{"id":2044,"date":"2024-09-18T21:45:37","date_gmt":"2024-09-18T13:45:37","guid":{"rendered":"https:\/\/www.gnn.club\/?p=2044"},"modified":"2024-09-19T22:16:47","modified_gmt":"2024-09-19T14:16:47","slug":"%e5%bf%83%e5%be%8b%e5%a4%b1%e5%b8%b8%e7%9a%84%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e4%b8%8e%e6%a8%a1%e5%9e%8b%e5%88%86%e7%b1%bb%e9%a1%b9%e7%9b%ae","status":"publish","type":"post","link":"http:\/\/www.gnn.club\/?p=2044","title":{"rendered":"\u5fc3\u5f8b\u5931\u5e38\u7684\u6570\u636e\u5206\u6790\u4e0e\u6a21\u578b\u5206\u7c7b\u9879\u76ee"},"content":{"rendered":"\n

\u9879\u76ee\u80cc\u666f<\/h2>\n\n\n\n

\u5fc3\u810f\u75be\u75c5\u4e00\u76f4\u662f\u5168\u7403\u5065\u5eb7\u7684\u4e3b\u8981\u6311\u6218\u4e4b\u4e00\uff0c\u5b83\u4e0d\u4ec5\u5f71\u54cd\u7740\u6570\u767e\u4e07\u4eba\u7684\u751f\u6d3b\u8d28\u91cf\uff0c\u800c\u4e14\u8fd8\u662f\u4e16\u754c\u8303\u56f4\u5185\u4e3b\u8981\u7684\u6b7b\u56e0\u4e4b\u4e00\u3002\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u6211\u4eec\u6709\u4e86\u65b0\u7684\u5de5\u5177\u548c\u65b9\u6cd5\u6765\u9884\u6d4b\u548c\u8bca\u65ad\u5fc3\u810f\u75be\u75c5\u3002\u5728\u8fd9\u4e2a\u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u5229\u7528\u8fd9\u4e9b\u5148\u8fdb\u6280\u672f\uff0c\u5c1d\u8bd5\u901a\u8fc7\u5206\u6790\u5fc3\u7535\u56fe\uff08ECG\uff09\u6570\u636e\u6765\u8bc6\u522b\u5fc3\u5f8b\u5931\u5e38\uff0c\u4ece\u800c\u5b9e\u73b0\u65e9\u671f\u8bca\u65ad\u548c\u5e72\u9884\u3002<\/p>\n\n\n\n

\u9879\u76ee\u76ee\u6807<\/h2>\n\n\n\n

\u672c\u9879\u76ee\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5f00\u53d1\u4e00\u4e2a\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u548c\u5206\u7c7b\u5fc3\u5f8b\u5931\u5e38\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u5bf9\u5fc3\u7535\u56fe\u6570\u636e\u7684\u6df1\u5165\u5206\u6790\uff0c\u6211\u4eec\u5e0c\u671b\u80fd\u591f\u8bc6\u522b\u51fa\u6f5c\u5728\u7684\u5fc3\u810f\u95ee\u9898\uff0c\u7279\u522b\u662f\u51a0\u72b6\u52a8\u8109\u75be\u75c5\u548cRjgbt\u675f\u652f\u4f20\u5bfc\u963b\u6ede\u8fd9\u4e24\u79cd\u6700\u5e38\u89c1\u7684\u5fc3\u5f8b\u5931\u5e38\u7c7b\u578b\u3002\u6b64\u5916\uff0c\u6211\u4eec\u7684\u76ee\u6807\u8fd8\u5305\u62ec\u63d0\u9ad8\u533b\u7597\u4e13\u4e1a\u4eba\u5458\u7684\u8bca\u65ad\u6548\u7387\u548c\u51c6\u786e\u6027\uff0c\u4ece\u800c\u6539\u5584\u60a3\u8005\u7684\u6cbb\u7597\u7ed3\u679c\u3002<\/p>\n\n\n\n

\u9879\u76ee\u5e94\u7528<\/h2>\n\n\n\n

\u8be5\u9879\u76ee\u7684\u6f5c\u5728\u5e94\u7528\u8303\u56f4\u5e7f\u6cdb\uff0c\u4ece\u4e34\u5e8a\u8bca\u65ad\u5230\u8fdc\u7a0b\u533b\u7597\u76d1\u63a7\u90fd\u53ef\u80fd\u53d7\u76ca\u3002\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5b9e\u65bd\u53ef\u4ee5\u5e2e\u52a9\u533b\u751f\u5feb\u901f\u51c6\u786e\u5730\u8bca\u65ad\u5fc3\u5f8b\u5931\u5e38\uff0c\u7279\u522b\u662f\u5728\u8d44\u6e90\u6709\u9650\u6216\u9700\u8981\u5feb\u901f\u51b3\u7b56\u7684\u60c5\u51b5\u4e0b\u3002\u6b64\u5916\uff0c\u8be5\u6a21\u578b\u8fd8\u53ef\u4ee5\u96c6\u6210\u5230\u53ef\u7a7f\u6234\u8bbe\u5907\u548c\u667a\u80fd\u624b\u673a\u5e94\u7528\u4e2d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5b9e\u65f6\u7684\u5fc3\u810f\u5065\u5eb7\u76d1\u63a7\u3002<\/p>\n\n\n\n

\u6570\u636e\u96c6\u63cf\u8ff0<\/h2>\n\n\n\n

\u6211\u4eec\u7684\u6570\u636e\u96c6\u7531452\u4e2a\u72ec\u7279\u7684\u5b9e\u4f8b\u7ec4\u6210\uff0c\u8fd9\u4e9b\u5b9e\u4f8b\u5206\u5e03\u572816\u4e2a\u4e0d\u540c\u7684\u7c7b\u522b\u4e2d\u3002\u5176\u4e2d\uff0c245\u4e2a\u5b9e\u4f8b\u88ab\u6807\u8bb0\u4e3a\u201c\u6b63\u5e38\u201d\uff0c\u5176\u4f59\u7684\u5219\u6d89\u53ca12\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u5fc3\u5f8b\u5931\u5e38\u3002\u5728\u6240\u6709\u8fd9\u4e9b\u5fc3\u5f8b\u5931\u5e38\u7c7b\u578b\u4e2d\uff0c\u6700\u5177\u4ee3\u8868\u6027\u7684\u662f\u201c\u51a0\u72b6\u52a8\u8109\u75be\u75c5\u201d\u548c\u201cRjgbt\u675f\u652f\u4f20\u5bfc\u963b\u6ede\u201d\u3002<\/p>\n\n\n\n

\u6570\u636e\u96c6\u5305\u542b279\u4e2a\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u4e0d\u4ec5\u6db5\u76d6\u4e86\u60a3\u8005\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u5982\u5e74\u9f84\u3001\u6027\u522b\u3001\u4f53\u91cd\u548c\u8eab\u9ad8\uff0c\u8fd8\u5305\u62ec\u4e86\u8be6\u7ec6\u7684\u5fc3\u7535\u56fe\u4fe1\u606f\u3002\u8fd9\u79cd\u9ad8\u7ef4\u5ea6\u7684\u7279\u5f81\u96c6\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u4fe1\u606f\uff0c\u6709\u52a9\u4e8e\u6211\u4eec\u66f4\u6df1\u5165\u5730\u7406\u89e3\u5fc3\u5f8b\u5931\u5e38\u7684\u590d\u6742\u6027\u3002<\/p>\n\n\n\n

\u6a21\u578b\u9009\u62e9<\/h2>\n\n\n\n

\u5728\u672c\u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u591a\u79cd\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6765\u89e3\u51b3\u5fc3\u5f8b\u5931\u5e38\u7684\u8bc6\u522b\u548c\u5206\u7c7b\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u4f7f\u7528\u7684\u516d\u79cd\u4e3b\u8981\u6a21\u578b\uff1a<\/p>\n\n\n\n

    \n
  1. KNN<\/mark> (K-Nearest Neighbors) Classifier<\/strong>: KNN\u7b97\u6cd5\u901a\u8fc7\u67e5\u627e\u7ed9\u5b9a\u6570\u636e\u70b9\u6700\u8fd1\u7684'K'\u4e2a\u90bb\u5c45\u6765\u8fdb\u884c\u5206\u7c7b\u3002\u8fd9\u79cd\u65b9\u6cd5\u9002\u7528\u4e8e\u6211\u4eec\u7684\u9879\u76ee\uff0c\u56e0\u4e3a\u5fc3\u5f8b\u5931\u5e38\u7c7b\u578b\u53ef\u4ee5\u6839\u636e\u4e0e\u5df2\u77e5\u5206\u7c7b\u7684\u76f8\u4f3c\u6027\u8fdb\u884c\u6709\u6548\u8bc6\u522b\u3002<\/li>\n\n\n\n
  2. Logistic Regression<\/mark><\/strong>: Logistic\u56de\u5f52\u662f\u4e00\u79cd\u5e7f\u6cdb\u7528\u4e8e\u4e8c\u5143\u5206\u7c7b\u7684\u7edf\u8ba1\u65b9\u6cd5\u3002\u5728\u5fc3\u5f8b\u5931\u5e38\u7684\u60c5\u51b5\u4e0b\uff0c\u5b83\u7279\u522b\u9002\u7528\u4e8e\u533a\u5206\u6b63\u5e38\u548c\u5f02\u5e38\u5fc3\u7535\u56fe\u3002<\/li>\n\n\n\n
  3. Decision Tree Classifier<\/mark><\/strong>: \u51b3\u7b56\u6811\u901a\u8fc7\u5b66\u4e60\u7b80\u5355\u7684\u51b3\u7b56\u89c4\u5219\u6765\u8fdb\u884c\u5206\u7c7b\u3002\u8fd9\u5bf9\u4e8e\u5904\u7406\u5177\u6709\u5927\u91cf\u7279\u5f81\u7684\u6570\u636e\u96c6\uff08\u5982\u6211\u4eec\u7684\u5fc3\u7535\u56fe\u6570\u636e\uff09\u975e\u5e38\u6709\u6548\uff0c\u56e0\u4e3a\u5b83\u5e2e\u52a9\u63ed\u793a\u4e86\u4e0d\u540c\u7279\u5f81\u4e0e\u5fc3\u5f8b\u5931\u5e38\u7c7b\u578b\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n\n\n\n
  4. Linear SVC<\/mark> (Support Vector Classifier)<\/strong>: \u7ebf\u6027\u652f\u6301\u5411\u91cf\u5206\u7c7b\u5668\u9002\u7528\u4e8e\u8f83\u5927\u7684\u7279\u5f81\u7a7a\u95f4\uff0c\u5e76\u4e14\u5728\u8fb9\u754c\u6e05\u6670\u7684\u5206\u7c7b\u95ee\u9898\u4e2d\u8868\u73b0\u826f\u597d\u3002 <\/li>\n\n\n\n
  5. Kernelized SVC<\/mark><\/strong>: \u6838\u5316\u652f\u6301\u5411\u91cf\u673a\u5141\u8bb8\u5728\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u6709\u6548\u5730\u627e\u5230\u51b3\u7b56\u8fb9\u754c\uff0c\u975e\u5e38\u9002\u5408\u4e8e\u5904\u7406\u590d\u6742\u7684\u6a21\u5f0f\u8bc6\u522b\u95ee\u9898\uff0c\u5982\u591a\u79cd\u7c7b\u578b\u7684\u5fc3\u5f8b\u5931\u5e38\u3002<\/li>\n\n\n\n
  6. Random Forest Classifier<\/mark><\/strong>: \u968f\u673a\u68ee\u6797\u662f\u4e00\u79cd\u96c6\u6210\u5b66\u4e60\u65b9\u6cd5\uff0c\u5b83\u7ed3\u5408\u4e86\u591a\u4e2a\u51b3\u7b56\u6811\u7684\u9884\u6d4b\u529b\u3002\u5b83\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u5206\u7c7b\u7684\u51c6\u786e\u6027\uff0c\u8fd8\u589e\u52a0\u4e86\u6a21\u578b\u7684\u7a33\u5065\u6027\uff0c\u7279\u522b\u662f\u5728\u9762\u5bf9\u5927\u91cf\u6570\u636e\u548c\u7279\u5f81\u65f6\u3002<\/li>\n<\/ol>\n\n\n\n

    \u8fd9\u4e9b\u6a21\u578b\u7684\u9009\u62e9\u662f\u57fa\u4e8e\u6570\u636e\u96c6\u7684\u7279\u6027\u548c\u5fc3\u5f8b\u5931\u5e38\u8bc6\u522b\u7684\u7279\u5b9a\u9700\u6c42\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u901a\u8fc7\u6bd4\u8f83\u8fd9\u4e9b\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\uff0c\u627e\u5230\u6700\u4f18\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ee5\u63d0\u9ad8\u8bca\u65ad\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/p>\n\n\n\n

    \u9879\u76ee\u65b9\u6cd5<\/h2>\n\n\n\n

    \u6570\u636e\u63a2\u7d22\uff08EDA\uff09<\/h3>\n\n\n\n

    \u9879\u76ee\u7684\u7b2c\u4e00\u6b65\u662f\u8fdb\u884c\u8be6\u5c3d\u7684\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\uff08EDA\uff09\u3002\u8fd9\u4e2a\u9636\u6bb5\u5173\u952e\u5728\u4e8e\u7406\u89e3\u6570\u636e\u96c6\u7684\u7ed3\u6784\u3001\u5206\u5e03\u53ca\u5176\u6f5c\u5728\u7684\u95ee\u9898\u3002\u6211\u4eec\u6df1\u5165\u5206\u6790\u4e86\u7279\u5f81\u95f4\u7684\u76f8\u5173\u6027\u3001\u5404\u7c7b\u522b\u6837\u672c\u7684\u5206\u5e03\u3001\u4ee5\u53ca\u53ef\u80fd\u7684\u6570\u636e\u8d28\u91cf\u95ee\u9898\u3002\u8fd9\u6709\u52a9\u4e8e\u6211\u4eec\u5728\u6a21\u578b\u8bad\u7ec3\u4e4b\u524d\uff0c\u8bc6\u522b\u5e76\u89e3\u51b3\u53ef\u80fd\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n

    \u6570\u636e\u5e73\u8861<\/h3>\n\n\n\n

    \u5fc3\u5f8b\u5931\u5e38\u6570\u636e\u96c6\u4e2d\u7684\u7c7b\u522b\u5206\u5e03\u4e0d\u5747\u8861\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5bf9\u4e8e\u67d0\u4e9b\u7c7b\u522b\u8fc7\u5ea6\u62df\u5408\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u51e0\u79cd\u6570\u636e\u91c7\u6837\u6280\u672f\uff0c\u5982\u8fc7\u91c7\u6837\u5c11\u6570\u7c7b\u522b\u548c\u6b20\u91c7\u6837\u591a\u6570\u7c7b\u522b\uff0c\u4ee5\u5e73\u8861\u6570\u636e\u96c6\u3002\u8fd9\u6837\u505a\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u5bf9\u4e0d\u5e38\u89c1\u5fc3\u5f8b\u5931\u5e38\u7c7b\u578b\u7684\u8bc6\u522b\u80fd\u529b\u3002<\/p>\n\n\n\n

    \u6570\u636e\u964d\u7ef4<\/h3>\n\n\n\n

    \u8003\u8651\u5230\u6570\u636e\u96c6\u6709279\u4e2a\u7279\u5f81\uff0c\u5b58\u5728\u8f83\u9ad8\u7684\u7ef4\u5ea6\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u6765\u8fdb\u884c\u6570\u636e\u964d\u7ef4\u3002PCA\u5e2e\u52a9\u6211\u4eec\u51cf\u5c11\u6570\u636e\u4e2d\u7684\u5197\u4f59\u7279\u5f81\uff0c\u540c\u65f6\u4fdd\u7559\u6700\u91cd\u8981\u7684\u4fe1\u606f\u3002\u8fd9\u4e0d\u4ec5\u51cf\u5c11\u4e86\u8ba1\u7b97\u590d\u6742\u6027\uff0c\u8fd8\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

    \u6a21\u578b\u8bad\u7ec3<\/h3>\n\n\n\n

    \u5728\u5904\u7406\u5b8c\u6570\u636e\u540e\uff0c\u6211\u4eec\u8fdb\u5165\u4e86\u6a21\u578b\u8bad\u7ec3\u9636\u6bb5\u3002\u4f7f\u7528KNN\u3001Logistic Regression\u3001Decision Tree\u3001Linear SVC\u3001Kernelized SVC\u548cRandom Forest\u7b49\u591a\u79cd\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u6211\u4eec\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\u3002\u901a\u8fc7\u4ea4\u53c9\u9a8c\u8bc1\u548c\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u6211\u4eec\u8bc4\u4f30\u4e86\u4e0d\u540c\u6a21\u578b\u5728\u5fc3\u5f8b\u5931\u5e38\u8bc6\u522b\u4e0a\u7684\u8868\u73b0\uff0c\u65e8\u5728\u627e\u5230\u6700\u4f18\u7684\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n

    \u4ee3\u7801\u5b9e\u73b0<\/h2>\n\n\n\n

    \u8be6\u7ec6\u4ee3\u7801\u5206\u6210\u4e24\u90e8\u5206\u8fdb\u884c\u5c55\u793a\uff1a<\/p>\n\n\n\n

