfb\uff08\u4e0a\u7bc7\uff09\" \/><\/p>\n<p>\u5927\u529f\u544a\u6210\uff0c\u4e00\u5f20\u6743\u529b\u6e38\u620f\u7684\u5173\u7cfb\u8c31\u56fe\u4e0a\u7ebf \ud83d\ude42 \u6bcf\u4e2a\u8282\u70b9\u53ef\u4ee5\u770b\u5230\u5bf9\u5e94\u7684\u4eba\u7269\u4fe1\u606f\u3002<\/p>\n<h2>\u4e0b\u4e00\u7bc7<\/h2>\n<p>\u672c\u7bc7\u4e3b\u8981\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 NetworkX\uff0c\u5e76\u901a\u8fc7 Gephi \u505a\u53ef\u89c6\u5316\u5c55\u793a\u3002\u4e0b\u4e00\u7bc7\u5c06\u4ecb\u7ecd\u5982\u4f55\u901a\u8fc7 NetworkX \u8bbf\u95ee\u56fe\u6570\u636e\u5e93 Nebula Graph \u4e2d\u7684\u6570\u636e\u3002<\/p>\n<p>\u672c\u6587\u7684\u4ee3\u7801\u53ef\u4ee5\u8bbf\u95ee[5]\u3002<\/p>\n<p><strong>\u81f4\u8c22\uff1a\u672c\u6587\u53d7\u5de5\u4f5c [6] \u7684\u542f\u53d1<\/strong><\/p>\n<h2>Reference<\/h2>\n<p>[1] https:\/\/www.kaggle.com\/mmmarchetti\/game-of-thrones-dataset<\/p>\n<p>[2] https:\/\/github.com\/vesoft-inc\/nebula<\/p>\n<p>[3] https:\/\/networkx.github.io\/<\/p>\n<p>[4] https:\/\/gephi.org\/<\/p>\n<p>[5] https:\/\/github.com\/jievince\/nx2gephi<\/p>\n<p>[6] https:\/\/www.lyonwj.com\/2016\/06\/26\/graph-of-thrones-neo4j-social-network-analysis\/<\/p>\n<blockquote>\n<p>\u4f5c\u8005\u6709\u8bdd\u8bf4\uff1aHi\uff0c\u6211\u662f\u738b\u6770\uff0c\u662f\u56fe\u6570\u636e Nebula Graph \u7814\u53d1\u5de5\u7a0b\u5e08\uff0c\u5e0c\u671b\u672c\u6b21\u7684\u7ecf\u9a8c\u5206\u4eab\u80fd\u7ed9\u5927\u5bb6\u5e26\u6765\u5e2e\u52a9\uff0c\u5982\u6709\u4e0d\u5f53\u4e4b\u5904\u4e5f\u5e0c\u671b\u80fd\u5e2e\u5fd9\u7ea0\u6b63\uff0c\u8c22\u8c22~<\/p>\n<\/blockquote><\/div>\n<div> <b>\u5927\u4f6c\u6709\u8a71\u8aaa<\/b> (<span>5<\/span>)        <\/div>\n<div> <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<ul>\n<li data-pid=\"3008480\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : matepi <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             \u597d\u591a\u5e74\u524d\u7528\u8fc7 Gephi\uff0c\u73b0\u5728\u53ef\u89c6\u5316\u8fd9\u5757\u597d\u4e45\u6ca1\u770b\u8fc7\u4e86<\/p>\n<p>d3.js \u4e4b\u7c7b\u7684\u53d1\u5c55\uff0c\u6709\u6ca1\u6709\u6bd4 Gephi \u66f4\u6709\u8da3\u66f4\u81ea\u5b9a\u4e49\u5316\u7684\u5957\u4ef6\u51fa\u6765\uff1f                                                            <\/p><\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3008481\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : dk7952638 <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             Nebula \u548b\u6837?\u751f\u4ea7\u73af\u5883\u80fd\u4e0a\u4e48                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3008482\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u4e3b<\/span> <span>\u8cc7\u6df1\u5927\u4f6c : NebulaGraph <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @dk7952638 1.0 \u53ef\u4ee5\u5440\uff0c\u7f8e\u56e2\u3001\u5c0f\u7ea2\u4e66\u8fd9\u4e9b\u516c\u53f8\u90fd\u4e0a\u4e86                                                             <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3008483\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : zzl22100048 <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @NebulaGraph \u7b49\u4e00\u624b cypher \u652f\u6301                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3008484\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u4e3b<\/span> <span>\u8cc7\u6df1\u5927\u4f6c : NebulaGraph <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @zzl22100048 2.0 \u4f1a\u652f\u6301 opencypher\uff0c\u5728\u8def\u4e0a\u5728\u8def\u4e0a\u4e86                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li>\n","protected":false},"excerpt":{"rendered":"<p>\u7528 NetworkX + Geph&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[],"tags":[],"_links":{"self":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/150475"}],"collection":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=150475"}],"version-history":[{"count":0,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/150475\/revisions"}],"wp:attachment":[{"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=150475"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=150475"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=150475"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}