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height: 4px;\n width: 4px;\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-thumb {\n background: rgba(var(--jp-scrollbar-thumb-color), 0.5);\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {\n border-left: 0px solid transparent;\n border-right: 0px solid transparent;\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {\n border-top: 0px solid transparent;\n border-bottom: 0px solid transparent;\n}\n\n\/*\n * Phosphor\n *\/\n\n.lm-ScrollBar[data-orientation='horizontal'] {\n min-height: 16px;\n max-height: 16px;\n min-width: 45px;\n border-top: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='vertical'] {\n min-width: 16px;\n max-width: 16px;\n min-height: 45px;\n border-left: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar-button {\n background-color: #f0f0f0;\n background-position: center center;\n min-height: 15px;\n max-height: 15px;\n min-width: 15px;\n max-width: 15px;\n}\n\n.lm-ScrollBar-button:hover {\n background-color: 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17px;\n}\n\n.lm-ScrollBar[data-orientation='vertical']\n .lm-ScrollBar-button[data-action='decrement'] {\n background-image: var(--jp-icon-caret-up);\n background-size: 17px;\n}\n\n.lm-ScrollBar[data-orientation='vertical']\n .lm-ScrollBar-button[data-action='increment'] {\n background-image: var(--jp-icon-caret-down);\n background-size: 17px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-Widget, \/* <\/DEPRECATED> *\/\n.lm-Widget {\n box-sizing: border-box;\n position: relative;\n overflow: hidden;\n cursor: default;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Widget.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-Widget.lm-mod-hidden {\n display: none !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette {\n display: flex;\n flex-direction: column;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-search, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-search {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-content, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-content {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n min-height: 0;\n overflow: auto;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-header, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-header {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-item, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-item {\n display: flex;\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemIcon, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemIcon {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemContent, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemContent {\n flex: 1 1 auto;\n overflow: hidden;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemShortcut, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemShortcut {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemLabel, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemLabel {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n.lm-close-icon {\n\tborder:1px solid transparent;\n background-color: transparent;\n position: absolute;\n\tz-index:1;\n\tright:3%;\n\ttop: 0;\n\tbottom: 0;\n\tmargin: auto;\n\tpadding: 7px 0;\n\tdisplay: none;\n\tvertical-align: middle;\n outline: 0;\n cursor: pointer;\n}\n.lm-close-icon:after {\n\tcontent: \"X\";\n\tdisplay: block;\n\twidth: 15px;\n\theight: 15px;\n\ttext-align: center;\n\tcolor:#000;\n\tfont-weight: normal;\n\tfont-size: 12px;\n\tcursor: pointer;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel, \/* <\/DEPRECATED> *\/\n.lm-DockPanel {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-widget, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-widget {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-tabBar {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle {\n z-index: 2;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle:after, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle:after {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n content: '';\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='horizontal'],\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='horizontal'] {\n cursor: ew-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='vertical'],\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='vertical'] {\n cursor: ns-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='horizontal']:after,\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='horizontal']:after {\n left: 50%;\n min-width: 8px;\n transform: translateX(-50%);\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='vertical']:after,\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='vertical']:after {\n top: 50%;\n min-height: 8px;\n transform: translateY(-50%);\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-overlay, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-overlay {\n z-index: 3;\n box-sizing: border-box;\n pointer-events: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-overlay.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-overlay.lm-mod-hidden {\n display: none !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-Menu, \/* <\/DEPRECATED> *\/\n.lm-Menu {\n z-index: 10000;\n position: absolute;\n white-space: nowrap;\n overflow-x: hidden;\n overflow-y: auto;\n outline: none;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-content, \/* <\/DEPRECATED> *\/\n.lm-Menu-content {\n margin: 0;\n padding: 0;\n display: table;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-item, \/* <\/DEPRECATED> *\/\n.lm-Menu-item {\n display: table-row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-Menu-item.p-mod-hidden,\n.p-Menu-item.p-mod-collapsed,\n\/* <\/DEPRECATED> *\/\n.lm-Menu-item.lm-mod-hidden,\n.lm-Menu-item.lm-mod-collapsed {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-Menu-itemIcon,\n.p-Menu-itemSubmenuIcon,\n\/* <\/DEPRECATED> *\/\n.lm-Menu-itemIcon,\n.lm-Menu-itemSubmenuIcon {\n display: table-cell;\n text-align: center;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-itemLabel, \/* <\/DEPRECATED> *\/\n.lm-Menu-itemLabel {\n display: table-cell;\n text-align: left;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-itemShortcut, \/* <\/DEPRECATED> *\/\n.lm-Menu-itemShortcut {\n display: table-cell;\n text-align: right;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-MenuBar, \/* <\/DEPRECATED> *\/\n.lm-MenuBar {\n outline: none;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-MenuBar-content, \/* <\/DEPRECATED> *\/\n.lm-MenuBar-content {\n margin: 0;\n padding: 0;\n display: flex;\n flex-direction: row;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p--MenuBar-item, \/* <\/DEPRECATED> *\/\n.lm-MenuBar-item {\n box-sizing: border-box;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-MenuBar-itemIcon,\n.p-MenuBar-itemLabel,\n\/* <\/DEPRECATED> *\/\n.lm-MenuBar-itemIcon,\n.lm-MenuBar-itemLabel {\n display: inline-block;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar {\n display: flex;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-ScrollBar[data-orientation='horizontal'],\n\/* <\/DEPRECATED> *\/\n.lm-ScrollBar[data-orientation='horizontal'] {\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-ScrollBar[data-orientation='vertical'],\n\/* <\/DEPRECATED> *\/\n.lm-ScrollBar[data-orientation='vertical'] {\n flex-direction: column;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-button, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-button {\n box-sizing: border-box;\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-track, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-track {\n box-sizing: border-box;\n position: relative;\n overflow: hidden;\n flex: 1 1 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-thumb, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-thumb {\n box-sizing: border-box;\n position: absolute;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-child, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-child {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle:after, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle:after {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n content: '';\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {\n cursor: ew-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {\n cursor: ns-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {\n left: 50%;\n min-width: 8px;\n transform: translateX(-50%);\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {\n top: 50%;\n min-height: 8px;\n transform: translateY(-50%);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabBar, \/* <\/DEPRECATED> *\/\n.lm-TabBar {\n display: flex;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='horizontal'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] {\n flex-direction: row;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='vertical'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] {\n flex-direction: column;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-content, \/* <\/DEPRECATED> *\/\n.lm-TabBar-content {\n margin: 0;\n padding: 0;\n display: flex;\n flex: 1 1 auto;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {\n flex-direction: column;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab {\n display: flex;\n flex-direction: row;\n box-sizing: border-box;\n overflow: hidden;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar-tabIcon,\n.p-TabBar-tabCloseIcon,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar-tabIcon,\n.lm-TabBar-tabCloseIcon {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tabLabel, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tabLabel {\n flex: 1 1 auto;\n overflow: hidden;\n white-space: nowrap;\n}\n\n\n.lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab.lm-mod-hidden {\n display: none !important;\n}\n\n\n.lm-TabBar-addButton.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar.p-mod-dragging .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {\n position: relative;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {\n left: 0;\n transition: left 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {\n top: 0;\n transition: top 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {\n transition: none;\n}\n\n.lm-TabBar-tabLabel .lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n background: inherit;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-tabBar {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-stackedPanel, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-stackedPanel {\n z-index: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n@charset \"UTF-8\";\nhtml{\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n\n*,\n*::before,\n*::after{\n -webkit-box-sizing:inherit;\n box-sizing:inherit; }\n\nbody{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none;\n color:#182026;\n font-family:-apple-system, \"BlinkMacSystemFont\", \"Segoe UI\", \"Roboto\", \"Oxygen\", \"Ubuntu\", \"Cantarell\", \"Open Sans\", \"Helvetica Neue\", \"Icons16\", sans-serif; }\n\np{\n margin-bottom:10px;\n margin-top:0; }\n\nsmall{\n font-size:12px; }\n\nstrong{\n font-weight:600; }\n\n::-moz-selection{\n background:rgba(125, 188, 255, 0.6); }\n\n::selection{\n background:rgba(125, 188, 255, 0.6); }\n.bp3-heading{\n color:#182026;\n font-weight:600;\n margin:0 0 10px;\n padding:0; }\n .bp3-dark .bp3-heading{\n color:#f5f8fa; }\n\nh1.bp3-heading, .bp3-running-text h1{\n font-size:36px;\n line-height:40px; }\n\nh2.bp3-heading, .bp3-running-text h2{\n font-size:28px;\n line-height:32px; }\n\nh3.bp3-heading, .bp3-running-text h3{\n font-size:22px;\n line-height:25px; }\n\nh4.bp3-heading, .bp3-running-text h4{\n font-size:18px;\n line-height:21px; }\n\nh5.bp3-heading, .bp3-running-text h5{\n font-size:16px;\n line-height:19px; }\n\nh6.bp3-heading, .bp3-running-text h6{\n font-size:14px;\n line-height:16px; }\n.bp3-ui-text{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none; }\n\n.bp3-monospace-text{\n font-family:monospace;\n text-transform:none; }\n\n.bp3-text-muted{\n color:#5c7080; }\n .bp3-dark .bp3-text-muted{\n color:#a7b6c2; }\n\n.bp3-text-disabled{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-text-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-text-overflow-ellipsis{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal; }\n.bp3-running-text{\n font-size:14px;\n line-height:1.5; }\n .bp3-running-text h1{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h1{\n color:#f5f8fa; }\n .bp3-running-text h2{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h2{\n color:#f5f8fa; }\n .bp3-running-text h3{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h3{\n color:#f5f8fa; }\n .bp3-running-text h4{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h4{\n color:#f5f8fa; }\n .bp3-running-text h5{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h5{\n color:#f5f8fa; }\n .bp3-running-text h6{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h6{\n color:#f5f8fa; }\n .bp3-running-text hr{\n border:none;\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n margin:20px 0; }\n .bp3-dark .bp3-running-text hr{\n border-color:rgba(255, 255, 255, 0.15); }\n .bp3-running-text p{\n margin:0 0 10px;\n padding:0; }\n\n.bp3-text-large{\n font-size:16px; }\n\n.bp3-text-small{\n font-size:12px; }\na{\n color:#106ba3;\n text-decoration:none; }\n a:hover{\n color:#106ba3;\n cursor:pointer;\n text-decoration:underline; }\n a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{\n color:inherit; }\n a code,\n .bp3-dark a code{\n color:inherit; }\n .bp3-dark a,\n .bp3-dark a:hover{\n color:#48aff0; }\n .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,\n .bp3-dark a:hover .bp3-icon,\n .bp3-dark a:hover .bp3-icon-standard,\n .bp3-dark a:hover .bp3-icon-large{\n color:inherit; }\n.bp3-running-text code, .bp3-code{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n font-size:smaller;\n padding:2px 5px; }\n .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n .bp3-running-text a > code, a > .bp3-code{\n color:#137cbd; }\n .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{\n color:inherit; }\n\n.bp3-running-text pre, .bp3-code-block{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n color:#182026;\n display:block;\n font-size:13px;\n line-height:1.4;\n margin:10px 0;\n padding:13px 15px 12px;\n word-break:break-all;\n word-wrap:break-word; }\n .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-running-text pre > code, .bp3-code-block > code{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit;\n font-size:inherit;\n padding:0; }\n\n.bp3-running-text kbd, .bp3-key{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-family:inherit;\n font-size:12px;\n height:24px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n line-height:24px;\n min-width:24px;\n padding:3px 6px;\n vertical-align:middle; }\n .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{\n margin-right:5px; }\n .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n.bp3-running-text blockquote, .bp3-blockquote{\n border-left:solid 4px rgba(167, 182, 194, 0.5);\n margin:0 0 10px;\n padding:0 20px; }\n .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{\n border-color:rgba(115, 134, 148, 0.5); }\n.bp3-running-text ul,\n.bp3-running-text ol, .bp3-list{\n margin:10px 0;\n padding-left:30px; }\n .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){\n margin-bottom:5px; }\n .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,\n .bp3-running-text ul ul,\n .bp3-running-text ol ul,\n .bp3-list ul{\n margin-top:5px; }\n\n.bp3-list-unstyled{\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-list-unstyled li{\n padding:0; }\n.bp3-rtl{\n text-align:right; }\n\n.bp3-dark{\n color:#f5f8fa; }\n\n:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n\n.bp3-focus-disabled :focus{\n outline:none !important; }\n .bp3-focus-disabled :focus ~ .bp3-control-indicator{\n outline:none !important; }\n\n.bp3-alert{\n max-width:400px;\n padding:20px; }\n\n.bp3-alert-body{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-alert-body .bp3-icon{\n font-size:40px;\n margin-right:20px;\n margin-top:0; }\n\n.bp3-alert-contents{\n word-break:break-word; }\n\n.bp3-alert-footer{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:reverse;\n -ms-flex-direction:row-reverse;\n flex-direction:row-reverse;\n margin-top:10px; }\n .bp3-alert-footer .bp3-button{\n margin-left:10px; }\n.bp3-breadcrumbs{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n cursor:default;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n height:30px;\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-breadcrumbs > li{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-breadcrumbs > li::after{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'\/%3e%3c\/svg%3e\");\n content:\"\";\n display:block;\n height:16px;\n margin:0 5px;\n width:16px; }\n .bp3-breadcrumbs > li:last-of-type::after{\n display:none; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumb-current,\n.bp3-breadcrumbs-collapsed{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-size:16px; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumbs-collapsed{\n color:#5c7080; }\n\n.bp3-breadcrumb:hover{\n text-decoration:none; }\n\n.bp3-breadcrumb.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-breadcrumb .bp3-icon{\n margin-right:5px; }\n\n.bp3-breadcrumb-current{\n color:inherit;\n font-weight:600; }\n .bp3-breadcrumb-current .bp3-input{\n font-size:inherit;\n font-weight:inherit;\n vertical-align:baseline; }\n\n.bp3-breadcrumbs-collapsed{\n background:#ced9e0;\n border:none;\n border-radius:3px;\n cursor:pointer;\n margin-right:2px;\n padding:1px 5px;\n vertical-align:text-bottom; }\n .bp3-breadcrumbs-collapsed::before{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'\/%3e%3ccircle cx='14' cy='8.03' r='2'\/%3e%3ccircle cx='8' cy='8.03' r='2'\/%3e%3c\/g%3e%3c\/svg%3e\") center no-repeat;\n content:\"\";\n display:block;\n height:16px;\n width:16px; }\n .bp3-breadcrumbs-collapsed:hover{\n background:#bfccd6;\n color:#182026;\n text-decoration:none; }\n\n.bp3-dark .bp3-breadcrumb,\n.bp3-dark .bp3-breadcrumbs-collapsed{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumbs > li::after{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumb.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-dark .bp3-breadcrumb-current{\n color:#f5f8fa; }\n\n.bp3-dark .bp3-breadcrumbs-collapsed{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-breadcrumbs-collapsed:hover{\n background:rgba(16, 22, 26, 0.6);\n color:#f5f8fa; }\n.bp3-button{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n min-height:30px;\n min-width:30px; }\n .bp3-button > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-button > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-button::before,\n .bp3-button > *{\n margin-right:7px; }\n .bp3-button:empty::before,\n .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button:empty{\n padding:0 !important; }\n .bp3-button:disabled, .bp3-button.bp3-disabled{\n cursor:not-allowed; }\n .bp3-button.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button.bp3-align-right,\n .bp3-align-right .bp3-button{\n text-align:right; }\n .bp3-button.bp3-align-left,\n .bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026; }\n .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active:hover, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-button.bp3-intent-primary{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n background-color:#0e5a8a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{\n background-color:rgba(19, 124, 189, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-success{\n background-color:#0f9960;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover{\n background-color:#0d8050;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n background-color:#0a6640;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{\n background-color:rgba(15, 153, 96, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-warning{\n background-color:#d9822b;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover{\n background-color:#bf7326;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n background-color:#a66321;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{\n background-color:rgba(217, 130, 43, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-danger{\n background-color:#db3737;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover{\n background-color:#c23030;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n background-color:#a82a2a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{\n background-color:rgba(219, 55, 55, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#ffffff; }\n .bp3-button.bp3-large,\n .bp3-large .bp3-button{\n min-height:40px;\n min-width:40px;\n font-size:16px;\n padding:5px 15px; }\n .bp3-button.bp3-large::before,\n .bp3-button.bp3-large > *,\n .bp3-large .bp3-button::before,\n .bp3-large .bp3-button > *{\n margin-right:10px; }\n .bp3-button.bp3-large:empty::before,\n .bp3-button.bp3-large > :last-child,\n .bp3-large .bp3-button:empty::before,\n .bp3-large .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button.bp3-small,\n .bp3-small .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-button.bp3-loading{\n position:relative; }\n .bp3-button.bp3-loading[class*=\"bp3-icon-\"]::before{\n visibility:hidden; }\n .bp3-button.bp3-loading .bp3-button-spinner{\n margin:0;\n position:absolute; }\n .bp3-button.bp3-loading > :not(.bp3-button-spinner){\n visibility:hidden; }\n .bp3-button[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080; }\n .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{\n color:#5c7080; }\n .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{\n margin-left:7px; }\n .bp3-button .bp3-icon:first-child:last-child,\n .bp3-button .bp3-spinner + .bp3-icon:last-child{\n margin:0 -7px; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"])[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.3); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n .bp3-button:disabled::before,\n .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,\n .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*=\"bp3-intent-\"]::before,\n .bp3-button[class*=\"bp3-intent-\"] .bp3-icon, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-standard, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-large{\n color:inherit !important; }\n .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button.bp3-minimal:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-minimal:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n border:1px solid rgba(24, 32, 38, 0.2);\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n .bp3-button.bp3-outlined:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-outlined:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(92, 112, 128, 0.1); }\n .bp3-dark .bp3-button.bp3-outlined{\n border-color:rgba(255, 255, 255, 0.4); }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(255, 255, 255, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(16, 107, 163, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(16, 107, 163, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(72, 175, 240, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(72, 175, 240, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(13, 128, 80, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(13, 128, 80, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(61, 204, 145, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(61, 204, 145, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(191, 115, 38, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(191, 115, 38, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(255, 179, 102, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(255, 179, 102, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(194, 48, 48, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(194, 48, 48, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(255, 115, 115, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(255, 115, 115, 0.2); }\n\na.bp3-button{\n text-align:center;\n text-decoration:none;\n -webkit-transition:none;\n transition:none; }\n a.bp3-button, a.bp3-button:hover, a.bp3-button:active{\n color:#182026; }\n a.bp3-button.bp3-disabled{\n color:rgba(92, 112, 128, 0.6); }\n\n.bp3-button-text{\n -webkit-box-flex:0;\n -ms-flex:0 1 auto;\n flex:0 1 auto; }\n\n.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,\n.bp3-button-group.bp3-align-left .bp3-button-text,\n.bp3-button-group.bp3-align-right .bp3-button-text{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n.bp3-button-group{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex; }\n .bp3-button-group .bp3-button{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n position:relative;\n z-index:4; }\n .bp3-button-group .bp3-button:focus{\n z-index:5; }\n .bp3-button-group .bp3-button:hover{\n z-index:6; }\n .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{\n z-index:7; }\n .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{\n z-index:3; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]{\n z-index:9; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:focus{\n z-index:10; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:hover{\n z-index:11; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n z-index:12; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n z-index:8; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n border-bottom-right-radius:0;\n border-top-right-radius:0;\n margin-right:-1px; }\n .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group .bp3-popover-wrapper,\n .bp3-button-group .bp3-popover-target{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button-group .bp3-button.bp3-fill,\n .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-vertical{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n vertical-align:top; }\n .bp3-button-group.bp3-vertical.bp3-fill{\n height:100%;\n width:unset; }\n .bp3-button-group.bp3-vertical .bp3-button{\n margin-right:0 !important;\n width:100%; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{\n border-radius:3px 3px 0 0; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{\n border-radius:0 0 3px 3px; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-bottom:-1px; }\n .bp3-button-group.bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-right:1px; }\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){\n margin-bottom:1px; }\n.bp3-callout{\n font-size:14px;\n line-height:1.5;\n background-color:rgba(138, 155, 168, 0.15);\n border-radius:3px;\n padding:10px 12px 9px;\n position:relative;\n width:100%; }\n .bp3-callout[class*=\"bp3-icon-\"]{\n padding-left:40px; }\n .bp3-callout[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout.bp3-callout-icon{\n padding-left:40px; }\n .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout .bp3-heading{\n line-height:20px;\n margin-bottom:5px;\n margin-top:0; }\n .bp3-callout .bp3-heading:last-child{\n margin-bottom:0; }\n .bp3-dark .bp3-callout{\n background-color:rgba(138, 155, 168, 0.2); }\n .bp3-dark .bp3-callout[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15); }\n .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#106ba3; }\n .bp3-dark .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#48aff0; }\n .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15); }\n .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-success .bp3-heading{\n color:#0d8050; }\n .bp3-dark .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{\n color:#3dcc91; }\n .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15); }\n .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#bf7326; }\n .bp3-dark .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#ffb366; }\n .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15); }\n .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#c23030; }\n .bp3-dark .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#ff7373; }\n .bp3-running-text .bp3-callout{\n margin:20px 0; }\n.bp3-card{\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n padding:20px;\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-card.bp3-dark,\n .bp3-dark .bp3-card{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n .bp3-elevation-0.bp3-dark,\n .bp3-dark .bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-1.bp3-dark,\n .bp3-dark .bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-2.bp3-dark,\n .bp3-dark .bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-3.bp3-dark,\n .bp3-dark .bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-4.bp3-dark,\n .bp3-dark .bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n cursor:pointer; }\n .bp3-card.bp3-interactive:hover.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n opacity:0.9;\n -webkit-transition-duration:0;\n transition-duration:0; }\n .bp3-card.bp3-interactive:active.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-collapse{\n height:0;\n overflow-y:hidden;\n -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body{\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-context-menu .bp3-popover-target{\n display:block; }\n\n.bp3-context-menu-popover-target{\n position:fixed; }\n\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-dialog-container{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n min-height:100%;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n width:100%; }\n .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5); }\n .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n\n.bp3-dialog{\n background:#ebf1f5;\n border-radius:6px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:30px 0;\n padding-bottom:20px;\n pointer-events:all;\n -webkit-user-select:text;\n -moz-user-select:text;\n -ms-user-select:text;\n user-select:text;\n width:500px; }\n .bp3-dialog:focus{\n outline:0; }\n .bp3-dialog.bp3-dark,\n .bp3-dark .bp3-dialog{\n background:#293742;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-dialog-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:6px 6px 0 0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding-left:20px;\n padding-right:5px;\n z-index:30; }\n .bp3-dialog-header .bp3-icon-large,\n .bp3-dialog-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-dialog-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-dialog-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-dialog-header{\n background:#30404d;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-dialog-header .bp3-icon-large,\n .bp3-dark .bp3-dialog-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-dialog-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n margin:20px; }\n\n.bp3-dialog-footer{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin:0 20px; }\n\n.bp3-dialog-footer-actions{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:end;\n -ms-flex-pack:end;\n justify-content:flex-end; }\n .bp3-dialog-footer-actions .bp3-button{\n margin-left:10px; }\n.bp3-multistep-dialog-panels{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-multistep-dialog-left-panel{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-dark .bp3-multistep-dialog-left-panel{\n background:#202b33; }\n\n.bp3-multistep-dialog-right-panel{\n background-color:#f5f8fa;\n border-left:1px solid rgba(16, 22, 26, 0.15);\n border-radius:0 0 6px 0;\n -webkit-box-flex:3;\n -ms-flex:3;\n flex:3;\n min-width:0; }\n .bp3-dark .bp3-multistep-dialog-right-panel{\n background-color:#293742;\n border-left:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-multistep-dialog-footer{\n background-color:#ffffff;\n border-radius:0 0 6px 0;\n border-top:1px solid rgba(16, 22, 26, 0.15);\n padding:10px; }\n .bp3-dark .bp3-multistep-dialog-footer{\n background:#30404d;\n border-top:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-dialog-step-container{\n background-color:#f5f8fa;\n border-bottom:1px solid rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-dialog-step-container{\n background:#293742;\n border-bottom:1px solid rgba(16, 22, 26, 0.4); }\n .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background-color:#ffffff; }\n .bp3-dark .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background:#30404d; }\n\n.bp3-dialog-step{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#f5f8fa;\n border-radius:6px;\n cursor:not-allowed;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:4px;\n padding:6px 14px; }\n .bp3-dark .bp3-dialog-step{\n background:#293742; }\n .bp3-dialog-step-viewed .bp3-dialog-step{\n background-color:#ffffff;\n cursor:pointer; }\n .bp3-dark .bp3-dialog-step-viewed .bp3-dialog-step{\n background:#30404d; }\n .bp3-dialog-step:hover{\n background-color:#f5f8fa; }\n .bp3-dark .bp3-dialog-step:hover{\n background:#293742; }\n\n.bp3-dialog-step-icon{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:rgba(92, 112, 128, 0.6);\n border-radius:50%;\n color:#ffffff;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:25px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n width:25px; }\n .bp3-dark .bp3-dialog-step-icon{\n background-color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#2b95d6; }\n .bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#8a9ba8; }\n\n.bp3-dialog-step-title{\n color:rgba(92, 112, 128, 0.6);\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n padding-left:10px; }\n .bp3-dark .bp3-dialog-step-title{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-title{\n color:#2b95d6; }\n .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#182026; }\n .bp3-dark .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#f5f8fa; }\n.bp3-drawer{\n background:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0;\n padding:0; }\n .bp3-drawer:focus{\n outline:0; }\n .bp3-drawer.bp3-position-top{\n height:50%;\n left:0;\n right:0;\n top:0; }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%); }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left{\n bottom:0;\n left:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%); }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right{\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical){\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-dark,\n .bp3-dark .bp3-drawer{\n background:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-drawer-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border-radius:0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding:5px;\n padding-left:20px;\n position:relative; }\n .bp3-drawer-header .bp3-icon-large,\n .bp3-drawer-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-drawer-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-drawer-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-drawer-header{\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-drawer-header .bp3-icon-large,\n .bp3-dark .bp3-drawer-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-drawer-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n overflow:auto; }\n\n.bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:10px 20px;\n position:relative; }\n .bp3-dark .bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }\n.bp3-editable-text{\n cursor:text;\n display:inline-block;\n max-width:100%;\n position:relative;\n vertical-align:top;\n white-space:nowrap; }\n .bp3-editable-text::before{\n bottom:-3px;\n left:-3px;\n position:absolute;\n right:-3px;\n top:-3px;\n border-radius:3px;\n content:\"\";\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#137cbd; }\n .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }\n .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#0f9960; }\n .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }\n .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#d9822b; }\n .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }\n .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#db3737; }\n .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }\n .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }\n .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#48aff0; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);\n box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#3dcc91; }\n .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);\n box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#ffb366; }\n .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);\n box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#ff7373; }\n .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);\n box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-editable-text-input,\n.bp3-editable-text-content{\n color:inherit;\n display:inherit;\n font:inherit;\n letter-spacing:inherit;\n max-width:inherit;\n min-width:inherit;\n position:relative;\n resize:none;\n text-transform:inherit;\n vertical-align:top; }\n\n.bp3-editable-text-input{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0;\n white-space:pre-wrap;\n width:100%; }\n .bp3-editable-text-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:focus{\n outline:none; }\n .bp3-editable-text-input::-ms-clear{\n display:none; }\n\n.bp3-editable-text-content{\n overflow:hidden;\n padding-right:2px;\n text-overflow:ellipsis;\n white-space:pre; }\n .bp3-editable-text-editing > .bp3-editable-text-content{\n left:0;\n position:absolute;\n visibility:hidden; }\n .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-editable-text.bp3-multiline{\n display:block; }\n .bp3-editable-text.bp3-multiline .bp3-editable-text-content{\n overflow:auto;\n white-space:pre-wrap;\n word-wrap:break-word; }\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-control-group{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch; }\n .bp3-control-group > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select,\n .bp3-control-group .bp3-input,\n .bp3-control-group .bp3-select{\n position:relative; }\n .bp3-control-group .bp3-input{\n border-radius:inherit;\n z-index:2; }\n .bp3-control-group .bp3-input:focus{\n border-radius:3px;\n z-index:14; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]{\n z-index:13; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]:focus{\n z-index:15; }\n .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{\n z-index:1; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input{\n z-index:13; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input:focus{\n z-index:15; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select select,\n .bp3-control-group .bp3-select select{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n border-radius:inherit;\n z-index:4; }\n .bp3-control-group .bp3-button:focus,\n .bp3-control-group .bp3-html-select select:focus,\n .bp3-control-group .bp3-select select:focus{\n z-index:5; }\n .bp3-control-group .bp3-button:hover,\n .bp3-control-group .bp3-html-select select:hover,\n .bp3-control-group .bp3-select select:hover{\n z-index:6; }\n .bp3-control-group .bp3-button:active,\n .bp3-control-group .bp3-html-select select:active,\n .bp3-control-group .bp3-select select:active{\n z-index:7; }\n .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,\n .bp3-control-group .bp3-html-select select[readonly],\n .bp3-control-group .bp3-html-select select:disabled,\n .bp3-control-group .bp3-html-select select.bp3-disabled,\n .bp3-control-group .bp3-select select[readonly],\n .bp3-control-group .bp3-select select:disabled,\n .bp3-control-group .bp3-select select.bp3-disabled{\n z-index:3; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]{\n z-index:9; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:focus{\n z-index:10; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:hover{\n z-index:11; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:active{\n z-index:12; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"][readonly], .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:disabled, .bp3-control-group .bp3-button[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"].bp3-disabled{\n z-index:8; }\n .bp3-control-group .bp3-input-group > .bp3-icon,\n .bp3-control-group .bp3-input-group > .bp3-button,\n .bp3-control-group .bp3-input-group > .bp3-input-left-container,\n .bp3-control-group .bp3-input-group > .bp3-input-action{\n z-index:16; }\n .bp3-control-group .bp3-select::after,\n .bp3-control-group .bp3-html-select::after,\n .bp3-control-group .bp3-select > .bp3-icon,\n .bp3-control-group .bp3-html-select > .bp3-icon{\n z-index:17; }\n .bp3-control-group .bp3-select:focus-within{\n z-index:5; }\n .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:-1px; }\n .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){\n margin-left:6px; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:0; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{\n margin-left:1px; }\n .bp3-control-group .bp3-popover-wrapper,\n .bp3-control-group .bp3-popover-target{\n border-radius:inherit; }\n .bp3-control-group > :first-child{\n border-radius:3px 0 0 3px; }\n .bp3-control-group > :last-child{\n border-radius:0 3px 3px 0;\n margin-right:0; }\n .bp3-control-group > :only-child{\n border-radius:3px;\n margin-right:0; }\n .bp3-control-group .bp3-input-group .bp3-button{\n border-radius:3px; }\n .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-control-group.bp3-fill{\n width:100%; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-fill > *:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-vertical{\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-control-group.bp3-vertical > *{\n margin-top:-1px; }\n .bp3-control-group.bp3-vertical > :first-child{\n border-radius:3px 3px 0 0;\n margin-top:0; }\n .bp3-control-group.bp3-vertical > :last-child{\n border-radius:0 0 3px 3px; }\n.bp3-control{\n cursor:pointer;\n display:block;\n margin-bottom:10px;\n position:relative;\n text-transform:none; }\n .bp3-control input:checked ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control:not(.bp3-align-right){\n padding-left:26px; }\n .bp3-control:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-26px; }\n .bp3-control.bp3-align-right{\n padding-right:26px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n margin-right:-26px; }\n .bp3-control.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-control.bp3-inline{\n display:inline-block;\n margin-right:20px; }\n .bp3-control input{\n left:0;\n opacity:0;\n position:absolute;\n top:0;\n z-index:-1; }\n .bp3-control .bp3-control-indicator{\n background-clip:padding-box;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n border:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n cursor:pointer;\n display:inline-block;\n font-size:16px;\n height:1em;\n margin-right:10px;\n margin-top:-3px;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n vertical-align:middle;\n width:1em; }\n .bp3-control .bp3-control-indicator::before{\n content:\"\";\n display:block;\n height:1em;\n width:1em; }\n .bp3-control:hover .bp3-control-indicator{\n background-color:#ebf1f5; }\n .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#d8e1e8;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-control input:focus ~ .bp3-control-indicator{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n float:right;\n margin-left:10px;\n margin-top:1px; }\n .bp3-control.bp3-large{\n font-size:16px; }\n .bp3-control.bp3-large:not(.bp3-align-right){\n padding-left:30px; }\n .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-30px; }\n .bp3-control.bp3-large.bp3-align-right{\n padding-right:30px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-30px; }\n .bp3-control.bp3-large .bp3-control-indicator{\n font-size:20px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-top:0; }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control.bp3-checkbox .bp3-control-indicator{\n border-radius:3px; }\n .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-radio .bp3-control-indicator{\n border-radius:50%; }\n .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{\n background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }\n .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{\n opacity:0.5; }\n .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{\n -moz-outline-radius:16px; }\n .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(167, 182, 194, 0.5); }\n .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(115, 134, 148, 0.5); }\n .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(92, 112, 128, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5); }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch:not(.bp3-align-right){\n padding-left:38px; }\n .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-38px; }\n .bp3-control.bp3-switch.bp3-align-right{\n padding-right:38px; }\n .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{\n margin-right:-38px; }\n .bp3-control.bp3-switch .bp3-control-indicator{\n border:none;\n border-radius:1.75em;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n min-width:1.75em;\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:auto; }\n .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#ffffff;\n border-radius:50%;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:calc(1em - 4px);\n left:0;\n margin:2px;\n position:absolute;\n -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:calc(1em - 4px); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n left:calc(100% - 1em); }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){\n padding-left:45px; }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right{\n padding-right:45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-45px; }\n .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.7); }\n .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.9); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-control.bp3-switch .bp3-switch-inner-text{\n font-size:0.7em;\n text-align:center; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{\n line-height:0;\n margin-left:0.5em;\n margin-right:1.2em;\n visibility:hidden; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{\n line-height:1em;\n margin-left:1.2em;\n margin-right:0.5em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{\n line-height:1em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{\n line-height:0;\n visibility:hidden; }\n .bp3-dark .bp3-control{\n color:#f5f8fa; }\n .bp3-dark .bp3-control.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-control .bp3-control-indicator{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover .bp3-control-indicator{\n background-color:#30404d; }\n .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#202b33;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-file-input{\n cursor:pointer;\n display:inline-block;\n height:30px;\n position:relative; }\n .bp3-file-input input{\n margin:0;\n min-width:200px;\n opacity:0; }\n .bp3-file-input input:disabled + .bp3-file-upload-input,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#182026; }\n .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#f5f8fa; }\n .bp3-file-input.bp3-fill{\n width:100%; }\n .bp3-file-input.bp3-large,\n .bp3-large .bp3-file-input{\n height:40px; }\n .bp3-file-input .bp3-file-upload-input-custom-text::after{\n content:attr(bp3-button-text); }\n\n.bp3-file-upload-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:rgba(92, 112, 128, 0.6);\n left:0;\n padding-right:80px;\n position:absolute;\n right:0;\n top:0;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input[type=\"search\"], .bp3-file-upload-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-upload-input::after{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n min-height:24px;\n min-width:24px;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n border-radius:3px;\n content:\"Browse\";\n line-height:24px;\n margin:3px;\n position:absolute;\n right:0;\n text-align:center;\n top:0;\n width:70px; }\n .bp3-file-upload-input::after:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-file-upload-input:hover::after{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input:active::after{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-large .bp3-file-upload-input{\n font-size:16px;\n height:40px;\n line-height:40px;\n padding-right:95px; }\n .bp3-large .bp3-file-upload-input[type=\"search\"], .bp3-large .bp3-file-upload-input.bp3-round{\n padding:0 15px; }\n .bp3-large .bp3-file-upload-input::after{\n min-height:30px;\n min-width:30px;\n line-height:30px;\n margin:5px;\n width:85px; }\n .bp3-dark .bp3-file-upload-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-file-upload-input:hover::after{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:active::after{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n.bp3-file-upload-input::after{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n.bp3-form-group{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0 0 15px; }\n .bp3-form-group label.bp3-label{\n margin-bottom:5px; }\n .bp3-form-group .bp3-control{\n margin-top:7px; }\n .bp3-form-group .bp3-form-helper-text{\n color:#5c7080;\n font-size:12px;\n margin-top:5px; }\n .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#106ba3; }\n .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#0d8050; }\n .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#bf7326; }\n .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#c23030; }\n .bp3-form-group.bp3-inline{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row; }\n .bp3-form-group.bp3-inline.bp3-large label.bp3-label{\n line-height:40px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-inline label.bp3-label{\n line-height:30px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#48aff0; }\n .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#3dcc91; }\n .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#ffb366; }\n .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#ff7373; }\n .bp3-dark .bp3-form-group .bp3-form-helper-text{\n color:#a7b6c2; }\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(167, 182, 194, 0.6) !important; }\n.bp3-input-group{\n display:block;\n position:relative; }\n .bp3-input-group .bp3-input{\n position:relative;\n width:100%; }\n .bp3-input-group .bp3-input:not(:first-child){\n padding-left:30px; }\n .bp3-input-group .bp3-input:not(:last-child){\n padding-right:30px; }\n .bp3-input-group .bp3-input-action,\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-button,\n .bp3-input-group > .bp3-icon{\n position:absolute;\n top:0; }\n .bp3-input-group .bp3-input-action:first-child,\n .bp3-input-group > .bp3-input-left-container:first-child,\n .bp3-input-group > .bp3-button:first-child,\n .bp3-input-group > .bp3-icon:first-child{\n left:0; }\n .bp3-input-group .bp3-input-action:last-child,\n .bp3-input-group > .bp3-input-left-container:last-child,\n .bp3-input-group > .bp3-button:last-child,\n .bp3-input-group > .bp3-icon:last-child{\n right:0; }\n .bp3-input-group .bp3-button{\n min-height:24px;\n min-width:24px;\n margin:3px;\n padding:0 7px; }\n .bp3-input-group .bp3-button:empty{\n padding:0; }\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-icon{\n z-index:1; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon{\n color:#5c7080; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,\n .bp3-input-group > .bp3-icon:empty{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon,\n .bp3-input-group .bp3-input-action > .bp3-spinner{\n margin:7px; }\n .bp3-input-group .bp3-tag{\n margin:5px; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#5c7080; }\n .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#a7b6c2; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{\n color:#5c7080; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group.bp3-disabled{\n cursor:not-allowed; }\n .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-input-group.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n margin:5px; }\n .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-large > .bp3-icon,\n .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{\n margin:12px; }\n .bp3-input-group.bp3-large .bp3-input{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input-group.bp3-large .bp3-input[type=\"search\"], .bp3-input-group.bp3-large .bp3-input.bp3-round{\n padding:0 15px; }\n .bp3-input-group.bp3-large .bp3-input:not(:first-child){\n padding-left:40px; }\n .bp3-input-group.bp3-large .bp3-input:not(:last-child){\n padding-right:40px; }\n .bp3-input-group.bp3-small .bp3-button{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small .bp3-tag{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-small > .bp3-icon,\n .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{\n margin:4px; }\n .bp3-input-group.bp3-small .bp3-input{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input-group.bp3-small .bp3-input[type=\"search\"], .bp3-input-group.bp3-small .bp3-input.bp3-round{\n padding:0 12px; }\n .bp3-input-group.bp3-small .bp3-input:not(:first-child){\n padding-left:24px; }\n .bp3-input-group.bp3-small .bp3-input:not(:last-child){\n padding-right:24px; }\n .bp3-input-group.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-input-group.bp3-round .bp3-button,\n .bp3-input-group.bp3-round .bp3-input,\n .bp3-input-group.bp3-round .bp3-tag{\n border-radius:30px; }\n .bp3-dark .bp3-input-group .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input-group.bp3-intent-primary .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#106ba3; }\n .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#48aff0; }\n .bp3-input-group.bp3-intent-success .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#0d8050; }\n .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#3dcc91; }\n .bp3-input-group.bp3-intent-warning .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#bf7326; }\n .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#ffb366; }\n .bp3-input-group.bp3-intent-danger .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#c23030; }\n .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#ff7373; }\n.bp3-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle; }\n .bp3-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:focus, .bp3-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input[type=\"search\"], .bp3-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-input:disabled, .bp3-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-input.bp3-large{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input.bp3-large[type=\"search\"], .bp3-input.bp3-large.bp3-round{\n padding:0 15px; }\n .bp3-input.bp3-small{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input.bp3-small[type=\"search\"], .bp3-input.bp3-small.bp3-round{\n padding:0 12px; }\n .bp3-input.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-dark .bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input::-ms-clear{\n display:none; }\ntextarea.bp3-input{\n max-width:100%;\n padding:10px; }\n textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{\n height:auto;\n line-height:inherit; }\n textarea.bp3-input.bp3-small{\n padding:8px; }\n .bp3-dark textarea.bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark textarea.bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\nlabel.bp3-label{\n display:block;\n margin-bottom:15px;\n margin-top:0; }\n label.bp3-label .bp3-html-select,\n label.bp3-label .bp3-input,\n label.bp3-label .bp3-select,\n label.bp3-label .bp3-slider,\n label.bp3-label .bp3-popover-wrapper{\n display:block;\n margin-top:5px;\n text-transform:none; }\n label.bp3-label .bp3-button-group{\n margin-top:5px; }\n label.bp3-label .bp3-select select,\n label.bp3-label .bp3-html-select select{\n font-weight:400;\n vertical-align:top;\n width:100%; }\n label.bp3-label.bp3-disabled,\n label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(92, 112, 128, 0.6); }\n label.bp3-label.bp3-inline{\n line-height:30px; }\n label.bp3-label.bp3-inline .bp3-html-select,\n label.bp3-label.bp3-inline .bp3-input,\n label.bp3-label.bp3-inline .bp3-input-group,\n label.bp3-label.bp3-inline .bp3-select,\n label.bp3-label.bp3-inline .bp3-popover-wrapper{\n display:inline-block;\n margin:0 0 0 5px;\n vertical-align:top; }\n label.bp3-label.bp3-inline .bp3-button-group{\n margin:0 0 0 5px; }\n label.bp3-label.bp3-inline .bp3-input-group .bp3-input{\n margin-left:0; }\n label.bp3-label.bp3-inline.bp3-large{\n line-height:40px; }\n label.bp3-label:not(.bp3-inline) .bp3-popover-target{\n display:block; }\n .bp3-dark label.bp3-label{\n color:#f5f8fa; }\n .bp3-dark label.bp3-label.bp3-disabled,\n .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{\n -webkit-box-flex:1;\n -ms-flex:1 1 14px;\n flex:1 1 14px;\n min-height:0;\n padding:0;\n width:30px; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{\n border-radius:0 3px 0 0; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{\n border-radius:0 0 3px 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{\n border-radius:3px 0 0 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{\n border-radius:0 0 0 3px; }\n\n.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{\n width:40px; }\n\nform{\n display:block; }\n.bp3-html-select select,\n.bp3-select select{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n -moz-appearance:none;\n -webkit-appearance:none;\n border-radius:3px;\n height:30px;\n padding:0 25px 0 10px;\n width:100%; }\n .bp3-html-select select > *, .bp3-select select > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-html-select select::before,\n .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{\n margin-right:7px; }\n .bp3-html-select select:empty::before,\n .bp3-select select:empty::before,\n .bp3-html-select select > :last-child,\n .bp3-select select > :last-child{\n margin-right:0; }\n .bp3-html-select select:hover,\n .bp3-select select:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-html-select select:active,\n .bp3-select select:active, .bp3-html-select select.bp3-active,\n .bp3-select select.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-html-select select:disabled,\n .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,\n .bp3-select select.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-html-select select:disabled.bp3-active,\n .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,\n .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,\n .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,\n .bp3-select select.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n\n.bp3-html-select.bp3-minimal select,\n.bp3-select.bp3-minimal select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-html-select.bp3-minimal select:hover,\n .bp3-select.bp3-minimal select:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-html-select.bp3-minimal select:active,\n .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,\n .bp3-select.bp3-minimal select.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-html-select.bp3-minimal select:disabled,\n .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,\n .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,\n .bp3-select.bp3-minimal select.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-html-select.bp3-minimal select:disabled.bp3-active,\n .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,\n .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,\n .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary,\n .bp3-select.bp3-minimal select.bp3-intent-primary{\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success,\n .bp3-select.bp3-minimal select.bp3-intent-success{\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning,\n .bp3-select.bp3-minimal select.bp3-intent-warning{\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger,\n .bp3-select.bp3-minimal select.bp3-intent-danger{\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n\n.bp3-html-select.bp3-large select,\n.bp3-select.bp3-large select{\n font-size:16px;\n height:40px;\n padding-right:35px; }\n\n.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n\n.bp3-html-select select:disabled,\n.bp3-select select:disabled{\n background-color:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-html-select .bp3-icon,\n.bp3-select .bp3-icon, .bp3-select::after{\n color:#5c7080;\n pointer-events:none;\n position:absolute;\n right:7px;\n top:7px; }\n .bp3-html-select .bp3-disabled.bp3-icon,\n .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{\n color:rgba(92, 112, 128, 0.6); }\n.bp3-html-select,\n.bp3-select{\n display:inline-block;\n letter-spacing:normal;\n position:relative;\n vertical-align:middle; }\n .bp3-html-select select::-ms-expand,\n .bp3-select select::-ms-expand{\n display:none; }\n .bp3-html-select .bp3-icon,\n .bp3-select .bp3-icon{\n color:#5c7080; }\n .bp3-html-select .bp3-icon:hover,\n .bp3-select .bp3-icon:hover{\n color:#182026; }\n .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark\n .bp3-select .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark\n .bp3-select .bp3-icon:hover{\n color:#f5f8fa; }\n .bp3-html-select.bp3-large::after,\n .bp3-html-select.bp3-large .bp3-icon,\n .bp3-select.bp3-large::after,\n .bp3-select.bp3-large .bp3-icon{\n right:12px;\n top:12px; }\n .bp3-html-select.bp3-fill,\n .bp3-html-select.bp3-fill select,\n .bp3-select.bp3-fill,\n .bp3-select.bp3-fill select{\n width:100%; }\n .bp3-dark .bp3-html-select option, .bp3-dark\n .bp3-select option{\n background-color:#30404d;\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select option:disabled, .bp3-dark\n .bp3-select option:disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select::after, .bp3-dark\n .bp3-select::after{\n color:#a7b6c2; }\n\n.bp3-select::after{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6c6\"; }\n.bp3-running-text table, table.bp3-html-table{\n border-spacing:0;\n font-size:14px; }\n .bp3-running-text table th, table.bp3-html-table th,\n .bp3-running-text table td,\n table.bp3-html-table td{\n padding:11px;\n text-align:left;\n vertical-align:top; }\n .bp3-running-text table th, table.bp3-html-table th{\n color:#182026;\n font-weight:600; }\n \n .bp3-running-text table td,\n table.bp3-html-table td{\n color:#182026; }\n .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,\n .bp3-running-text table tbody tr:first-child td,\n table.bp3-html-table tbody tr:first-child td,\n .bp3-running-text table tfoot tr:first-child th,\n table.bp3-html-table tfoot tr:first-child th,\n .bp3-running-text table tfoot tr:first-child td,\n table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,\n .bp3-dark .bp3-running-text table tbody tr:first-child td,\n .bp3-running-text .bp3-dark table tbody tr:first-child td,\n .bp3-dark table.bp3-html-table tbody tr:first-child td,\n .bp3-dark .bp3-running-text table tfoot tr:first-child th,\n .bp3-running-text .bp3-dark table tfoot tr:first-child th,\n .bp3-dark table.bp3-html-table tfoot tr:first-child th,\n .bp3-dark .bp3-running-text table tfoot tr:first-child td,\n .bp3-running-text .bp3-dark table tfoot tr:first-child td,\n .bp3-dark table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-condensed th,\ntable.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,\ntable.bp3-html-table.bp3-small td{\n padding-bottom:6px;\n padding-top:6px; }\n\ntable.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(191, 204, 214, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered tbody tr td,\ntable.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:none;\n box-shadow:none; }\n table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(191, 204, 214, 0.3);\n cursor:pointer; }\n\ntable.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-dark table.bp3-html-table{ }\n .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(92, 112, 128, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td,\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(92, 112, 128, 0.3);\n cursor:pointer; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(92, 112, 128, 0.4); }\n\n.bp3-key-combo{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center; }\n .bp3-key-combo > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-key-combo > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-key-combo::before,\n .bp3-key-combo > *{\n margin-right:5px; }\n .bp3-key-combo:empty::before,\n .bp3-key-combo > :last-child{\n margin-right:0; }\n\n.bp3-hotkey-dialog{\n padding-bottom:0;\n top:40px; }\n .bp3-hotkey-dialog .bp3-dialog-body{\n margin:0;\n padding:0; }\n .bp3-hotkey-dialog .bp3-hotkey-label{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1; }\n\n.bp3-hotkey-column{\n margin:auto;\n max-height:80vh;\n overflow-y:auto;\n padding:30px; }\n .bp3-hotkey-column .bp3-heading{\n margin-bottom:20px; }\n .bp3-hotkey-column .bp3-heading:not(:first-child){\n margin-top:40px; }\n\n.bp3-hotkey{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:justify;\n -ms-flex-pack:justify;\n justify-content:space-between;\n margin-left:0;\n margin-right:0; }\n .bp3-hotkey:not(:last-child){\n margin-bottom:10px; }\n.bp3-icon{\n display:inline-block;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n vertical-align:text-bottom; }\n .bp3-icon:not(:empty)::before{\n content:\"\" !important;\n content:unset !important; }\n .bp3-icon > svg{\n display:block; }\n .bp3-icon > svg:not([fill]){\n fill:currentColor; }\n\n.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{\n color:#106ba3; }\n .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{\n color:#48aff0; }\n\n.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{\n color:#0d8050; }\n .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{\n color:#3dcc91; }\n\n.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{\n color:#bf7326; }\n .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{\n color:#ffb366; }\n\n.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{\n color:#c23030; }\n .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{\n color:#ff7373; }\n\nspan.bp3-icon-standard{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon-large{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon:empty{\n font-family:\"Icons20\";\n font-size:inherit;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n span.bp3-icon:empty::before{\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n\n.bp3-icon-add::before{\n content:\"\ue63e\"; }\n\n.bp3-icon-add-column-left::before{\n content:\"\ue6f9\"; }\n\n.bp3-icon-add-column-right::before{\n content:\"\ue6fa\"; }\n\n.bp3-icon-add-row-bottom::before{\n content:\"\ue6f8\"; }\n\n.bp3-icon-add-row-top::before{\n content:\"\ue6f7\"; }\n\n.bp3-icon-add-to-artifact::before{\n content:\"\ue67c\"; }\n\n.bp3-icon-add-to-folder::before{\n content:\"\ue6d2\"; }\n\n.bp3-icon-airplane::before{\n content:\"\ue74b\"; }\n\n.bp3-icon-align-center::before{\n content:\"\ue603\"; }\n\n.bp3-icon-align-justify::before{\n content:\"\ue605\"; }\n\n.bp3-icon-align-left::before{\n content:\"\ue602\"; }\n\n.bp3-icon-align-right::before{\n content:\"\ue604\"; }\n\n.bp3-icon-alignment-bottom::before{\n content:\"\ue727\"; }\n\n.bp3-icon-alignment-horizontal-center::before{\n content:\"\ue726\"; }\n\n.bp3-icon-alignment-left::before{\n content:\"\ue722\"; }\n\n.bp3-icon-alignment-right::before{\n content:\"\ue724\"; }\n\n.bp3-icon-alignment-top::before{\n content:\"\ue725\"; }\n\n.bp3-icon-alignment-vertical-center::before{\n content:\"\ue723\"; }\n\n.bp3-icon-annotation::before{\n content:\"\ue6f0\"; }\n\n.bp3-icon-application::before{\n content:\"\ue735\"; 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}\n\n.bp3-icon-redo::before{\n content:\"\ue6c4\"; }\n\n.bp3-icon-refresh::before{\n content:\"\ue643\"; }\n\n.bp3-icon-regression-chart::before{\n content:\"\ue758\"; }\n\n.bp3-icon-remove::before{\n content:\"\ue63f\"; }\n\n.bp3-icon-remove-column::before{\n content:\"\ue755\"; }\n\n.bp3-icon-remove-column-left::before{\n content:\"\ue6fd\"; }\n\n.bp3-icon-remove-column-right::before{\n content:\"\ue6fe\"; }\n\n.bp3-icon-remove-row-bottom::before{\n content:\"\ue6fc\"; }\n\n.bp3-icon-remove-row-top::before{\n content:\"\ue6fb\"; }\n\n.bp3-icon-repeat::before{\n content:\"\ue692\"; }\n\n.bp3-icon-reset::before{\n content:\"\ue7d6\"; }\n\n.bp3-icon-resolve::before{\n content:\"\ue672\"; }\n\n.bp3-icon-rig::before{\n content:\"\ue740\"; }\n\n.bp3-icon-right-join::before{\n content:\"\ue7a5\"; }\n\n.bp3-icon-ring::before{\n content:\"\ue6f2\"; }\n\n.bp3-icon-rotate-document::before{\n content:\"\ue6e1\"; }\n\n.bp3-icon-rotate-page::before{\n content:\"\ue6e2\"; }\n\n.bp3-icon-satellite::before{\n content:\"\ue76b\"; }\n\n.bp3-icon-saved::before{\n content:\"\ue6b6\"; }\n\n.bp3-icon-scatter-plot::before{\n content:\"\ue73e\"; }\n\n.bp3-icon-search::before{\n content:\"\ue64b\"; }\n\n.bp3-icon-search-around::before{\n content:\"\ue608\"; }\n\n.bp3-icon-search-template::before{\n content:\"\ue628\"; }\n\n.bp3-icon-search-text::before{\n content:\"\ue663\"; }\n\n.bp3-icon-segmented-control::before{\n content:\"\ue6ec\"; }\n\n.bp3-icon-select::before{\n content:\"\ue616\"; }\n\n.bp3-icon-selection::before{\n content:\"\u29bf\"; }\n\n.bp3-icon-send-to::before{\n content:\"\ue66e\"; }\n\n.bp3-icon-send-to-graph::before{\n content:\"\ue736\"; }\n\n.bp3-icon-send-to-map::before{\n content:\"\ue737\"; }\n\n.bp3-icon-series-add::before{\n content:\"\ue796\"; }\n\n.bp3-icon-series-configuration::before{\n content:\"\ue79a\"; }\n\n.bp3-icon-series-derived::before{\n content:\"\ue799\"; }\n\n.bp3-icon-series-filtered::before{\n content:\"\ue798\"; }\n\n.bp3-icon-series-search::before{\n content:\"\ue797\"; }\n\n.bp3-icon-settings::before{\n content:\"\ue6a2\"; }\n\n.bp3-icon-share::before{\n content:\"\ue62e\"; }\n\n.bp3-icon-shield::before{\n content:\"\ue7b2\"; }\n\n.bp3-icon-shop::before{\n content:\"\ue6c2\"; }\n\n.bp3-icon-shopping-cart::before{\n content:\"\ue6c1\"; }\n\n.bp3-icon-signal-search::before{\n content:\"\ue909\"; }\n\n.bp3-icon-sim-card::before{\n content:\"\ue718\"; }\n\n.bp3-icon-slash::before{\n content:\"\ue769\"; }\n\n.bp3-icon-small-cross::before{\n content:\"\ue6d7\"; }\n\n.bp3-icon-small-minus::before{\n content:\"\ue70e\"; }\n\n.bp3-icon-small-plus::before{\n content:\"\ue70d\"; }\n\n.bp3-icon-small-tick::before{\n content:\"\ue6d8\"; }\n\n.bp3-icon-snowflake::before{\n content:\"\ue7b6\"; }\n\n.bp3-icon-social-media::before{\n content:\"\ue671\"; }\n\n.bp3-icon-sort::before{\n content:\"\ue64f\"; }\n\n.bp3-icon-sort-alphabetical::before{\n content:\"\ue64d\"; }\n\n.bp3-icon-sort-alphabetical-desc::before{\n content:\"\ue6c8\"; }\n\n.bp3-icon-sort-asc::before{\n content:\"\ue6d5\"; }\n\n.bp3-icon-sort-desc::before{\n content:\"\ue6d6\"; }\n\n.bp3-icon-sort-numerical::before{\n content:\"\ue64e\"; }\n\n.bp3-icon-sort-numerical-desc::before{\n content:\"\ue6c9\"; }\n\n.bp3-icon-split-columns::before{\n content:\"\ue750\"; }\n\n.bp3-icon-square::before{\n content:\"\ue686\"; }\n\n.bp3-icon-stacked-chart::before{\n content:\"\ue6e7\"; }\n\n.bp3-icon-star::before{\n content:\"\u2605\"; }\n\n.bp3-icon-star-empty::before{\n content:\"\u2606\"; }\n\n.bp3-icon-step-backward::before{\n content:\"\ue6a7\"; }\n\n.bp3-icon-step-chart::before{\n content:\"\ue70f\"; }\n\n.bp3-icon-step-forward::before{\n content:\"\ue6ad\"; }\n\n.bp3-icon-stop::before{\n content:\"\ue6aa\"; }\n\n.bp3-icon-stopwatch::before{\n content:\"\ue901\"; }\n\n.bp3-icon-strikethrough::before{\n content:\"\ue7a6\"; }\n\n.bp3-icon-style::before{\n content:\"\ue601\"; }\n\n.bp3-icon-swap-horizontal::before{\n content:\"\ue745\"; }\n\n.bp3-icon-swap-vertical::before{\n content:\"\ue744\"; }\n\n.bp3-icon-symbol-circle::before{\n content:\"\ue72e\"; }\n\n.bp3-icon-symbol-cross::before{\n content:\"\ue731\"; }\n\n.bp3-icon-symbol-diamond::before{\n content:\"\ue730\"; }\n\n.bp3-icon-symbol-square::before{\n content:\"\ue72f\"; }\n\n.bp3-icon-symbol-triangle-down::before{\n content:\"\ue733\"; }\n\n.bp3-icon-symbol-triangle-up::before{\n content:\"\ue732\"; }\n\n.bp3-icon-tag::before{\n content:\"\ue61c\"; }\n\n.bp3-icon-take-action::before{\n content:\"\ue6ca\"; }\n\n.bp3-icon-taxi::before{\n content:\"\ue79e\"; }\n\n.bp3-icon-text-highlight::before{\n content:\"\ue6dd\"; }\n\n.bp3-icon-th::before{\n content:\"\ue667\"; }\n\n.bp3-icon-th-derived::before{\n content:\"\ue669\"; }\n\n.bp3-icon-th-disconnect::before{\n content:\"\ue7d8\"; }\n\n.bp3-icon-th-filtered::before{\n content:\"\ue7c6\"; }\n\n.bp3-icon-th-list::before{\n content:\"\ue668\"; }\n\n.bp3-icon-thumbs-down::before{\n content:\"\ue6be\"; }\n\n.bp3-icon-thumbs-up::before{\n content:\"\ue6bd\"; }\n\n.bp3-icon-tick::before{\n content:\"\u2713\"; }\n\n.bp3-icon-tick-circle::before{\n content:\"\ue779\"; }\n\n.bp3-icon-time::before{\n content:\"\u23f2\"; }\n\n.bp3-icon-timeline-area-chart::before{\n content:\"\ue6cd\"; }\n\n.bp3-icon-timeline-bar-chart::before{\n content:\"\ue620\"; }\n\n.bp3-icon-timeline-events::before{\n content:\"\ue61e\"; }\n\n.bp3-icon-timeline-line-chart::before{\n content:\"\ue61f\"; }\n\n.bp3-icon-tint::before{\n content:\"\ue6b2\"; }\n\n.bp3-icon-torch::before{\n content:\"\ue677\"; }\n\n.bp3-icon-tractor::before{\n content:\"\ue90c\"; }\n\n.bp3-icon-train::before{\n content:\"\ue79f\"; }\n\n.bp3-icon-translate::before{\n content:\"\ue759\"; }\n\n.bp3-icon-trash::before{\n content:\"\ue63b\"; }\n\n.bp3-icon-tree::before{\n content:\"\ue7b7\"; }\n\n.bp3-icon-trending-down::before{\n content:\"\ue71a\"; }\n\n.bp3-icon-trending-up::before{\n content:\"\ue719\"; }\n\n.bp3-icon-truck::before{\n content:\"\ue90b\"; }\n\n.bp3-icon-two-columns::before{\n content:\"\ue657\"; }\n\n.bp3-icon-unarchive::before{\n content:\"\ue906\"; }\n\n.bp3-icon-underline::before{\n content:\"\u2381\"; }\n\n.bp3-icon-undo::before{\n content:\"\u238c\"; }\n\n.bp3-icon-ungroup-objects::before{\n content:\"\ue688\"; }\n\n.bp3-icon-unknown-vehicle::before{\n content:\"\ue73d\"; }\n\n.bp3-icon-unlock::before{\n content:\"\ue626\"; }\n\n.bp3-icon-unpin::before{\n content:\"\ue650\"; }\n\n.bp3-icon-unresolve::before{\n content:\"\ue679\"; }\n\n.bp3-icon-updated::before{\n content:\"\ue7a7\"; }\n\n.bp3-icon-upload::before{\n content:\"\ue68f\"; }\n\n.bp3-icon-user::before{\n content:\"\ue627\"; }\n\n.bp3-icon-variable::before{\n content:\"\ue6f5\"; }\n\n.bp3-icon-vertical-bar-chart-asc::before{\n content:\"\ue75b\"; }\n\n.bp3-icon-vertical-bar-chart-desc::before{\n content:\"\ue71c\"; }\n\n.bp3-icon-vertical-distribution::before{\n content:\"\ue721\"; }\n\n.bp3-icon-video::before{\n content:\"\ue6a0\"; }\n\n.bp3-icon-volume-down::before{\n content:\"\ue6a4\"; }\n\n.bp3-icon-volume-off::before{\n content:\"\ue6a3\"; }\n\n.bp3-icon-volume-up::before{\n content:\"\ue6a5\"; }\n\n.bp3-icon-walk::before{\n content:\"\ue79d\"; }\n\n.bp3-icon-warning-sign::before{\n content:\"\ue647\"; }\n\n.bp3-icon-waterfall-chart::before{\n content:\"\ue6e6\"; }\n\n.bp3-icon-widget::before{\n content:\"\ue678\"; }\n\n.bp3-icon-widget-button::before{\n content:\"\ue790\"; }\n\n.bp3-icon-widget-footer::before{\n content:\"\ue792\"; }\n\n.bp3-icon-widget-header::before{\n content:\"\ue791\"; }\n\n.bp3-icon-wrench::before{\n content:\"\ue734\"; }\n\n.bp3-icon-zoom-in::before{\n content:\"\ue641\"; }\n\n.bp3-icon-zoom-out::before{\n content:\"\ue642\"; }\n\n.bp3-icon-zoom-to-fit::before{\n content:\"\ue67b\"; }\n.bp3-submenu > .bp3-popover-wrapper{\n display:block; }\n\n.bp3-submenu .bp3-popover-target{\n display:block; }\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }\n\n.bp3-submenu.bp3-popover{\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0 5px; }\n .bp3-submenu.bp3-popover > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n.bp3-menu{\n background:#ffffff;\n border-radius:3px;\n color:#182026;\n list-style:none;\n margin:0;\n min-width:180px;\n padding:5px;\n text-align:left; }\n\n.bp3-menu-divider{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px; }\n .bp3-dark .bp3-menu-divider{\n border-top-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-menu-item{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n border-radius:2px;\n color:inherit;\n line-height:20px;\n padding:5px 7px;\n text-decoration:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-menu-item > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-menu-item > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-menu-item::before,\n .bp3-menu-item > *{\n margin-right:7px; }\n .bp3-menu-item:empty::before,\n .bp3-menu-item > :last-child{\n margin-right:0; }\n .bp3-menu-item > .bp3-fill{\n word-break:break-word; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(167, 182, 194, 0.3);\n cursor:pointer;\n text-decoration:none; }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-menu-item{\n color:inherit; }\n .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(138, 155, 168, 0.15);\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-menu-item.bp3-intent-primary{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,\n .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-success{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,\n .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-warning{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,\n .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-danger{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,\n .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:7px; }\n .bp3-menu-item::before,\n .bp3-menu-item > .bp3-icon{\n color:#5c7080;\n margin-top:2px; }\n .bp3-menu-item .bp3-menu-item-label{\n color:#5c7080; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n color:inherit; }\n .bp3-menu-item.bp3-active, .bp3-menu-item:active{\n background-color:rgba(115, 134, 148, 0.3); }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit !important;\n color:rgba(92, 112, 128, 0.6) !important;\n cursor:not-allowed !important;\n outline:none !important; }\n .bp3-menu-item.bp3-disabled::before,\n .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-large .bp3-menu-item{\n font-size:16px;\n line-height:22px;\n padding:9px 7px; }\n .bp3-large .bp3-menu-item .bp3-icon{\n margin-top:3px; }\n .bp3-large .bp3-menu-item::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:10px;\n margin-top:1px; }\n\nbutton.bp3-menu-item{\n background:none;\n border:none;\n text-align:left;\n width:100%; }\n.bp3-menu-header{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px;\n cursor:default;\n padding-left:2px; }\n .bp3-dark .bp3-menu-header{\n border-top-color:rgba(255, 255, 255, 0.15); }\n .bp3-menu-header:first-of-type{\n border-top:none; }\n .bp3-menu-header > h6{\n color:#182026;\n font-weight:600;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n line-height:17px;\n margin:0;\n padding:10px 7px 0 1px; }\n .bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n .bp3-large .bp3-menu-header > h6{\n font-size:18px;\n padding-bottom:5px;\n padding-top:15px; }\n .bp3-large .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n\n.bp3-dark .bp3-menu{\n background:#30404d;\n color:#f5f8fa; }\n\n.bp3-dark .bp3-menu-item{ }\n .bp3-dark .bp3-menu-item.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item::before,\n .bp3-dark .bp3-menu-item > .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item .bp3-menu-item-label{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{\n background-color:rgba(138, 155, 168, 0.3); }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n color:rgba(167, 182, 194, 0.6) !important; }\n .bp3-dark .bp3-menu-item.bp3-disabled::before,\n .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(167, 182, 194, 0.6) !important; }\n\n.bp3-dark .bp3-menu-divider,\n.bp3-dark .bp3-menu-header{\n border-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n\n.bp3-label .bp3-menu{\n margin-top:5px; }\n.bp3-navbar{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:50px;\n padding:0 15px;\n position:relative;\n width:100%;\n z-index:10; }\n .bp3-navbar.bp3-dark,\n .bp3-dark .bp3-navbar{\n background-color:#394b59; }\n .bp3-navbar.bp3-dark{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-navbar{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-navbar.bp3-fixed-top{\n left:0;\n position:fixed;\n right:0;\n top:0; }\n\n.bp3-navbar-heading{\n font-size:16px;\n margin-right:15px; }\n\n.bp3-navbar-group{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:50px; }\n .bp3-navbar-group.bp3-align-left{\n float:left; }\n .bp3-navbar-group.bp3-align-right{\n float:right; }\n\n.bp3-navbar-divider{\n border-left:1px solid rgba(16, 22, 26, 0.15);\n height:20px;\n margin:0 10px; }\n .bp3-dark .bp3-navbar-divider{\n border-left-color:rgba(255, 255, 255, 0.15); }\n.bp3-non-ideal-state{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n height:100%;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n text-align:center;\n width:100%; }\n .bp3-non-ideal-state > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-non-ideal-state > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-non-ideal-state::before,\n .bp3-non-ideal-state > *{\n margin-bottom:20px; }\n .bp3-non-ideal-state:empty::before,\n .bp3-non-ideal-state > :last-child{\n margin-bottom:0; }\n .bp3-non-ideal-state > *{\n max-width:400px; }\n\n.bp3-non-ideal-state-visual{\n color:rgba(92, 112, 128, 0.6);\n font-size:60px; }\n .bp3-dark .bp3-non-ideal-state-visual{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-overflow-list{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:nowrap;\n flex-wrap:nowrap;\n min-width:0; }\n\n.bp3-overflow-list-spacer{\n -ms-flex-negative:1;\n flex-shrink:1;\n width:1px; }\n\nbody.bp3-overlay-open{\n overflow:hidden; }\n\n.bp3-overlay{\n bottom:0;\n left:0;\n position:static;\n right:0;\n top:0;\n z-index:20; }\n .bp3-overlay:not(.bp3-overlay-open){\n pointer-events:none; }\n .bp3-overlay.bp3-overlay-container{\n overflow:hidden;\n position:fixed; }\n .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-scroll-container{\n overflow:auto;\n position:fixed; }\n .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-inline{\n display:inline;\n overflow:visible; }\n\n.bp3-overlay-content{\n position:fixed;\n z-index:20; }\n .bp3-overlay-inline .bp3-overlay-content,\n .bp3-overlay-scroll-container .bp3-overlay-content{\n position:absolute; }\n\n.bp3-overlay-backdrop{\n bottom:0;\n left:0;\n position:fixed;\n right:0;\n top:0;\n opacity:1;\n background-color:rgba(16, 22, 26, 0.7);\n overflow:auto;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n z-index:20; }\n .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{\n opacity:0; }\n .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop.bp3-overlay-exit{\n opacity:1; }\n .bp3-overlay-backdrop.bp3-overlay-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop:focus{\n outline:none; }\n .bp3-overlay-inline .bp3-overlay-backdrop{\n position:absolute; }\n.bp3-panel-stack{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-view{\n background-color:#30404d; }\n .bp3-panel-stack-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-panel-stack2{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack2-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack2-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack2-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack2-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack2-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack2-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-view{\n background-color:#30404d; }\n .bp3-panel-stack2-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter, .bp3-panel-stack2-push .bp3-panel-stack2-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter-active, .bp3-panel-stack2-push .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter, .bp3-panel-stack2-pop .bp3-panel-stack2-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter-active, .bp3-panel-stack2-pop .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1);\n border-radius:3px;\n display:inline-block;\n z-index:20; }\n .bp3-popover .bp3-popover-arrow{\n height:30px;\n position:absolute;\n width:30px; }\n .bp3-popover .bp3-popover-arrow::before{\n height:20px;\n margin:5px;\n width:20px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{\n margin-bottom:17px;\n margin-top:-17px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n bottom:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{\n margin-left:17px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n left:-11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{\n margin-top:17px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n top:-11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{\n margin-left:-17px;\n margin-right:17px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n right:-11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n top:-0.3934px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n right:-0.3934px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n left:-0.3934px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n bottom:-0.3934px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-popover .bp3-popover-content{\n background:#ffffff;\n color:inherit; }\n .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-popover .bp3-popover-arrow-fill{\n fill:#ffffff; }\n .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3); }\n .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover-exit > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover .bp3-popover-content{\n border-radius:3px;\n position:relative; }\n .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{\n max-width:350px;\n padding:20px; }\n .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{\n width:350px; }\n .bp3-popover.bp3-minimal{\n margin:0 !important; }\n .bp3-popover.bp3-minimal .bp3-popover-arrow{\n display:none; }\n .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover.bp3-dark,\n .bp3-dark .bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-popover .bp3-popover-content{\n background:#30404d;\n color:inherit; }\n .bp3-popover.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-popover.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-popover .bp3-popover-arrow-fill{\n fill:#30404d; }\n\n.bp3-popover-arrow::before{\n border-radius:2px;\n content:\"\";\n display:block;\n position:absolute;\n -webkit-transform:rotate(45deg);\n transform:rotate(45deg); }\n\n.bp3-tether-pinned .bp3-popover-arrow{\n display:none; }\n\n.bp3-popover-backdrop{\n background:rgba(255, 255, 255, 0); }\n\n.bp3-transition-container{\n opacity:1;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n z-index:20; }\n .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{\n opacity:0; }\n .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container.bp3-popover-exit{\n opacity:1; }\n .bp3-transition-container.bp3-popover-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container:focus{\n outline:none; }\n .bp3-transition-container.bp3-popover-leave .bp3-popover-content{\n pointer-events:none; }\n .bp3-transition-container[data-x-out-of-boundaries]{\n display:none; }\n\nspan.bp3-popover-target{\n display:inline-block; }\n\n.bp3-popover-wrapper.bp3-fill{\n width:100%; }\n\n.bp3-portal{\n left:0;\n position:absolute;\n right:0;\n top:0; }\n@-webkit-keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n@keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n\n.bp3-progress-bar{\n background:rgba(92, 112, 128, 0.2);\n border-radius:40px;\n display:block;\n height:8px;\n overflow:hidden;\n position:relative;\n width:100%; }\n .bp3-progress-bar .bp3-progress-meter{\n background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);\n background-color:rgba(92, 112, 128, 0.8);\n background-size:30px 30px;\n border-radius:40px;\n height:100%;\n position:absolute;\n -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:100%; }\n .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{\n animation:linear-progress-bar-stripes 300ms linear infinite reverse; }\n .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{\n background-image:none; }\n\n.bp3-dark .bp3-progress-bar{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-progress-bar .bp3-progress-meter{\n background-color:#8a9ba8; }\n\n.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{\n background-color:#137cbd; }\n\n.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{\n background-color:#0f9960; }\n\n.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{\n background-color:#d9822b; }\n\n.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{\n background-color:#db3737; }\n@-webkit-keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n@keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n.bp3-skeleton{\n -webkit-animation:1000ms linear infinite alternate skeleton-glow;\n animation:1000ms linear infinite alternate skeleton-glow;\n background:rgba(206, 217, 224, 0.2);\n background-clip:padding-box !important;\n border-color:rgba(206, 217, 224, 0.2) !important;\n border-radius:2px;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n color:transparent !important;\n cursor:default;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-skeleton::before, .bp3-skeleton::after,\n .bp3-skeleton *{\n visibility:hidden !important; }\n.bp3-slider{\n height:40px;\n min-width:150px;\n width:100%;\n cursor:default;\n outline:none;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-slider:hover{\n cursor:pointer; }\n .bp3-slider:active{\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-slider.bp3-disabled{\n cursor:not-allowed;\n opacity:0.5; }\n .bp3-slider.bp3-slider-unlabeled{\n height:16px; }\n\n.bp3-slider-track,\n.bp3-slider-progress{\n height:6px;\n left:0;\n right:0;\n top:5px;\n position:absolute; }\n\n.bp3-slider-track{\n border-radius:3px;\n overflow:hidden; }\n\n.bp3-slider-progress{\n background:rgba(92, 112, 128, 0.2); }\n .bp3-dark .bp3-slider-progress{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-slider-progress.bp3-intent-primary{\n background-color:#137cbd; }\n .bp3-slider-progress.bp3-intent-success{\n background-color:#0f9960; }\n .bp3-slider-progress.bp3-intent-warning{\n background-color:#d9822b; }\n .bp3-slider-progress.bp3-intent-danger{\n background-color:#db3737; }\n\n.bp3-slider-handle{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:pointer;\n height:16px;\n left:0;\n position:absolute;\n top:0;\n width:16px; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-slider-handle:focus{\n z-index:1; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:-webkit-grab;\n cursor:grab;\n z-index:2; }\n .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-disabled .bp3-slider-handle{\n background:#bfccd6;\n -webkit-box-shadow:none;\n box-shadow:none;\n pointer-events:none; }\n .bp3-dark .bp3-slider-handle{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{\n background-color:#394b59; }\n .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#293742; }\n .bp3-dark .bp3-disabled .bp3-slider-handle{\n background:#5c7080;\n border-color:#5c7080;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle .bp3-slider-label{\n background:#394b59;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n color:#f5f8fa;\n margin-left:8px; }\n .bp3-dark .bp3-slider-handle .bp3-slider-label{\n background:#e1e8ed;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n color:#394b59; }\n .bp3-disabled .bp3-slider-handle .bp3-slider-label{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{\n width:8px; }\n .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:0;\n border-top-right-radius:0; }\n .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-top-left-radius:0;\n margin-left:8px; }\n .bp3-slider-handle.bp3-end .bp3-slider-label{\n margin-left:0; }\n\n.bp3-slider-label{\n -webkit-transform:translate(-50%, 20px);\n transform:translate(-50%, 20px);\n display:inline-block;\n font-size:12px;\n line-height:1;\n padding:2px 5px;\n position:absolute;\n vertical-align:top; }\n\n.bp3-slider.bp3-vertical{\n height:150px;\n min-width:40px;\n width:40px; }\n .bp3-slider.bp3-vertical .bp3-slider-track,\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n bottom:0;\n height:auto;\n left:5px;\n top:0;\n width:6px; }\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-label{\n -webkit-transform:translate(20px, 50%);\n transform:translate(20px, 50%); }\n .bp3-slider.bp3-vertical .bp3-slider-handle{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{\n margin-left:0;\n margin-top:-8px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n height:8px;\n margin-left:0;\n width:16px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:3px;\n border-top-left-radius:0; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{\n -webkit-transform:translate(20px);\n transform:translate(20px); }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-bottom-right-radius:0;\n border-top-left-radius:3px;\n margin-bottom:8px; }\n\n@-webkit-keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n@keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n.bp3-spinner{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n overflow:visible;\n vertical-align:middle; }\n .bp3-spinner svg{\n display:block; }\n .bp3-spinner path{\n fill-opacity:0; }\n .bp3-spinner .bp3-spinner-head{\n stroke:rgba(92, 112, 128, 0.8);\n stroke-linecap:round;\n -webkit-transform-origin:center;\n transform-origin:center;\n -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-spinner .bp3-spinner-track{\n stroke:rgba(92, 112, 128, 0.2); }\n\n.bp3-spinner-animation{\n -webkit-animation:pt-spinner-animation 500ms linear infinite;\n animation:pt-spinner-animation 500ms linear infinite; }\n .bp3-no-spin > .bp3-spinner-animation{\n -webkit-animation:none;\n animation:none; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-track{\n stroke:rgba(16, 22, 26, 0.5); }\n\n.bp3-spinner.bp3-intent-primary .bp3-spinner-head{\n stroke:#137cbd; }\n\n.bp3-spinner.bp3-intent-success .bp3-spinner-head{\n stroke:#0f9960; }\n\n.bp3-spinner.bp3-intent-warning .bp3-spinner-head{\n stroke:#d9822b; }\n\n.bp3-spinner.bp3-intent-danger .bp3-spinner-head{\n stroke:#db3737; }\n.bp3-tabs.bp3-vertical{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{\n border-radius:3px;\n padding:0 10px;\n width:100%; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected=\"true\"]{\n background-color:rgba(19, 124, 189, 0.2);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:rgba(19, 124, 189, 0.2);\n border-radius:3px;\n bottom:0;\n height:auto;\n left:0;\n right:0;\n top:0; }\n .bp3-tabs.bp3-vertical > .bp3-tab-panel{\n margin-top:0;\n padding-left:20px; }\n\n.bp3-tab-list{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end;\n border:none;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n list-style:none;\n margin:0;\n padding:0;\n position:relative; }\n .bp3-tab-list > *:not(:last-child){\n margin-right:20px; }\n\n.bp3-tab{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:#182026;\n cursor:pointer;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n font-size:14px;\n line-height:30px;\n max-width:100%;\n position:relative;\n vertical-align:top; }\n .bp3-tab a{\n color:inherit;\n display:block;\n text-decoration:none; }\n .bp3-tab-indicator-wrapper ~ .bp3-tab{\n background-color:transparent !important;\n -webkit-box-shadow:none !important;\n box-shadow:none !important; }\n .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-tab[aria-selected=\"true\"]{\n border-radius:0;\n -webkit-box-shadow:inset 0 -3px 0 #106ba3;\n box-shadow:inset 0 -3px 0 #106ba3; }\n .bp3-tab[aria-selected=\"true\"], .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#106ba3; }\n .bp3-tab:focus{\n -moz-outline-radius:0; }\n .bp3-large > .bp3-tab{\n font-size:16px;\n line-height:40px; }\n\n.bp3-tab-panel{\n margin-top:20px; }\n .bp3-tab-panel[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-tab-indicator-wrapper{\n left:0;\n pointer-events:none;\n position:absolute;\n top:0;\n -webkit-transform:translateX(0), translateY(0);\n transform:translateX(0), translateY(0);\n -webkit-transition:height, width, -webkit-transform;\n transition:height, width, -webkit-transform;\n transition:height, transform, width;\n transition:height, transform, width, -webkit-transform;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:#106ba3;\n bottom:0;\n height:3px;\n left:0;\n position:absolute;\n right:0; }\n .bp3-tab-indicator-wrapper.bp3-no-animation{\n -webkit-transition:none;\n transition:none; }\n\n.bp3-dark .bp3-tab{\n color:#f5f8fa; }\n .bp3-dark .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tab[aria-selected=\"true\"]{\n -webkit-box-shadow:inset 0 -3px 0 #48aff0;\n box-shadow:inset 0 -3px 0 #48aff0; }\n .bp3-dark .bp3-tab[aria-selected=\"true\"], .bp3-dark .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#48aff0; }\n\n.bp3-dark .bp3-tab-indicator{\n background-color:#48aff0; }\n\n.bp3-flex-expander{\n -webkit-box-flex:1;\n -ms-flex:1 1;\n flex:1 1; }\n.bp3-tag{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#5c7080;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#f5f8fa;\n font-size:12px;\n line-height:16px;\n max-width:100%;\n min-height:20px;\n min-width:20px;\n padding:2px 6px;\n position:relative; }\n .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.85); }\n .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.7); }\n .bp3-tag > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag::before,\n .bp3-tag > *{\n margin-right:4px; }\n .bp3-tag:empty::before,\n .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag.bp3-round{\n border-radius:30px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-dark .bp3-tag{\n background-color:#bfccd6;\n color:#182026; }\n .bp3-dark .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.85); }\n .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.7); }\n .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{\n fill:currentColor; }\n .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{\n fill:#ffffff; }\n .bp3-tag.bp3-large,\n .bp3-large .bp3-tag{\n font-size:14px;\n line-height:20px;\n min-height:30px;\n min-width:30px;\n padding:5px 10px; }\n .bp3-tag.bp3-large::before,\n .bp3-tag.bp3-large > *,\n .bp3-large .bp3-tag::before,\n .bp3-large .bp3-tag > *{\n margin-right:7px; }\n .bp3-tag.bp3-large:empty::before,\n .bp3-tag.bp3-large > :last-child,\n .bp3-large .bp3-tag:empty::before,\n .bp3-large .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag.bp3-large.bp3-round,\n .bp3-large .bp3-tag.bp3-round{\n padding-left:12px;\n padding-right:12px; }\n .bp3-tag.bp3-intent-primary{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tag.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.85); }\n .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.7); }\n .bp3-tag.bp3-intent-success{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tag.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.85); }\n .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.7); }\n .bp3-tag.bp3-intent-warning{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tag.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.85); }\n .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.7); }\n .bp3-tag.bp3-intent-danger{\n background:#db3737;\n color:#ffffff; }\n .bp3-tag.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.85); }\n .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.7); }\n .bp3-tag.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{\n fill:#5c7080; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n background-color:rgba(138, 155, 168, 0.2);\n color:#182026; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n color:#f5f8fa; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.3); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n fill:#a7b6c2; }\n .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{\n fill:#137cbd; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25);\n color:#48aff0; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{\n fill:#0f9960; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25);\n color:#3dcc91; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{\n fill:#d9822b; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25);\n color:#ffb366; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{\n fill:#db3737; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25);\n color:#ff7373; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.45); }\n\n.bp3-tag-remove{\n background:none;\n border:none;\n color:inherit;\n cursor:pointer;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin-bottom:-2px;\n margin-right:-6px !important;\n margin-top:-2px;\n opacity:0.5;\n padding:2px;\n padding-left:0; }\n .bp3-tag-remove:hover{\n background:none;\n opacity:0.8;\n text-decoration:none; }\n .bp3-tag-remove:active{\n opacity:1; }\n .bp3-tag-remove:empty::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6d7\"; }\n .bp3-large .bp3-tag-remove{\n margin-right:-10px !important;\n padding:0 5px 0 0; }\n .bp3-large .bp3-tag-remove:empty::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n.bp3-tag-input{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n cursor:text;\n height:auto;\n line-height:inherit;\n min-height:30px;\n padding-left:5px;\n padding-right:0; }\n .bp3-tag-input > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input > .bp3-tag-input-values{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-icon{\n color:#5c7080;\n margin-left:2px;\n margin-right:7px;\n margin-top:7px; }\n .bp3-tag-input .bp3-tag-input-values{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -ms-flex-item-align:stretch;\n align-self:stretch;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n margin-right:7px;\n margin-top:5px;\n min-width:0; }\n .bp3-tag-input .bp3-tag-input-values > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input .bp3-tag-input-values > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-values::before,\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-right:5px; }\n .bp3-tag-input .bp3-tag-input-values:empty::before,\n .bp3-tag-input .bp3-tag-input-values > :last-child{\n margin-right:0; }\n .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{\n padding-left:5px; }\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-bottom:5px; }\n .bp3-tag-input .bp3-tag{\n overflow-wrap:break-word; }\n .bp3-tag-input .bp3-tag.bp3-active{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag-input .bp3-input-ghost{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:20px;\n width:80px; }\n .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{\n cursor:not-allowed; }\n .bp3-tag-input .bp3-button,\n .bp3-tag-input .bp3-spinner{\n margin:3px;\n margin-left:0; }\n .bp3-tag-input .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-tag-input.bp3-large{\n height:auto;\n min-height:40px; }\n .bp3-tag-input.bp3-large::before,\n .bp3-tag-input.bp3-large > *{\n margin-right:10px; }\n .bp3-tag-input.bp3-large:empty::before,\n .bp3-tag-input.bp3-large > :last-child{\n margin-right:0; }\n .bp3-tag-input.bp3-large .bp3-tag-input-icon{\n margin-left:5px;\n margin-top:10px; }\n .bp3-tag-input.bp3-large .bp3-input-ghost{\n line-height:30px; }\n .bp3-tag-input.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n padding:5px 10px;\n margin:5px;\n margin-left:0; }\n .bp3-tag-input.bp3-large .bp3-spinner{\n margin:8px;\n margin-left:0; }\n .bp3-tag-input.bp3-active{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{\n color:#f5f8fa; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-input-ghost{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0; }\n .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:focus{\n outline:none !important; }\n.bp3-toast{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:20px 0 0;\n max-width:500px;\n min-width:300px;\n pointer-events:all;\n position:relative !important; }\n .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-exit{\n opacity:1;\n -webkit-filter:blur(0);\n filter:blur(0); }\n .bp3-toast.bp3-toast-exit-active{\n opacity:0;\n -webkit-filter:blur(10px);\n filter:blur(10px);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:opacity, filter;\n transition-property:opacity, filter, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast.bp3-toast-exit ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px);\n -webkit-transition-delay:50ms;\n transition-delay:50ms;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast .bp3-button-group{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:5px;\n padding-left:0; }\n .bp3-toast > .bp3-icon{\n color:#5c7080;\n margin:12px;\n margin-right:0; }\n .bp3-toast.bp3-dark,\n .bp3-dark .bp3-toast{\n background-color:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-toast.bp3-dark > .bp3-icon,\n .bp3-dark .bp3-toast > .bp3-icon{\n color:#a7b6c2; }\n .bp3-toast[class*=\"bp3-intent-\"] a{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-toast[class*=\"bp3-intent-\"] a:hover{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] > .bp3-icon{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::before,\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button .bp3-icon, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n color:rgba(255, 255, 255, 0.7) !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:focus{\n outline-color:rgba(255, 255, 255, 0.5); }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:hover{\n background-color:rgba(255, 255, 255, 0.15) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n background-color:rgba(255, 255, 255, 0.3) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::after{\n background:rgba(255, 255, 255, 0.3) !important; }\n .bp3-toast.bp3-intent-primary{\n background-color:#137cbd;\n color:#ffffff; }\n .bp3-toast.bp3-intent-success{\n background-color:#0f9960;\n color:#ffffff; }\n .bp3-toast.bp3-intent-warning{\n background-color:#d9822b;\n color:#ffffff; }\n .bp3-toast.bp3-intent-danger{\n background-color:#db3737;\n color:#ffffff; }\n\n.bp3-toast-message{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n padding:11px;\n word-break:break-word; }\n\n.bp3-toast-container{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box !important;\n display:-ms-flexbox !important;\n display:flex !important;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n left:0;\n overflow:hidden;\n padding:0 20px 20px;\n pointer-events:none;\n right:0;\n z-index:40; }\n .bp3-toast-container.bp3-toast-container-in-portal{\n position:fixed; }\n .bp3-toast-container.bp3-toast-container-inline{\n position:absolute; }\n .bp3-toast-container.bp3-toast-container-top{\n top:0; }\n .bp3-toast-container.bp3-toast-container-bottom{\n bottom:0;\n -webkit-box-orient:vertical;\n -webkit-box-direction:reverse;\n -ms-flex-direction:column-reverse;\n flex-direction:column-reverse;\n top:auto; }\n .bp3-toast-container.bp3-toast-container-left{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start; }\n .bp3-toast-container.bp3-toast-container-right{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end; }\n\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{\n -webkit-transform:translateY(60px);\n transform:translateY(60px); }\n.bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-tooltip .bp3-popover-arrow{\n height:22px;\n position:absolute;\n width:22px; }\n .bp3-tooltip .bp3-popover-arrow::before{\n height:14px;\n margin:4px;\n width:14px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{\n margin-bottom:11px;\n margin-top:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-8px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{\n margin-left:11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n left:-8px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{\n margin-top:11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n top:-8px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{\n margin-left:-11px;\n margin-right:11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n right:-8px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n top:-0.22183px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n right:-0.22183px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n left:-0.22183px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-0.22183px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-tooltip .bp3-popover-content{\n background:#394b59;\n color:#f5f8fa; }\n .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#394b59; }\n .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8); }\n .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tooltip .bp3-popover-content{\n padding:10px 12px; }\n .bp3-tooltip.bp3-dark,\n .bp3-dark .bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-tooltip .bp3-popover-content{\n background:#e1e8ed;\n color:#394b59; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#e1e8ed; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-content{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{\n fill:#137cbd; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-content{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{\n fill:#0f9960; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-content{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{\n fill:#d9822b; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-content{\n background:#db3737;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{\n fill:#db3737; }\n\n.bp3-tooltip-indicator{\n border-bottom:dotted 1px;\n cursor:help; }\n.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{\n color:#5c7080; }\n .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-tree-node-list{\n list-style:none;\n margin:0;\n padding-left:0; }\n\n.bp3-tree-root{\n background-color:transparent;\n cursor:default;\n padding-left:0;\n position:relative; }\n\n.bp3-tree-node-content-0{\n padding-left:0px; }\n\n.bp3-tree-node-content-1{\n padding-left:23px; }\n\n.bp3-tree-node-content-2{\n padding-left:46px; }\n\n.bp3-tree-node-content-3{\n padding-left:69px; }\n\n.bp3-tree-node-content-4{\n padding-left:92px; }\n\n.bp3-tree-node-content-5{\n padding-left:115px; }\n\n.bp3-tree-node-content-6{\n padding-left:138px; }\n\n.bp3-tree-node-content-7{\n padding-left:161px; }\n\n.bp3-tree-node-content-8{\n padding-left:184px; }\n\n.bp3-tree-node-content-9{\n padding-left:207px; }\n\n.bp3-tree-node-content-10{\n padding-left:230px; }\n\n.bp3-tree-node-content-11{\n padding-left:253px; }\n\n.bp3-tree-node-content-12{\n padding-left:276px; }\n\n.bp3-tree-node-content-13{\n padding-left:299px; }\n\n.bp3-tree-node-content-14{\n padding-left:322px; }\n\n.bp3-tree-node-content-15{\n padding-left:345px; }\n\n.bp3-tree-node-content-16{\n padding-left:368px; }\n\n.bp3-tree-node-content-17{\n padding-left:391px; }\n\n.bp3-tree-node-content-18{\n padding-left:414px; }\n\n.bp3-tree-node-content-19{\n padding-left:437px; }\n\n.bp3-tree-node-content-20{\n padding-left:460px; }\n\n.bp3-tree-node-content{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:30px;\n padding-right:5px;\n width:100%; }\n .bp3-tree-node-content:hover{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-tree-node-caret,\n.bp3-tree-node-caret-none{\n min-width:30px; }\n\n.bp3-tree-node-caret{\n color:#5c7080;\n cursor:pointer;\n padding:7px;\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg);\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tree-node-caret:hover{\n color:#182026; }\n .bp3-dark .bp3-tree-node-caret{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree-node-caret:hover{\n color:#f5f8fa; }\n .bp3-tree-node-caret.bp3-tree-node-caret-open{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tree-node-caret.bp3-icon-standard::before{\n content:\"\ue695\"; }\n\n.bp3-tree-node-icon{\n margin-right:7px;\n position:relative; }\n\n.bp3-tree-node-label{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-label span{\n display:inline; }\n\n.bp3-tree-node-secondary-label{\n padding:0 5px;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-secondary-label .bp3-popover-wrapper,\n .bp3-tree-node-secondary-label .bp3-popover-target{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-content{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,\n.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{\n color:#ffffff; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{\n color:#ffffff; }\n\n.bp3-dark .bp3-tree-node-content:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n\n.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n.bp3-omnibar{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n left:calc(50% - 250px);\n top:20vh;\n width:500px;\n z-index:21; }\n .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2; }\n .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar.bp3-overlay-exit{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1; }\n .bp3-omnibar.bp3-overlay-exit-active{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar .bp3-input{\n background-color:transparent;\n border-radius:0; }\n .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-omnibar .bp3-menu{\n background-color:transparent;\n border-radius:0;\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n max-height:calc(60vh - 40px);\n overflow:auto; }\n .bp3-omnibar .bp3-menu:empty{\n display:none; }\n .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-omnibar-overlay .bp3-overlay-backdrop{\n background-color:rgba(16, 22, 26, 0.2); }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\n.bp3-multi-select{\n min-width:150px; }\n\n.bp3-multi-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto; }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* This file was auto-generated by ensureUiComponents() in @jupyterlab\/buildutils *\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n\/* Icons urls *\/\n\n:root {\n --jp-icon-add: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);\n --jp-icon-bug: 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--jp-icon-terminal: url(data:image\/svg+xml;base64,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);\n --jp-icon-text-editor: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTUgMTVIM3YyaDEydi0yem0wLThIM3YyaDEyVjd6TTMgMTNoMTh2LTJIM3Yyem0wIDhoMTh2LTJIM3Yyek0zIDN2MmgxOFYzSDN6Ii8+Cjwvc3ZnPgo=);\n --jp-icon-toc: url(data:image\/svg+xml;base64,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);\n --jp-icon-tree-view: url(data:image\/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4=);\n --jp-icon-trusted: url(data:image\/svg+xml;base64,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);\n --jp-icon-undo: url(data:image\/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);\n --jp-icon-vega: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);\n --jp-icon-yaml: url(data:image\/svg+xml;base64,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);\n}\n\n\/* Icon CSS class declarations *\/\n\n.jp-AddIcon {\n background-image: var(--jp-icon-add);\n}\n.jp-BugIcon {\n background-image: var(--jp-icon-bug);\n}\n.jp-BuildIcon {\n background-image: var(--jp-icon-build);\n}\n.jp-CaretDownEmptyIcon {\n background-image: var(--jp-icon-caret-down-empty);\n}\n.jp-CaretDownEmptyThinIcon {\n background-image: var(--jp-icon-caret-down-empty-thin);\n}\n.jp-CaretDownIcon {\n background-image: var(--jp-icon-caret-down);\n}\n.jp-CaretLeftIcon {\n background-image: var(--jp-icon-caret-left);\n}\n.jp-CaretRightIcon {\n background-image: var(--jp-icon-caret-right);\n}\n.jp-CaretUpEmptyThinIcon {\n background-image: var(--jp-icon-caret-up-empty-thin);\n}\n.jp-CaretUpIcon {\n background-image: var(--jp-icon-caret-up);\n}\n.jp-CaseSensitiveIcon {\n background-image: var(--jp-icon-case-sensitive);\n}\n.jp-CheckIcon {\n background-image: var(--jp-icon-check);\n}\n.jp-CircleEmptyIcon {\n background-image: var(--jp-icon-circle-empty);\n}\n.jp-CircleIcon {\n background-image: var(--jp-icon-circle);\n}\n.jp-ClearIcon {\n background-image: var(--jp-icon-clear);\n}\n.jp-CloseIcon {\n background-image: var(--jp-icon-close);\n}\n.jp-CodeIcon {\n background-image: var(--jp-icon-code);\n}\n.jp-ConsoleIcon {\n background-image: var(--jp-icon-console);\n}\n.jp-CopyIcon {\n background-image: var(--jp-icon-copy);\n}\n.jp-CopyrightIcon {\n background-image: var(--jp-icon-copyright);\n}\n.jp-CutIcon {\n background-image: var(--jp-icon-cut);\n}\n.jp-DownloadIcon {\n background-image: var(--jp-icon-download);\n}\n.jp-EditIcon {\n background-image: var(--jp-icon-edit);\n}\n.jp-EllipsesIcon {\n background-image: var(--jp-icon-ellipses);\n}\n.jp-ExtensionIcon {\n background-image: var(--jp-icon-extension);\n}\n.jp-FastForwardIcon {\n background-image: var(--jp-icon-fast-forward);\n}\n.jp-FileIcon {\n background-image: var(--jp-icon-file);\n}\n.jp-FileUploadIcon {\n background-image: var(--jp-icon-file-upload);\n}\n.jp-FilterListIcon {\n background-image: var(--jp-icon-filter-list);\n}\n.jp-FolderIcon {\n background-image: var(--jp-icon-folder);\n}\n.jp-Html5Icon {\n background-image: var(--jp-icon-html5);\n}\n.jp-ImageIcon {\n background-image: var(--jp-icon-image);\n}\n.jp-InspectorIcon {\n background-image: var(--jp-icon-inspector);\n}\n.jp-JsonIcon {\n background-image: var(--jp-icon-json);\n}\n.jp-JuliaIcon {\n background-image: var(--jp-icon-julia);\n}\n.jp-JupyterFaviconIcon {\n background-image: var(--jp-icon-jupyter-favicon);\n}\n.jp-JupyterIcon {\n background-image: var(--jp-icon-jupyter);\n}\n.jp-JupyterlabWordmarkIcon {\n background-image: var(--jp-icon-jupyterlab-wordmark);\n}\n.jp-KernelIcon {\n background-image: var(--jp-icon-kernel);\n}\n.jp-KeyboardIcon {\n background-image: var(--jp-icon-keyboard);\n}\n.jp-LauncherIcon {\n background-image: var(--jp-icon-launcher);\n}\n.jp-LineFormIcon {\n background-image: var(--jp-icon-line-form);\n}\n.jp-LinkIcon {\n background-image: var(--jp-icon-link);\n}\n.jp-ListIcon {\n background-image: var(--jp-icon-list);\n}\n.jp-ListingsInfoIcon {\n background-image: var(--jp-icon-listings-info);\n}\n.jp-MarkdownIcon {\n background-image: var(--jp-icon-markdown);\n}\n.jp-NewFolderIcon {\n background-image: var(--jp-icon-new-folder);\n}\n.jp-NotTrustedIcon {\n background-image: var(--jp-icon-not-trusted);\n}\n.jp-NotebookIcon {\n background-image: var(--jp-icon-notebook);\n}\n.jp-NumberingIcon {\n background-image: var(--jp-icon-numbering);\n}\n.jp-OfflineBoltIcon {\n background-image: var(--jp-icon-offline-bolt);\n}\n.jp-PaletteIcon {\n background-image: var(--jp-icon-palette);\n}\n.jp-PasteIcon {\n background-image: var(--jp-icon-paste);\n}\n.jp-PdfIcon {\n background-image: var(--jp-icon-pdf);\n}\n.jp-PythonIcon {\n background-image: var(--jp-icon-python);\n}\n.jp-RKernelIcon {\n background-image: var(--jp-icon-r-kernel);\n}\n.jp-ReactIcon {\n background-image: var(--jp-icon-react);\n}\n.jp-RedoIcon {\n background-image: var(--jp-icon-redo);\n}\n.jp-RefreshIcon {\n background-image: var(--jp-icon-refresh);\n}\n.jp-RegexIcon {\n background-image: var(--jp-icon-regex);\n}\n.jp-RunIcon {\n background-image: var(--jp-icon-run);\n}\n.jp-RunningIcon {\n background-image: var(--jp-icon-running);\n}\n.jp-SaveIcon {\n background-image: var(--jp-icon-save);\n}\n.jp-SearchIcon {\n background-image: var(--jp-icon-search);\n}\n.jp-SettingsIcon {\n background-image: var(--jp-icon-settings);\n}\n.jp-SpreadsheetIcon {\n background-image: var(--jp-icon-spreadsheet);\n}\n.jp-StopIcon {\n background-image: var(--jp-icon-stop);\n}\n.jp-TabIcon {\n background-image: var(--jp-icon-tab);\n}\n.jp-TableRowsIcon {\n background-image: var(--jp-icon-table-rows);\n}\n.jp-TagIcon {\n background-image: var(--jp-icon-tag);\n}\n.jp-TerminalIcon {\n background-image: var(--jp-icon-terminal);\n}\n.jp-TextEditorIcon {\n background-image: var(--jp-icon-text-editor);\n}\n.jp-TocIcon {\n background-image: var(--jp-icon-toc);\n}\n.jp-TreeViewIcon {\n background-image: var(--jp-icon-tree-view);\n}\n.jp-TrustedIcon {\n background-image: var(--jp-icon-trusted);\n}\n.jp-UndoIcon {\n background-image: var(--jp-icon-undo);\n}\n.jp-VegaIcon {\n background-image: var(--jp-icon-vega);\n}\n.jp-YamlIcon {\n background-image: var(--jp-icon-yaml);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n.jp-Icon,\n.jp-MaterialIcon {\n background-position: center;\n background-repeat: no-repeat;\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-cover {\n background-position: center;\n background-repeat: no-repeat;\n background-size: cover;\n}\n\n\/**\n * (DEPRECATED) Support for specific CSS icon sizes\n *\/\n\n.jp-Icon-16 {\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-18 {\n background-size: 18px;\n min-width: 18px;\n min-height: 18px;\n}\n\n.jp-Icon-20 {\n background-size: 20px;\n min-width: 20px;\n min-height: 20px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for icons as inline SVG HTMLElements\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\/* recolor the accent elements of an icon *\/\n.jp-icon-accent0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-accent1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-accent2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-accent3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-accent4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-accent0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-accent1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-accent2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-accent3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-accent4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\/* set the color of an icon to transparent *\/\n.jp-icon-none[fill] {\n fill: none;\n}\n\n.jp-icon-none[stroke] {\n stroke: none;\n}\n\/* brand icon colors. Same for light and dark *\/\n.jp-icon-brand0[fill] {\n fill: var(--jp-brand-color0);\n}\n.jp-icon-brand1[fill] {\n fill: var(--jp-brand-color1);\n}\n.jp-icon-brand2[fill] {\n fill: var(--jp-brand-color2);\n}\n.jp-icon-brand3[fill] {\n fill: var(--jp-brand-color3);\n}\n.jp-icon-brand4[fill] {\n fill: var(--jp-brand-color4);\n}\n\n.jp-icon-brand0[stroke] {\n stroke: var(--jp-brand-color0);\n}\n.jp-icon-brand1[stroke] {\n stroke: var(--jp-brand-color1);\n}\n.jp-icon-brand2[stroke] {\n stroke: var(--jp-brand-color2);\n}\n.jp-icon-brand3[stroke] {\n stroke: var(--jp-brand-color3);\n}\n.jp-icon-brand4[stroke] {\n stroke: var(--jp-brand-color4);\n}\n\/* warn icon colors. Same for light and dark *\/\n.jp-icon-warn0[fill] {\n fill: var(--jp-warn-color0);\n}\n.jp-icon-warn1[fill] {\n fill: var(--jp-warn-color1);\n}\n.jp-icon-warn2[fill] {\n fill: var(--jp-warn-color2);\n}\n.jp-icon-warn3[fill] {\n fill: var(--jp-warn-color3);\n}\n\n.jp-icon-warn0[stroke] {\n stroke: var(--jp-warn-color0);\n}\n.jp-icon-warn1[stroke] {\n stroke: var(--jp-warn-color1);\n}\n.jp-icon-warn2[stroke] {\n stroke: var(--jp-warn-color2);\n}\n.jp-icon-warn3[stroke] {\n stroke: var(--jp-warn-color3);\n}\n\/* icon colors that contrast well with each other and most backgrounds *\/\n.jp-icon-contrast0[fill] {\n fill: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[fill] {\n fill: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[fill] {\n fill: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[fill] {\n fill: var(--jp-icon-contrast-color3);\n}\n\n.jp-icon-contrast0[stroke] {\n stroke: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[stroke] {\n stroke: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[stroke] {\n stroke: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[stroke] {\n stroke: var(--jp-icon-contrast-color3);\n}\n\n\/* CSS for icons in selected items in the settings editor *\/\n#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n#setting-editor\n .jp-PluginList\n .jp-mod-selected\n .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected filebrowser listing items *\/\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected tabs in the sidebar tab manager *\/\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable[fill] {\n fill: var(--jp-brand-color1);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable-inverse[fill] {\n fill: #fff;\n}\n\n\/**\n * TODO: come up with non css-hack solution for showing the busy icon on top\n * of the close icon\n * CSS for complex behavior of close icon of tabs in the sidebar tab manager\n *\/\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty.jp-mod-active\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: #fff;\n}\n\n\/**\n* TODO: come up with non css-hack solution for showing the busy icon on top\n* of the close icon\n* CSS for complex behavior of close icon of tabs in the main area tabbar\n*\/\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n\/* CSS for icons in status bar *\/\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\/* special handling for splash icon CSS. While the theme CSS reloads during\n splash, the splash icon can loose theming. To prevent that, we set a\n default for its color variable *\/\n:root {\n --jp-warn-color0: var(--md-orange-700);\n}\n\n\/* not sure what to do with this one, used in filebrowser listing *\/\n.jp-DragIcon {\n margin-right: 4px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for alt colors for icons as inline SVG HTMLElements\n *\/\n\n\/* alt recolor the primary elements of an icon *\/\n.jp-icon-alt .jp-icon0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-alt .jp-icon0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* alt recolor the accent elements of an icon *\/\n.jp-icon-alt .jp-icon-accent0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-alt .jp-icon-accent0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-icon-hoverShow:not(:hover) svg {\n display: none !important;\n}\n\n\/**\n * Support for hover colors for icons as inline SVG HTMLElements\n *\/\n\n\/**\n * regular colors\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon-hover :hover .jp-icon0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/* recolor the accent elements of an icon *\/\n.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* set the color of an icon to transparent *\/\n.jp-icon-hover :hover .jp-icon-none-hover[fill] {\n fill: none;\n}\n\n.jp-icon-hover :hover .jp-icon-none-hover[stroke] {\n stroke: none;\n}\n\n\/**\n * inverse colors\n *\/\n\n\/* inverse recolor the primary elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* inverse recolor the accent elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-switch {\n display: flex;\n align-items: center;\n padding-left: 4px;\n padding-right: 4px;\n font-size: var(--jp-ui-font-size1);\n background-color: transparent;\n color: var(--jp-ui-font-color1);\n border: none;\n height: 20px;\n}\n\n.jp-switch:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-switch-label {\n margin-right: 5px;\n}\n\n.jp-switch-track {\n cursor: pointer;\n background-color: var(--jp-border-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 34px;\n height: 16px;\n width: 35px;\n position: relative;\n}\n\n.jp-switch-track::before {\n content: '';\n position: absolute;\n height: 10px;\n width: 10px;\n margin: 3px;\n left: 0px;\n background-color: var(--jp-ui-inverse-font-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 50%;\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track {\n background-color: var(--jp-warn-color0);\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track::before {\n \/* track width (35) - margins (3 + 3) - thumb width (10) *\/\n left: 19px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* Sibling imports *\/\n\n\/* Override Blueprint's _reset.scss styles *\/\nhtml {\n box-sizing: unset;\n}\n\n*,\n*::before,\n*::after {\n box-sizing: unset;\n}\n\nbody {\n color: unset;\n font-family: var(--jp-ui-font-family);\n}\n\np {\n margin-top: unset;\n margin-bottom: unset;\n}\n\nsmall {\n font-size: unset;\n}\n\nstrong {\n font-weight: unset;\n}\n\n\/* Override Blueprint's _typography.scss styles *\/\na {\n text-decoration: unset;\n color: unset;\n}\na:hover {\n text-decoration: unset;\n color: unset;\n}\n\n\/* Override Blueprint's _accessibility.scss styles *\/\n:focus {\n outline: unset;\n outline-offset: unset;\n -moz-outline-radius: unset;\n}\n\n\/* Styles for ui-components *\/\n.jp-Button {\n border-radius: var(--jp-border-radius);\n padding: 0px 12px;\n font-size: var(--jp-ui-font-size1);\n}\n\n\/* Use our own theme for hover styles *\/\nbutton.jp-Button.bp3-button.bp3-minimal:hover {\n background-color: var(--jp-layout-color2);\n}\n.jp-Button.minimal {\n color: unset !important;\n}\n\n.jp-Button.jp-ToolbarButtonComponent {\n text-transform: none;\n}\n\n.jp-InputGroup input {\n box-sizing: border-box;\n border-radius: 0;\n background-color: transparent;\n color: var(--jp-ui-font-color0);\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.jp-InputGroup input:focus {\n box-shadow: inset 0 0 0 var(--jp-border-width)\n var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-InputGroup input::placeholder,\ninput::placeholder {\n color: var(--jp-ui-font-color3);\n}\n\n.jp-BPIcon {\n display: inline-block;\n vertical-align: middle;\n margin: auto;\n}\n\n\/* Stop blueprint futzing with our icon fills *\/\n.bp3-icon.jp-BPIcon > svg:not([fill]) {\n fill: var(--jp-inverse-layout-color3);\n}\n\n.jp-InputGroupAction {\n padding: 6px;\n}\n\n.jp-HTMLSelect.jp-DefaultStyle select {\n background-color: initial;\n border: none;\n border-radius: 0;\n box-shadow: none;\n color: var(--jp-ui-font-color0);\n display: block;\n font-size: var(--jp-ui-font-size1);\n height: 24px;\n line-height: 14px;\n padding: 0 25px 0 10px;\n text-align: left;\n -moz-appearance: none;\n -webkit-appearance: none;\n}\n\n\/* Use our own theme for hover and option styles *\/\n.jp-HTMLSelect.jp-DefaultStyle select:hover,\n.jp-HTMLSelect.jp-DefaultStyle select > option {\n background-color: var(--jp-layout-color2);\n color: var(--jp-ui-font-color0);\n}\nselect {\n box-sizing: border-box;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapse {\n display: flex;\n flex-direction: column;\n align-items: stretch;\n border-top: 1px solid var(--jp-border-color2);\n border-bottom: 1px solid var(--jp-border-color2);\n}\n\n.jp-Collapse-header {\n padding: 1px 12px;\n color: var(--jp-ui-font-color1);\n background-color: var(--jp-layout-color1);\n font-size: var(--jp-ui-font-size2);\n}\n\n.jp-Collapse-header:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-Collapse-contents {\n padding: 0px 12px 0px 12px;\n background-color: var(--jp-layout-color1);\n color: var(--jp-ui-font-color1);\n overflow: auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-commandpalette-search-height: 28px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Overall styles\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette {\n padding-bottom: 0px;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Modal variant\n|----------------------------------------------------------------------------*\/\n\n.jp-ModalCommandPalette {\n position: absolute;\n z-index: 10000;\n top: 38px;\n left: 30%;\n margin: 0;\n padding: 4px;\n width: 40%;\n box-shadow: var(--jp-elevation-z4);\n border-radius: 4px;\n background: var(--jp-layout-color0);\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette {\n max-height: 40vh;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {\n margin-left: 4px;\n margin-right: 4px;\n}\n\n.jp-ModalCommandPalette\n .lm-CommandPalette\n .lm-CommandPalette-item.lm-mod-disabled {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Search\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-search {\n padding: 4px;\n background-color: var(--jp-layout-color1);\n z-index: 2;\n}\n\n.lm-CommandPalette-wrapper {\n overflow: overlay;\n padding: 0px 9px;\n background-color: var(--jp-input-active-background);\n height: 30px;\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {\n box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-SearchIconGroup {\n color: white;\n background-color: var(--jp-brand-color1);\n position: absolute;\n top: 4px;\n right: 4px;\n padding: 5px 5px 1px 5px;\n}\n\n.jp-SearchIconGroup svg {\n height: 20px;\n width: 20px;\n}\n\n.jp-SearchIconGroup .jp-icon3[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-input {\n background: transparent;\n width: calc(100% - 18px);\n float: left;\n border: none;\n outline: none;\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n line-height: var(--jp-private-commandpalette-search-height);\n}\n\n.lm-CommandPalette-input::-webkit-input-placeholder,\n.lm-CommandPalette-input::-moz-placeholder,\n.lm-CommandPalette-input:-ms-input-placeholder {\n color: var(--jp-ui-font-color2);\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Results\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-header:first-child {\n margin-top: 0px;\n}\n\n.lm-CommandPalette-header {\n border-bottom: solid var(--jp-border-width) var(--jp-border-color2);\n color: var(--jp-ui-font-color1);\n cursor: pointer;\n display: flex;\n font-size: var(--jp-ui-font-size0);\n font-weight: 600;\n letter-spacing: 1px;\n margin-top: 8px;\n padding: 8px 0 8px 12px;\n text-transform: uppercase;\n}\n\n.lm-CommandPalette-header.lm-mod-active {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-header > mark {\n background-color: transparent;\n font-weight: bold;\n color: var(--jp-ui-font-color1);\n}\n\n.lm-CommandPalette-item {\n padding: 4px 12px 4px 4px;\n color: var(--jp-ui-font-color1);\n font-size: var(--jp-ui-font-size1);\n font-weight: 400;\n display: flex;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item.lm-mod-active {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-itemContent {\n overflow: hidden;\n}\n\n.lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled mark {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemIcon {\n margin: 0 4px 0 0;\n position: relative;\n width: 16px;\n top: 2px;\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {\n opacity: 0.6;\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-itemCaption {\n display: none;\n}\n\n.lm-CommandPalette-content {\n background-color: var(--jp-layout-color1);\n}\n\n.lm-CommandPalette-content:empty:after {\n content: 'No results';\n margin: auto;\n margin-top: 20px;\n width: 100px;\n display: block;\n font-size: var(--jp-ui-font-size2);\n font-family: var(--jp-ui-font-family);\n font-weight: lighter;\n}\n\n.lm-CommandPalette-emptyMessage {\n text-align: center;\n margin-top: 24px;\n line-height: 1.32;\n padding: 0px 8px;\n color: var(--jp-content-font-color3);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Dialog {\n position: absolute;\n z-index: 10000;\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n top: 0px;\n left: 0px;\n margin: 0;\n padding: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-dialog-background);\n}\n\n.jp-Dialog-content {\n display: flex;\n flex-direction: column;\n margin-left: auto;\n margin-right: auto;\n background: var(--jp-layout-color1);\n padding: 24px;\n padding-bottom: 12px;\n min-width: 300px;\n min-height: 150px;\n max-width: 1000px;\n max-height: 500px;\n box-sizing: border-box;\n box-shadow: var(--jp-elevation-z20);\n word-wrap: break-word;\n border-radius: var(--jp-border-radius);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color1);\n resize: both;\n}\n\n.jp-Dialog-button {\n overflow: visible;\n}\n\nbutton.jp-Dialog-button:focus {\n outline: 1px solid var(--jp-brand-color1);\n outline-offset: 4px;\n -moz-outline-radius: 0px;\n}\n\nbutton.jp-Dialog-button:focus::-moz-focus-inner {\n border: 0;\n}\n\nbutton.jp-Dialog-close-button {\n padding: 0;\n height: 100%;\n min-width: unset;\n min-height: unset;\n}\n\n.jp-Dialog-header {\n display: flex;\n justify-content: space-between;\n flex: 0 0 auto;\n padding-bottom: 12px;\n font-size: var(--jp-ui-font-size3);\n font-weight: 400;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-body {\n display: flex;\n flex-direction: column;\n flex: 1 1 auto;\n font-size: var(--jp-ui-font-size1);\n background: var(--jp-layout-color1);\n overflow: auto;\n}\n\n.jp-Dialog-footer {\n display: flex;\n flex-direction: row;\n justify-content: flex-end;\n flex: 0 0 auto;\n margin-left: -12px;\n margin-right: -12px;\n padding: 12px;\n}\n\n.jp-Dialog-title {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n.jp-Dialog-body > .jp-select-wrapper {\n width: 100%;\n}\n\n.jp-Dialog-body > button {\n padding: 0px 16px;\n}\n\n.jp-Dialog-body > label {\n line-height: 1.4;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-button.jp-mod-styled:not(:last-child) {\n margin-right: 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-HoverBox {\n position: fixed;\n}\n\n.jp-HoverBox.jp-mod-outofview {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-IFrame {\n width: 100%;\n height: 100%;\n}\n\n.jp-IFrame > iframe {\n border: none;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-IFrame {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-IFrame:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n.jp-Input-Boolean-Dialog {\n flex-direction: row-reverse;\n align-items: end;\n width: 100%;\n}\n\n.jp-Input-Boolean-Dialog > label {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MainAreaWidget > :focus {\n outline: none;\n}\n\n\/**\n * google-material-color v1.2.6\n * https:\/\/github.com\/danlevan\/google-material-color\n *\/\n:root {\n --md-red-50: #ffebee;\n --md-red-100: #ffcdd2;\n --md-red-200: #ef9a9a;\n --md-red-300: #e57373;\n --md-red-400: #ef5350;\n --md-red-500: #f44336;\n --md-red-600: #e53935;\n --md-red-700: #d32f2f;\n --md-red-800: #c62828;\n --md-red-900: #b71c1c;\n --md-red-A100: #ff8a80;\n --md-red-A200: #ff5252;\n --md-red-A400: #ff1744;\n --md-red-A700: #d50000;\n\n --md-pink-50: #fce4ec;\n --md-pink-100: #f8bbd0;\n --md-pink-200: #f48fb1;\n --md-pink-300: #f06292;\n --md-pink-400: #ec407a;\n --md-pink-500: #e91e63;\n --md-pink-600: #d81b60;\n --md-pink-700: #c2185b;\n --md-pink-800: #ad1457;\n --md-pink-900: #880e4f;\n --md-pink-A100: #ff80ab;\n --md-pink-A200: #ff4081;\n --md-pink-A400: #f50057;\n --md-pink-A700: #c51162;\n\n --md-purple-50: #f3e5f5;\n --md-purple-100: #e1bee7;\n --md-purple-200: #ce93d8;\n --md-purple-300: #ba68c8;\n --md-purple-400: #ab47bc;\n --md-purple-500: #9c27b0;\n --md-purple-600: #8e24aa;\n --md-purple-700: #7b1fa2;\n --md-purple-800: #6a1b9a;\n --md-purple-900: #4a148c;\n --md-purple-A100: #ea80fc;\n --md-purple-A200: #e040fb;\n --md-purple-A400: #d500f9;\n --md-purple-A700: #aa00ff;\n\n --md-deep-purple-50: #ede7f6;\n --md-deep-purple-100: #d1c4e9;\n --md-deep-purple-200: #b39ddb;\n --md-deep-purple-300: #9575cd;\n --md-deep-purple-400: #7e57c2;\n --md-deep-purple-500: #673ab7;\n --md-deep-purple-600: #5e35b1;\n --md-deep-purple-700: #512da8;\n --md-deep-purple-800: #4527a0;\n --md-deep-purple-900: #311b92;\n --md-deep-purple-A100: #b388ff;\n --md-deep-purple-A200: #7c4dff;\n --md-deep-purple-A400: #651fff;\n --md-deep-purple-A700: #6200ea;\n\n --md-indigo-50: #e8eaf6;\n --md-indigo-100: #c5cae9;\n --md-indigo-200: #9fa8da;\n --md-indigo-300: #7986cb;\n --md-indigo-400: #5c6bc0;\n --md-indigo-500: #3f51b5;\n --md-indigo-600: #3949ab;\n --md-indigo-700: #303f9f;\n --md-indigo-800: #283593;\n --md-indigo-900: #1a237e;\n --md-indigo-A100: #8c9eff;\n --md-indigo-A200: #536dfe;\n --md-indigo-A400: #3d5afe;\n --md-indigo-A700: #304ffe;\n\n --md-blue-50: #e3f2fd;\n --md-blue-100: #bbdefb;\n --md-blue-200: #90caf9;\n --md-blue-300: #64b5f6;\n --md-blue-400: #42a5f5;\n --md-blue-500: #2196f3;\n --md-blue-600: #1e88e5;\n --md-blue-700: #1976d2;\n --md-blue-800: #1565c0;\n --md-blue-900: #0d47a1;\n --md-blue-A100: #82b1ff;\n --md-blue-A200: #448aff;\n --md-blue-A400: #2979ff;\n --md-blue-A700: #2962ff;\n\n --md-light-blue-50: #e1f5fe;\n --md-light-blue-100: #b3e5fc;\n --md-light-blue-200: #81d4fa;\n --md-light-blue-300: #4fc3f7;\n --md-light-blue-400: #29b6f6;\n --md-light-blue-500: #03a9f4;\n --md-light-blue-600: #039be5;\n --md-light-blue-700: #0288d1;\n --md-light-blue-800: #0277bd;\n --md-light-blue-900: #01579b;\n --md-light-blue-A100: #80d8ff;\n --md-light-blue-A200: #40c4ff;\n --md-light-blue-A400: #00b0ff;\n --md-light-blue-A700: #0091ea;\n\n --md-cyan-50: #e0f7fa;\n --md-cyan-100: #b2ebf2;\n --md-cyan-200: #80deea;\n --md-cyan-300: #4dd0e1;\n --md-cyan-400: #26c6da;\n --md-cyan-500: #00bcd4;\n --md-cyan-600: #00acc1;\n --md-cyan-700: #0097a7;\n --md-cyan-800: #00838f;\n --md-cyan-900: #006064;\n --md-cyan-A100: #84ffff;\n --md-cyan-A200: #18ffff;\n --md-cyan-A400: #00e5ff;\n --md-cyan-A700: #00b8d4;\n\n --md-teal-50: #e0f2f1;\n --md-teal-100: #b2dfdb;\n --md-teal-200: #80cbc4;\n --md-teal-300: #4db6ac;\n --md-teal-400: #26a69a;\n --md-teal-500: #009688;\n --md-teal-600: #00897b;\n --md-teal-700: #00796b;\n --md-teal-800: #00695c;\n --md-teal-900: #004d40;\n --md-teal-A100: #a7ffeb;\n --md-teal-A200: #64ffda;\n --md-teal-A400: #1de9b6;\n --md-teal-A700: #00bfa5;\n\n --md-green-50: #e8f5e9;\n --md-green-100: #c8e6c9;\n --md-green-200: #a5d6a7;\n --md-green-300: #81c784;\n --md-green-400: #66bb6a;\n --md-green-500: #4caf50;\n --md-green-600: #43a047;\n --md-green-700: #388e3c;\n --md-green-800: #2e7d32;\n --md-green-900: #1b5e20;\n --md-green-A100: #b9f6ca;\n --md-green-A200: #69f0ae;\n --md-green-A400: #00e676;\n --md-green-A700: #00c853;\n\n --md-light-green-50: #f1f8e9;\n --md-light-green-100: #dcedc8;\n --md-light-green-200: #c5e1a5;\n --md-light-green-300: #aed581;\n --md-light-green-400: #9ccc65;\n --md-light-green-500: #8bc34a;\n --md-light-green-600: #7cb342;\n --md-light-green-700: #689f38;\n --md-light-green-800: #558b2f;\n --md-light-green-900: #33691e;\n --md-light-green-A100: #ccff90;\n --md-light-green-A200: #b2ff59;\n --md-light-green-A400: #76ff03;\n --md-light-green-A700: #64dd17;\n\n --md-lime-50: #f9fbe7;\n --md-lime-100: #f0f4c3;\n --md-lime-200: #e6ee9c;\n --md-lime-300: #dce775;\n --md-lime-400: #d4e157;\n --md-lime-500: #cddc39;\n --md-lime-600: #c0ca33;\n --md-lime-700: #afb42b;\n --md-lime-800: #9e9d24;\n --md-lime-900: #827717;\n --md-lime-A100: #f4ff81;\n --md-lime-A200: #eeff41;\n --md-lime-A400: #c6ff00;\n --md-lime-A700: #aeea00;\n\n --md-yellow-50: #fffde7;\n --md-yellow-100: #fff9c4;\n --md-yellow-200: #fff59d;\n --md-yellow-300: #fff176;\n --md-yellow-400: #ffee58;\n --md-yellow-500: #ffeb3b;\n --md-yellow-600: #fdd835;\n --md-yellow-700: #fbc02d;\n --md-yellow-800: #f9a825;\n --md-yellow-900: #f57f17;\n --md-yellow-A100: #ffff8d;\n --md-yellow-A200: #ffff00;\n --md-yellow-A400: #ffea00;\n --md-yellow-A700: #ffd600;\n\n --md-amber-50: #fff8e1;\n --md-amber-100: #ffecb3;\n --md-amber-200: #ffe082;\n --md-amber-300: #ffd54f;\n --md-amber-400: #ffca28;\n --md-amber-500: #ffc107;\n --md-amber-600: #ffb300;\n --md-amber-700: #ffa000;\n --md-amber-800: #ff8f00;\n --md-amber-900: #ff6f00;\n --md-amber-A100: #ffe57f;\n --md-amber-A200: #ffd740;\n --md-amber-A400: #ffc400;\n --md-amber-A700: #ffab00;\n\n --md-orange-50: #fff3e0;\n --md-orange-100: #ffe0b2;\n --md-orange-200: #ffcc80;\n --md-orange-300: #ffb74d;\n --md-orange-400: #ffa726;\n --md-orange-500: #ff9800;\n --md-orange-600: #fb8c00;\n --md-orange-700: #f57c00;\n --md-orange-800: #ef6c00;\n --md-orange-900: #e65100;\n --md-orange-A100: #ffd180;\n --md-orange-A200: #ffab40;\n --md-orange-A400: #ff9100;\n --md-orange-A700: #ff6d00;\n\n --md-deep-orange-50: #fbe9e7;\n --md-deep-orange-100: #ffccbc;\n --md-deep-orange-200: #ffab91;\n --md-deep-orange-300: #ff8a65;\n --md-deep-orange-400: #ff7043;\n --md-deep-orange-500: #ff5722;\n --md-deep-orange-600: #f4511e;\n --md-deep-orange-700: #e64a19;\n --md-deep-orange-800: #d84315;\n --md-deep-orange-900: #bf360c;\n --md-deep-orange-A100: #ff9e80;\n --md-deep-orange-A200: #ff6e40;\n --md-deep-orange-A400: #ff3d00;\n --md-deep-orange-A700: #dd2c00;\n\n --md-brown-50: #efebe9;\n --md-brown-100: #d7ccc8;\n --md-brown-200: #bcaaa4;\n --md-brown-300: #a1887f;\n --md-brown-400: #8d6e63;\n --md-brown-500: #795548;\n --md-brown-600: #6d4c41;\n --md-brown-700: #5d4037;\n --md-brown-800: #4e342e;\n --md-brown-900: #3e2723;\n\n --md-grey-50: #fafafa;\n --md-grey-100: #f5f5f5;\n --md-grey-200: #eeeeee;\n --md-grey-300: #e0e0e0;\n --md-grey-400: #bdbdbd;\n --md-grey-500: #9e9e9e;\n --md-grey-600: #757575;\n --md-grey-700: #616161;\n --md-grey-800: #424242;\n --md-grey-900: #212121;\n\n --md-blue-grey-50: #eceff1;\n --md-blue-grey-100: #cfd8dc;\n --md-blue-grey-200: #b0bec5;\n --md-blue-grey-300: #90a4ae;\n --md-blue-grey-400: #78909c;\n --md-blue-grey-500: #607d8b;\n --md-blue-grey-600: #546e7a;\n --md-blue-grey-700: #455a64;\n --md-blue-grey-800: #37474f;\n --md-blue-grey-900: #263238;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Spinner {\n position: absolute;\n display: flex;\n justify-content: center;\n align-items: center;\n z-index: 10;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-layout-color0);\n outline: none;\n}\n\n.jp-SpinnerContent {\n font-size: 10px;\n margin: 50px auto;\n text-indent: -9999em;\n width: 3em;\n height: 3em;\n border-radius: 50%;\n background: var(--jp-brand-color3);\n background: linear-gradient(\n to right,\n #f37626 10%,\n rgba(255, 255, 255, 0) 42%\n );\n position: relative;\n animation: load3 1s infinite linear, fadeIn 1s;\n}\n\n.jp-SpinnerContent:before {\n width: 50%;\n height: 50%;\n background: #f37626;\n border-radius: 100% 0 0 0;\n position: absolute;\n top: 0;\n left: 0;\n content: '';\n}\n\n.jp-SpinnerContent:after {\n background: var(--jp-layout-color0);\n width: 75%;\n height: 75%;\n border-radius: 50%;\n content: '';\n margin: auto;\n position: absolute;\n top: 0;\n left: 0;\n bottom: 0;\n right: 0;\n}\n\n@keyframes fadeIn {\n 0% {\n opacity: 0;\n }\n 100% {\n opacity: 1;\n }\n}\n\n@keyframes load3 {\n 0% {\n transform: rotate(0deg);\n }\n 100% {\n transform: rotate(360deg);\n }\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\nbutton.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: none;\n box-sizing: border-box;\n text-align: center;\n line-height: 32px;\n height: 32px;\n padding: 0px 12px;\n letter-spacing: 0.8px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput.jp-mod-styled {\n background: var(--jp-input-background);\n height: 28px;\n box-sizing: border-box;\n border: var(--jp-border-width) solid var(--jp-border-color1);\n padding-left: 7px;\n padding-right: 7px;\n font-size: var(--jp-ui-font-size2);\n color: var(--jp-ui-font-color0);\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput[type='checkbox'].jp-mod-styled {\n appearance: checkbox;\n -webkit-appearance: checkbox;\n -moz-appearance: checkbox;\n height: auto;\n}\n\ninput.jp-mod-styled:focus {\n border: var(--jp-border-width) solid var(--md-blue-500);\n box-shadow: inset 0 0 4px var(--md-blue-300);\n}\n\n.jp-FileDialog-Checkbox {\n margin-top: 35px;\n display: flex;\n flex-direction: row;\n align-items: end;\n width: 100%;\n}\n\n.jp-FileDialog-Checkbox > label {\n flex: 1 1 auto;\n}\n\n.jp-select-wrapper {\n display: flex;\n position: relative;\n flex-direction: column;\n padding: 1px;\n background-color: var(--jp-layout-color1);\n height: 28px;\n box-sizing: border-box;\n margin-bottom: 12px;\n}\n\n.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-input-active-background);\n}\n\nselect.jp-mod-styled:hover {\n background-color: var(--jp-layout-color1);\n cursor: pointer;\n color: var(--jp-ui-font-color0);\n background-color: var(--jp-input-hover-background);\n box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);\n}\n\nselect.jp-mod-styled {\n flex: 1 1 auto;\n height: 32px;\n width: 100%;\n font-size: var(--jp-ui-font-size2);\n background: var(--jp-input-background);\n color: var(--jp-ui-font-color0);\n padding: 0 25px 0 8px;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-toolbar-height: calc(\n 28px + var(--jp-border-width)\n ); \/* leave 28px for content *\/\n}\n\n.jp-Toolbar {\n color: var(--jp-ui-font-color1);\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);\n box-shadow: var(--jp-toolbar-box-shadow);\n background: var(--jp-toolbar-background);\n min-height: var(--jp-toolbar-micro-height);\n padding: 2px;\n z-index: 1;\n overflow-x: auto;\n}\n\n\/* Toolbar items *\/\n\n.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\n.jp-Toolbar-item.jp-Toolbar-kernelStatus {\n display: inline-block;\n width: 32px;\n background-repeat: no-repeat;\n background-position: center;\n background-size: 16px;\n}\n\n.jp-Toolbar > .jp-Toolbar-item {\n flex: 0 0 auto;\n display: flex;\n padding-left: 1px;\n padding-right: 1px;\n font-size: var(--jp-ui-font-size1);\n line-height: var(--jp-private-toolbar-height);\n height: 100%;\n}\n\n\/* Toolbar buttons *\/\n\n\/* This is the div we use to wrap the react component into a Widget *\/\ndiv.jp-ToolbarButton {\n color: transparent;\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px;\n margin: 0px;\n}\n\nbutton.jp-ToolbarButtonComponent {\n background: var(--jp-layout-color1);\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px 6px;\n margin: 0px;\n height: 24px;\n border-radius: var(--jp-border-radius);\n display: flex;\n align-items: center;\n text-align: center;\n font-size: 14px;\n min-width: unset;\n min-height: unset;\n}\n\nbutton.jp-ToolbarButtonComponent:disabled {\n opacity: 0.4;\n}\n\nbutton.jp-ToolbarButtonComponent span {\n padding: 0px;\n flex: 0 0 auto;\n}\n\nbutton.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {\n font-size: var(--jp-ui-font-size1);\n line-height: 100%;\n padding-left: 2px;\n color: var(--jp-ui-font-color1);\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar.jp-Toolbar-micro {\n padding: 0;\n min-height: 0;\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar {\n border: none;\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ body.p-mod-override-cursor *, \/* <\/DEPRECATED> *\/\nbody.lm-mod-override-cursor * {\n cursor: inherit !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-JSONEditor {\n display: flex;\n flex-direction: column;\n width: 100%;\n}\n\n.jp-JSONEditor-host {\n flex: 1 1 auto;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n background: var(--jp-layout-color0);\n min-height: 50px;\n padding: 1px;\n}\n\n.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {\n border-color: red;\n outline-color: red;\n}\n\n.jp-JSONEditor-header {\n display: flex;\n flex: 1 0 auto;\n padding: 0 0 0 12px;\n}\n\n.jp-JSONEditor-header label {\n flex: 0 0 auto;\n}\n\n.jp-JSONEditor-commitButton {\n height: 16px;\n width: 16px;\n background-size: 18px;\n background-repeat: no-repeat;\n background-position: center;\n}\n\n.jp-JSONEditor-host.jp-mod-focused {\n background-color: var(--jp-input-active-background);\n border: 1px solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n.jp-Editor.jp-mod-dropTarget {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n\/* BASICS *\/\n\n.CodeMirror {\n \/* Set height, width, borders, and global font properties here *\/\n font-family: monospace;\n height: 300px;\n color: black;\n direction: ltr;\n}\n\n\/* PADDING *\/\n\n.CodeMirror-lines {\n padding: 4px 0; \/* Vertical padding around content *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n padding: 0 4px; \/* Horizontal padding of content *\/\n}\n\n.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n background-color: white; \/* The little square between H and V scrollbars *\/\n}\n\n\/* GUTTER *\/\n\n.CodeMirror-gutters {\n border-right: 1px solid #ddd;\n background-color: #f7f7f7;\n white-space: nowrap;\n}\n.CodeMirror-linenumbers {}\n.CodeMirror-linenumber {\n padding: 0 3px 0 5px;\n min-width: 20px;\n text-align: right;\n color: #999;\n white-space: nowrap;\n}\n\n.CodeMirror-guttermarker { color: black; }\n.CodeMirror-guttermarker-subtle { color: #999; }\n\n\/* CURSOR *\/\n\n.CodeMirror-cursor {\n border-left: 1px solid black;\n border-right: none;\n width: 0;\n}\n\/* Shown when moving in bi-directional text *\/\n.CodeMirror div.CodeMirror-secondarycursor {\n border-left: 1px solid silver;\n}\n.cm-fat-cursor .CodeMirror-cursor {\n width: auto;\n border: 0 !important;\n background: #7e7;\n}\n.cm-fat-cursor div.CodeMirror-cursors {\n z-index: 1;\n}\n.cm-fat-cursor-mark {\n background-color: rgba(20, 255, 20, 0.5);\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n}\n.cm-animate-fat-cursor {\n width: auto;\n border: 0;\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n background-color: #7e7;\n}\n@-moz-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@-webkit-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n\n\/* Can style cursor different in overwrite (non-insert) mode *\/\n.CodeMirror-overwrite .CodeMirror-cursor {}\n\n.cm-tab { display: inline-block; text-decoration: inherit; }\n\n.CodeMirror-rulers {\n position: absolute;\n left: 0; right: 0; top: -50px; bottom: 0;\n overflow: hidden;\n}\n.CodeMirror-ruler {\n border-left: 1px solid #ccc;\n top: 0; bottom: 0;\n position: absolute;\n}\n\n\/* DEFAULT THEME *\/\n\n.cm-s-default .cm-header {color: blue;}\n.cm-s-default .cm-quote {color: #090;}\n.cm-negative {color: #d44;}\n.cm-positive {color: #292;}\n.cm-header, .cm-strong {font-weight: bold;}\n.cm-em {font-style: italic;}\n.cm-link {text-decoration: underline;}\n.cm-strikethrough {text-decoration: line-through;}\n\n.cm-s-default .cm-keyword {color: #708;}\n.cm-s-default .cm-atom {color: #219;}\n.cm-s-default .cm-number {color: #164;}\n.cm-s-default .cm-def {color: #00f;}\n.cm-s-default .cm-variable,\n.cm-s-default .cm-punctuation,\n.cm-s-default .cm-property,\n.cm-s-default .cm-operator {}\n.cm-s-default .cm-variable-2 {color: #05a;}\n.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}\n.cm-s-default .cm-comment {color: #a50;}\n.cm-s-default .cm-string {color: #a11;}\n.cm-s-default .cm-string-2 {color: #f50;}\n.cm-s-default .cm-meta {color: #555;}\n.cm-s-default .cm-qualifier {color: #555;}\n.cm-s-default .cm-builtin {color: #30a;}\n.cm-s-default .cm-bracket {color: #997;}\n.cm-s-default .cm-tag {color: #170;}\n.cm-s-default .cm-attribute {color: #00c;}\n.cm-s-default .cm-hr {color: #999;}\n.cm-s-default .cm-link {color: #00c;}\n\n.cm-s-default .cm-error {color: #f00;}\n.cm-invalidchar {color: #f00;}\n\n.CodeMirror-composing { border-bottom: 2px solid; }\n\n\/* Default styles for common addons *\/\n\ndiv.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}\ndiv.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}\n.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }\n.CodeMirror-activeline-background {background: #e8f2ff;}\n\n\/* STOP *\/\n\n\/* The rest of this file contains styles related to the mechanics of\n the editor. You probably shouldn't touch them. *\/\n\n.CodeMirror {\n position: relative;\n overflow: hidden;\n background: white;\n}\n\n.CodeMirror-scroll {\n overflow: scroll !important; \/* Things will break if this is overridden *\/\n \/* 50px is the magic margin used to hide the element's real scrollbars *\/\n \/* See overflow: hidden in .CodeMirror *\/\n margin-bottom: -50px; margin-right: -50px;\n padding-bottom: 50px;\n height: 100%;\n outline: none; \/* Prevent dragging from highlighting the element *\/\n position: relative;\n}\n.CodeMirror-sizer {\n position: relative;\n border-right: 50px solid transparent;\n}\n\n\/* The fake, visible scrollbars. Used to force redraw during scrolling\n before actual scrolling happens, thus preventing shaking and\n flickering artifacts. *\/\n.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n position: absolute;\n z-index: 6;\n display: none;\n outline: none;\n}\n.CodeMirror-vscrollbar {\n right: 0; top: 0;\n overflow-x: hidden;\n overflow-y: scroll;\n}\n.CodeMirror-hscrollbar {\n bottom: 0; left: 0;\n overflow-y: hidden;\n overflow-x: scroll;\n}\n.CodeMirror-scrollbar-filler {\n right: 0; bottom: 0;\n}\n.CodeMirror-gutter-filler {\n left: 0; bottom: 0;\n}\n\n.CodeMirror-gutters {\n position: absolute; left: 0; top: 0;\n min-height: 100%;\n z-index: 3;\n}\n.CodeMirror-gutter {\n white-space: normal;\n height: 100%;\n display: inline-block;\n vertical-align: top;\n margin-bottom: -50px;\n}\n.CodeMirror-gutter-wrapper {\n position: absolute;\n z-index: 4;\n background: none !important;\n border: none !important;\n}\n.CodeMirror-gutter-background {\n position: absolute;\n top: 0; bottom: 0;\n z-index: 4;\n}\n.CodeMirror-gutter-elt {\n position: absolute;\n cursor: default;\n z-index: 4;\n}\n.CodeMirror-gutter-wrapper ::selection { background-color: transparent }\n.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }\n\n.CodeMirror-lines {\n cursor: text;\n min-height: 1px; \/* prevents collapsing before first draw *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n \/* Reset some styles that the rest of the page might have set *\/\n -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;\n border-width: 0;\n background: transparent;\n font-family: inherit;\n font-size: inherit;\n margin: 0;\n white-space: pre;\n word-wrap: normal;\n line-height: inherit;\n color: inherit;\n z-index: 2;\n position: relative;\n overflow: visible;\n -webkit-tap-highlight-color: transparent;\n -webkit-font-variant-ligatures: contextual;\n font-variant-ligatures: contextual;\n}\n.CodeMirror-wrap pre.CodeMirror-line,\n.CodeMirror-wrap pre.CodeMirror-line-like {\n word-wrap: break-word;\n white-space: pre-wrap;\n word-break: normal;\n}\n\n.CodeMirror-linebackground {\n position: absolute;\n left: 0; right: 0; top: 0; bottom: 0;\n z-index: 0;\n}\n\n.CodeMirror-linewidget {\n position: relative;\n z-index: 2;\n padding: 0.1px; \/* Force widget margins to stay inside of the container *\/\n}\n\n.CodeMirror-widget {}\n\n.CodeMirror-rtl pre { direction: rtl; }\n\n.CodeMirror-code {\n outline: none;\n}\n\n\/* Force content-box sizing for the elements where we expect it *\/\n.CodeMirror-scroll,\n.CodeMirror-sizer,\n.CodeMirror-gutter,\n.CodeMirror-gutters,\n.CodeMirror-linenumber {\n -moz-box-sizing: content-box;\n box-sizing: content-box;\n}\n\n.CodeMirror-measure {\n position: absolute;\n width: 100%;\n height: 0;\n overflow: hidden;\n visibility: hidden;\n}\n\n.CodeMirror-cursor {\n position: absolute;\n pointer-events: none;\n}\n.CodeMirror-measure pre { position: static; }\n\ndiv.CodeMirror-cursors {\n visibility: hidden;\n position: relative;\n z-index: 3;\n}\ndiv.CodeMirror-dragcursors {\n visibility: visible;\n}\n\n.CodeMirror-focused div.CodeMirror-cursors {\n visibility: visible;\n}\n\n.CodeMirror-selected { background: #d9d9d9; }\n.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }\n.CodeMirror-crosshair { cursor: crosshair; }\n.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }\n.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }\n\n.cm-searching {\n background-color: #ffa;\n background-color: rgba(255, 255, 0, .4);\n}\n\n\/* Used to force a border model for a node *\/\n.cm-force-border { padding-right: .1px; }\n\n@media print {\n \/* Hide the cursor when printing *\/\n .CodeMirror div.CodeMirror-cursors {\n visibility: hidden;\n }\n}\n\n\/* See issue #2901 *\/\n.cm-tab-wrap-hack:after { content: ''; }\n\n\/* Help users use markselection to safely style text background *\/\nspan.CodeMirror-selectedtext { background: none; }\n\n.CodeMirror-dialog {\n position: absolute;\n left: 0; right: 0;\n background: inherit;\n z-index: 15;\n padding: .1em .8em;\n overflow: hidden;\n color: inherit;\n}\n\n.CodeMirror-dialog-top {\n border-bottom: 1px solid #eee;\n top: 0;\n}\n\n.CodeMirror-dialog-bottom {\n border-top: 1px solid #eee;\n bottom: 0;\n}\n\n.CodeMirror-dialog input {\n border: none;\n outline: none;\n background: transparent;\n width: 20em;\n color: inherit;\n font-family: monospace;\n}\n\n.CodeMirror-dialog button {\n font-size: 70%;\n}\n\n.CodeMirror-foldmarker {\n color: blue;\n text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;\n font-family: arial;\n line-height: .3;\n cursor: pointer;\n}\n.CodeMirror-foldgutter {\n width: .7em;\n}\n.CodeMirror-foldgutter-open,\n.CodeMirror-foldgutter-folded {\n cursor: pointer;\n}\n.CodeMirror-foldgutter-open:after {\n content: \"\\25BE\";\n}\n.CodeMirror-foldgutter-folded:after {\n content: \"\\25B8\";\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.CodeMirror {\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n border: 0;\n border-radius: 0;\n height: auto;\n \/* Changed to auto to autogrow *\/\n}\n\n.CodeMirror pre {\n padding: 0 var(--jp-code-padding);\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* This causes https:\/\/github.com\/jupyter\/jupyterlab\/issues\/522 *\/\n\/* May not cause it not because we changed it! *\/\n.CodeMirror-lines {\n padding: var(--jp-code-padding) 0;\n}\n\n.CodeMirror-linenumber {\n padding: 0 8px;\n}\n\n.jp-CodeMirrorEditor {\n cursor: text;\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n\n\/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height *\/\n@media screen and (min-width: 2138px) and (max-width: 4319px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width1) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n\/* When zoomed out less than 33% *\/\n@media screen and (min-width: 4320px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width2) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {\n display: none;\n}\n\n.CodeMirror-gutters {\n border-right: 1px solid var(--jp-border-color2);\n background-color: var(--jp-layout-color0);\n}\n\n.jp-CollaboratorCursor {\n border-left: 5px solid transparent;\n border-right: 5px solid transparent;\n border-top: none;\n border-bottom: 3px solid;\n background-clip: content-box;\n margin-left: -5px;\n margin-right: -5px;\n}\n\n.CodeMirror-selectedtext.cm-searching {\n background-color: var(--jp-search-selected-match-background-color) !important;\n color: var(--jp-search-selected-match-color) !important;\n}\n\n.cm-searching {\n background-color: var(\n --jp-search-unselected-match-background-color\n ) !important;\n color: var(--jp-search-unselected-match-color) !important;\n}\n\n.CodeMirror-focused .CodeMirror-selected {\n background-color: var(--jp-editor-selected-focused-background);\n}\n\n.CodeMirror-selected {\n background-color: var(--jp-editor-selected-background);\n}\n\n.jp-CollaboratorCursor-hover {\n position: absolute;\n z-index: 1;\n transform: translateX(-50%);\n color: white;\n border-radius: 3px;\n padding-left: 4px;\n padding-right: 4px;\n padding-top: 1px;\n padding-bottom: 1px;\n text-align: center;\n font-size: var(--jp-ui-font-size1);\n white-space: nowrap;\n}\n\n.jp-CodeMirror-ruler {\n border-left: 1px dashed var(--jp-border-color2);\n}\n\n\/**\n * Here is our jupyter theme for CodeMirror syntax highlighting\n * This is used in our marked.js syntax highlighting and CodeMirror itself\n * The string \"jupyter\" is set in ..\/codemirror\/widget.DEFAULT_CODEMIRROR_THEME\n * This came from the classic notebook, which came form highlight.js\/GitHub\n *\/\n\n\/**\n * CodeMirror themes are handling the background\/color in this way. This works\n * fine for CodeMirror editors outside the notebook, but the notebook styles\n * these things differently.\n *\/\n.CodeMirror.cm-s-jupyter {\n background: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* In the notebook, we want this styling to be handled by its container *\/\n.jp-CodeConsole .CodeMirror.cm-s-jupyter,\n.jp-Notebook .CodeMirror.cm-s-jupyter {\n background: transparent;\n}\n\n.cm-s-jupyter .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n.cm-s-jupyter span.cm-keyword {\n color: var(--jp-mirror-editor-keyword-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-atom {\n color: var(--jp-mirror-editor-atom-color);\n}\n.cm-s-jupyter span.cm-number {\n color: var(--jp-mirror-editor-number-color);\n}\n.cm-s-jupyter span.cm-def {\n color: var(--jp-mirror-editor-def-color);\n}\n.cm-s-jupyter span.cm-variable {\n color: var(--jp-mirror-editor-variable-color);\n}\n.cm-s-jupyter span.cm-variable-2 {\n color: var(--jp-mirror-editor-variable-2-color);\n}\n.cm-s-jupyter span.cm-variable-3 {\n color: var(--jp-mirror-editor-variable-3-color);\n}\n.cm-s-jupyter span.cm-punctuation {\n color: var(--jp-mirror-editor-punctuation-color);\n}\n.cm-s-jupyter span.cm-property {\n color: var(--jp-mirror-editor-property-color);\n}\n.cm-s-jupyter span.cm-operator {\n color: var(--jp-mirror-editor-operator-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-comment {\n color: var(--jp-mirror-editor-comment-color);\n font-style: italic;\n}\n.cm-s-jupyter span.cm-string {\n color: var(--jp-mirror-editor-string-color);\n}\n.cm-s-jupyter span.cm-string-2 {\n color: var(--jp-mirror-editor-string-2-color);\n}\n.cm-s-jupyter span.cm-meta {\n color: var(--jp-mirror-editor-meta-color);\n}\n.cm-s-jupyter span.cm-qualifier {\n color: var(--jp-mirror-editor-qualifier-color);\n}\n.cm-s-jupyter span.cm-builtin {\n color: var(--jp-mirror-editor-builtin-color);\n}\n.cm-s-jupyter span.cm-bracket {\n color: var(--jp-mirror-editor-bracket-color);\n}\n.cm-s-jupyter span.cm-tag {\n color: var(--jp-mirror-editor-tag-color);\n}\n.cm-s-jupyter span.cm-attribute {\n color: var(--jp-mirror-editor-attribute-color);\n}\n.cm-s-jupyter span.cm-header {\n color: var(--jp-mirror-editor-header-color);\n}\n.cm-s-jupyter span.cm-quote {\n color: var(--jp-mirror-editor-quote-color);\n}\n.cm-s-jupyter span.cm-link {\n color: var(--jp-mirror-editor-link-color);\n}\n.cm-s-jupyter span.cm-error {\n color: var(--jp-mirror-editor-error-color);\n}\n.cm-s-jupyter span.cm-hr {\n color: #999;\n}\n\n.cm-s-jupyter span.cm-tab {\n background: url(data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH\/ZOdnZOcM\/sgk\/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j\/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);\n background-position: right;\n background-repeat: no-repeat;\n}\n\n.cm-s-jupyter .CodeMirror-activeline-background,\n.cm-s-jupyter .CodeMirror-gutter {\n background-color: var(--jp-layout-color2);\n}\n\n\/* Styles for shared cursors (remote cursor locations and selected ranges) *\/\n.jp-CodeMirrorEditor .remote-caret {\n position: relative;\n border-left: 2px solid black;\n margin-left: -1px;\n margin-right: -1px;\n box-sizing: border-box;\n}\n\n.jp-CodeMirrorEditor .remote-caret > div {\n white-space: nowrap;\n position: absolute;\n top: -1.15em;\n padding-bottom: 0.05em;\n left: -2px;\n font-size: 0.95em;\n background-color: rgb(250, 129, 0);\n font-family: var(--jp-ui-font-family);\n font-weight: bold;\n line-height: normal;\n user-select: none;\n color: white;\n padding-left: 2px;\n padding-right: 2px;\n z-index: 3;\n transition: opacity 0.3s ease-in-out;\n}\n\n.jp-CodeMirrorEditor .remote-caret.hide-name > div {\n transition-delay: 0.7s;\n opacity: 0;\n}\n\n.jp-CodeMirrorEditor .remote-caret:hover > div {\n opacity: 1;\n transition-delay: 0s;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| RenderedText\n|----------------------------------------------------------------------------*\/\n\n:root {\n \/* This is the padding value to fill the gaps between lines containing spans with background color. *\/\n --jp-private-code-span-padding: calc(\n (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) \/ 2\n );\n}\n\n.jp-RenderedText {\n text-align: left;\n padding-left: var(--jp-code-padding);\n line-height: var(--jp-code-line-height);\n font-family: var(--jp-code-font-family);\n}\n\n.jp-RenderedText pre,\n.jp-RenderedJavaScript pre,\n.jp-RenderedHTMLCommon pre {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-code-font-size);\n border: none;\n margin: 0px;\n padding: 0px;\n}\n\n.jp-RenderedText pre a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* console foregrounds and backgrounds *\/\n.jp-RenderedText pre .ansi-black-fg {\n color: #3e424d;\n}\n.jp-RenderedText pre .ansi-red-fg {\n color: #e75c58;\n}\n.jp-RenderedText pre .ansi-green-fg {\n color: #00a250;\n}\n.jp-RenderedText pre .ansi-yellow-fg {\n color: #ddb62b;\n}\n.jp-RenderedText pre .ansi-blue-fg {\n color: #208ffb;\n}\n.jp-RenderedText pre .ansi-magenta-fg {\n color: #d160c4;\n}\n.jp-RenderedText pre .ansi-cyan-fg {\n color: #60c6c8;\n}\n.jp-RenderedText pre .ansi-white-fg {\n color: #c5c1b4;\n}\n\n.jp-RenderedText pre .ansi-black-bg {\n background-color: #3e424d;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-bg {\n background-color: #e75c58;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-bg {\n background-color: #00a250;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-bg {\n background-color: #ddb62b;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-bg {\n background-color: #208ffb;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-bg {\n background-color: #d160c4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-bg {\n background-color: #60c6c8;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-bg {\n background-color: #c5c1b4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-black-intense-fg {\n color: #282c36;\n}\n.jp-RenderedText pre .ansi-red-intense-fg {\n color: #b22b31;\n}\n.jp-RenderedText pre .ansi-green-intense-fg {\n color: #007427;\n}\n.jp-RenderedText pre .ansi-yellow-intense-fg {\n color: #b27d12;\n}\n.jp-RenderedText pre .ansi-blue-intense-fg {\n color: #0065ca;\n}\n.jp-RenderedText pre .ansi-magenta-intense-fg {\n color: #a03196;\n}\n.jp-RenderedText pre .ansi-cyan-intense-fg {\n color: #258f8f;\n}\n.jp-RenderedText pre .ansi-white-intense-fg {\n color: #a1a6b2;\n}\n\n.jp-RenderedText pre .ansi-black-intense-bg {\n background-color: #282c36;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-intense-bg {\n background-color: #b22b31;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-intense-bg {\n background-color: #007427;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-intense-bg {\n background-color: #b27d12;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-intense-bg {\n background-color: #0065ca;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-intense-bg {\n background-color: #a03196;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-intense-bg {\n background-color: #258f8f;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-intense-bg {\n background-color: #a1a6b2;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-default-inverse-fg {\n color: var(--jp-ui-inverse-font-color0);\n}\n.jp-RenderedText pre .ansi-default-inverse-bg {\n background-color: var(--jp-inverse-layout-color0);\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-bold {\n font-weight: bold;\n}\n.jp-RenderedText pre .ansi-underline {\n text-decoration: underline;\n}\n\n.jp-RenderedText[data-mime-type='application\/vnd.jupyter.stderr'] {\n background: var(--jp-rendermime-error-background);\n padding-top: var(--jp-code-padding);\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedLatex\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedLatex {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n}\n\n\/* Left-justify outputs.*\/\n.jp-OutputArea-output.jp-RenderedLatex {\n padding: var(--jp-code-padding);\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedHTML\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedHTMLCommon {\n color: var(--jp-content-font-color1);\n font-family: var(--jp-content-font-family);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n \/* Give a bit more R padding on Markdown text to keep line lengths reasonable *\/\n padding-right: 20px;\n}\n\n.jp-RenderedHTMLCommon em {\n font-style: italic;\n}\n\n.jp-RenderedHTMLCommon strong {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon u {\n text-decoration: underline;\n}\n\n.jp-RenderedHTMLCommon a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* Headings *\/\n\n.jp-RenderedHTMLCommon h1,\n.jp-RenderedHTMLCommon h2,\n.jp-RenderedHTMLCommon h3,\n.jp-RenderedHTMLCommon h4,\n.jp-RenderedHTMLCommon h5,\n.jp-RenderedHTMLCommon h6 {\n line-height: var(--jp-content-heading-line-height);\n font-weight: var(--jp-content-heading-font-weight);\n font-style: normal;\n margin: var(--jp-content-heading-margin-top) 0\n var(--jp-content-heading-margin-bottom) 0;\n}\n\n.jp-RenderedHTMLCommon h1:first-child,\n.jp-RenderedHTMLCommon h2:first-child,\n.jp-RenderedHTMLCommon h3:first-child,\n.jp-RenderedHTMLCommon h4:first-child,\n.jp-RenderedHTMLCommon h5:first-child,\n.jp-RenderedHTMLCommon h6:first-child {\n margin-top: calc(0.5 * var(--jp-content-heading-margin-top));\n}\n\n.jp-RenderedHTMLCommon h1:last-child,\n.jp-RenderedHTMLCommon h2:last-child,\n.jp-RenderedHTMLCommon h3:last-child,\n.jp-RenderedHTMLCommon h4:last-child,\n.jp-RenderedHTMLCommon h5:last-child,\n.jp-RenderedHTMLCommon h6:last-child {\n margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));\n}\n\n.jp-RenderedHTMLCommon h1 {\n font-size: var(--jp-content-font-size5);\n}\n\n.jp-RenderedHTMLCommon h2 {\n font-size: var(--jp-content-font-size4);\n}\n\n.jp-RenderedHTMLCommon h3 {\n font-size: var(--jp-content-font-size3);\n}\n\n.jp-RenderedHTMLCommon h4 {\n font-size: var(--jp-content-font-size2);\n}\n\n.jp-RenderedHTMLCommon h5 {\n font-size: var(--jp-content-font-size1);\n}\n\n.jp-RenderedHTMLCommon h6 {\n font-size: var(--jp-content-font-size0);\n}\n\n\/* Lists *\/\n\n.jp-RenderedHTMLCommon ul:not(.list-inline),\n.jp-RenderedHTMLCommon ol:not(.list-inline) {\n padding-left: 2em;\n}\n\n.jp-RenderedHTMLCommon ul {\n list-style: disc;\n}\n\n.jp-RenderedHTMLCommon ul ul {\n list-style: square;\n}\n\n.jp-RenderedHTMLCommon ul ul ul {\n list-style: circle;\n}\n\n.jp-RenderedHTMLCommon ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol ol {\n list-style: upper-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol {\n list-style: lower-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol {\n list-style: lower-roman;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol,\n.jp-RenderedHTMLCommon ul {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon ul ul,\n.jp-RenderedHTMLCommon ul ol,\n.jp-RenderedHTMLCommon ol ul,\n.jp-RenderedHTMLCommon ol ol {\n margin-bottom: 0em;\n}\n\n.jp-RenderedHTMLCommon hr {\n color: var(--jp-border-color2);\n background-color: var(--jp-border-color1);\n margin-top: 1em;\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon > pre {\n margin: 1.5em 2em;\n}\n\n.jp-RenderedHTMLCommon pre,\n.jp-RenderedHTMLCommon code {\n border: 0;\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n line-height: var(--jp-code-line-height);\n padding: 0;\n white-space: pre-wrap;\n}\n\n.jp-RenderedHTMLCommon :not(pre) > code {\n background-color: var(--jp-layout-color2);\n padding: 1px 5px;\n}\n\n\/* Tables *\/\n\n.jp-RenderedHTMLCommon table {\n border-collapse: collapse;\n border-spacing: 0;\n border: none;\n color: var(--jp-ui-font-color1);\n font-size: 12px;\n table-layout: fixed;\n margin-left: auto;\n margin-right: auto;\n}\n\n.jp-RenderedHTMLCommon thead {\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n vertical-align: bottom;\n}\n\n.jp-RenderedHTMLCommon td,\n.jp-RenderedHTMLCommon th,\n.jp-RenderedHTMLCommon tr {\n vertical-align: middle;\n padding: 0.5em 0.5em;\n line-height: normal;\n white-space: normal;\n max-width: none;\n border: none;\n}\n\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {\n max-width: none;\n}\n\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {\n text-align: right;\n}\n\n.jp-RenderedHTMLCommon th {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {\n background: var(--jp-layout-color0);\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(even) {\n background: var(--jp-rendermime-table-row-background);\n}\n\n.jp-RenderedHTMLCommon tbody tr:hover {\n background: var(--jp-rendermime-table-row-hover-background);\n}\n\n.jp-RenderedHTMLCommon table {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon p {\n text-align: left;\n margin: 0px;\n}\n\n.jp-RenderedHTMLCommon p {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon img {\n -moz-force-broken-image-icon: 1;\n}\n\n\/* Restrict to direct children as other images could be nested in other content. *\/\n.jp-RenderedHTMLCommon > img {\n display: block;\n margin-left: 0;\n margin-right: 0;\n margin-bottom: 1em;\n}\n\n\/* Change color behind transparent images if they need it... *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n\/* ...or leave it untouched if they don't *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {\n}\n\n.jp-RenderedHTMLCommon img,\n.jp-RenderedImage img,\n.jp-RenderedHTMLCommon svg,\n.jp-RenderedSVG svg {\n max-width: 100%;\n height: auto;\n}\n\n.jp-RenderedHTMLCommon img.jp-mod-unconfined,\n.jp-RenderedImage img.jp-mod-unconfined,\n.jp-RenderedHTMLCommon svg.jp-mod-unconfined,\n.jp-RenderedSVG svg.jp-mod-unconfined {\n max-width: none;\n}\n\n.jp-RenderedHTMLCommon .alert {\n padding: var(--jp-notebook-padding);\n border: var(--jp-border-width) solid transparent;\n border-radius: var(--jp-border-radius);\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon .alert-info {\n color: var(--jp-info-color0);\n background-color: var(--jp-info-color3);\n border-color: var(--jp-info-color2);\n}\n.jp-RenderedHTMLCommon .alert-info hr {\n border-color: var(--jp-info-color3);\n}\n.jp-RenderedHTMLCommon .alert-info > p:last-child,\n.jp-RenderedHTMLCommon .alert-info > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-warning {\n color: var(--jp-warn-color0);\n background-color: var(--jp-warn-color3);\n border-color: var(--jp-warn-color2);\n}\n.jp-RenderedHTMLCommon .alert-warning hr {\n border-color: var(--jp-warn-color3);\n}\n.jp-RenderedHTMLCommon .alert-warning > p:last-child,\n.jp-RenderedHTMLCommon .alert-warning > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-success {\n color: var(--jp-success-color0);\n background-color: var(--jp-success-color3);\n border-color: var(--jp-success-color2);\n}\n.jp-RenderedHTMLCommon .alert-success hr {\n border-color: var(--jp-success-color3);\n}\n.jp-RenderedHTMLCommon .alert-success > p:last-child,\n.jp-RenderedHTMLCommon .alert-success > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-danger {\n color: var(--jp-error-color0);\n background-color: var(--jp-error-color3);\n border-color: var(--jp-error-color2);\n}\n.jp-RenderedHTMLCommon .alert-danger hr {\n border-color: var(--jp-error-color3);\n}\n.jp-RenderedHTMLCommon .alert-danger > p:last-child,\n.jp-RenderedHTMLCommon .alert-danger > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon blockquote {\n margin: 1em 2em;\n padding: 0 1em;\n border-left: 5px solid var(--jp-border-color2);\n}\n\na.jp-InternalAnchorLink {\n visibility: hidden;\n margin-left: 8px;\n color: var(--md-blue-800);\n}\n\nh1:hover .jp-InternalAnchorLink,\nh2:hover .jp-InternalAnchorLink,\nh3:hover .jp-InternalAnchorLink,\nh4:hover .jp-InternalAnchorLink,\nh5:hover .jp-InternalAnchorLink,\nh6:hover .jp-InternalAnchorLink {\n visibility: visible;\n}\n\n.jp-RenderedHTMLCommon kbd {\n background-color: var(--jp-rendermime-table-row-background);\n border: 1px solid var(--jp-border-color0);\n border-bottom-color: var(--jp-border-color2);\n border-radius: 3px;\n box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);\n display: inline-block;\n font-size: 0.8em;\n line-height: 1em;\n padding: 0.2em 0.5em;\n}\n\n\/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.\n * At the bottom of cells this is a bit too much as there is also spacing\n * between cells. Going all the way to 0 gets too tight between markdown and\n * code cells.\n *\/\n.jp-RenderedHTMLCommon > *:last-child {\n margin-bottom: 0.5em;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MimeDocument {\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-filebrowser-button-height: 28px;\n --jp-private-filebrowser-button-width: 48px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser {\n display: flex;\n flex-direction: column;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n border-bottom: none;\n height: auto;\n margin: var(--jp-toolbar-header-margin);\n box-shadow: none;\n}\n\n.jp-BreadCrumbs {\n flex: 0 0 auto;\n margin: 8px 12px 8px 12px;\n}\n\n.jp-BreadCrumbs-item {\n margin: 0px 2px;\n padding: 0px 2px;\n border-radius: var(--jp-border-radius);\n cursor: pointer;\n}\n\n.jp-BreadCrumbs-item:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-BreadCrumbs-item:first-child {\n margin-left: 0px;\n}\n\n.jp-BreadCrumbs-item.jp-mod-dropTarget {\n background-color: var(--jp-brand-color2);\n opacity: 0.7;\n}\n\n\/*-----------------------------------------------------------------------------\n| Buttons\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n padding: 0px;\n margin: 8px 12px 0px 12px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n justify-content: flex-start;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {\n flex: 0 0 auto;\n padding-left: 0px;\n padding-right: 2px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {\n width: 40px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent {\n width: 72px;\n background: var(--jp-brand-color1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent:focus-visible {\n background-color: var(--jp-brand-color0);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent\n .jp-icon3 {\n fill: white;\n}\n\n\/*-----------------------------------------------------------------------------\n| Other styles\n|----------------------------------------------------------------------------*\/\n\n.jp-FileDialog.jp-mod-conflict input {\n color: var(--jp-error-color1);\n}\n\n.jp-FileDialog .jp-new-name-title {\n margin-top: 12px;\n}\n\n.jp-LastModified-hidden {\n display: none;\n}\n\n.jp-FileBrowser-filterBox {\n padding: 0px;\n flex: 0 0 auto;\n margin: 8px 12px 0px 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| DirListing\n|----------------------------------------------------------------------------*\/\n\n.jp-DirListing {\n flex: 1 1 auto;\n display: flex;\n flex-direction: column;\n outline: 0;\n}\n\n.jp-DirListing:focus-visible {\n border: 1px solid var(--jp-brand-color1);\n}\n\n.jp-DirListing-header {\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n overflow: hidden;\n border-top: var(--jp-border-width) solid var(--jp-border-color2);\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n box-shadow: var(--jp-toolbar-box-shadow);\n z-index: 2;\n}\n\n.jp-DirListing-headerItem {\n padding: 4px 12px 2px 12px;\n font-weight: 500;\n}\n\n.jp-DirListing-headerItem:hover {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-headerItem.jp-id-name {\n flex: 1 0 84px;\n}\n\n.jp-DirListing-headerItem.jp-id-modified {\n flex: 0 0 112px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n}\n\n.jp-id-narrow {\n display: none;\n flex: 0 0 5px;\n padding: 4px 4px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n color: var(--jp-border-color2);\n}\n\n.jp-DirListing-narrow .jp-id-narrow {\n display: block;\n}\n\n.jp-DirListing-narrow .jp-id-modified,\n.jp-DirListing-narrow .jp-DirListing-itemModified {\n display: none;\n}\n\n.jp-DirListing-headerItem.jp-mod-selected {\n font-weight: 600;\n}\n\n\/* increase specificity to override bundled default *\/\n.jp-DirListing-content {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-DirListing-content mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n\/* Style the directory listing content when a user drops a file to upload *\/\n.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {\n outline: 5px dashed rgba(128, 128, 128, 0.5);\n outline-offset: -10px;\n cursor: copy;\n}\n\n.jp-DirListing-item {\n display: flex;\n flex-direction: row;\n padding: 4px 12px;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n.jp-DirListing-item[data-is-dot] {\n opacity: 75%;\n}\n\n.jp-DirListing-item.jp-mod-selected {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.jp-DirListing-item.jp-mod-dropTarget {\n background: var(--jp-brand-color3);\n}\n\n.jp-DirListing-item:hover:not(.jp-mod-selected) {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-itemIcon {\n flex: 0 0 20px;\n margin-right: 4px;\n}\n\n.jp-DirListing-itemText {\n flex: 1 0 64px;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n user-select: none;\n}\n\n.jp-DirListing-itemModified {\n flex: 0 0 125px;\n text-align: right;\n}\n\n.jp-DirListing-editor {\n flex: 1 0 64px;\n outline: none;\n border: none;\n}\n\n.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {\n color: var(--jp-success-color1);\n content: '\\25CF';\n font-size: 8px;\n position: absolute;\n left: -8px;\n}\n\n.jp-DirListing-item.jp-mod-running.jp-mod-selected\n .jp-DirListing-itemIcon:before {\n color: var(--jp-ui-inverse-font-color1);\n}\n\n.jp-DirListing-item.lm-mod-drag-image,\n.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {\n font-size: var(--jp-ui-font-size1);\n padding-left: 4px;\n margin-left: 4px;\n width: 160px;\n background-color: var(--jp-ui-inverse-font-color2);\n box-shadow: var(--jp-elevation-z2);\n border-radius: 0px;\n color: var(--jp-ui-font-color1);\n transform: translateX(-40%) translateY(-58%);\n}\n\n.jp-DirListing-deadSpace {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-Document {\n min-width: 120px;\n min-height: 120px;\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n}\n\n\/*-----------------------------------------------------------------------------\n| Main OutputArea\n| OutputArea has a list of Outputs\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea {\n overflow-y: auto;\n}\n\n.jp-OutputArea-child {\n display: flex;\n flex-direction: row;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child {\n flex-direction: column;\n}\n\n.jp-OutputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-outprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n.jp-OutputArea-output {\n height: auto;\n overflow: auto;\n user-select: text;\n -moz-user-select: text;\n -webkit-user-select: text;\n -ms-user-select: text;\n}\n\n.jp-OutputArea-child .jp-OutputArea-output {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n margin-left: var(--jp-notebook-padding);\n}\n\n\/**\n * Isolated output.\n *\/\n.jp-OutputArea-output.jp-mod-isolated {\n width: 100%;\n display: block;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n\/* pre *\/\n\n.jp-OutputArea-output pre {\n border: none;\n margin: 0px;\n padding: 0px;\n overflow-x: auto;\n overflow-y: auto;\n word-break: break-all;\n word-wrap: break-word;\n white-space: pre-wrap;\n}\n\n\/* tables *\/\n\n.jp-OutputArea-output.jp-RenderedHTMLCommon table {\n margin-left: 0;\n margin-right: 0;\n}\n\n\/* description lists *\/\n\n.jp-OutputArea-output dl,\n.jp-OutputArea-output dt,\n.jp-OutputArea-output dd {\n display: block;\n}\n\n.jp-OutputArea-output dl {\n width: 100%;\n overflow: hidden;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dt {\n font-weight: bold;\n float: left;\n width: 20%;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dd {\n float: left;\n width: 80%;\n padding: 0;\n margin: 0;\n}\n\n\/* Hide the gutter in case of\n * - nested output areas (e.g. in the case of output widgets)\n * - mirrored output areas\n *\/\n.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| executeResult is added to any Output-result for the display of the object\n| returned by a cell\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n margin-left: 0px;\n flex: 1 1 auto;\n}\n\n\/* Text output with the Out[] prompt needs a top padding to match the\n * alignment of the Out[] prompt itself.\n *\/\n.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {\n padding-top: var(--jp-code-padding);\n border-top: var(--jp-border-width) solid transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| The Stdin output\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-stdin {\n line-height: var(--jp-code-line-height);\n padding-top: var(--jp-code-padding);\n display: flex;\n}\n\n.jp-Stdin-prompt {\n color: var(--jp-content-font-color0);\n padding-right: var(--jp-code-padding);\n vertical-align: baseline;\n flex: 0 0 auto;\n}\n\n.jp-Stdin-input {\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n color: inherit;\n background-color: inherit;\n width: 42%;\n min-width: 200px;\n \/* make sure input baseline aligns with prompt *\/\n vertical-align: baseline;\n \/* padding + margin = 0.5em between prompt and cursor *\/\n padding: 0em 0.25em;\n margin: 0em 0.25em;\n flex: 0 0 70%;\n}\n\n.jp-Stdin-input:focus {\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Output Area View\n|----------------------------------------------------------------------------*\/\n\n.jp-LinkedOutputView .jp-OutputArea {\n height: 100%;\n display: block;\n}\n\n.jp-LinkedOutputView .jp-OutputArea-output:only-child {\n height: 100%;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapser {\n flex: 0 0 var(--jp-cell-collapser-width);\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n border-radius: var(--jp-border-radius);\n opacity: 1;\n}\n\n.jp-Collapser-child {\n display: block;\n width: 100%;\n box-sizing: border-box;\n \/* height: 100% doesn't work because the height of its parent is computed from content *\/\n position: absolute;\n top: 0px;\n bottom: 0px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Header\/Footer\n|----------------------------------------------------------------------------*\/\n\n\/* Hidden by zero height by default *\/\n.jp-CellHeader,\n.jp-CellFooter {\n height: 0px;\n width: 100%;\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Input\n|----------------------------------------------------------------------------*\/\n\n\/* All input areas *\/\n.jp-InputArea {\n display: flex;\n flex-direction: row;\n overflow: hidden;\n}\n\nbody[data-format='mobile'] .jp-InputArea {\n flex-direction: column;\n}\n\n.jp-InputArea-editor {\n flex: 1 1 auto;\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n \/* This is the non-active, default styling *\/\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n border-radius: 0px;\n background: var(--jp-cell-editor-background);\n}\n\nbody[data-format='mobile'] .jp-InputArea-editor {\n margin-left: var(--jp-notebook-padding);\n}\n\n.jp-InputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-inprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n opacity: var(--jp-cell-prompt-opacity);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-InputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Placeholder {\n display: flex;\n flex-direction: row;\n flex: 1 1 auto;\n}\n\n.jp-Placeholder-prompt {\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content {\n flex: 1 1 auto;\n border: none;\n background: transparent;\n height: 20px;\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon {\n width: 32px;\n height: 16px;\n border: 1px solid transparent;\n border-radius: var(--jp-border-radius);\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon:hover {\n border: 1px solid var(--jp-border-color1);\n box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);\n background-color: var(--jp-layout-color0);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-cell-scrolling-output-offset: 5px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell {\n padding: var(--jp-cell-padding);\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Common input\/output\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-inputWrapper,\n.jp-Cell-outputWrapper {\n display: flex;\n flex-direction: row;\n padding: 0px;\n margin: 0px;\n \/* Added to reveal the box-shadow on the input and output collapsers. *\/\n overflow: visible;\n}\n\n\/* Only input\/output areas inside cells *\/\n.jp-Cell-inputArea,\n.jp-Cell-outputArea {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Collapser\n|----------------------------------------------------------------------------*\/\n\n\/* Make the output collapser disappear when there is not output, but do so\n * in a manner that leaves it in the layout and preserves its width.\n *\/\n.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {\n border: none !important;\n background: transparent !important;\n}\n\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {\n min-height: var(--jp-cell-collapser-min-height);\n}\n\n\/*-----------------------------------------------------------------------------\n| Output\n|----------------------------------------------------------------------------*\/\n\n\/* Put a space between input and output when there IS output *\/\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {\n margin-top: 5px;\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {\n overflow-y: auto;\n max-height: 200px;\n box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);\n margin-left: var(--jp-private-cell-scrolling-output-offset);\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n flex: 0 0\n calc(\n var(--jp-cell-prompt-width) -\n var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n\/*-----------------------------------------------------------------------------\n| CodeCell\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| MarkdownCell\n|----------------------------------------------------------------------------*\/\n\n.jp-MarkdownOutput {\n flex: 1 1 auto;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: var(--jp-code-padding);\n}\n\n.jp-MarkdownOutput.jp-RenderedHTMLCommon {\n overflow: auto;\n}\n\n.jp-showHiddenCellsButton {\n margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));\n margin-top: var(--jp-code-padding);\n border: 1px solid var(--jp-border-color2);\n background-color: var(--jp-border-color3) !important;\n color: var(--jp-content-font-color0) !important;\n}\n\n.jp-showHiddenCellsButton:hover {\n background-color: var(--jp-border-color2) !important;\n}\n\n.jp-collapseHeadingButton {\n display: none;\n}\n\n.jp-MarkdownCell:hover .jp-collapseHeadingButton {\n display: flex;\n min-height: var(--jp-cell-collapser-min-height);\n position: absolute;\n right: 0;\n top: 0;\n bottom: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n\n\/*-----------------------------------------------------------------------------\n| Styles\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel-toolbar {\n padding: 2px;\n}\n\n.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {\n border: none;\n box-shadow: none;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown select {\n height: 24px;\n font-size: var(--jp-ui-font-size1);\n line-height: 14px;\n border-radius: 0;\n display: block;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown span {\n top: 5px !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-notebook-dragImage-width: 304px;\n --jp-private-notebook-dragImage-height: 36px;\n --jp-private-notebook-selected-color: var(--md-blue-400);\n --jp-private-notebook-active-color: var(--md-green-400);\n}\n\n\/*-----------------------------------------------------------------------------\n| Imports\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Notebook\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel {\n display: block;\n height: 100%;\n}\n\n.jp-NotebookPanel.jp-Document {\n min-width: 240px;\n min-height: 120px;\n}\n\n.jp-Notebook {\n padding: var(--jp-notebook-padding);\n outline: none;\n overflow: auto;\n background: var(--jp-layout-color0);\n}\n\n.jp-Notebook.jp-mod-scrollPastEnd::after {\n display: block;\n content: '';\n min-height: var(--jp-notebook-scroll-padding);\n}\n\n.jp-MainAreaWidget-ContainStrict .jp-Notebook * {\n contain: strict;\n}\n\n.jp-Notebook-render * {\n contain: none !important;\n}\n\n.jp-Notebook .jp-Cell {\n overflow: visible;\n}\n\n.jp-Notebook .jp-Cell .jp-InputPrompt {\n cursor: move;\n float: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook state related styling\n|\n| The notebook and cells each have states, here are the possibilities:\n|\n| - Notebook\n| - Command\n| - Edit\n| - Cell\n| - None\n| - Active (only one can be active)\n| - Selected (the cells actions are applied to)\n| - Multiselected (when multiple selected, the cursor)\n| - No outputs\n|----------------------------------------------------------------------------*\/\n\n\/* Command or edit modes *\/\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n\/* cell is active *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {\n background: var(--jp-brand-color1);\n}\n\n\/* cell is dirty *\/\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {\n color: var(--jp-warn-color1);\n}\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt:before {\n color: var(--jp-warn-color1);\n content: '\u2022';\n}\n\n.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {\n background: var(--jp-warn-color1);\n}\n\n\/* collapser is hovered *\/\n.jp-Notebook .jp-Cell .jp-Collapser:hover {\n box-shadow: var(--jp-elevation-z2);\n background: var(--jp-brand-color1);\n opacity: var(--jp-cell-collapser-not-active-hover-opacity);\n}\n\n\/* cell is active and collapser is hovered *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {\n background: var(--jp-brand-color0);\n opacity: 1;\n}\n\n\/* Command mode *\/\n\n.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {\n background: var(--jp-notebook-multiselected-color);\n}\n\n.jp-Notebook.jp-mod-commandMode\n .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {\n background: transparent;\n}\n\n\/* Edit mode *\/\n\n.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {\n border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-cell-editor-active-background);\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook drag and drop\n|----------------------------------------------------------------------------*\/\n\n.jp-Notebook-cell.jp-mod-dropSource {\n opacity: 0.5;\n}\n\n.jp-Notebook-cell.jp-mod-dropTarget,\n.jp-Notebook.jp-mod-commandMode\n .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {\n border-top-color: var(--jp-private-notebook-selected-color);\n border-top-style: solid;\n border-top-width: 2px;\n}\n\n.jp-dragImage {\n display: block;\n flex-direction: row;\n width: var(--jp-private-notebook-dragImage-width);\n height: var(--jp-private-notebook-dragImage-height);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background);\n overflow: visible;\n}\n\n.jp-dragImage-singlePrompt {\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n.jp-dragImage .jp-dragImage-content {\n flex: 1 1 auto;\n z-index: 2;\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n line-height: var(--jp-code-line-height);\n padding: var(--jp-code-padding);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background-color);\n color: var(--jp-content-font-color3);\n text-align: left;\n margin: 4px 4px 4px 0px;\n}\n\n.jp-dragImage .jp-dragImage-prompt {\n flex: 0 0 auto;\n min-width: 36px;\n color: var(--jp-cell-inprompt-font-color);\n padding: var(--jp-code-padding);\n padding-left: 12px;\n font-family: var(--jp-cell-prompt-font-family);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: 1.9;\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n}\n\n.jp-dragImage-multipleBack {\n z-index: -1;\n position: absolute;\n height: 32px;\n width: 300px;\n top: 8px;\n left: 8px;\n background: var(--jp-layout-color2);\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell toolbar\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookTools {\n display: block;\n min-width: var(--jp-sidebar-min-width);\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n overflow: auto;\n}\n\n.jp-NotebookTools-tool {\n padding: 0px 12px 0 12px;\n}\n\n.jp-ActiveCellTool {\n padding: 12px;\n background-color: var(--jp-layout-color1);\n border-top: none !important;\n}\n\n.jp-ActiveCellTool .jp-InputArea-prompt {\n flex: 0 0 auto;\n padding-left: 0px;\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor {\n flex: 1 1 auto;\n background: var(--jp-cell-editor-background);\n border-color: var(--jp-cell-editor-border-color);\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {\n background: transparent;\n}\n\n.jp-MetadataEditorTool {\n flex-direction: column;\n padding: 12px 0px 12px 0px;\n}\n\n.jp-RankedPanel > :not(:first-child) {\n margin-top: 12px;\n}\n\n.jp-KeySelector select.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: var(--jp-border-width) solid var(--jp-border-color1);\n}\n\n.jp-KeySelector label,\n.jp-MetadataEditorTool label {\n line-height: 1.4;\n}\n\n.jp-NotebookTools .jp-select-wrapper {\n margin-top: 4px;\n margin-bottom: 0px;\n}\n\n.jp-NotebookTools .jp-Collapse {\n margin-top: 16px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Presentation Mode (.jp-mod-presentationMode)\n|----------------------------------------------------------------------------*\/\n\n.jp-mod-presentationMode .jp-Notebook {\n --jp-content-font-size1: var(--jp-content-presentation-font-size1);\n --jp-code-font-size: var(--jp-code-presentation-font-size);\n}\n\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {\n flex: 0 0 110px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-Placeholder {\n padding-left: 55px;\n}\n\n.jp-Cell-Placeholder-wrapper {\n background: #fff;\n border: 1px solid;\n border-color: #e5e6e9 #dfe0e4 #d0d1d5;\n border-radius: 4px;\n -webkit-border-radius: 4px;\n margin: 10px 15px;\n}\n\n.jp-Cell-Placeholder-wrapper-inner {\n padding: 15px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body {\n background-repeat: repeat;\n background-size: 50% auto;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n background: #f6f7f8;\n background-image: -webkit-linear-gradient(\n left,\n #f6f7f8 0%,\n #edeef1 20%,\n #f6f7f8 40%,\n #f6f7f8 100%\n );\n background-repeat: no-repeat;\n background-size: 800px 104px;\n height: 104px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n position: absolute;\n right: 15px;\n left: 15px;\n top: 15px;\n}\n\ndiv.jp-Cell-Placeholder-h1 {\n top: 20px;\n height: 20px;\n left: 15px;\n width: 150px;\n}\n\ndiv.jp-Cell-Placeholder-h2 {\n left: 15px;\n top: 50px;\n height: 10px;\n width: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-1,\ndiv.jp-Cell-Placeholder-content-2,\ndiv.jp-Cell-Placeholder-content-3 {\n left: 15px;\n right: 15px;\n height: 10px;\n}\n\ndiv.jp-Cell-Placeholder-content-1 {\n top: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-2 {\n top: 120px;\n}\n\ndiv.jp-Cell-Placeholder-content-3 {\n top: 140px;\n}\n\n<\/style>\n\n <style type=\"text\/css\">\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*\/\n\n:root {\n \/* Elevation\n *\n * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:\n *\n * https:\/\/github.com\/material-components\/material-components-web\n * https:\/\/material-components-web.appspot.com\/elevation.html\n *\/\n\n --jp-shadow-base-lightness: 0;\n --jp-shadow-umbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.2\n );\n --jp-shadow-penumbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.14\n );\n --jp-shadow-ambient-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.12\n );\n --jp-elevation-z0: none;\n --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),\n 0px 1px 1px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 3px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),\n 0px 2px 2px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 5px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),\n 0px 4px 5px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 10px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),\n 0px 6px 10px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 18px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),\n 0px 8px 10px 1px var(--jp-shadow-penumbra-color),\n 0px 3px 14px 2px var(--jp-shadow-ambient-color);\n --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),\n 0px 12px 17px 2px var(--jp-shadow-penumbra-color),\n 0px 5px 22px 4px var(--jp-shadow-ambient-color);\n --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),\n 0px 16px 24px 2px var(--jp-shadow-penumbra-color),\n 0px 6px 30px 5px var(--jp-shadow-ambient-color);\n --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),\n 0px 20px 31px 3px var(--jp-shadow-penumbra-color),\n 0px 8px 38px 7px var(--jp-shadow-ambient-color);\n --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),\n 0px 24px 38px 3px var(--jp-shadow-penumbra-color),\n 0px 9px 46px 8px var(--jp-shadow-ambient-color);\n\n \/* Borders\n *\n * The following variables, specify the visual styling of borders in JupyterLab.\n *\/\n\n --jp-border-width: 1px;\n --jp-border-color0: var(--md-grey-400);\n --jp-border-color1: var(--md-grey-400);\n --jp-border-color2: var(--md-grey-300);\n --jp-border-color3: var(--md-grey-200);\n --jp-border-radius: 2px;\n\n \/* UI Fonts\n *\n * The UI font CSS variables are used for the typography all of the JupyterLab\n * user interface elements that are not directly user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-ui-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-ui-font-scale-factor: 1.2;\n --jp-ui-font-size0: 0.83333em;\n --jp-ui-font-size1: 13px; \/* Base font size *\/\n --jp-ui-font-size2: 1.2em;\n --jp-ui-font-size3: 1.44em;\n\n --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,\n Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';\n\n \/*\n * Use these font colors against the corresponding main layout colors.\n * In a light theme, these go from dark to light.\n *\/\n\n \/* Defaults use Material Design specification *\/\n --jp-ui-font-color0: rgba(0, 0, 0, 1);\n --jp-ui-font-color1: rgba(0, 0, 0, 0.87);\n --jp-ui-font-color2: rgba(0, 0, 0, 0.54);\n --jp-ui-font-color3: rgba(0, 0, 0, 0.38);\n\n \/*\n * Use these against the brand\/accent\/warn\/error colors.\n * These will typically go from light to darker, in both a dark and light theme.\n *\/\n\n --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);\n --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);\n\n \/* Content Fonts\n *\n * Content font variables are used for typography of user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-content-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-content-line-height: 1.6;\n --jp-content-font-scale-factor: 1.2;\n --jp-content-font-size0: 0.83333em;\n --jp-content-font-size1: 14px; \/* Base font size *\/\n --jp-content-font-size2: 1.2em;\n --jp-content-font-size3: 1.44em;\n --jp-content-font-size4: 1.728em;\n --jp-content-font-size5: 2.0736em;\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-content-presentation-font-size1: 17px;\n\n --jp-content-heading-line-height: 1;\n --jp-content-heading-margin-top: 1.2em;\n --jp-content-heading-margin-bottom: 0.8em;\n --jp-content-heading-font-weight: 500;\n\n \/* Defaults use Material Design specification *\/\n --jp-content-font-color0: rgba(0, 0, 0, 1);\n --jp-content-font-color1: rgba(0, 0, 0, 0.87);\n --jp-content-font-color2: rgba(0, 0, 0, 0.54);\n --jp-content-font-color3: rgba(0, 0, 0, 0.38);\n\n --jp-content-link-color: var(--md-blue-700);\n\n --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',\n Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',\n 'Segoe UI Symbol';\n\n \/*\n * Code Fonts\n *\n * Code font variables are used for typography of code and other monospaces content.\n *\/\n\n --jp-code-font-size: 13px;\n --jp-code-line-height: 1.3077; \/* 17px for 13px base *\/\n --jp-code-padding: 5px; \/* 5px for 13px base, codemirror highlighting needs integer px value *\/\n --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;\n --jp-code-font-family: var(--jp-code-font-family-default);\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-code-presentation-font-size: 16px;\n\n \/* may need to tweak cursor width if you change font size *\/\n --jp-code-cursor-width0: 1.4px;\n --jp-code-cursor-width1: 2px;\n --jp-code-cursor-width2: 4px;\n\n \/* Layout\n *\n * The following are the main layout colors use in JupyterLab. In a light\n * theme these would go from light to dark.\n *\/\n\n --jp-layout-color0: white;\n --jp-layout-color1: white;\n --jp-layout-color2: var(--md-grey-200);\n --jp-layout-color3: var(--md-grey-400);\n --jp-layout-color4: var(--md-grey-600);\n\n \/* Inverse Layout\n *\n * The following are the inverse layout colors use in JupyterLab. In a light\n * theme these would go from dark to light.\n *\/\n\n --jp-inverse-layout-color0: #111111;\n --jp-inverse-layout-color1: var(--md-grey-900);\n --jp-inverse-layout-color2: var(--md-grey-800);\n --jp-inverse-layout-color3: var(--md-grey-700);\n --jp-inverse-layout-color4: var(--md-grey-600);\n\n \/* Brand\/accent *\/\n\n --jp-brand-color0: var(--md-blue-900);\n --jp-brand-color1: var(--md-blue-700);\n --jp-brand-color2: var(--md-blue-300);\n --jp-brand-color3: var(--md-blue-100);\n --jp-brand-color4: var(--md-blue-50);\n\n --jp-accent-color0: var(--md-green-900);\n --jp-accent-color1: var(--md-green-700);\n --jp-accent-color2: var(--md-green-300);\n --jp-accent-color3: var(--md-green-100);\n\n \/* State colors (warn, error, success, info) *\/\n\n --jp-warn-color0: var(--md-orange-900);\n --jp-warn-color1: var(--md-orange-700);\n --jp-warn-color2: var(--md-orange-300);\n --jp-warn-color3: var(--md-orange-100);\n\n --jp-error-color0: var(--md-red-900);\n --jp-error-color1: var(--md-red-700);\n --jp-error-color2: var(--md-red-300);\n --jp-error-color3: var(--md-red-100);\n\n --jp-success-color0: var(--md-green-900);\n --jp-success-color1: var(--md-green-700);\n --jp-success-color2: var(--md-green-300);\n --jp-success-color3: var(--md-green-100);\n\n --jp-info-color0: var(--md-cyan-900);\n --jp-info-color1: var(--md-cyan-700);\n --jp-info-color2: var(--md-cyan-300);\n --jp-info-color3: var(--md-cyan-100);\n\n \/* Cell specific styles *\/\n\n --jp-cell-padding: 5px;\n\n --jp-cell-collapser-width: 8px;\n --jp-cell-collapser-min-height: 20px;\n --jp-cell-collapser-not-active-hover-opacity: 0.6;\n\n --jp-cell-editor-background: var(--md-grey-100);\n --jp-cell-editor-border-color: var(--md-grey-300);\n --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-cell-editor-active-background: var(--jp-layout-color0);\n --jp-cell-editor-active-border-color: var(--jp-brand-color1);\n\n --jp-cell-prompt-width: 64px;\n --jp-cell-prompt-font-family: var(--jp-code-font-family-default);\n --jp-cell-prompt-letter-spacing: 0px;\n --jp-cell-prompt-opacity: 1;\n --jp-cell-prompt-not-active-opacity: 0.5;\n --jp-cell-prompt-not-active-font-color: var(--md-grey-700);\n \/* A custom blend of MD grey and blue 600\n * See https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:1E88E5:5:hex *\/\n --jp-cell-inprompt-font-color: #307fc1;\n \/* A custom blend of MD grey and orange 600\n * https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:F4511E:5:hex *\/\n --jp-cell-outprompt-font-color: #bf5b3d;\n\n \/* Notebook specific styles *\/\n\n --jp-notebook-padding: 10px;\n --jp-notebook-select-background: var(--jp-layout-color1);\n --jp-notebook-multiselected-color: var(--md-blue-50);\n\n \/* The scroll padding is calculated to fill enough space at the bottom of the\n notebook to show one single-line cell (with appropriate padding) at the top\n when the notebook is scrolled all the way to the bottom. We also subtract one\n pixel so that no scrollbar appears if we have just one single-line cell in the\n notebook. This padding is to enable a 'scroll past end' feature in a notebook.\n *\/\n --jp-notebook-scroll-padding: calc(\n 100% - var(--jp-code-font-size) * var(--jp-code-line-height) -\n var(--jp-code-padding) - var(--jp-cell-padding) - 1px\n );\n\n \/* Rendermime styles *\/\n\n --jp-rendermime-error-background: #fdd;\n --jp-rendermime-table-row-background: var(--md-grey-100);\n --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);\n\n \/* Dialog specific styles *\/\n\n --jp-dialog-background: rgba(0, 0, 0, 0.25);\n\n \/* Console specific styles *\/\n\n --jp-console-padding: 10px;\n\n \/* Toolbar specific styles *\/\n\n --jp-toolbar-border-color: var(--jp-border-color1);\n --jp-toolbar-micro-height: 8px;\n --jp-toolbar-background: var(--jp-layout-color1);\n --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);\n --jp-toolbar-header-margin: 4px 4px 0px 4px;\n --jp-toolbar-active-background: var(--md-grey-300);\n\n \/* Statusbar specific styles *\/\n\n --jp-statusbar-height: 24px;\n\n \/* Input field styles *\/\n\n --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-input-active-background: var(--jp-layout-color1);\n --jp-input-hover-background: var(--jp-layout-color1);\n --jp-input-background: var(--md-grey-100);\n --jp-input-border-color: var(--jp-border-color1);\n --jp-input-active-border-color: var(--jp-brand-color1);\n --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);\n\n \/* General editor styles *\/\n\n --jp-editor-selected-background: #d9d9d9;\n --jp-editor-selected-focused-background: #d7d4f0;\n --jp-editor-cursor-color: var(--jp-ui-font-color0);\n\n \/* Code mirror specific styles *\/\n\n --jp-mirror-editor-keyword-color: #008000;\n --jp-mirror-editor-atom-color: #88f;\n --jp-mirror-editor-number-color: #080;\n --jp-mirror-editor-def-color: #00f;\n --jp-mirror-editor-variable-color: var(--md-grey-900);\n --jp-mirror-editor-variable-2-color: #05a;\n --jp-mirror-editor-variable-3-color: #085;\n --jp-mirror-editor-punctuation-color: #05a;\n --jp-mirror-editor-property-color: #05a;\n --jp-mirror-editor-operator-color: #aa22ff;\n --jp-mirror-editor-comment-color: #408080;\n --jp-mirror-editor-string-color: #ba2121;\n --jp-mirror-editor-string-2-color: #708;\n --jp-mirror-editor-meta-color: #aa22ff;\n --jp-mirror-editor-qualifier-color: #555;\n --jp-mirror-editor-builtin-color: #008000;\n --jp-mirror-editor-bracket-color: #997;\n --jp-mirror-editor-tag-color: #170;\n --jp-mirror-editor-attribute-color: #00c;\n --jp-mirror-editor-header-color: blue;\n --jp-mirror-editor-quote-color: #090;\n --jp-mirror-editor-link-color: #00c;\n --jp-mirror-editor-error-color: #f00;\n --jp-mirror-editor-hr-color: #999;\n\n \/* Vega extension styles *\/\n\n --jp-vega-background: white;\n\n \/* Sidebar-related styles *\/\n\n --jp-sidebar-min-width: 250px;\n\n \/* Search-related styles *\/\n\n --jp-search-toggle-off-opacity: 0.5;\n --jp-search-toggle-hover-opacity: 0.8;\n --jp-search-toggle-on-opacity: 1;\n --jp-search-selected-match-background-color: rgb(245, 200, 0);\n --jp-search-selected-match-color: black;\n --jp-search-unselected-match-background-color: var(\n --jp-inverse-layout-color0\n );\n --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);\n\n \/* Icon colors that work well with light or dark backgrounds *\/\n --jp-icon-contrast-color0: var(--md-purple-600);\n --jp-icon-contrast-color1: var(--md-green-600);\n --jp-icon-contrast-color2: var(--md-pink-600);\n --jp-icon-contrast-color3: var(--md-blue-600);\n}\n<\/style>\n\n<style type=\"text\/css\">\n\/* Force rendering true colors when outputing to pdf *\/\n* {\n -webkit-print-color-adjust: exact;\n}\n\n\/* Misc *\/\na.anchor-link {\n display: none;\n}\n\n.highlight {\n margin: 0.4em;\n}\n\n\/* Input area styling *\/\n.jp-InputArea {\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n overflow: hidden;\n}\n\n.CodeMirror pre {\n margin: 0;\n padding: 0;\n}\n\n\/* Using table instead of flexbox so that we can use break-inside property *\/\n\/* CSS rules under this comment should not be required anymore after we move to the JupyterLab 4.0 CSS *\/\n\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n min-width: calc(\n var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n.jp-OutputArea-child {\n display: table;\n width: 100%;\n}\n\n.jp-OutputPrompt {\n display: table-cell;\n vertical-align: top;\n min-width: var(--jp-cell-prompt-width);\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n display: table-row;\n}\n\n.jp-OutputArea-output {\n display: table-cell;\n width: 100%;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n display: table-row;\n}\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n width: 100%;\n}\n\n\/* Hiding the collapser by default *\/\n.jp-Collapser {\n display: none;\n}\n\n@media print {\n .jp-Cell-inputWrapper,\n .jp-Cell-outputWrapper {\n display: block;\n }\n\n .jp-OutputArea-child {\n break-inside: avoid-page;\n }\n}\n<\/style>\n\n<!-- Load mathjax -->\n <script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.7\/latest.js?config=TeX-AMS_CHTML-full,Safe\"> <\/script>\n <!-- MathJax configuration -->\n <script type=\"text\/x-mathjax-config\">\n init_mathjax = function() {\n if (window.MathJax) {\n \/\/ MathJax loaded\n MathJax.Hub.Config({\n TeX: {\n equationNumbers: {\n autoNumber: \"AMS\",\n useLabelIds: true\n }\n },\n tex2jax: {\n inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ],\n processEscapes: true,\n processEnvironments: true\n },\n displayAlign: 'center',\n CommonHTML: {\n linebreaks: {\n automatic: true\n }\n }\n });\n\n MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]);\n }\n }\n init_mathjax();\n <\/script>\n <!-- End of mathjax configuration --><\/head>\n<body class=\"jp-Notebook\" data-jp-theme-light=\"true\" data-jp-theme-name=\"JupyterLab Light\">\n\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1><center>\u5fc3\u5f8b\u5931\u5e38\u7684\u5206\u7c7b : \u6570\u636e\u63a2\u7d22\u7bc7<\/center><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u672c\u9879\u76ee\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u96c6\u7531\u5206\u5e03\u5728 16 \u4e2a\u7c7b\u522b\u7684 452 \u4e2a\u4e0d\u540c\u793a\u4f8b\u7ec4\u6210\u3002\u5728 452 \u4e2a\u4f8b\u5b50\u4e2d\uff0c245 \u4e2a\u662f\u201c\u6b63\u5e38\u201d\u4eba\u3002\u6211\u4eec\u8fd8\u6709 12 \u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u5fc3\u5f8b\u5931\u5e38\u3002\u5728\u6240\u6709\u8fd9\u4e9b\u7c7b\u578b\u7684\u5fc3\u5f8b\u5931\u5e38\u4e2d\uff0c\u6700\u5177\u4ee3\u8868\u6027\u7684\u662f\u201c\u51a0\u72b6\u52a8\u8109\u75be\u75c5\u201d\u548c\u201cRjgbt \u675f\u652f\u4f20\u5bfc\u963b\u6ede\u201d\u3002<\/p>\n<ul>\n<li>\u6211\u4eec\u6709279\u4e2a\u7279\u5f81\uff0c\u5305\u62ec\u60a3\u8005\u7684\u5e74\u9f84\u3001\u6027\u522b\u3001\u4f53\u91cd\u3001\u8eab\u9ad8\u4ee5\u53ca\u5fc3\u7535\u56fe\u7684\u76f8\u5173\u4fe1\u606f\u3002\u6211\u4eec\u660e\u786e\u89c2\u5bdf\u5230\uff0c\u4e0e\u53ef\u7528\u793a\u4f8b\u7684\u6570\u91cf\u76f8\u6bd4\uff0c\u7279\u5f81\u7684\u6570\u91cf\u76f8\u5bf9\u8f83\u591a\u3002<\/li>\n<\/ul>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"1.-%E6%95%B0%E6%8D%AE%E4%BA%89%E8%AE%BA\">1. 数据争论<a class=\"anchor-link\" href=\"#1.-%E6%95%B0%E6%8D%AE%E4%BA%89%E8%AE%BA\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h3 id=\"%E5%AF%BC%E5%85%A5%E5%BF%85%E8%A6%81%E7%9A%84%E5%BA%93\">导入必要的库<a class=\"anchor-link\" href=\"#%E5%AF%BC%E5%85%A5%E5%BF%85%E8%A6%81%E7%9A%84%E5%BA%93\">¶<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [72]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">scipy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">sp<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">math<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">mt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">plt<\/span>\n<span class=\"o\">%<\/span><span class=\"k\">matplotlib<\/span> inline\n<span class=\"kn\">import<\/span> <span class=\"nn\">seaborn<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">sns<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.impute<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">SimpleImputer<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h3 id=\"%E6%95%B0%E6%8D%AE%E8%AF%BB%E5%8F%96\">数据读取<a class=\"anchor-link\" href=\"#%E6%95%B0%E6%8D%AE%E8%AF%BB%E5%8F%96\">¶<\/a><\/h3><p>\u9996\u5148\u8bfb\u53d6\u6570\u636e\u6587\u4ef6\u5e76\u521b\u5efa\u4e00\u4e2a\u6570\u636e\u6846\u6765\u653e\u7f6e\u6211\u4eec\u5c06\u8fd0\u884c\u7684\u6240\u6709\u6a21\u578b\u7684\u8f93\u51fa\u3002\u8fd9\u6837\u505a\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u65b9\u4fbf\u6211\u4eec\u6bd4\u8f83\u6a21\u578b\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [73]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u8bfb\u53d6csv\u6587\u4ef6<\/span>\n\n<span class=\"n\">df<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"arrhythmia.csv\"<\/span><span class=\"p\">,<\/span><span class=\"n\">header<\/span><span class=\"o\">=<\/span><span class=\"kc\">None<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u4e00.\u67e5\u770b\u6570\u636e\u96c6\u7684\u524d\u4e94\u884c<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [74]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[74]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>0<\/th>\n <th>1<\/th>\n <th>2<\/th>\n <th>3<\/th>\n <th>4<\/th>\n <th>5<\/th>\n <th>6<\/th>\n <th>7<\/th>\n <th>8<\/th>\n <th>9<\/th>\n <th>...<\/th>\n <th>270<\/th>\n <th>271<\/th>\n <th>272<\/th>\n <th>273<\/th>\n <th>274<\/th>\n <th>275<\/th>\n <th>276<\/th>\n <th>277<\/th>\n <th>278<\/th>\n <th>279<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>75<\/td>\n <td>0<\/td>\n <td>190<\/td>\n <td>80<\/td>\n <td>91<\/td>\n <td>193<\/td>\n <td>371<\/td>\n <td>174<\/td>\n <td>121<\/td>\n <td>-16<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.0<\/td>\n <td>-0.9<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.9<\/td>\n <td>2.9<\/td>\n <td>23.3<\/td>\n <td>49.4<\/td>\n <td>8<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>56<\/td>\n <td>1<\/td>\n <td>165<\/td>\n <td>64<\/td>\n <td>81<\/td>\n <td>174<\/td>\n <td>401<\/td>\n <td>149<\/td>\n <td>39<\/td>\n <td>25<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>8.5<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.2<\/td>\n <td>2.1<\/td>\n <td>20.4<\/td>\n <td>38.8<\/td>\n <td>6<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>54<\/td>\n <td>0<\/td>\n <td>172<\/td>\n <td>95<\/td>\n <td>138<\/td>\n <td>163<\/td>\n <td>386<\/td>\n <td>185<\/td>\n <td>102<\/td>\n <td>96<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.5<\/td>\n <td>-2.4<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.3<\/td>\n <td>3.4<\/td>\n <td>12.3<\/td>\n <td>49.0<\/td>\n <td>10<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>55<\/td>\n <td>0<\/td>\n <td>175<\/td>\n <td>94<\/td>\n <td>100<\/td>\n <td>202<\/td>\n <td>380<\/td>\n <td>179<\/td>\n <td>143<\/td>\n <td>28<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>12.2<\/td>\n <td>-2.2<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.4<\/td>\n <td>2.6<\/td>\n <td>34.6<\/td>\n <td>61.6<\/td>\n <td>1<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>75<\/td>\n <td>0<\/td>\n <td>190<\/td>\n <td>80<\/td>\n <td>88<\/td>\n <td>181<\/td>\n <td>360<\/td>\n <td>177<\/td>\n <td>103<\/td>\n <td>-16<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>13.1<\/td>\n <td>-3.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>-0.1<\/td>\n <td>3.9<\/td>\n <td>25.4<\/td>\n <td>62.8<\/td>\n <td>7<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 280 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u4e8c.\u67e5\u770b\u6570\u636e\u96c6\u7684\u6700\u540e\u4e94\u884c<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [75]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">tail<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[75]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>0<\/th>\n <th>1<\/th>\n <th>2<\/th>\n <th>3<\/th>\n <th>4<\/th>\n <th>5<\/th>\n <th>6<\/th>\n <th>7<\/th>\n <th>8<\/th>\n <th>9<\/th>\n <th>...<\/th>\n <th>270<\/th>\n <th>271<\/th>\n <th>272<\/th>\n <th>273<\/th>\n <th>274<\/th>\n <th>275<\/th>\n <th>276<\/th>\n <th>277<\/th>\n <th>278<\/th>\n <th>279<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>447<\/th>\n <td>53<\/td>\n <td>1<\/td>\n <td>160<\/td>\n <td>70<\/td>\n <td>80<\/td>\n <td>199<\/td>\n <td>382<\/td>\n <td>154<\/td>\n <td>117<\/td>\n <td>-37<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>4.3<\/td>\n <td>-5.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.7<\/td>\n <td>0.6<\/td>\n <td>-4.4<\/td>\n <td>-0.5<\/td>\n <td>1<\/td>\n <\/tr>\n <tr>\n <th>448<\/th>\n <td>37<\/td>\n <td>0<\/td>\n <td>190<\/td>\n <td>85<\/td>\n <td>100<\/td>\n <td>137<\/td>\n <td>361<\/td>\n <td>201<\/td>\n <td>73<\/td>\n <td>86<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>15.6<\/td>\n <td>-1.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.4<\/td>\n <td>2.4<\/td>\n <td>38.0<\/td>\n <td>62.4<\/td>\n <td>10<\/td>\n <\/tr>\n <tr>\n <th>449<\/th>\n <td>36<\/td>\n <td>0<\/td>\n <td>166<\/td>\n <td>68<\/td>\n <td>108<\/td>\n <td>176<\/td>\n <td>365<\/td>\n <td>194<\/td>\n <td>116<\/td>\n <td>-85<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>16.3<\/td>\n <td>-28.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>1.5<\/td>\n <td>1.0<\/td>\n <td>-44.2<\/td>\n <td>-33.2<\/td>\n <td>2<\/td>\n <\/tr>\n <tr>\n <th>450<\/th>\n <td>32<\/td>\n <td>1<\/td>\n <td>155<\/td>\n <td>55<\/td>\n <td>93<\/td>\n <td>106<\/td>\n <td>386<\/td>\n <td>218<\/td>\n <td>63<\/td>\n <td>54<\/td>\n <td>...<\/td>\n <td>-0.4<\/td>\n <td>12.0<\/td>\n <td>-0.7<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.5<\/td>\n <td>2.4<\/td>\n <td>25.0<\/td>\n <td>46.6<\/td>\n <td>1<\/td>\n <\/tr>\n <tr>\n <th>451<\/th>\n <td>78<\/td>\n <td>1<\/td>\n <td>160<\/td>\n <td>70<\/td>\n <td>79<\/td>\n <td>127<\/td>\n <td>364<\/td>\n <td>138<\/td>\n <td>78<\/td>\n <td>28<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>10.4<\/td>\n <td>-1.8<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.5<\/td>\n <td>1.6<\/td>\n <td>21.3<\/td>\n <td>32.8<\/td>\n <td>1<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 280 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u4e09\u3002\u6570\u636e\u6846\u7684\u57fa\u672c\u63cf\u8ff0<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [76]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u6570\u636e\u96c6\u7ef4\u5ea6\u3002<\/span>\n\n<span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">shape<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[76]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>(452, 280)<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [77]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u6570\u636e\u6846\u7684\u7b80\u660e\u6458\u8981\u3002<\/span>\n\n<span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">info<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre><class 'pandas.core.frame.DataFrame'>\nRangeIndex: 452 entries, 0 to 451\nColumns: 280 entries, 0 to 279\ndtypes: float64(120), int64(155), object(5)\nmemory usage: 988.9+ KB\n<\/pre>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [78]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u6570\u636e\u5e27\u7684\u63cf\u8ff0\u6027\u7edf\u8ba1\u3002<\/span>\n\n<span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">describe<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">T<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[78]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>count<\/th>\n <th>mean<\/th>\n <th>std<\/th>\n <th>min<\/th>\n <th>25%<\/th>\n <th>50%<\/th>\n <th>75%<\/th>\n <th>max<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>452.0<\/td>\n <td>46.471239<\/td>\n <td>16.466631<\/td>\n <td>0.0<\/td>\n <td>36.00<\/td>\n <td>47.00<\/td>\n <td>58.000<\/td>\n <td>83.0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>452.0<\/td>\n <td>0.550885<\/td>\n <td>0.497955<\/td>\n <td>0.0<\/td>\n <td>0.00<\/td>\n <td>1.00<\/td>\n <td>1.000<\/td>\n <td>1.0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>452.0<\/td>\n <td>166.188053<\/td>\n <td>37.170340<\/td>\n <td>105.0<\/td>\n <td>160.00<\/td>\n <td>164.00<\/td>\n <td>170.000<\/td>\n <td>780.0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>452.0<\/td>\n <td>68.170354<\/td>\n <td>16.590803<\/td>\n <td>6.0<\/td>\n <td>59.00<\/td>\n <td>68.00<\/td>\n <td>79.000<\/td>\n <td>176.0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>452.0<\/td>\n <td>88.920354<\/td>\n <td>15.364394<\/td>\n <td>55.0<\/td>\n <td>80.00<\/td>\n <td>86.00<\/td>\n <td>94.000<\/td>\n <td>188.0<\/td>\n <\/tr>\n <tr>\n <th>...<\/th>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <td>...<\/td>\n <\/tr>\n <tr>\n <th>275<\/th>\n <td>452.0<\/td>\n <td>0.514823<\/td>\n <td>0.347531<\/td>\n <td>-0.8<\/td>\n <td>0.40<\/td>\n <td>0.50<\/td>\n <td>0.700<\/td>\n <td>2.4<\/td>\n <\/tr>\n <tr>\n <th>276<\/th>\n <td>452.0<\/td>\n <td>1.222345<\/td>\n <td>1.426052<\/td>\n <td>-6.0<\/td>\n <td>0.50<\/td>\n <td>1.35<\/td>\n <td>2.100<\/td>\n <td>6.0<\/td>\n <\/tr>\n <tr>\n <th>277<\/th>\n <td>452.0<\/td>\n <td>19.326106<\/td>\n <td>13.503922<\/td>\n <td>-44.2<\/td>\n <td>11.45<\/td>\n <td>18.10<\/td>\n <td>25.825<\/td>\n <td>88.8<\/td>\n <\/tr>\n <tr>\n <th>278<\/th>\n <td>452.0<\/td>\n <td>29.473230<\/td>\n <td>18.493927<\/td>\n <td>-38.6<\/td>\n <td>17.55<\/td>\n <td>27.90<\/td>\n <td>41.125<\/td>\n <td>115.9<\/td>\n <\/tr>\n <tr>\n <th>279<\/th>\n <td>452.0<\/td>\n <td>3.880531<\/td>\n <td>4.407097<\/td>\n <td>1.0<\/td>\n <td>1.00<\/td>\n <td>1.00<\/td>\n <td>6.000<\/td>\n <td>16.0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>275 rows \u00d7 8 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h3 id=\"%E5%A4%84%E7%90%86%E7%BC%BA%E5%A4%B1%E5%80%BC\">处理缺失值<a class=\"anchor-link\" href=\"#%E5%A4%84%E7%90%86%E7%BC%BA%E5%A4%B1%E5%80%BC\">¶<\/a><\/h3><p><br>\n\u5728\u6d4f\u89c8\u6570\u636e\u96c6\u65f6\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u5728 279 \u4e2a\u5c5e\u6027\u4e2d\uff0c\u6709 5 \u4e2a\u5c5e\u6027\u5728\u8868\u5355\u4e2d\u7f3a\u5931\u503c\u7684\u683c\u5f0f\u4e3a '\uff1f'\u3002\u6211\u4eec\u5c06\u9075\u5faa\u7684\u65b9\u6cd5\u662f\uff0c\u9996\u5148\u4f7f\u7528nan\u66ff\u6362 '?'\uff0c\u7136\u540e\u4f7f\u7528 isnull\u68c0\u6d4b\u7a7a\u503c\u7684\u6570\u91cf<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u68c0\u67e5\u6570\u636e\u96c6\u4e2d\u7684\u7a7a\u503c<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [79]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u7edf\u8ba1\u7a7a\u503c\u603b\u6570<\/span>\n\n<span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[79]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [80]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u66ff\u6362\uff1f <\/span>\n\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s1\">'?'<\/span><span class=\"p\">,<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">NaN<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [81]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u6700\u7ec8\u7edf\u8ba1\u6570\u636e\u96c6\u4e2d\u7a7a\u503c\u7684\u603b\u6570<\/span>\n\n<span class=\"n\">nu<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">nu<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[81]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>408<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u53ef\u89c6\u5316\u7f3a\u5931\u6570\u636e\u7684\u5206\u5e03\uff1a<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [82]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Columns'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Total number of null value in each column'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[82]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Text(0, 0.5, 'Total number of null value in each column')<\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [83]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u653e\u5927<\/span>\n\n<span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()[<\/span><span class=\"mi\">7<\/span><span class=\"p\">:<\/span><span class=\"mi\">17<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"pie\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Columns'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Total number of null value in each column'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[83]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Text(0, 0.5, 'Total number of null value in each column')<\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [84]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u53ef\u89c6\u5316\u7f3a\u5931\u503c\u7684\u786e\u5207\u5217<\/span>\n\n<span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()[<\/span><span class=\"mi\">9<\/span><span class=\"p\">:<\/span><span class=\"mi\">16<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Columns'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Total number of null value in each column'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[84]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Text(0, 0.5, 'Total number of null value in each column')<\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [85]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5220\u9664\u7b2c 13 \u5217\uff0c\u56e0\u4e3a\u5b83\u5305\u542b\u8bb8\u591a\u7f3a\u5931\u503c\u3002<\/span>\n\n<span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">13<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u4f7f\u7528\u5747\u503c\u7b56\u7565\u548cmissing_values\u7c7b\u578b\u8fdb\u884c\u63d2\u8865<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [86]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u8fdb\u884c\u590d\u5236\u4ee5\u907f\u514d\u66f4\u6539\u539f\u59cb\u6570\u636e\uff08\u63d2\u8865\u65f6\uff09<\/span>\n\n<span class=\"n\">new_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">copy<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [87]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u521b\u5efa\u65b0\u5217\u6765\u6307\u793a\u5c06\u4f30\u7b97\u7684\u5185\u5bb9<\/span>\n\n<span class=\"n\">cols_with_missing<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"n\">col<\/span> <span class=\"k\">for<\/span> <span class=\"n\">col<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span> \n <span class=\"k\">if<\/span> <span class=\"n\">new_df<\/span><span class=\"p\">[<\/span><span class=\"n\">col<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">any<\/span><span class=\"p\">())<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">col<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">cols_with_missing<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">new_df<\/span><span class=\"p\">[<\/span><span class=\"n\">col<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"p\">[<\/span><span class=\"n\">col<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [88]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u63d2\u8865<\/span>\n\n<span class=\"n\">my_imputer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SimpleImputer<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">new_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">my_imputer<\/span><span class=\"o\">.<\/span><span class=\"n\">fit_transform<\/span><span class=\"p\">(<\/span><span class=\"n\">new_df<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [89]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u4f30\u7b97\u6570\u636e\u6846<\/span>\n\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[89]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>0<\/th>\n <th>1<\/th>\n <th>2<\/th>\n <th>3<\/th>\n <th>4<\/th>\n <th>5<\/th>\n <th>6<\/th>\n <th>7<\/th>\n <th>8<\/th>\n <th>9<\/th>\n <th>...<\/th>\n <th>270<\/th>\n <th>271<\/th>\n <th>272<\/th>\n <th>273<\/th>\n <th>274<\/th>\n <th>275<\/th>\n <th>276<\/th>\n <th>277<\/th>\n <th>278<\/th>\n <th>279<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>91.0<\/td>\n <td>193.0<\/td>\n <td>371.0<\/td>\n <td>174.0<\/td>\n <td>121.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.0<\/td>\n <td>-0.9<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.9<\/td>\n <td>2.9<\/td>\n <td>23.3<\/td>\n <td>49.4<\/td>\n <td>8.0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>56.0<\/td>\n <td>1.0<\/td>\n <td>165.0<\/td>\n <td>64.0<\/td>\n <td>81.0<\/td>\n <td>174.0<\/td>\n <td>401.0<\/td>\n <td>149.0<\/td>\n <td>39.0<\/td>\n <td>25.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>8.5<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.2<\/td>\n <td>2.1<\/td>\n <td>20.4<\/td>\n <td>38.8<\/td>\n <td>6.0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>54.0<\/td>\n <td>0.0<\/td>\n <td>172.0<\/td>\n <td>95.0<\/td>\n <td>138.0<\/td>\n <td>163.0<\/td>\n <td>386.0<\/td>\n <td>185.0<\/td>\n <td>102.0<\/td>\n <td>96.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.5<\/td>\n <td>-2.4<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.3<\/td>\n <td>3.4<\/td>\n <td>12.3<\/td>\n <td>49.0<\/td>\n <td>10.0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>55.0<\/td>\n <td>0.0<\/td>\n <td>175.0<\/td>\n <td>94.0<\/td>\n <td>100.0<\/td>\n <td>202.0<\/td>\n <td>380.0<\/td>\n <td>179.0<\/td>\n <td>143.0<\/td>\n <td>28.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>12.2<\/td>\n <td>-2.2<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.4<\/td>\n <td>2.6<\/td>\n <td>34.6<\/td>\n <td>61.6<\/td>\n <td>1.0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>88.0<\/td>\n <td>181.0<\/td>\n <td>360.0<\/td>\n <td>177.0<\/td>\n <td>103.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>13.1<\/td>\n <td>-3.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>-0.1<\/td>\n <td>3.9<\/td>\n <td>25.4<\/td>\n <td>62.8<\/td>\n <td>7.0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 279 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [90]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u5177\u6709\u96f6 null \u503c\u7684\u6570\u636e\u96c6\u3002<\/span>\n\n<span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">new_df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[90]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u751f\u6210\u6700\u7ec8\u6570\u636e\u96c6<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [91]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u521b\u5efa\u5217\u540d<\/span>\n\n<span class=\"n\">final_df_columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"P-R_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Q-T_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"J\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Heart_Rate\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"Q_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R'_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S'_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Int_Def\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_R_Nom\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"Diph_R_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_P_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Diph_P_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_T_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Diph_T_Nom\"<\/span><span class=\"p\">,<\/span> \n<span class=\"s2\">\"DII00\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII02\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII03\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"DIII00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII02\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DIII03\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DIII04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVR00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVL00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVF00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V100\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V101\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V102\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V103\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V104\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V105\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V106\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V107\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V108\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V109\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V110\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V111\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V200\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V201\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V202\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V203\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V204\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V205\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V206\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V207\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V208\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V209\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V210\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V211\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V300\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V301\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V302\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V303\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V304\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V305\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V306\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V307\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V308\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V309\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V310\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V311\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V400\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V401\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V402\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V403\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V404\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V405\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V406\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V407\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V408\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V409\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V410\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V411\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V500\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V501\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V502\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V503\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V504\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V505\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V506\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V507\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V508\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V509\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V510\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V511\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V600\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V601\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V602\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V603\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V604\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V605\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V606\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V607\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V608\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V609\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V610\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V611\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"JJ_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_Q_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_R_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_S_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R_Prime_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S_Prime_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T_Wave\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"QRSA\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"QRSTA\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII170\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII171\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII172\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII173\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII174\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII175\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII176\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII177\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII178\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII179\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"DIII180\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII181\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII182\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII183\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII184\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII185\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII186\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII187\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII188\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII189\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVR190\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR191\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR192\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR193\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR194\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR195\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR196\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR197\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR198\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR199\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVL200\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL201\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL202\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL203\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL204\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL205\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL206\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL207\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL208\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL209\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVF210\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF211\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF212\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF213\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF214\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF215\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF216\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF217\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF218\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF219\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V1220\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1221\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1222\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1223\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1224\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1225\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1226\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1227\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1228\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1229\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V2230\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2231\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2232\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2233\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2234\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2235\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2236\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2237\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2238\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2239\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V3240\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3241\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3242\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3243\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3244\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3245\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3246\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3247\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3248\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3249\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V4250\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4251\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4252\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4253\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4254\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4255\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4256\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4257\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4258\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4259\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V5260\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5261\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5262\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5263\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5264\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5265\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5266\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5267\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5268\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5269\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V6270\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6271\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6272\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6273\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6274\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6275\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6276\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6277\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6278\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6279\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [92]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5c06\u5217\u540d\u79f0\u6dfb\u52a0\u5230\u6570\u636e\u96c6<\/span>\n\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df_columns<\/span>\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">to_csv<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"new data with target class.csv\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[92]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Sex<\/th>\n <th>Height<\/th>\n <th>Weight<\/th>\n <th>QRS_Dur<\/th>\n <th>P-R_Int<\/th>\n <th>Q-T_Int<\/th>\n <th>T_Int<\/th>\n <th>P_Int<\/th>\n <th>QRS<\/th>\n <th>...<\/th>\n <th>V6271<\/th>\n <th>V6272<\/th>\n <th>V6273<\/th>\n <th>V6274<\/th>\n <th>V6275<\/th>\n <th>V6276<\/th>\n <th>V6277<\/th>\n <th>V6278<\/th>\n <th>V6279<\/th>\n <th>class<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>91.0<\/td>\n <td>193.0<\/td>\n <td>371.0<\/td>\n <td>174.0<\/td>\n <td>121.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.0<\/td>\n <td>-0.9<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.9<\/td>\n <td>2.9<\/td>\n <td>23.3<\/td>\n <td>49.4<\/td>\n <td>8.0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>56.0<\/td>\n <td>1.0<\/td>\n <td>165.0<\/td>\n <td>64.0<\/td>\n <td>81.0<\/td>\n <td>174.0<\/td>\n <td>401.0<\/td>\n <td>149.0<\/td>\n <td>39.0<\/td>\n <td>25.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>8.5<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.2<\/td>\n <td>2.1<\/td>\n <td>20.4<\/td>\n <td>38.8<\/td>\n <td>6.0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>54.0<\/td>\n <td>0.0<\/td>\n <td>172.0<\/td>\n <td>95.0<\/td>\n <td>138.0<\/td>\n <td>163.0<\/td>\n <td>386.0<\/td>\n <td>185.0<\/td>\n <td>102.0<\/td>\n <td>96.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.5<\/td>\n <td>-2.4<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.3<\/td>\n <td>3.4<\/td>\n <td>12.3<\/td>\n <td>49.0<\/td>\n <td>10.0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>55.0<\/td>\n <td>0.0<\/td>\n <td>175.0<\/td>\n <td>94.0<\/td>\n <td>100.0<\/td>\n <td>202.0<\/td>\n <td>380.0<\/td>\n <td>179.0<\/td>\n <td>143.0<\/td>\n <td>28.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>12.2<\/td>\n <td>-2.2<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.4<\/td>\n <td>2.6<\/td>\n <td>34.6<\/td>\n <td>61.6<\/td>\n <td>1.0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>88.0<\/td>\n <td>181.0<\/td>\n <td>360.0<\/td>\n <td>177.0<\/td>\n <td>103.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>13.1<\/td>\n <td>-3.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>-0.1<\/td>\n <td>3.9<\/td>\n <td>25.4<\/td>\n <td>62.8<\/td>\n <td>7.0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 279 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [93]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u5220\u9664\u76ee\u6807\u5c5e\u6027\u4ee5\u521b\u5efa\u6700\u7ec8\u6570\u636e\u5e27\u3002<\/span>\n\n<span class=\"n\">final_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">final_df<\/span><span class=\"o\">.<\/span><span class=\"n\">to_csv<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"FInal Dataset with dropped class Attribute.csv\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">final_df<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[93]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Sex<\/th>\n <th>Height<\/th>\n <th>Weight<\/th>\n <th>QRS_Dur<\/th>\n <th>P-R_Int<\/th>\n <th>Q-T_Int<\/th>\n <th>T_Int<\/th>\n <th>P_Int<\/th>\n <th>QRS<\/th>\n <th>...<\/th>\n <th>V6270<\/th>\n <th>V6271<\/th>\n <th>V6272<\/th>\n <th>V6273<\/th>\n <th>V6274<\/th>\n <th>V6275<\/th>\n <th>V6276<\/th>\n <th>V6277<\/th>\n <th>V6278<\/th>\n <th>V6279<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>91.0<\/td>\n <td>193.0<\/td>\n <td>371.0<\/td>\n <td>174.0<\/td>\n <td>121.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>-0.3<\/td>\n <td>0.0<\/td>\n <td>9.0<\/td>\n <td>-0.9<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.9<\/td>\n <td>2.9<\/td>\n <td>23.3<\/td>\n <td>49.4<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>56.0<\/td>\n <td>1.0<\/td>\n <td>165.0<\/td>\n <td>64.0<\/td>\n <td>81.0<\/td>\n <td>174.0<\/td>\n <td>401.0<\/td>\n <td>149.0<\/td>\n <td>39.0<\/td>\n <td>25.0<\/td>\n <td>...<\/td>\n <td>-0.5<\/td>\n <td>0.0<\/td>\n <td>8.5<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.2<\/td>\n <td>2.1<\/td>\n <td>20.4<\/td>\n <td>38.8<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>54.0<\/td>\n <td>0.0<\/td>\n <td>172.0<\/td>\n <td>95.0<\/td>\n <td>138.0<\/td>\n <td>163.0<\/td>\n <td>386.0<\/td>\n <td>185.0<\/td>\n <td>102.0<\/td>\n <td>96.0<\/td>\n <td>...<\/td>\n <td>0.9<\/td>\n <td>0.0<\/td>\n <td>9.5<\/td>\n <td>-2.4<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.3<\/td>\n <td>3.4<\/td>\n <td>12.3<\/td>\n <td>49.0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>55.0<\/td>\n <td>0.0<\/td>\n <td>175.0<\/td>\n <td>94.0<\/td>\n <td>100.0<\/td>\n <td>202.0<\/td>\n <td>380.0<\/td>\n <td>179.0<\/td>\n <td>143.0<\/td>\n <td>28.0<\/td>\n <td>...<\/td>\n <td>0.1<\/td>\n <td>0.0<\/td>\n <td>12.2<\/td>\n <td>-2.2<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.4<\/td>\n <td>2.6<\/td>\n <td>34.6<\/td>\n <td>61.6<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>88.0<\/td>\n <td>181.0<\/td>\n <td>360.0<\/td>\n <td>177.0<\/td>\n <td>103.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>-0.4<\/td>\n <td>0.0<\/td>\n <td>13.1<\/td>\n <td>-3.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>-0.1<\/td>\n <td>3.9<\/td>\n <td>25.4<\/td>\n <td>62.8<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 278 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [94]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">final_df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[94]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"2.%E6%8E%A2%E7%B4%A2%E6%80%A7%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%EF%BC%88EDA%EF%BC%89\">2.探索性数据分析（EDA）<a class=\"anchor-link\" href=\"#2.%E6%8E%A2%E7%B4%A2%E6%80%A7%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%EF%BC%88EDA%EF%BC%89\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u5217\u51fa\u6240\u6709 16 \u4e2a\u7c7b\u540d\u79f0\u7684\u5217\u8868\u3002<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [95]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5e26\u6709\u7c7b\u540d\u7684\u5217\u8868<\/span>\n\n<span class=\"n\">class_names<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s2\">\"Normal\"<\/span><span class=\"p\">,<\/span> \n <span class=\"s2\">\"Ischemic changes (CAD)\"<\/span><span class=\"p\">,<\/span> \n <span class=\"s2\">\"Old Anterior Myocardial Infraction\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Old Inferior Myocardial Infraction\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Sinus tachycardy\"<\/span><span class=\"p\">,<\/span> \n <span class=\"s2\">\"Sinus bradycardy\"<\/span><span class=\"p\">,<\/span> \n <span class=\"s2\">\"Ventricular Premature Contraction (PVC)\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Supraventricular Premature Contraction\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Left Boundle branch block\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Right boundle branch block\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"1.Degree AtrioVentricular block\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"2.Degree AV block\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"3.Degree AV block\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Left Ventricule hypertrophy\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Atrial Fibrillation or Flutter\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"Others\"<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h3 id=\"%E5%88%86%E6%9E%90%E6%95%B0%E6%8D%AE%E9%9B%86%E5%B9%B6%E6%A3%80%E6%9F%A5%E6%AF%8F%E4%B8%AA%E7%B1%BB%E5%88%AB%E6%9C%89%E5%A4%9A%E5%B0%91%E4%B8%AA%E7%A4%BA%E4%BE%8B%EF%BC%9A\">分析数据集并检查每个类别有多少个示例：<a class=\"anchor-link\" href=\"#%E5%88%86%E6%9E%90%E6%95%B0%E6%8D%AE%E9%9B%86%E5%B9%B6%E6%A3%80%E6%9F%A5%E6%AF%8F%E4%B8%AA%E7%B1%BB%E5%88%AB%E6%9C%89%E5%A4%9A%E5%B0%91%E4%B8%AA%E7%A4%BA%E4%BE%8B%EF%BC%9A\">¶<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [96]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u4ec5\u68c0\u67e5\u5c5e\u6027\u7684\u6570\u636e\u7c7b\u578b<\/span>\n\n<span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Heart_Rate\"<\/span><span class=\"p\">]]<\/span><span class=\"o\">.<\/span><span class=\"n\">dtypes<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[96]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Age float64\nHeart_Rate float64\ndtype: object<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u6211\u4eec\u9700\u8981\u6839\u636e\u7c7b\u5c5e\u6027\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u6392\u5e8f\uff0c\u4ee5\u8ba1\u7b97\u6bcf\u4e2a\u7c7b\u53ef\u7528\u7684\u5b9e\u4f8b\u6570\u91cf<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [97]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u6839\u636e\u7c7b\u5c5e\u6027\u8fdb\u884c\u6392\u5e8f\u3002<\/span>\n\n<span class=\"n\">t<\/span><span class=\"o\">=<\/span><span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_values<\/span><span class=\"p\">(<\/span><span class=\"n\">by<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [98]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u8ba1\u7b97\u6bcf\u4e2a\u7c7b\u7684\u5b9e\u4f8b\u6570\u91cf<\/span>\n\n<span class=\"n\">la<\/span> <span class=\"o\">=<\/span> <span class=\"n\">t<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">(<\/span><span class=\"n\">sort<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">tolist<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">la<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[98]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>[245, 44, 15, 15, 13, 25, 3, 2, 9, 50, 4, 5, 22]<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [99]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5173\u4e8e\u7c7b\u7684\u6570\u636e\u96c6\u53ef\u89c6\u5316<\/span>\n\n<span class=\"n\">labels<\/span> <span class=\"o\">=<\/span> <span class=\"n\">class_names<\/span>\n<span class=\"n\">values<\/span> <span class=\"o\">=<\/span> <span class=\"n\">la<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">:<\/span><span class=\"mi\">10<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">values<\/span><span class=\"o\">.<\/span><span class=\"n\">extend<\/span><span class=\"p\">([<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">values<\/span><span class=\"o\">.<\/span><span class=\"n\">extend<\/span><span class=\"p\">(<\/span><span class=\"n\">la<\/span><span class=\"p\">[<\/span><span class=\"mi\">10<\/span><span class=\"p\">:<\/span><span class=\"mi\">13<\/span><span class=\"p\">])<\/span>\n<span class=\"nb\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">values<\/span><span class=\"p\">)<\/span>\n<span class=\"c1\">#\u6211\u4eec\u7528\u4ee5 10 \u4e3a\u5e95\u7684\u5bf9\u6570\u5bf9\u6570\u636e\u8fdb\u884c\u6807\u51c6\u5316\uff0c\u4ee5\u4fbf\u80fd\u591f\u201c\u4ee5\u5408\u9002\u7684\u65b9\u5f0f\u7ed8\u5236\u5b83\u4eec\u201d<\/span>\n<span class=\"n\">Log_Norm<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">values<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">Log_Norm<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">mt<\/span><span class=\"o\">.<\/span><span class=\"n\">log10<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"o\">+<\/span><span class=\"mi\">1<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">fig1<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">16<\/span><span class=\"p\">,<\/span><span class=\"mi\">9<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">patches<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">pie<\/span><span class=\"p\">(<\/span><span class=\"n\">Log_Norm<\/span><span class=\"p\">,<\/span> <span class=\"n\">autopct<\/span><span class=\"o\">=<\/span><span class=\"s1\">'<\/span><span class=\"si\">%1.1f%%<\/span><span class=\"s1\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">startangle<\/span><span class=\"o\">=<\/span><span class=\"mi\">90<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">leg<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span> <span class=\"n\">loc<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'best'<\/span><span class=\"p\">,<\/span> <span class=\"n\">labels<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'<\/span><span class=\"si\">%s<\/span><span class=\"s1\">, <\/span><span class=\"si\">%1.1f<\/span><span class=\"s1\"> <\/span><span class=\"si\">%%<\/span><span class=\"s1\">'<\/span> <span class=\"o\">%<\/span> <span class=\"p\">(<\/span><span class=\"n\">l<\/span><span class=\"p\">,<\/span> <span class=\"n\">s<\/span><span class=\"p\">)<\/span> <span class=\"k\">for<\/span> <span class=\"n\">l<\/span><span class=\"p\">,<\/span> <span class=\"n\">s<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">zip<\/span><span class=\"p\">(<\/span><span class=\"n\">labels<\/span><span class=\"p\">,<\/span> <span class=\"n\">Log_Norm<\/span><span class=\"p\">)])<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">axis<\/span><span class=\"p\">(<\/span><span class=\"s1\">'equal'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">for<\/span> <span class=\"n\">text<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">leg<\/span><span class=\"o\">.<\/span><span class=\"n\">get_texts<\/span><span class=\"p\">():<\/span>\n <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">setp<\/span><span class=\"p\">(<\/span><span class=\"n\">text<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'Black'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"text\/plain\">\n<pre>[245, 44, 15, 15, 13, 25, 3, 2, 9, 50, 0, 0, 0, 4, 5, 22]\n<\/pre>\n<\/div>\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [100]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fdict<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{}<\/span>\n<span class=\"n\">j<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">labels<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">fdict<\/span><span class=\"p\">[<\/span><span class=\"n\">i<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Log_Norm<\/span><span class=\"p\">[<\/span><span class=\"n\">j<\/span><span class=\"p\">]<\/span>\n <span class=\"n\">j<\/span><span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n<span class=\"n\">fdf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">fdict<\/span><span class=\"p\">,<\/span><span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">fdf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">fdf<\/span><span class=\"o\">.<\/span><span class=\"n\">rename<\/span><span class=\"p\">(<\/span><span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"mi\">0<\/span><span class=\"p\">:<\/span> <span class=\"s1\">''<\/span><span class=\"p\">})<\/span>\n<span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span><span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">fdf<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">,<\/span><span class=\"n\">ax<\/span><span class=\"o\">=<\/span><span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"(Log)-Histogram of the Classes Distributions \"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Number of examples'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Classes'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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AAAAFER0AAAAAAAoiOgAAAAAAFAQ0QEAAAAAoCCiAwAAAABAQUQHAAAAAICCiA4AAAAAAAURHQAAAAAACiI6AAAAAAAURHQAAAAAACiI6AAAAAAAUBDRAQAAAACgIKIDAAAAAEBBRAcAAAAAgIKIDgAAAAAABREdAAAAAAAKIjoAAAAAABREdAAAAAAAKIjoAAAAAABQENEBAAAAAKAgogMAAAAAQEFEBwAAAACAgogOAAAAAAAFER0AAAAAAAoiOgAAAAAAFER0AAAAAAAoiOgAAAAAAFAQ0QEAAAAAoCCiAwAAAABAQUQHAAAAAICCiA4AAAAAAAURHQAAAAAACiI6AAAAAAAURHQAAAAAACiI6AAAAAAAUBDRAQAAAACgIKIDAAAAAEBBRAcAAAAAgIKIDgAAAAAABREdAAAAAAAKIjoAAAAAABREdAAAAAAAKIjoAAAAAABQENEBAAAAAKAgogMAAAAAQEFEBwAAAACAgogOAAAAAAAFER0AAAAAAAoiOgAAAAAAFER0AAAAAAAoiOgAAAAAAFAQ0QEAAAAAoCCiAwAAAABAQUQHAAAAAICCiA4AAAAAAAURHQAAAAAACiI6AAAAAAAURHQAAAAAACg0PKLPnz8\/Y8aMyQEHHJC2trYsX758h+t\/+9vfpq2tLQcccEDGjh2bu+++exdNCgAAAADAvqahEf2+++7LFVdckTlz5mTlypWZPHlyOjo60tPTM+j6NWvWZOrUqZk8eXJWrlyZa6+9Npdffnm6u7t38eQAAAAAAOwLGhrR77jjjlx88cWZPn16xo8fn66urrS2tmbBggWDrr\/77rtz5JFHpqurK+PHj8\/06dNz0UUX5bbbbtvFkwMAAAAAsC9oWETfvHlznnnmmbS3t29zvb29PU888cSge5588snt1k+ZMiUrVqzIli1bPrZZAQAAAADYNw1t1Ddev359tm7dmpaWlm2ut7S0ZN26dYPuWbdu3aDr33\/\/\/axfvz4jR47cbk9fX1\/6+voGnr\/zzjtJkg0bNvy7bwGAf8MHff+n0SPslA1N\/Y0eYadtfW9ro0fYKe9u3bPmfW\/zpkaPsNP69rBDBxv79qzPuK+p718v2s1s2vRBo0fYKR80vdvoEXaKf3PwX+1pv+uSPe\/33Z72u87PCYDG+vDncH\/\/jv\/N37CI\/qGmpqZtnvf392937V+tH+z6h+bOnZsbb7xxu+utra07OyoA+7BDGz3Af8vqRg+wU77Y6AF21sv\/s9ET7PWuy5JGj8BuZ3KjB9gpe+bvDvgv\/L77WF33oJ8UALuDjRs35tBD65\/JDYvohx9+eIYMGbLdqfM33nhju9PmHzriiCMGXT906NCMGDFi0D2zZ89OZ2fnwPMPPvggb731VkaMGLHDWA8AAHuzDRs2pLW1Na+99lqam5sbPQ4AAOxy\/f392bhxY0aNGrXDdQ2L6Pvvv3\/a2tqydOnSnH322QPXly5dmrPOOmvQPZMmTcovfvGLba4tWbIkEydOzH777TfonmHDhmXYsGHbXBs+fPi\/NzwAAOwlmpubRXQAAPZZOzqB\/qGG\/WHRJOns7MwPf\/jDLFy4MKtXr86sWbPS09OTGTNmJPnnKfILL7xwYP2MGTOydu3adHZ2ZvXq1Vm4cGHuvffeXHXVVY16CwAAAAAA7MUaek\/08847L2+++WZuuumm9Pb25rjjjsvixYszevToJElvb296enoG1o8ZMyaLFy\/OrFmzctddd2XUqFGZN29epk2b1qi3AAAAAADAXqyp\/1\/96VEAAGCv09fXl7lz52b27Nnb3f4QAAD4f0R0AAAAAAAoNPSe6AAAAAAAsDsT0QEAAAAAoCCiAwAAAABAQUQHAAAAAICCiA4AAAAAAAURHQAAAAAACiI6AAAAAAAURHQAAAAAACiI6AAAsIdqamrKz372s0aPAQAAezURHQAAdlPr1q3Ld7\/73YwdOzbDhg1La2trzjzzzPzmN79p9GgAALDPGNroAQAAgO399a9\/zVe+8pUMHz48t956a0444YRs2bIlDz\/8cGbOnJkXXnih0SMCAMA+wUl0AADYDV166aVpamrK008\/nXPPPTfHHHNMJkyYkM7Ozjz11FOD7rnmmmtyzDHH5JOf\/GTGjh2b66+\/Plu2bBl4\/Q9\/+ENOOeWUHHLIIWlubk5bW1tWrFiRJFm7dm3OPPPMHHbYYTnooIMyYcKELF68eGDv888\/n6lTp+bggw9OS0tLLrjggqxfv37g9fvvvz\/HH398DjzwwIwYMSKnnXZaNm3a9DF9OgAAsOs4iQ4AALuZt956K7\/+9a9z880356CDDtru9eHDhw+675BDDsmiRYsyatSoPPfcc7nkkktyyCGH5Oqrr06SfOtb38qJJ56YBQsWZMiQIVm1alX222+\/JMnMmTOzefPmPPbYYznooIPy\/PPP5+CDD06S9Pb25uSTT84ll1ySO+64I++9916uueaafOMb38iyZcvS29ub888\/P7feemvOPvvsbNy4McuXL09\/f\/\/H8wEBAMAuJKIDAMBu5uWXX05\/f38+97nP7dS+6667buC\/jzrqqFx55ZW57777BiJ6T09Pvve97w183aOPPnpgfU9PT6ZNm5bjjz8+STJ27NiB1xYsWJAvfOELueWWWwauLVy4MK2trfnLX\/6Sd999N++\/\/37OOeecjB49OkkGvg4AAOzpRHQAANjNfHiCu6mpaaf23X\/\/\/enq6srLL788ELabm5sHXu\/s7Mz06dPz4x\/\/OKeddlq+\/vWv5zOf+UyS5PLLL893vvOdLFmyJKeddlqmTZuWE044IUnyzDPP5JFHHhk4mf7\/e+WVV9Le3p5TTz01xx9\/fKZMmZL29vace+65Oeyww\/67HwEAAOw23BMdAAB2M0cffXSampqyevXqj7znqaeeyje\/+c10dHTkl7\/8ZVauXJk5c+Zk8+bNA2tuuOGG\/PnPf84ZZ5yRZcuW5dhjj82DDz6YJJk+fXpeffXVXHDBBXnuuecyceLE3HnnnUmSDz74IGeeeWZWrVq1zeOll17KSSedlCFDhmTp0qX51a9+lWOPPTZ33nlnxo0blzVr1vxnPxgAAGiApn43KgQAgN1OR0dHnnvuubz44ovb3Rf97bffzvDhw9PU1JQHH3wwX\/va13L77bdn\/vz5eeWVVwbWTZ8+Pffff3\/efvvtQb\/H+eefn02bNuXnP\/\/5dq\/Nnj07Dz30UP74xz9mzpw56e7uzp\/+9KcMHfqv\/2fWrVu3ZvTo0ens7ExnZ+fOvXEAANjNOIkOAAC7ofnz52fr1q354he\/mO7u7rz00ktZvXp15s2bl0mTJm23\/rOf\/Wx6enry05\/+NK+88krmzZs3cMo8Sd57771cdtllefTRR7N27do8\/vjj+f3vf5\/x48cnSa644oo8\/PDDWbNmTZ599tksW7Zs4LWZM2fmrbfeyvnnn5+nn346r776apYsWZKLLrooW7duze9+97vccsstWbFiRXp6evLAAw\/kH\/\/4x8B+AADYk7knOgAA7IbGjBmTZ599NjfffHOuvPLK9Pb25lOf+lTa2tqyYMGC7dafddZZmTVrVi677LL09fXljDPOyPXXX58bbrghSTJkyJC8+eabufDCC\/P3v\/89hx9+eM4555zceOONSf55enzmzJn529\/+lubm5px++un5\/ve\/nyQZNWpUHn\/88VxzzTWZMmVK+vr6Mnr06Jx++un5xCc+kebm5jz22GPp6urKhg0bMnr06Nx+++3p6OjYZZ8XAAB8XNzOBQAAAAAACm7nAgAAAAAABREdAAAAAAAKIjoAAAAAABREdAAAAAAAKIjoAAAAAABQENEBAAAAAKAgogMAAAAAQEFEBwAAAACAgogOAAAAAAAFER0AAAAAAAoiOgAAAAAAFER0AAAAAAAo\/F\/E1V\/8bHBuKgAAAABJRU5ErkJggg==\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [101]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5206\u7ec4\u63cf\u8ff0<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">scipy.stats<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">sp<\/span>\n<span class=\"n\">grouped_mean<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">groupby<\/span><span class=\"p\">([<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">])<\/span><span class=\"o\">.<\/span><span class=\"n\">mean<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">grouped_median<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">groupby<\/span><span class=\"p\">([<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">])<\/span><span class=\"o\">.<\/span><span class=\"n\">median<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">grouped_mode<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">groupby<\/span><span class=\"p\">([<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">])<\/span><span class=\"o\">.<\/span><span class=\"n\">agg<\/span><span class=\"p\">(<\/span><span class=\"k\">lambda<\/span> <span class=\"n\">x<\/span><span class=\"p\">:<\/span> <span class=\"n\">sp<\/span><span class=\"o\">.<\/span><span class=\"n\">mode<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">axis<\/span><span class=\"o\">=<\/span><span class=\"kc\">None<\/span><span class=\"p\">,<\/span> <span class=\"n\">keepdims<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)[<\/span><span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\n<span class=\"n\">gouped_std<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">groupby<\/span><span class=\"p\">([<\/span><span class=\"s1\">'class'<\/span><span class=\"p\">])<\/span><span class=\"o\">.<\/span><span class=\"n\">std<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [102]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">grouped_median<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[102]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Sex<\/th>\n <th>Height<\/th>\n <th>Weight<\/th>\n <th>QRS_Dur<\/th>\n <th>P-R_Int<\/th>\n <th>Q-T_Int<\/th>\n <th>T_Int<\/th>\n <th>P_Int<\/th>\n <th>QRS<\/th>\n <th>...<\/th>\n <th>V6270<\/th>\n <th>V6271<\/th>\n <th>V6272<\/th>\n <th>V6273<\/th>\n <th>V6274<\/th>\n <th>V6275<\/th>\n <th>V6276<\/th>\n <th>V6277<\/th>\n <th>V6278<\/th>\n <th>V6279<\/th>\n <\/tr>\n <tr>\n <th>class<\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>1.0<\/th>\n <td>46.0<\/td>\n <td>1.0<\/td>\n <td>163.0<\/td>\n <td>68.0<\/td>\n <td>84.0<\/td>\n <td>156.0<\/td>\n <td>367.0<\/td>\n <td>160.0<\/td>\n <td>91.0<\/td>\n <td>41.0<\/td>\n <td>...<\/td>\n <td>-0.1<\/td>\n <td>0.0<\/td>\n <td>9.1<\/td>\n <td>-0.9<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.5<\/td>\n <td>1.6<\/td>\n <td>19.10<\/td>\n <td>31.7<\/td>\n <\/tr>\n <tr>\n <th>2.0<\/th>\n <td>55.0<\/td>\n <td>1.0<\/td>\n <td>160.5<\/td>\n <td>70.0<\/td>\n <td>90.5<\/td>\n <td>159.0<\/td>\n <td>366.0<\/td>\n <td>176.5<\/td>\n <td>91.0<\/td>\n <td>37.5<\/td>\n <td>...<\/td>\n <td>-0.8<\/td>\n <td>0.0<\/td>\n <td>9.6<\/td>\n <td>-1.3<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.5<\/td>\n <td>-0.8<\/td>\n <td>20.05<\/td>\n <td>11.8<\/td>\n <\/tr>\n <tr>\n <th>3.0<\/th>\n <td>50.0<\/td>\n <td>0.0<\/td>\n <td>170.0<\/td>\n <td>74.0<\/td>\n <td>93.0<\/td>\n <td>163.0<\/td>\n <td>351.0<\/td>\n <td>196.0<\/td>\n <td>96.0<\/td>\n <td>48.0<\/td>\n <td>...<\/td>\n <td>-0.2<\/td>\n <td>0.0<\/td>\n <td>6.3<\/td>\n <td>-2.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.8<\/td>\n <td>0.6<\/td>\n <td>12.30<\/td>\n <td>19.3<\/td>\n <\/tr>\n <tr>\n <th>4.0<\/th>\n <td>57.0<\/td>\n <td>0.0<\/td>\n <td>165.0<\/td>\n <td>76.0<\/td>\n <td>93.0<\/td>\n <td>157.0<\/td>\n <td>357.0<\/td>\n <td>161.0<\/td>\n <td>95.0<\/td>\n <td>-2.0<\/td>\n <td>...<\/td>\n <td>-0.2<\/td>\n <td>-0.7<\/td>\n <td>6.3<\/td>\n <td>-0.5<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.7<\/td>\n <td>0.3<\/td>\n <td>10.90<\/td>\n <td>12.0<\/td>\n <\/tr>\n <tr>\n <th>5.0<\/th>\n <td>34.0<\/td>\n <td>1.0<\/td>\n <td>160.0<\/td>\n <td>51.0<\/td>\n <td>82.0<\/td>\n <td>155.0<\/td>\n <td>302.0<\/td>\n <td>153.0<\/td>\n <td>81.0<\/td>\n <td>52.0<\/td>\n <td>...<\/td>\n <td>-0.3<\/td>\n <td>0.0<\/td>\n <td>5.1<\/td>\n <td>-2.1<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.5<\/td>\n <td>0.9<\/td>\n <td>6.00<\/td>\n <td>10.7<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 278 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [103]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u76f8\u5173\u70ed\u56fe<\/span>\n\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">heatmap<\/span><span class=\"p\">(<\/span><span class=\"n\">new_df<\/span><span class=\"p\">[[<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Sex'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Height'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Weight'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'class'<\/span><span class=\"p\">]]<\/span><span class=\"o\">.<\/span><span class=\"n\">corr<\/span><span class=\"p\">(),<\/span> <span class=\"n\">cmap<\/span><span class=\"o\">=<\/span><span class=\"s1\">'CMRmap'<\/span><span class=\"p\">,<\/span><span class=\"n\">center<\/span><span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h3 id=\"%E5%A4%84%E7%90%86%E5%BC%82%E5%B8%B8%E5%80%BC%E5%92%8C%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96\">处理异常值和数据可视化<a class=\"anchor-link\" href=\"#%E5%A4%84%E7%90%86%E5%BC%82%E5%B8%B8%E5%80%BC%E5%92%8C%E6%95%B0%E6%8D%AE%E5%8F%AF%E8%A7%86%E5%8C%96\">¶<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [104]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5bfb\u627e\u6210\u5bf9\u5173\u7cfb\u548c\u5f02\u5e38\u503c<\/span>\n\n<span class=\"n\">g<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">PairGrid<\/span><span class=\"p\">(<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"nb\">vars<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Sex'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Height'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Weight'<\/span><span class=\"p\">],<\/span>\n <span class=\"n\">hue<\/span><span class=\"o\">=<\/span><span class=\"s1\">'Sex'<\/span><span class=\"p\">,<\/span> <span class=\"n\">palette<\/span><span class=\"o\">=<\/span><span class=\"s1\">'BrBG'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">map<\/span><span class=\"p\">(<\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.8<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">add_legend<\/span><span class=\"p\">();<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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1ghgkiIU6XVrtFSvWxr0r03\/SCFoUOXbBOxjAqz22zrYMXw8DCf+cxn+MxnPrPmGBHh3nvv5d57771q8zJmK3Xb9bXTmEhjAoSEINsVKY6CxiQSdDIs6KRGK0f37hvYrR\/Ladrs3MXIiuyBXHTX2UFn36cxO0EpDNc9QRWRbdu6tF8k6AQpLl\/OA4\/DIUTJImlzFmcZVcbsSiuKV8oq66WmzMgw35yrEatQDEKKnYDEuVaDhbjN7XvGOFmbZ67dpNUJZOwrljm6f5JD1WFmmvVeECN0Drmolk6SxoimFJ1DZOXidXF2R1SZsAxQs+vtrjMbY3a4rD3py9TiFuDxGlKSFIcn+y8kElDVVu\/zWCL2SsLrxm\/Y2slfJRJ0u6B0+jvKsswK7WacSGecMdvf8pZ52SavpX\/S3b4327l1aT+oKt9abKHiGNEmNYortsApQkMKlLVNIiGjtNijdZK4TnLuKdL2AkFhmOKeI5ZpYcwusV7xSp82eSa6gViFggvwqqTqEbLP2z7lZG2eu8auYaZVB4WJcpXx0lIdrLFiubddJJDoku\/R8illjWm5AufVs4cW3SGaNvFpCpqQxHXL\/jQGC1YYs6P8\/jPHmU27kXghlZA2YaeoXHbRkuBIOs21UskqUR8dm9w1J+RBVM5SL9MWkC7dde3dwBAkKBBE5a2ZoDEb1G2ZB9lrvGup789S69Lx0uWLyw6KbuvSUlhA4nYvYLtUVjjLqKhJCYcyoYvgE+Ze+jL4hF7Q8vRfUp14M0MHjm7dD2OMuSpEhOrEnVk3kKQGy+pFaNpkzo0wJ2USn9JMkxVJW1nbUjhTX+S\/nH4eoLc9pJtV0f0eR\/dP8tDUiUu2izSSmMQrXgo8phM4gWHa3JJMsT+eYXma2NxLXyY9cJetTWbX2x1XL8YMgD985rFlgYqVfOeOYoAHhLaEpASMaJN3jk1ww9hNV3WuWyksj+OCImvnhisuKFrbL7NjNJOEtvrLjmmr37atS\/uh27o0DAq0gyrxaindHV6FZ3Uv05Q6LY0FCABB0xaLZx5h8ZXjV2vqxpgtVBy+lpHD9xCWx1Afo0kd9TFheYz5Pa+n5ZWkk8m2nAIpWZtoVe0U2Qw412rw0NQJTtcWsnGqTEiDt48U2RsGxD6lnsQ004REPYFzlEQpaZtQU+a0wHE5yIy7qNaej21tMgbLrDBmRzh\/+hhn1rkO8TiqtElQbk3PsI8W1x1+O+XR667OJLcJVSVN6pcdkyZ1VNUKVZkdIYKs48dleNVdlTLcbSOYek\/DZ0HabP\/H6r+nloQ8ExxizC8g0r1PI52tYSm16ceojL9x12SgGbObFYevvaR4ZVAa48SJp3Mdn3TakYbOEUhEPYk5fnaK\/ekF6jPHSZrnqajnu8SxWJyA0Vt4vB4z36pT9i3wCYriNKFIQksKnfVpvpNF1625ZWuTMfYv35htbu7lY\/z5ufO5xjYIGaHJLSXHDde\/Y9cFKgBaF57p3D29DB9n44zZAZ5ayPf6zztuEHT3hdfSeOUd0DUCkArMS4U5qWTF9VaMd2jatjXBmF1ERIgqExRHriOqTHC23aQet3E5+kCnqsRpDJrVyCkInG8s8NLJrxHXZxEXIWEF5yKGm2dIZ49Ta9UJfJtYPakESKcjiQCRJixKmVNujGm3lwtuCLW1yRjAMiuM2da+\/uJjPNFIiMM9ucaLCG+euJF9ew\/v2qyBuDmXe5xVrTA7wULc2tRxg6C7L\/z+zt7xJWtloAhesi1yqHbaFy7LsMCTthf6N2FjzLbWTBI8UHABDb9WKqsineytJK4hSWe9UU9KSCuNUY2BAiJhrx3pK2mJhvco3c5OSoBSJCbUBI\/Qkohvh9cjAk6VIW1yJH2ZcX\/B1iazq1lmhTHb1F+9eIzHG0pMyLq9+TquiUKu33fdrg1UAGh6+S0gGx1nzFYbydnlI++4QXGoOsxr94ytfPAyS6VTpaCrXYRkxTaDwvAqXzPG7AbdrWWhWyO3QrPOYgKdXWeK+gT1WbAhW19S0JS0vYj6NgAzVHjejaFIp0indjZ4OBoUaBHRkCIeISClqDEBKfOuzOPhDcy4UVubzK5mwQpjtqEkSXi8kfSa8OUNVrz38O19nddOIEG+bgh5xxmz1d62b3JTxw2Su8auIeh+sk5dj2GtM6q17uBlx3gkKFDcc6RPszTGbHfdrWWJeoLODZ9uB5BeHyYBL0KAEnS2kynQJmBIG4xqHXCoppxL4GWt8BhjtAg6zeSl01FdcepRoCkR2glURKSd8r9KUWMSCXgmvJbC6M1X+bdhzPZhwQpjtqH\/99lH8b1T8KW3y8s5GAqFQqGv89oJLLPCDJoXG4ubOm6QOOe4YWhPrrF7\/eLKO6bqyer7O6oTb7YCdsbsYt2tZZELCDpbxLJQJp1CvEsiTVGUFEdLCoSaciQ9jeCZcVUejl7LV8IjPKzXUKeAdhrMd0KjvVtQWchUEJSSxsvWJ0VQIk2oBSOc20Vb\/Iy5mL0zG7PN\/MGTjzCvGws6XBPCDx65s08z2lkss8IMmsWcJ6p5xw2a0GWtm9fTkuX9UrJLBQmKDF3zNoYOHO3X9IwxO8Sh6jDffeAwQ8EqW0E6DziUFKElhaxFvK\/zxuR5xv08M26Ex8ObOOeGSC5TFtB3NoN0v0dBY0K6mRpZECQhRIIKXoJd1ZbamItZgU1jtpH7n\/8mr2ieBoTZHuux5ALfs28vew9ZoKLLRUObOs6YrVaSYP1BGxg3SFSV6WYNelvm1nbODXVWTkdl4s1EpVGKe45YRoUxBoDWwinKrxzDxaOElHF4YgmzlUUFFUWBIp474ucpasyo1rLVRxzPBIeIJSBdfi94zWUp20qSSNjbIuLDKg2vvewLFJx65ndpINoYsMwKY7aNvzjxHZ5vrdNys0eISHjPfgtUXMzH+apm5x1nzFabaTc2ddwgmW01WIzzrZt1KTInVcATlUYp77vVAhXGGCALVMyffIDZZo1FSoSSFThXzYppZhs5sg0ai1KgLiX2dAIVIMzJEItSRjQLPPTIyk+7FCGRkACPl4AYR81DinT+183\/Ur55bprTNTtnMbuTvUsbsw00Gg2erm2khoJyRzlk9KAFKi6Wtuc3dZwxW+1Cs7mp4wZJI4lJ1Oca6wloSpZQmrTs9W+MyagqteljqG8Th0NZm2McKoKTpVhDVhhTUYWXgokVSRNtQrysFplYqztbNrakMYH6TkcQ7YzOMjgcQjEIaaUJx89OoZ0iwqrKTLPOycV5Zpr13uPGDCLbBmLMFnvkua\/yrXYE5E\/h3ist3nrDO\/o3qR3MBXm20eQfZ8xWS8h3MZ533CBppmnOXkmZORlikjkLVhpjepLGDEnzPBKUKHbW0RTplMSE3jYzEdAsoNAkYk6q7NEaoBS0jVO9dBVeI5Dg8BQ1xuM4lM7wfHhNpztqFqhAsq0gzTSrVzHVWOQ7F2bZUyhx\/OwUc+0mqSqBCKOFEkf3T3Koai1OzeCxzApjttDDz3yVx9vFZZ0\/8vnhG9\/SpxntfNHQ9Zs6zpitNhrlK7ibd9wgKblg6URmrRuYK2QXDu2FE7QWTvVpVsaYncQnzaw7kATsoUWJhEu2ctDt0ZEFMVJxnHMjvY4eo1pnSNqoW+V8bpW1aUibRKR4EaJO29IhYoqSdr6ZIpptPREgVeXRmZf585df5FyrQegCKmFE6ALOtRo8NHXCtoqYgWTBCmO2yMPP\/TXfTErkPMPuuSaIKRaL\/ZnUAHBhaVPHGbPVRgvlTR03SMpRRCS9K4l1VbSdDdU0S\/u29Gljdj0XlkAcaIoI3Mg8wrI2o7rUxlQRUoSEgKeDgzwcvZYZN4zgOZK8TKSeYHl+xSqneA5PisMjOFXK2s76gwgkOOhtP+k2O80u2No+pZnGlIOQ0DlEhNA5KmFE7NMVW0WMGRQWrDBmCzz8\/DG+2d74cQck5oduedvmT2iAxIsnN3WcMVttOMq3ZSnvuEGyv1DCrXYncxUBKYf8LAAiEUnzPEljpp\/TM8bsAGF5nLC0F02bqCo3MseoNpFOfQol6\/bRa9EBnVBDynlX5bHwZl4IJhhLz\/Gm9EX2+UUiUpZVyVxGUYS6FGlJxJA2OORnGfJNmhqQIN1eIICgna0lTlzvqS7eaiKS1baYazeZbe2+QstmsFmwwpir7OsvPMY3W1kDvY24qRjxI7dZoGI9SWtuU8cZs9UWk3zdLvKOGxSnawv851PP0UgT8qRVDPl676THp1nat092X1FSY8xKIkJ14k7EFfDteXzrArfHL1LWFiFpVo+iFyrICmN6hKaUSAhpSYFvhzfwcPRaouoh7vYv8A59iWFfR0hhWZih+zxZhobj5vRlHAFH0tOdjIxuiU1QyTI5BCgsC8r6VbInAhFSVZpJ0uffljFXlwUrjLmK\/urFY3yjudEUPeWWapn33vSGvsxp4GjON+q844zZYvU037\/VvOMGwenaAg9NnWC22emilGNZrUuZGTcCZOneoLYdzBgDQHH4Wsr770DVgyaM+znelLzAHl8HcaS6vNPHpTecPMIFV+WxuMKsG0LjOgkhVW1T1RYBvpMzkT1PgCdEKZDVqBjXRW5JTmXdRujUx1AIUIbCgEIQ9L6jk0tvdnWLbZZC651gBov9izbmKkmShG82YjbysnOk\/NQNr6dc3n170a9YtHdzxxmzxUo5s7DyjtvpVJXjZ6eIfUrBBbR8mus4L8IzwSHG\/FMIiouqhOXxPs\/WGLMTqCrtxZOIiyAYYo4iIhGvk3lmaPGEjnVCFIqueq9XiDSh7UOeYpxJd5ZEHK5Tw6KqLXwnI8OhOHG0JKQtRaAGCjek07wcjDFHhUg8jpRQAsKggKouBStWmXsrTdhXLDNWtPNFM1gsWGHMVfJfnv1LUkY2cITy+kJsgYoNcpovrTvvOGO2WjNnc86843a62VaDuXaTYpCdwnS3hV+eUtCYRSkzJ2X2aJ3K\/juQVe5QGmN2n2770tlwH0\/LfhYo9AILIb6zHcOvs94I4lucc0PMuQoxIYkEODwljQlJe73fPFkgo6Dt3jMKcEtyksfDm0gICAAXlkk6wYhSGIFCI00oEva2frTShMgFHN0\/aWuaGTgWrDDmKnjoyT\/nlI5u6Jg3hC3e9pp39GlGg0uCyqaOM2arVYJ8b9V5x+10zSQhVaUo2V7uUCBeN1qRjU1FaEuIi0Yo77+j\/5M1xuwIPmkyQ4XjMkmCI0B7NSSancslXSdUkSK0JUIRihqTipDlRzjqUqSsLSJSFGgTMOJrjPrFznPDnFRRhNckL3Mm2M+iq5B4JSBlX7HM0f2TABw\/O8Vcu0mrs\/Wj+7VD1eH+\/pLWoKrMtho0k4RSGDJWLFvQxGya3XFmY8wW+u0n\/5rFDQUqlDcU4O0WqLgiElY3dZwxW20oLGzquJ2uFC7dUQydo+QCYr9+vY6mFChoQkETnAUrjTHLSFDkKTdBWx1ehDaObt7W0mW3XDaLqyUFusU0l3Illgpm1qVISduoOEJNOJK+jKDMuBGeCQ6xKGW8ZO1Mq9rgSHKSaurZP3kXB\/ff2AsAHKwMbZvgwOnaQi940q2bMVoobWnwxAwWK7BpTJ+0220+\/+TXWdSNvYG8oeh4+2ve0qdZDb608cqmjjNmq+U9B90tN7LGimVGCyVaaYKqZlkVOX52j6OkbUa1ho8XrW2pMabnvFS5IBXiTiYEgOvlUnQWGAHErbPeZGU0W1LA41iZiSE0pUDJt3lj8gLjfo4ZN8Lj4U3MuwoBKUVtE5Cy4Co8FxxEfJvwzF\/QOPsE2ukCIiKMlyocHhphvFTZ0kDFQ1MnONdqELqAShgRuoBzrQYPTZ3gdG1hS+ZlBosFK4zpg689\/Rf85nPHaelGkpeUN5Xg7Tfd2bd57QbWutQMmrlmY1PH7XQiwtH9k0QuoBa3afqUvK2gr\/FnEbKU79bCqb7O0xizM5yuLfCXr5wkJgAEFFSzLApRcOo7I2XpT5E1lx3thTmWjpFOxkWAp+BgXJoQVHgmOEQiQSdIkdXECPAUtU0iAc8Eh\/Bpk\/nTX+Hcc3+4bdat5YWOsyCFQ0QInaMSRsQ+5fjZqV6AxZgrZcEKYzbZ157+C76dDpNucJfVtbLIW298c59mtXuIy3fRknecMVvthdr8po4bBIeqw7xr8jrKYZT7GMEz4bu\/I6U+861tc+JvjNka3eyA+biVPbAsCOE16\/2BSC97YeWZQ\/7zCO3UzSmQskiBOakyJyUWpUykySXPJECkSaco8BCoJ2nMMH\/ygW2xbi0vdHxxZoeIUAxC5tpNZlu7I4hu+seCFcZsona7zd+klRU7HPOISHjvTXf3aVa7ixQmNnWcMVutna5fj2Ej4wbFoeowNw3vyT0+wDOqtd7n3sfUpo\/ZnT9jdqnl2QElt\/wGUzdzQvASdDIlMkVxvUoUDnD4rBUp\/pLnv1TWXSTBcS7cy6wWSCR7bg+kOGIC2gTEBNnjIrSlkH1HV+ScD3hu6gmmG7UtXbu6hY6DNbagdOsKNZPd9b5kNp8V2DRmE\/32M4+RuI0XubstqFMo7I7ieP2m7elNHWfMVisEIXWf5hq326y4o7dOD9ORtLYijOyCAknzPEljhqhiwUtjdpu8bZD9sq+JKKgi6petJ4rPcZNKgRpZ4OFbOgbhGIoQS7BslKw4wqHUpMCMG+FZd5gFivgEwlPPsqdY2bJClisKHa8SsOgGMkrh7ntfMpvLMiuM2SS\/+eTDtK8gUPFamePuW\/5WH2a0O6nPd6ch7zhjttqNlZFNHTdIxgrlpU\/WeUnf7F++6BEB9fikuenzMsZsf8uzA8JOvYWl\/h1LHBA5R0GEJI1x6tFeFQrwyAYyape6g+iKx1b7zoJHeCo4yLHoNcxJiVA8JWJCYUsLWV5c6Hg5VaWVJowWSowVy2s8gzH5WLDCmE3wO08+QkM3HqgYEuVdt31PH2a0e0mU7w5D3nHGbLWhKGfr0pzjBknBdU5jcqRDN6S44nNVD+JwYakfUzPGbHPLswMQoRJEq3bW8GSZAteyQIGkd\/Hke5tANloDSztbSNZftxxKSyJahJRICDoZHVtdyHJ5oeN6EpN4j6qSeE89iYlcwNH9k1vWqcQMDgtWGPMqffHJR5jT\/EXeukac8KHbrEXpZtO0tanjjNlqzyxe2NRxg+TphfO5xz4RXs+MW8o+Ud8mLO0lLI\/3Y2rGmG3u4uyAKAgoB+ElIYQAwQGv+IgbmaNCK0eYYW1LORSXv5DPynsuZWJ4JAvMSgDqQROKLtiUQpaqykyzzsnFeWaa9VzBj26h433FMolPO0GLlH3FMu+avG5LtqeYwWMbiYx5Ff7vJx+hvsFARVXa\/Fc3HKVUsrt5\/aBxvnTIvOOM2WrzrXzbFPKOGyTz7Rbr7v\/o8AQ8EV7Pu9vfyi4WJKQ6cafd+TNml+pmBzw0dYJ6ElN0Aa1OoeLuqlAJI0pBiKZtat5xUkZZ0JD1Ag2XkwUg\/GUyMvyy7I2lMd5nuRyikLY75zASkrrSqypkebq2wPGzU8y1m71tMaOFUq56GIeqwxysDDHbatBMEkphyFixbOuq2TSWWWHMFfrtKwhUVHyTn7rt7Rao6Kv1CxFubJwxWyvNec6Xd9wg2WhR0Tmp8mKQFdOMyvspDl\/bj2kZY3aI5dkBLZ+Sqva2WQxHRcphtjVEnMOhzGkRT7Du867n8nUuli7Plo+Q5YFZcYCQagppE9c6e0Xz6LZuPddqELqAShgRumBD9TBEhPFShcNDI4yXKhaoMJvKghXGXIF6vc7iFWz9+MANb9r8yZgVUje6qeOM2WqFnPnGeccNkpurI2z0DudL7gAKxK0L1rbUGMOh6jDff\/hm7tw\/SeQcI1GRkahIIVgKSoiEtGXzEtLXq3PRyaHotUTNWqV22qN21i0VoS0RQ9qkdO6btGuv0Jo\/QVyfzrW2LW\/dmgUpHNIpNLqV9TCMWc62gRhzBX7\/xW\/ARcXa1jMkbarVan8mZHpC6uRJhgyp930uxmyG9jotOVeM22UupPGGj2lKgTmpsidepH72Capjr+vDzIwxO4mIcKAyRMEFWSbFRdkBiSoeh+A7y\/HVWXAdSkQCCi0pEGmCw6MKbQkJ8dyqs8T1Wc6\/8EcIAuIIS3upTtx52eyx5a1bL\/55RYRiEPbqYYyXKv3+UY1ZlWVWGLMBSZLw\/z75dWobDFSUpc2Hbnt7n2ZlVpCcGS95xxmzxcKcJ8V5xw2k3D+6okLnDqlSm3qU1sKpPk7MGLNTXK4dZ+qzIEUgDrfeerNJS7FTT9U3ebO+zJ3Js4z4BikBLcl6kozS4qi+zP54BjRFJEDCCuIiksYs8ycfuOz6trx162q6nVJeTT0MY16tbR+sOH36ND\/1Uz\/F\/v37qVQqvOlNb+Kxxx7rfV1Vuffeezl48CDlcpl77rmHJ554YgtnbAbVH598ll979puc040lJI1KzN+zQMVVExRG1h+0gXHGbLXhQr7gaN5xg6QadIOOOQM6mhKoUtAEEFRTatPHLM3ZGHPZdpxtnyJAMYwoughELvpg6e9XIGuA6lc+JkrLFXlGxgDh7fFTfFfyDHfGz\/M2TvNOzjAWz5I1V3WICzv1NUIkrKK+fdn1bUXr1lV0Axml0BLxzdbZ1sGK8+fP8453vIMoivjjP\/5jvvOd7\/Bv\/s2\/Yc+ePb0xn\/rUp\/j0pz\/NZz\/7WR599FEmJyd573vfy8KCVfo3m+cPn\/8bTtTmevsE8xqRmJ+47W19mpVZjYT5ttrkHWfMVjsytGdTxw2SFdcFOS4SnChD2mBUa+BCJCiTNM+TNGb6N0ljzI5xsDLE3XuH2RsIcRr32nGOlSrsL5aJfUrTr1age9n6cwWxT7+soSlk9SnKGhOKMiclHg9vZNYNsccvcIBF9rkUNEF9giJcCIZ5RUY4r8Wsu6kIEpQuu75dLpNEVWmlCaOFEmPF8sZ\/IGM2ybYOlf3SL\/0Shw8f5jd+4zd6j91www29v6sqn\/nMZ\/iFX\/gFPvCBDwBw3333ceDAAb7whS\/wkY985GpP2QygP\/nOn3JG9m74uIrE\/KQFKq6+dHFzxxmzxeo+Xwpu3nGDZDFZXrPi8lcIDk+kKUfS01mxurCCuBBN2vhk97V9Ncas1Fo4RW36GOXmeb5LPRekQlrYw+jeWzi47wZO1xb4k9PPrbHS6GWWICVP9tfyopuRJgQoqKckSlMCngkOMubncUERVUXTmBk3zDPBIRZdBU\/WsWSYNrfqBcalDtpac327pHVrsJRp0UoTIhdwdP+kdfcwW2pbZ1b84R\/+IW95y1v4sR\/7MSYmJjh69Cif+9znel9\/4YUXmJqa4n3ve1\/vsWKxyLvf\/W6+9rWvrfm8rVaL+fn5FR\/GrOa\/fOdPeekKAhVFH\/NfW6Bi0+V57YbFfF0+8o4zZqu93Kht6rir7eq8517uQiFT0jZvTJ5n3M+Di3BBATQFcbjQ2kkbc7HddL7cWjjF\/MkHSBqziItwYYV9LmWsdZrCK1+lvXiaYhgSueDSxqW63vqT82K\/k1whKBEecVltHVFPgYTFoMpi6VD2LZM6M1Lm8fA1zLsqoSglEkI8cxQ5xjjTWlx3fVveujXxaS+TZF+xzLsmr+NQdTjf3I3pk20drHj++ef5lV\/5FY4cOcJ\/+S\/\/hf\/uv\/vv+Nmf\/Vl+8zd\/E4CpqSkADhw4sOK4AwcO9L62mk9+8pOMjo72Pg4fPty\/H8LsWI1Ggxdlz4aPC0j40C1v3vwJmVyv3WA0X2X\/vOOM2WppzuJmecddbf18z90fdU7Cc6Rdj\/r5LFABoB7vPZo2CUt7CcvjmzYnYwbF1ThfVlXi+vSGWm72Yw616WOobyNhdc3aD40kRoCRsEDQC0CsPl\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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u6839\u636e\u6563\u70b9\u56fe\uff0c\u201c\u8eab\u9ad8\u201d\u548c\u201c\u4f53\u91cd\u201d\u5c5e\u6027\u51e0\u4e4e\u6ca1\u6709\u5f02\u5e38\u503c\u3002\u68c0\u67e5\u8eab\u9ad8\u548c\u4f53\u91cd\u7684\u6700\u5927\u503c<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [105]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">sorted<\/span><span class=\"p\">(<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Height'<\/span><span class=\"p\">],<\/span> <span class=\"n\">reverse<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)[:<\/span><span class=\"mi\">10<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[105]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>[780.0, 608.0, 190.0, 190.0, 190.0, 188.0, 186.0, 186.0, 186.0, 185.0]<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u4e16\u754c\u4e0a\u6700\u9ad8\u7684\u4eba\u662f <strong>272<\/strong> \u5398\u7c73\uff081940 \u5e74\uff09\u3002\u4ed6\u7684\u8ffd\u968f\u8005\u662f <strong>267<\/strong> \u5398\u7c73\uff081905 \u5e74\uff09\u548c <strong>263.5<\/strong> \u5398\u7c73\uff081969 \u5e74\uff09\u3002\u5c06 <strong>7\u200b\u200b80<\/strong> \u548c <strong>608<\/strong> \u5206\u522b\u66ff\u6362\u4e3a <strong>180<\/strong> \u548c <strong>108<\/strong> \u5398\u7c73<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [106]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Height'<\/span><span class=\"p\">]<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Height'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"mi\">608<\/span><span class=\"p\">,<\/span><span class=\"mi\">108<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Height'<\/span><span class=\"p\">]<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Height'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"mi\">780<\/span><span class=\"p\">,<\/span><span class=\"mi\">180<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [107]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"nb\">sorted<\/span><span class=\"p\">(<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Weight'<\/span><span class=\"p\">],<\/span> <span class=\"n\">reverse<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)[:<\/span><span class=\"mi\">10<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[107]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>[176.0, 124.0, 110.0, 106.0, 105.0, 105.0, 104.0, 104.0, 100.0, 98.0]<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>176 \u516c\u65a4<\/strong> \u662f\u53ef\u80fd\u7684\u91cd\u91cf\u3002\u6240\u4ee5\u6211\u4eec\u5c06\u5b83\u4eec\u4fdd\u7559\u5728\u6570\u636e\u6846\u4e2d\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [108]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">g<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">PairGrid<\/span><span class=\"p\">(<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"nb\">vars<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Sex'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Height'<\/span><span class=\"p\">,<\/span> <span class=\"s1\">'Weight'<\/span><span class=\"p\">],<\/span>\n <span class=\"n\">hue<\/span><span class=\"o\">=<\/span><span class=\"s1\">'Sex'<\/span><span class=\"p\">,<\/span> <span class=\"n\">palette<\/span><span class=\"o\">=<\/span><span class=\"s1\">'RdBu_r'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">map<\/span><span class=\"p\">(<\/span><span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">scatter<\/span><span class=\"p\">,<\/span> <span class=\"n\">alpha<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.8<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">add_legend<\/span><span class=\"p\">();<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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83lNimJ2hb6RWpLUkmZfCEu+54pjZvdLjaVUucAtM4vz6mI8ApsQ2pjAxMR4y86zG1tFBLmVi1wrPFyHDlcLY5HOrrNcs\/DSqub8dTw8Jd8jta42R2u9jpUYC0f3lTg8VmJyKERrvab3wdeqmSVxvhK1Lb9SzZPWFrW7UbTM534tywmx3Wyj7jIoll3IuOWE2KOe+eafcW1LoKKVxl0isSi0TQlIMCg3xgAOHJCMJNGbufwqr7n0OGNJGQN4NskuuRk8m2BRS8aQq8mE6KcWRT6+1T2KunuYts90rpbaDZteLMR2kNH6gMqna0wUA1JjXXvMbJrAXUcmuOvoBHdcOUbo5ZFaJ\/QUd1w5xmsOjq7r8TuvzntaueKdajGToJa4qLLvKYYDHy\/70m6t5dryc1naWxGLpmgiFIvBlKJtYNDUdQHfptw4\/0LbVcM8gmzRXWtzpNkVks4IctkfoxqMEJoY3axK0XxShKaBshZtU2q6iFEeKIVRHrUe29JpyPfwNDQSw1DgMZx18eiH1vDyXI1X52orFry01nJpIeLkq3NEiaHoq+b74GlFydfExr1PretZrHnSfb2ecgGu3Tp3Me7zefW7nBDbzXj9XfXtdzkhdpuFcpljte6BipwrdG1RWEITM++PMOeP8Qsy\/UMsI68Z5JmEWBcp2Di7WKgx2Rg1tDE1FbaNIfvJhNBYCmnUloHRNi5VIYGJubX8DBjDvD9CwXROByQb3y5+plsp4PVH9snUX7FjyTSQAbbSdI3XHBzlxv3DvDxbY6GRMhx6HNtXWjajol+9rs6rLFqhrPvCmxqLpxW+pxj1fBqJoVi7zGg6T6xDjFKEaYSPC2zkJS19m1AwDRpeoes8u9YIsmFp7Q0fg1W6LYLsKRgNPV4YvYHbZ58gNBGJCt20E2sITZylgaZEXmFVc\/6ai5AVL41TjLEsNNzgp9\/CS8bATDXme6\/M4GvdcypHPu1jth5TT9z0mYXYUPRdPZD8vWjNkpgccq\/FSjVPdvvcxX7zRXZnXonYlaZf7n+5K67Z1E0RYhC9\/Ni3uaaPCZl5haxE+VzYdx2\/cOLIZm+a2OFseRqzMEvqhWBStHUZDPkY0lrQNsVTloZaHEOuNI7NMyECG3fNwPBNQtFEaJswnsS8ceYR6l7Rtbo3EQ0dkKLxcOPbRHk8O3IdKEVBQ+B7mKzrXOjtzvGe2BskWDHg8uka1trsgFlHhUUYnWrWOhgrBlw9MbSu9K68eGM9SWkkhvkoITGG0PM6F0QDqfsnxlo8FjMqYmOYIkFZS6J082DbTdFEGKVJlN+eJeF6ehLpkKG05ub6tQZgrCUwMWV\/tBlB9rAcMvPYSg1tYl4pHeFQdJ5CGuEbg1Gasj\/KhcJ+rl94se85f8paxrJiRw0dMuuPEaeL3Vp8rcBaRuI5\/D4KdeZDqUC77IhuBS\/PVer89SuuOGbrahJjWWikFHxLkHVy6VbheaWaJw2ZuyjEjmLTZEOXE2K3ePGHpxh6+TscM9W+ltdAQwWcOfx6Xn\/bLZu7cWLg9FOo3FrLTLVBMjdNaBqMJPOQpiReiMqyKjrKHKMBbQ2x8ptjyAvhfub9EcaSCjWtF8eF1uJlY+O6VyRMIrQ1KGMISdyI2loKtpFdIFPu\/8rVubBATRcomAZhVtui7I\/y7PBxYh1wMLpIrENib4LQ09ST\/jJp8+8ZtuG+Z6ix\/TJtRAwECVbsAOmlM6SnTmIWZsEYDJqyP8zzWdGd9bakbG1DGhvTzC6zQGoShgL3MaklqauL0XKUTozF15ZGYqknKRaYs76LJtu0Of2jG4XNghGF5jy71gJDvk3xbYKfzlO3RRo66BpBzu8znpTxTUzeYyPGp+oP82rpEBeLB5jLun8cX\/jxipHuzm3RWKxyxY5O77uRM\/4ExlqG5s9zwxpaUjWncnQUvDxfifjOy5dppO2vmW35fz0xRInB067IZ2eWxEa2qN2JNIvTolZaToidQA+N008jaD20NBtMiN1q+qu\/yxV2dXVaYjx+MPUT3COBij2nn0Ll5ysRZ378Agenf8RwMo+yhqqCwMSYVGG0t2REmwcvjNLtdSOU4tmR6zgx94NmJoQyhpKp42WjlCBd4Lb5Z9BAwTbolF9Ys1hS7dPABSxiFXBy4vZmJ5IgbXDjwqm2sehCZYSXx2+gUTywYiZt5\/cMtEYP78M7fgJvSqZJie0l4\/UBZK3lcrXB2XKd2TMvET\/1EKZyGbyAxC9RNYpifY5bLj\/BFfGlZYstriQv3nip1qCRLu0jnVqoNBLmGwlpdmPrhyZKDPONlFoWqAg9xZw\/xrw\/QtE00NYVsepFYSmZevNg21pgaMErUdXuBFIydYbTGr5JKPujzXZPeVGiffFsM1DhotCWgISRdIFraq8QmBjU4ratNOevc1tqukBD+YzFFW6cPslEbZqJ+jR3rFAQaSWtUzleuFTl+6\/MLAlU9JIaSy02FDy9JEtipZonu3nuYqHPo1q\/ywmx7fodLMqgUuwR01\/9XYZXGagAeHziJ7jn9XdswhaJQdZPofLzlYjnn3uWq889xmhcJlUekVcgUgHGWgqmhk5TjNJZhzv3o7AY5ZFataRuxHRhPyfHb6fsjxKmEcOm2gxUGMimifSms8oYRmlS9OJ05XQBlOJC4QCBiTlRfrI5Fq3rAon2GY0rvObS4xxJLy+bSZteOkPS8j2DwhB4AaZymeSph0gvndnAd2Jnav1etlK9ObHxJLNiwLRFfo3h9RcfQycRujBM4GnqUUKqPKynCU3EsbnnmCsdoOSvviVlaxFNkwUiXI0D1WyB2lyWLEhhs38rKHqKhrGAxdeKkq+oJrYZTb5z9iTaQopb10pb1K3FU+wViFXAkKlT80r8zfjtrpaEUm1toVTWVtVkB3NjrSuwaQ2+SdraQ3VGupfM+Rs+zo0Lp3q2myqaiBsqz4NSq26t2k0+leOFSwsk\/Ra\/oCUNscfqV9Oidjep9Vk3s9\/lhNhuaXW+7+WCyU3eGCG22Zf++hQ\/u4ZAxYvFI7z5Da\/bhC0Sg6yfdu5PXygTxSm3zD6H1zGu09qj5pUYSquUbJ26LlC0UbMrh0XRUAEl22jL+s1NF\/YzHUzylsvfIYznXBZGFqLo1dmjlQLqarHOWtt05S7tUd1YeHEsesP8C8DNPV+b9NRJbBJDoWU6uedjtYeNqqSnTqInD+\/6sWMv\/WTkiM0l1xYHSGfkd7+puKI7KqCapESJIbVZHQOlSVTIUGOekcbcmlpS5kU0fe0maqgsUAHuir+m\/XuwBawCTyuGAo9C4BN6HqmB0NNYpUmzaON0YT8\/HLkhK2i5fKAi0iElEzGaVLq3eNKayCsQmkbWi9TdnreFSpSXTetYvA2lmoWNEu21tTltjXT7JqFkoraMjdgLe7absllUezSpMNZre5dprZrd3HbQzxMpakna7KjSD18rhnyPKDE93\/N+WtQKIQbcqcc2djkhdqg\/fOos95QfXvX9zhQOccvbfnoTtkgMun7auc\/UYuz8ZUaSeRod4zpjIdUBdV0CFNoaUuXjLolpUuWjsG1Zv53G0wpDaX0xUJEFFfoZkRnAttRta51qslx7VKUUXlggiMrYcvdM37x4KEGh62tDUMAszPa8\/27XT0aO2HySWTEgukV+Q9NAYUAFWOumXGAXj0dGaXxrCFK3s3QrtricKDEYY9iXzDHciEh0uJi10EXB1wSebs6Hc4UmjattYQ1pqtpmVrw0dIyramfdFA3SrGEYkE3TUFhSPOqqwLBxV0nyVqWd+QWdhS9hsb0pZrFFqbUmW\/9iizJrXdCi9b7Thf1Mh1OMZ8UzWwtjHowurthuqpilAPZTqLOzhoKykCYJo+k8BRMxT4BfmqSapF27d3RTDDRF38Na26xhIYTYpeI+ryL3u5wQO1AURdTqja4XAbpxafYeM\/44R974zs3dODGwFtu5dx9geQri1LKva6tRi2cNyhpSpYl1wLPD1zWzexs6INZhszNdwTS4qnaGWAVEXqE5riyYhiuiydLxbSd3oW1xKQUoa0B5zenKeYH5g41pV1MtGzvny4O7sBgEPkQxttF+bsgLjaazZYZTgw6W1nADQHsQR0vuvxf0k5Gzmmx2sXYSrBgQ3SK\/sVfAotHWYrWb2gA0p1Roa7BoYs+lIa22JWWpcp7XX3ysWUTIKMW8N8Lzo9dzqSMyrHAtM621LGQZHvmUEIB6shiKWLyT4tnR6\/mJ2cfxTdpcUx5NtmjqXhFPWYzKD7eGdIXCl83tT6oEJkZlVTEWH799O3wSDO1tTvPt69aetJ92Uykqyz5ZvlBno\/MxgcklhTs1DI3zVOlaZooHUKTLnswUEGRR9t3ehlQIARRH+gtEFEc2f1uE2CZn\/upP+dnGxb6XN0DkFXhx340cK5U2b8PEQFupnXucuqnKnWM\/3yQUTIS2afMCGCiurb6Eb9Pmhbt8bFlKawQ2WSzyrgPK\/hjPjlzn1q30klJp3S1mBucsCs+mbQXmi75HnHQfryoFRd8Dk4LWrotgpnVaw0jU4HUGbL1BGIYEnS9Ql\/vvFf1k5OTZ7JNDS8f6YuPIN5wBsRj5XfzbfDhONRzBtw1UdoTTKstesAbfNqiGI8yH482WlGMFv6+WlOmlMxRf+C5jSZlEea4gj\/IZi8ucmDnJdeXnGIvn8NRi1kKapiw0UldXwXaJDlvLeDzHwegi4\/EcWMt0YT+Pjb+WWAWoLBgBllR5VL0SifKaUeKKN0q4QuHLvGjR\/mg6m4e3GMDppWDcPMI5b3TF1wVYtgintpaijZn3Ryn7o+3LWItnU\/w0ppBGzHvDzPpjbVkVeUHQtkJIyqNQn+XWy08wWr2wYlqgl7U9Xe17LoTYmdTrf2ZDlxNipzn1td\/nylUEKgBmGOWpidfy1te\/dpO2SuwEeTv3KDVLCiO6cVTKvniOkomo6yJh2sBPY0ppDc+6rGCXswsay0i6gAUaykfblPGkzHhSJswCFXmR99A0mGxc5idmHydIG5T9UciDEFlduM6xq+34cX9zhTs7C8yXQo94aIKFYITQxM3n5qZq+\/gaiCP08D7UmLsA2TmtoVGaoBqMoNMG1UZM3FLg3Vq75P57SbfvZa08BWYV2exi7SSzYkB0jfwqxSv7buSGiycJU1cMsuAHNOIE38Sk2ufl8RtIVtmSMi+oQxKjC8PYJAUL2rgv26FtcNP8s1xTfYmFYIQfj93AhXDSFc\/M19Gxzs42n20tPIsHeHjf6\/iJuSfwbeLS5vDxlKVkIhLl8dzIdVhYvvDlyGLq3Y3zL+CTUtUlhkytLWWukwKG0yp3X\/5rnh29ftmWovnr3qsI5xAJKgh5eexGotTw2lm3TJqdTDxMM6oe2Jj9jUuLj9ejEFKKR8VqCibiePl5zk1O9pyKo4Cip0mM3RNtSNdiRMN8H+eOEQnVih3C8zySPpcTYrc58\/Xf58rk0qruU1cBB9\/yXsmoEMu2cx9ZuMBt5ecYThbQ1l1M82xCYBtZocqsyCa2bQpHyURZ4fn2UvQGRWtzUw\/XqvQNM4\/yw5HrGU0qLlsDk01UVm1Zyfnlt3y9dV3ghyM3UPOH2qYr+xoSY\/E9zcvjN\/CaS49TMpGrURH4LiMiilB+gHf8BEqpHtMaFKcnWr5nNCx+MXT3j9vvv9eslJEjmc1bR17hAdEr8jtbOsCz+++gHIwSkhKmdYa0pV4c5+nJ13IumOrZktJai5m7SHrxFczcxeZ6WwvqBL5mKPApkLgocnYAzYtjjCcVTpR\/wFTUe6BwsCVbIOnRwnO6eIDH9t3BbLAPbS0l22hGiZ\/dfwezpQMrFr7Mv\/S3FhRKvIC67l2N1xUzckGB8aTc3J5ghUKW0+EUzw0fp6ZCCmnEcFqjREIwNknx9rdw\/Q03oiev4smJ11LTBbetWd+TBI+aLlIyUVsL026FkPJ32ihFogNG0wUmO+bjaiDQitBzaWeJtXumDelaSDcQsduYH35nQ5cTYqc489\/+gMllxh\/dLKgiE+\/6hxQlUCEy3dq5j1cv8NrZJ5g089gs0zXWIVYtthN1BeItJgtB2OZU5u4XyHpdOPNJuXH+BU4XrmDBG2oGKfJMjBTdHKvmk6Ln\/DEe3XeCl4av5kLhAHP+GBNJmTvCMlfrKmlqqCeGS8UDvHTFT+CNThKQQlSFNEaPTuLf+ma8rKV1r2kNs6UDPHfgBAvhGMokmHr3++81K2fkSGbzVpHMigGxXOT3bDDF9KE38YYJy4ifosIixdEpwnrSsyVleukM6amTLihhDGiNHt6Hd\/yE+90YyArq+Bp803Dz8bJIq8JQDHyM9knq1SVX\/JsRZmu5PssWqOsiSiu07d7Cs7OoJUHInD\/OG45Nsr+R8sTZORaGD\/L48AFGGnPYOGqLJOcKHUWQXL0Lt0WdIYjFkIAiUQG+dSeMvxk6wFDBI0pdCpcFQu3qcuyrTXNNNg3GN0l2UlKuFUq2Hc22oNVR\/Cd+jJmvE+G7bdHudU2MpdDy\/Du3O7cYsNAENmafnxKHHvXUMOR7vPaKUUqhz76iz+wy77lw0pUXWdVyQmw3Mz+7ocsJsRNcePBLTKb9FdMEaKD5s8m\/xS\/85PFN3CqxU7W1c49Txp55FE8ZKAwTGkjihNR6NHQBP61i0NR0Aas9tEkZMvW2IEWvgEUvIQnX114ixqOBT6JDzhf288rQEeb8McaTMpPxLACXg31tBe\/z7OUJWyUoW9CaW4rjVK+6FW\/qKiZKh4CbseVpbKOOCouosf1tY8TlCo3Olg4wU5girM1w+2TI1L6xJfffa5b7XiaZzVtLghUD5OBIyBv2GU5fnGE29pjzx9BaM1EMuPngKAc6rqB3FnQxxjB38Rz28hmKZ3\/kUtrCogtKJA3M3EXMD76Bd+0J0NqleXlZuphJUSpvp2TBKozSLCQG1dKGcy4YB2sZywIOgWkw0pjDaE0hraPSPDCgMWhSFKNxmfF4jrlwX9v2aqXxtKboa0r1Ga6ML2FsgWphHF9rYrq0dbKWwDRQJqFkWr9uLg1U5PLCSFoZUjQjcYWhaJay3YenFftKPtWGCwBM1S7wmkuP4ZtG80TknpGFNCaZvUD8xLco3vZm\/ANH2JeUaUQVjPbwjAtDJHjuUTU0WHztIh1iLPg2Bqtcq9eWFlbaGlcIlIB9SRkd19HVOok3ziUv5NXiBCPFgGP7SmjdEfDIKjv3CmRYa5c9ie0m\/VTbzpcTYkfotxL7HqzYLnan83\/+Hxlb5X1Ol45IoEIsK2\/nbuYu0qjPuZadJiWwhmFPUU3BKp1N8XBd5FKjul4QW+sYwiMlVZrQNriifp5KMErBxkQ65MWhqwEYj+e4tvoSGMNYXOZw44LrJuIFUCiAUnjVGcZe\/D7+0JtRQ1e1Xf231mLnLrqpHNmYb8VpDSjmCxN4BybRUjASWMzIyQuSxlmwJ\/9eJpnNW0OCFQMiz4QYXZjlZmMwSpMWx0iPvZbxw4dW\/GI5\/cqPSV48SSGqUEjrgCVRHgqNZ2IXkLAGkgbp84+4qvFR1WUBZPP0ml\/zrAHtUzNujptpacPZWZvCMzE+pr03J1DIa05mv5+Y+wGnS4c5FE23dMFQpH6RoTkfGjVujxOstc2aDzariJzXvgBcZLlx2T3mKiigkNabp5qJ+jSX\/XGUgtDTECgOXPohN5V\/tCSNr\/XLr0kNqY04++Rfs3DLGMcvPg31Bbd+8uesaHgFGl6hrYWpsW7+YjGNyGPyRmnqukiqPHwTU9MFrr78NONJGd\/E7rW4rIiVTzkY59mR63hs6AC3HBzlNQddwdDWys551Hys4DcPpMtl2ezG9L7xAGbj\/pYTYkfw+hw49rucEANsYQ2BCoBrTrxpw7dF7E62UYc0gUaEtcaNOq1rSZm3GAUISNnooYIGijbGACExry0\/RZx1Iol0iG8ThtJ6WzeQnEpTqNbBCyAsYZPY1aCzlvTFx904L03cDxa0D36AHt7H+LV3MFYoMlOPKSm95IJWIzVMFAOZ1tChLSNHMpu3hQQrBkB66QzJUw9hkxiCAgQu5UzXZglf+C6m6C\/7pXL6lR+jf\/RXFE2C0br5ZV\/bFBVXXRhCe80ezcQNYMFlV0RV10e5GahwU0FMWCJNsyq4WVvT4bTKdfOn8G1CpEOCNKawQtAg\/6I\/kixwa+VHJMqj5hUxaAo2ZjiahUhBcQjPD1HRfHMOX1WXMFozllS4c\/YkAIFptBUvWo38XgrL8YUfMxuMc6mwn8u1mOPlF7ip\/KOeaX35dBIPQ0OFDMfzzP3oe6TVH3eZemKzgJGrFm1QlJIqNyycar43+dQSz6YMpVVS5ZMqTdFEDKdVPJs2XweNJbAJ++I5Tsz9gJPczuNn3XZOlEIePj1DnNq2qPlMPebh0zO8caTO6Ivfa\/tsYVJM5TL2qYdgF85HTJVHP5M83HJC7ABxdWOXE2JALfz5f1xTMbVz4QGuHV\/ailyIbmytAknDdeVQXjaSdUXmt8piXQyLsWCUq23W11fgNIYohXAIU76EefKb2cUor\/m83PTlBPzAjfme\/ja3XftGvtcoyrSGVcozcsT2kAKb2yzvzGGTGApDKM9HKYXyfCgMNaOmncVdcsYYkhdPok1C7BXIywHlUwsWHwj3d1QWQTCowhBqZCLLrHB\/Q3mo4ihGB67GZt421BvhyurZZicLYxVFG\/X1HN12uC4ZKsvUUFm2QbOmRCPCi2tZdwy37UXbwKKpq5DQNAhNtOZARb4lefcNjeHG+Rfc6x+nHK8839f8Q4XFWjdl4+rqKx3PsV2Y1glNg3l\/hKtq7rVb8IaoekOkym9fJ67qc\/4auSrUGrLpNApQ1uCbpLndT5+v8NT5uWZlZ08rlHJtTUu+Jk7dZ2Otn62dSpv+Bhv9LifEtqvPb+xyQgygy088saZB6Vl\/imv\/1s9t+PaI3claS3ruFPmY2NjsAt+6xpfrE9oGBRMvG6hYcpsxENVccCKJwQ+hUXPjfe2B0osXKLMsjLFzT3HXVfvaCo1KwXYx6CSzYpu1dubojGYqpbBBAbMwiy1Po8YPLLn\/3MVzFKIKiQ5AufKNbsUdlWubNYwBFPghtlEjuOUelFKk02dIX3kKjMFmdSu0TQmzFqlni1dww\/zzNHSIUoqCqa9qvp6fbVk+BzA0Mbr16rfJGvOprPaydRHuQBkXX0nXfxJRWYXlulfEKtWsJTGSzBPYuDkRZiU6C7x4pK56s1JZy6vOxwNtLWeKV3DT\/PPEOkRrRWp95pWHh2m2yvJtSjGtk2qPgNi1y8o\/D1m2hMYQ6XCxfogaZ7aeUPS9rp+dqbRCIaqQhiH+Gj5bO9VcPz0eV7GcEEKIzVd49Xurvs\/lwhTH3\/53N2FrxG5ly9PY6hwUStiohrJ2yZh5q+msd91ylo5RFeSZICaFWnnxeWRTfkEvTgPPxnwHbIWDx\/fLtAaxY0iwYpvZRr2tM8cS2oM4wkQ1mLu4pEBiUq8RWIPVbo6ZUR5GeejOVDab1aLAZHPYQogWMNOn8Q4cxT9+B3rfgWZtA88YQqAcjHJm4kasseh5lxXhmcR181gljQuaFE1EXq5o6QuSdSTJu6dau2Gx7hRN3SuRaB+sbdaSGE6qqwu82JSGCgmzOYctIaAl26qsYdw3eMoSK+3eBlywwOC5qQjWEmbBmtT2LhCpAGtVM+Djls+m6nRRMA2UNdhe0x2yz5aVonxCCCG2SX12lvR7\/2XVWRWXw\/1c9faf35RtEjvbckXFm+PuwhAGDxMt4HW54LRl29rlXystq9p+wwUklG75m23\/WxK74EWaYBs1tExrEDuIBCu2mQqL7Z05OpnUFc554VGSqLqkQKJfLGGVzr6UuqyEhl+guGTusqV5ELMGFmbden\/8A9LTzzTXF7z+p5sH+Eri8fiMIrYwlZRBaXybrjqrou35QjbpQdM9irwY4ba4KSH5v9cb8\/UweDYlwcfDNIsZLXir68Vu0JwtXcl1Cy80p23k8m3M\/+JrOJ5ehMBHAwtdZh54uIKq1lqU6n26ckEOi7FuuwG8ZSo7RzrMPhspXWd8mRS0dp9BIYQQYovlNSpWG6ioeGNc9bckUCGWWqmoeNu42w+opsMU0oiC6W9q80Zby9i2PWiBC0p0G0DmQZioSj6STp5\/FLS36+qVid1LalZsMzW2Hz28z13h7py6Ya07wKQxtjbvqv8WhsBzxXKSpx5iVBuiwii+iZsHpVQF1P2htmOWav2XNVl9CpUV40kwM+eIH\/9L4ouLdRimhtwctomCT2oMkQ4opFEzAq3o\/yDbvi0KpXXbvVtCKVnWhcUoj1TpLGCx2o7WSymgZOoUkrqrw+GPMOePMe8Nr2o9VikuBpNZ7Yvur0H+2iiTQrVM4pcwjSjrdtK6MlcTpOyPUvFH8WyKQaOxKGuy9ETjCjCh8U3qttdaDjcuchXzREna9bNzyRslKozipY3un604Qg\/vQ43tX9XzH3SH+pxy2e9yQmy74sTGLifEAFhrMc0ycPCnfmGjN0fsAnnBelO53HXMnF460zbu9hSEGMI1ZAtvt+a4OcsWbhbV7MmN+W210nwthNgJJLNimyml8I6fwD71EDaqYoOCCyCYFBr17Oq35wok5vPJPB+rPWxUxfz4cfxr7sA8+x2CNCLRAVa5qgptEwryqGtrUUFroNGSgdFIMY\/9OQ0vcFkeWrMvLPEmC2mjBjZGkawpCry0N7Wb7pF\/ic4bRWls9sVcEakQbQ2hiWnoEG1SQtZfaKBkIxZUybVDVYoCCQke\/godJCywoEoEGK5fOEVdFxgxfVTfT2LOjB5if61KyUQ0dJAFJNxzS5THsyPXoYCfmD2J1wzP5I\/q2qFapbFKEdiYN8w8SqhBVzyO6CGeH72e+eGD7ZWdPY1\/7QnUi99b+tmKI5Qf4B0\/sevmKabahz4+J245IXYA2+dxr9\/lhNhmaw1UGODQu395ozdH7AJLCtZ3GTOnp06iJw8vjrtrFYrJzgtUJGhS5eMpS1AoueLKdpl5xOC+AxRd8Kb1tdhtY0Cx+0hmxQDwpq7Cv\/XN6NHJrB2Ry6ZQQ6PgB+0H3YxSqlksZ3J8BHPT\/4N6cdwVpUwjAhNjURi\/iPKynsn9zslLY5c6l6bY8iVsZRqtFLo0ivKXXo5ezWGu+QXcGldOKMueyHMnLBDjE+sAnxTfJpT9UV4YuRarN+7jerp0mOnCftcdxAsxeuU+I5EKQSsSpRlLypS0Qa34hdcFZOZUyDNTd1D2R\/FtQtFEzef2+PjtTBf2t8w07FbRwxIp9z6WTB0\/DPFLw+ggYCKt8NrZJxivXlhS2Xn\/0Wu6frb06CT+LmxbCi5Ys5HLCbHtosrGLifENlpPoGJYAhWih5UK1tNSVNybugp99GYwa7sAt51iPGbCSU7tu4lE+e7yVnHYXYzqWvBMuQuQpRGUHy55LYQYdHJpcUB4U1ehJw+3FQSyjRrxD77pDkDdtBRI3H\/0GsxVx5i7eI64XiNszOO9\/DgUh92BKU2wSSObt9aHpGPuXhy5beoRMOis1dB2i1JZXYcsRc0PIQipJRCj0Qq0SQhNgwV\/mG\/ueyNjZp6SaaALJcr+KK+7+H28dbaaNFmJT40F7TEcaDytMYVJ1CXbbJua9SNZcv\/QxhTSlq4hxkJYXKFdoAWlaRAwP3yQv\/YnGWnMEZoGkQ6Z88eyeYaWG+dfcAO4oX1o5Yojpcal9tkkokSM0hqvNNp2xUAXhylFVV7XeInydddTCLy2ys7dPlutxaZ2m2FfMdPnckIIIbbO+Yf+mLE13td76y9t6LaI3aXfgvW2UXcFOKdPg\/Jwub15Cfjtv4qRF263aCJ8AhJeLVzBfOCmLkd+kTl\/jOFAc7B6lkJjzt3RmmxwmuXmWuOyqofGQHd0jZMC62IHkWDFAFFKtbWQNHMXVy6+2VIgUWvNxKHDzfs2zjy5eF\/PX2wPuhYmcQe1ePkCREu+\/jWDG9lXfM8H38ckMan1UcqijcW3CbEOOTVxC3geZTtORcFI6DMRzzEcz5N4Pn66voBFvpVxOExiXWrRcGPOZaE0T1e9s0VsdgpRWKxJSNMEb7m8O6WwfkgcFDEWAl8za8eXLJa3UFVhAd\/PTrSe39xBbUNBfQEKIz1b3Hr1OQ4xjx5a2oa087O1mzX6HGv0u5wQQoj1u\/DIXzK28Oqa7lspTHCwtLpi2GJv6atgfTZmbs3CaE6P7rN9aesIbHOGEao51jSeR2w1p0aPMxe0jx2t0lwqHWRq7lI2BaSlilqeSe2HqD6+PwgxyCRYMcDyIkCmchmbRUWtzdoRmRTiOhRHXYTY2rYvsd3uq5Re+4HVWmjU+p9KkmvNhvBdBwu17xBm7jKlWtl96VeaSIdUvRKj9Ut4xVFG0gVC00CZIipawEujdafqqbyShxdwfGKIsennCOuz+HEdbRISFRAog+6RwaGyqLtiMfKt4rorbpQFgjpfX2PBC0uMKMuV5x9jKFmgoUNeLhwmCoeY80YZTyscqp4jMDGmYbEY91op5YJD+fudt6LqpkeLW0anmK0nXXtpL9faaycr9OrlusblhBBCrE8cxwxPv7Cm+1YKExx8+3+3wVskdptu496cNQaiGqo0grXWjZWSOPuCT3Nsu1zJh\/z25jo3\/Bnkj7FYcr6Y1ol0EdIUfPe38aRMMakzUZnjWP0MSnksltvMLrdp340XkwbWmKyofbbdWYF1NTLh6nxcfGXdY8DdOp4Ug0HZzjYBW+hb3\/oWv\/mbv8mjjz7K2bNneeCBB3jve9\/btswzzzzD\/\/w\/\/89885vfxBjDrbfeyn\/5L\/+FY8eOARBFER\/72Mf4vd\/7PWq1Gvfeey+f+9znOHLkSN\/bUS6XGR8fZ25ujrGxtSYobo68srHNeyTHDUgT2hoXBQX02FSzLVPX+wYFF3Cozm3L8+i00ocuUR6p8vFNg5WrSfSn35OM0j54HibuL0BiUUt7XvfBoEiUj7Ypfkcb12Uf1wtQhSFXzyTfhjSBRh01NIrNWtwaNGV\/mOdHrmO6sB+tFGMFn5sPjrK\/Mb1sa6+dotu+++0XpzldXrkF2ZGxAvdcu7s6oYjdqf7n\/4nurZ47aYrv\/n9v9uas2yCfc8XmWEudCoOb+lGUjIqBMej77pJxr\/bchb2oBlh3IchaF6joMmYb1IRLC9R1gUgXGE4WCFoKwqv8v0EBFYQuAOP5Lhs6WgAvhEKprcA6SqEKQ9hGbd1jwJVaxQqxXttaYHNhYYE77riDz372s11vf+GFF7jnnnt4zWtewze+8Q0ef\/xxfv3Xf51icTFt6Vd+5Vd44IEH+NKXvsS3v\/1t5ufnec973kO6IdMFtl9efFMVh5vFEZd0WE4amLmLS1oRLSncmTSy+hfbH+1caQt8mxKYaEMCFZ0tVldaozUJts9AhVt\/a+PV\/mksoY2XBCpYaW1pjK1VXFAiTbq2uE38ElWjKNbnuOXyE1wRX8LXipl6zPPPPUv9B99atrXXTjZe7C9hrN\/lhNh2k30G3\/tdTogttNZAxfC7f1kCFWJVlox7a5XFWm2FYVejImmwkwIV4MawJROxLyl3CVQAWIjr2LRlCkxQcNNASiPtxfuLw+4e9YV1jwH7aRUrxHpt62j9vvvu47777ut5+7\/4F\/+Cn\/7pn+Z\/\/9\/\/9+bfjh8\/3vz33Nwcn\/\/85\/nCF77AO97xDgC++MUvcvToUb72ta\/xrne9a\/M2fgvpycPuoOOF7oBjbVYLQmW9lY0rwhg3lrQi6iyuaGsVklMnVygKORh2WqualTpcb+yDGYiq2Kjmfs+rPWedY+pRQqo8rKcJTcSxueeYKx2g5CmOzT1HmjTwhkZYrrXXTk3h00m8ocsJse0uv7yxywmxRdYTqBBiLfJxb34Rz9bmXScMpbCVS9u9eRui5+gsqmLDohu\/ZbU7\/Fvf7J57ow5BgeS5h7MaaMu3d11pDLiaVrE7dTwpBsPAfh80xvAnf\/In3HjjjbzrXe\/i4MGDvOENb+DLX\/5yc5lHH32UOI555zvf2fzb4cOHue222\/jOd77Tc91RFFEul9t+BpktT2MXZiFwNR+agQpwX1LVYkGhbq2IlFLo8QN4B47iH7sF\/\/iJ3h1GtshWRbCXNgDdusdar1Vtq3XpjUopEmNJrUUpQGkSFTLUmGekMcdoXGYkWSBSwZLWnTuhnVU\/++4PZ\/vrmd7vckKI9dlp51yxMepf+6IEKna4nbrvujptChvXoVBa\/HePme+DnFXRaYUQguvykdWl0MP70OMHmt8BlFLZ94mV27uuZDWtYoVYj4ENVly4cIH5+Xn+7b\/9t7z73e\/mL\/7iL\/i5n\/s5fv7nf55vfvObAJw7d44wDJmYmGi776FDhzh37lzPdX\/yk59kfHy8+XP06NFNfS7r1WzH5H7rtZQLXBizYisiVRp18\/YKQxu6nVutc3pHv7ftKsUh118bC9n7nneJzZ+\/URqFIUgjgjRC4+pZdD1na6+vz9B26WffTfqsAdvvckKI9dlp51yxfvW\/+DwkfbZKz5SHD0ugYsDs5H23OXbOL86ZnX3S73tcm035UH6Ad\/xEe6HRztek0yrGgBu5LiGWM7DBCpMdVH72Z3+WX\/3VX+XEiRP82q\/9Gu95z3v47d\/+7WXv29kZo9MnPvEJ5ubmmj+vvPLKhm77Rmu2Y3K\/9VqqOT1kpVZEzfVpz2VlqIH9GPRFdfnZE5RycwQ9PwtUpZAmWUbFYlhLW4NFE3sFYq+AQaMxdN1FBrydVT\/7btDnx7nf5YQQ67PTzrlifeoP\/k7vzlU9GODQm9+zORsk1mwn77ttrUyhZRy9y1nQo5P4t755SYHLJa9Jp1WMATdyXUIsZ2ArzO3fvx\/f97nlllva\/n7zzTfz7W9\/G4ArrriCRqPBzMxMW3bFhQsXuPvuu3uuu1AoUCgUNmfDN0FrOyaUBpsu9lPOa1Z4vvuiOjRKWq9i5p917YPC0pIWQkvWl7Xd3NLnxPrS7rp9z7Yr3L6Wx11NHYp+ls1v72cbVnxcSxZsytpUpTHWpPiBj6cUqbEoDL5tsBCOMR+OY61l3h9mPKngqfZ9oJk2ODqJGhvMLhn97LvvOr6PP3p+dsV1vev4vo3ZKCHEsnbaOVesXb1Wc+eiVd\/zwCZsjVivnbzvqrH9qOF9biq1H7YUmF\/66VzvmHRN25f9f0PGg\/m6tE\/lNX8Lf+IgE0Ph0vUs1951lWPAjVyXEMsZ2DBjGIbcdddd\/OhHP2r7+7PPPsvVV18NwJ133kkQBDz44IPN28+ePcuTTz65bLBip1FKuVQuP2hJZ0uzwprGfVm1uAHC\/CzpyQdJfvBN4sf+gsajf0b8yJ+2VeRdsr4dXvimWy+OtfXnyCgP6xdaWpL2ebe1Pt56WJPNDQzd+5g0sGlC0dN4NiVII1Ll8\/L4DSQWaqnl5fEb8ILQFWLKuonYNOmZNrjTDA8P9xU0Gh4e3orNEWID9HuqHthTutgj0m9+YdXnXlen4uc2Y3PEHmYuv+radCYN1xVkobxrU28tYFA8O3Yj35nz+fZLM3zz1CXOV9rbuLeN\/9c5BtzIdQmxnG3NrJifn+f5559v\/v7iiy9y8uRJJicnOXbsGB\/\/+Mf57\/\/7\/563vOUtvP3tb+fP\/\/zP+aM\/+iO+8Y1vADA+Ps4HPvABPvrRjzI1NcXk5CQf+9jHuP3225vdQXYLb+oquPXNrpdx5RLEDReoQLVkWyiXJWGza\/zWQCPCzJ7H\/OAbcNtb8fYfWWF9W2etkezmYU8pF71dRp7t0Jl10fNe2kNPXIF\/\/ATlC+fwX3kC3\/TuGtEaGTcoFHbZrI7WfxsUqfbBpEvalyql+3g\/slZVehiMQY1OQVDALsziG8OQ1pTDcZ4fuY7pYAptLBPFgOuP3UixMbnYFzuOXF\/s0cld0xf7bcf38\/VTvYs6ve24RPrFDpIHpPtZTohtUL90ifTh35eCmmIg5C01bdwAv+DqOBjTs8AmbG12Red4cLnHbS5bGEIVhrALc+75ZCwQ64AXRm7g7L4bKCowFmbqMQ+fnuGuIxMcGl3Mjmkb\/69zDLiR6xKil20NVjzyyCO8\/e1vb\/7+kY98BID3v\/\/93H\/\/\/fzcz\/0cv\/3bv80nP\/lJPvzhD3PTTTfx+7\/\/+9xzzz3N+3zqU5\/C933e9773UavVuPfee7n\/\/vvxvO3tdrEZ8nZM6SvPkLzyDNTm3RfaZpZF69J28f9pAmlC\/PhfYu+4F78lYLHY1rSGbdRJq\/PYl56AJKbr4TObbrJRVLZO27LO1oP4slM7lqnq3Hrwj1UA2Kx2g0Jh8LKgwuKrpNDaB99rrnfi5jtJbzzB\/LOPErzyJKnSWBWgSfFt2nayUICH7XrCUQA6cAElmxVCLY0RXnMb6qqbKE+fp15dIKzPUGxUsZULUK9mvcCzNfihmxvYqLWvvFF3P0EB\/6Y3tLWpVWGR4ugUYT0hSgwFXzNRCrIo91VLlu2cLrRTWWt55kKFwFPEnS1PgMBTPHOhwsGRcFc8X7EHaB\/SPmoA6IGd2Sl2sbw9qQQqxCBottRsZN0\/8jFy8+Kecf\/P6y1Ymv9ebmrGaqZt9LLSxawlY16loVDCu+YO\/KtvdcuUp0nrVahMY4EfVRTPe4coFdwUYABPQUlpaonpOt5pH\/+vbwy4kesSohtlV7o0vQeUy2XGx8eZm5tjbGxsuzdnWc1ocRJDUHAH4upcH\/fMDhrFIYLb39Yz2hlffIX08b9s+aLcsY5CCaIuFb6VWjZivex2lYbdfesLq7pnr0drzXAwKBes0B4piqG02rzvkmKc4ZCbThFHKD\/Av\/XNzV7d8ZPfgnoFgqIL5MTRMlvQg\/bd62ddAEkFYVsBpLb31nfTNFxgyBVOxQsh7l1V2bvpDQTX3rG6bdrhuu27l6sNvnnqEo3UZaYotRi8yj+ioad56\/EpJrvM6RRi0NT\/8neX3febgiLFe\/9fm79B67STzrlieXmgYjUUgD9E8R3\/YBO2SGymnbDvmrmLNB75MzeOtXaxiLx1ObBdKb3YSm0ZG1lfoi9Kg+ejwmJzTNoaFJj1x\/j2SzP4WuHppY+cGEtqLPdcM9kc7xhjMGefx9bmUaUR9JXXo\/dK8VGxI8llmB2kGS1OYpcOphS2a1Chi\/wYlsSkp06iJw8viXrGp06SPvfw0qCDF2RZBIvtMbts3KqeS8sdsyDFxh3edXY6scCCHuL5yVs5Ov9j9tcvNJfp+miNGoRFKAxhoyrJj77vplWULy0GJ5LeU0JWZBKXDaMUaM9lsmTvBbD0vaWUZc\/g0hdN52vfcpUA99nwrr59z5906klKbAwWd3Uhf7cVoJQltRAbQz1ZXbV6IbZNP4GK1SwnxAaoryFQAYD2JFAhNo2Jau2BiubFtGWm1m7xNOi+WQvWYuPG4ph0YTZrGaoJCmPsC6+hOnKw6909BbG1RFmv9vjFx0lPnXRTv\/PLdj\/8Lt7xE3vuYpfYOfb2t5odxpan3ZywoLAYaOj3AGshn05gFmax5fb5\/PGLj3cPVIALVARFlxmwGQf0vKPJRq8WCIk5vPByW6Cic5m235KGe221xlYuYWcuZFkmG5WAlK0nm5pjypdIX32O9OWnXO0QvyVVzwtcJka34IPSi8VR8xa0cQNz9vmly+4xjcS4MQqwNCzliqZa65YTQgixevU\/\/49rOisaoPjOD2z05gixKK4vTrndwKkI\/X7eNzRdPW9Lr3Bj0rnpbGw4BF6AV53h1pknGK9e7Hr31IJWioKv3Tj\/2b92F9+UWgzkxBHps39N\/OLjG7nlQmyYNQUr\/tW\/+ldUq0unAtRqNf7Vv\/pX694o0Z1t1LNo6mI9DqX6fQutu58fgjFuXRljjIu0LpcdEUdQGnUHyfzx8y\/M20Qp3ez6YVAYdMuP+1IamJiDtXP9r9SarOVSYzESv9EzpfJovzUQ10me+Q7Jc49AI3IVlZOGy5ipliGqLQ3kKG8xrbF9xdja\/MZu6w4Uenpx\/mfHe5f\/rrLlhBBCrE79W7+\/5vt6b5GMCrG5VFjMsilc1qmzQ2e8588hid3YMQhRno9SCuX56OIwgU04Mvss1rSPFa21NFLDWMFnvOAtjvOVXvqTZW4bIxdxxOBZ02j9N37jN5ifX\/qlqFqt8hu\/8Rvr3ijRnQqLiwWBmn\/U\/UWOsyI9WJc6psJi8yZz9vksJWy59bjOE3iey7BQWRWAbSl5kkeEvawWgcLmr0P2Y5V2RTOX6c7RVV6MyWQFP\/PWsBuqY16k9iAsuX+nCVQrrs1WmuDek87dtNdrrlClkQ3e1p2nGHgEWSDC1amwiz\/ZMoGnKQa7rwivEEJspuiRP4PqpTXd1+iA4tDQBm+REO1UWFps594WsNiJsvGnSQGF6rhAqJRCh0VGkgWC2gyJcWOdxFhqiSHQipsPjmLPveDG+Xlwom0lWrJzxUBbU7DCWtu1yuvjjz\/O5OTkujdKdKfG9qOH90EcLV4x9vw+KsArKI24rIg4Qg\/vQ40ttm50V+OzlLnlvtonMaow7AImxdHscbf4JKCUe86FYcgCERqLsqYZArCAsu3dPnqurvMP2suqQ+fZD2xOQKY1W8LzXZ9qL389bXsKoyu20H7f1m2yxv0EIfrK6zd+W3eYiVLARCnICk6Bzbo+WgWeBl+r5jJCCCH6kyQJdvqV5u+rCeMbHTD8zn+48RslRAc1th89OuWKkitvw6Ya9\/t539jLWy0FQrWXjRPb+b5PQcOkZ0iNpZ64\/08Ug2bb0uY4f4XHkuxcMYhWVWBzYmLCpR4pxY033tgWsEjTlPn5eT74wQ9u+EYKRymFd\/wE9qmHsFEVGxTcwSvIekijXIFIa9sLrRVH3MEuqqL8AO\/4ibb3zl2Nz37vzNxo5ft4R28mOfU3LjtjeBwb11sKZG5gpkVndxG\/AGHBPQ+TuukR2XY224a2ZEEoLFYpUqvwliuq1O1x8ykyW1FwKa85Aa5\/dq28+Lyb2SvZ8\/ILi+9r3oYr\/3f22djrxTXB7Sc3Hxzl4dMzNFKTTQuxWBSJcb\/ffHBU2moJIcQqJN\/4\/676PgY39WNYMirEFmkbKyfx4hf8JMqyiIG+LmcNgiy7Vhk3vu\/GpGhP89pjB7g63NelVX3HOH+Zx5LsXDGIVhWs+K3f+i2stfyjf\/SP+I3f+A3Gx8ebt4VhyDXXXMOb3vSmDd9IscibugpufbObW7Yw62pJaN3MlLCNmqtrERRpZkuYBDDo0Um84yeWtC3VV14PP\/xu1vEiq0NhOlLnlMK7\/e14+49gzr+IqVzGag8VFLGNKHuM1R78l1m+M+gRhCg\/dLUc6gvZdJbs45tN2VDNjISs1ZNS2NIEtnK+6yF6yd+UdkGfLN1uS05k2l+s++EHbjpI3hrWZEEK7aMKQ+AHbrpLo8piYEhBUGhWcrbWMlOLu56s9pJDowXuOjLB0+fLzEUJqbF4GiaKAbccGuPQaGG7N1GI\/pUmoDbT33JCbIL6dx7AJosXQVTL\/3u3EYfhd\/\/yJm+ZEEstGSsb47KLjWsd7y6IgW359CpYzK7tYaWR4YaPtvwQNTYFSQNbX1iS2e5qrEXo0Un0+AEme4z32sf5tE8FaWbnFiQ7VwykVQUr3v\/+9wNw7bXXcvfddxMEkka9Hbypq5b0Wm4GK1r+xugUVC61LdPti6vWGu\/4CVcl2BpcFDfLnc8CHt4NdxEcOOoevzO7IyxBvbKGTIRVBAOsdcWD6tVmJoEqDrub6pUsuEKWaVIEk6KCkNJNd5L84BvYaLEgbNdDeWEI79itmAs\/xtqKK0Ran1\/Fc2qWdFx5OT90Ef6sjkjbe+KHroWqtVAcQnlBe9pfEIJWeEdeQx4Fz3tkn69EPHOhQjlKMNailWKs4HPzwdG9++Vc9fi\/EDvJxIH+ghUTBzZ\/W8Sec\/7yPGPl9m4D+ZmudfJo69lPIYEKsb26jZVNHJE89RAmjmhYjxiNZ1MCm2C8gPimexhN57E\/\/G7P9fb6vG\/chvvgBeirb8PffwQ1th9z+VWSzqxqk0Icdc2Y7rR0nN9CsnPFgFtVsCL31re+FWMMzz77LBcuXFhSPfYtb3nLhmyc6E0phRpfOjBd8rcuy3ST91de0n+55ap9rmvEOigsXulPGr2\/5HdO71hJPkfPGpdRYVKXaVAcdpkIgCqOumBEmrhtsSl6bModvH1XZEn5YdaCtPtj+Nf9BHr8AOkrT0NYRHk+Vo246SZpQs8gRJ7dkUem8+eovPbaEnn9Cc93P3n\/TK8j4Kc0roCockGXHhF0\/7qfaDsxna9EPHx6hji1FHyNVgpjYaYe8\/Dpmea8xb1i6evhLqjM1pM9+XqIHS6qbexyQvTpfCWi+oP\/xliP27OzPtD+ha0ogQoxADrHyhqYPf4mohf+hqF4npAEqzTlcILnR6+nMl\/iTUGV4X7WvSEbqLNxYssYc3gfwU1vaMuC7pVV3StjupvVjPOFGCRrClZ873vf4xd\/8Rd56aWXlrQGVEqRpr1TqMTgCq69A+\/q2zFnn8fW5tuu2nfqFrHOMznSi6+QvnAS\/KxgpNKu3oJisdZCfcH9HmYdSqLaYlHJ\/ACapaUFt78NFRTcel\/6QVaDozUbIUD5425uYqOOf91P4B271X0WL77iAhilURQK26hCmmY1ILJq0UkDVRpdbA2bdYlQfoj1gqw7SFZ0sxGhDhzFzpx12xeWXEAlabiThx\/g3\/pWdFjARDWIs9cmyOYaxlEzup8+\/e2uUfLmvMQ+I+jWWp65UCFOLaVAN2\/zFJSUppYYnrlQ4eBIuCemhMjrIXadaGFjlxOiD\/mx9DXJ0lb1PQ1NUXzL3928jRJiHay1PNkYYWbqDRywFULTIPYKzIfjWCBODJcuz\/QVrFhROOTGwfmUXpMuTvMFmnlJLcNelI9\/\/eu7Bh96ZVWvZhyzmnG+EINiTcGKD37wg7z+9a\/nT\/7kT7jyyitlwL+LaK3RV93Y17Jdszuy39PTz4AXoLpULrZpkgUyXHFJ5RWw2msrmgkWtHaBh\/1HmvdNTz\/jlumyXheA8NH7Di0WFWpt9+pltR86t6W1lWvLsvlzzLMhbJpAaAmO34FNbl4a4R4\/0BbhXu7QrwG1TJQc6DuCPlOLKUcJBV8v2ReVUoSephwlzNRiJofCZbZqd5DXQ+w2amgMO3+5r+WE2Cj5sbTuDzMel3su18yuCIoSqBADrTk+CDwW9ASt4V0FhJ5mVhU4isoyJ\/rsKac6\/ub5rtZa61g1TdxFsTyTQoGr7LK4PIAulHo\/Wo+s6tVYzThfiEGwpmDFc889x3\/9r\/+V66+XQix7kbW2a0ZFnklAUHSdLaoVbHG4azEgNTIJSmErl13RSKUXO5mAa5M6NoV39ObmfdXYftTwPvfYfuj6TXu+OwGY1GVIjO1va8uat3ttFgTtMa0iv0\/nstbaxcyKuIEam3LrVGrdEe6VouQrrT9\/H9LZMiNRg0ZpgsUOIZaRxhxBGtHQIdN6lCjZgu4mAyBKTLNmRzeegtjaPfN6iJ1P3\/520r\/8nb6WE2Ij1Gs1gu89wNsaNWLV31DRe8v\/c5O3Soj1aY4PgJHIjZFiFTAUz1NIa9S9Ei+HV3CbF6DSzs4hHdUqwpK7wKU8d7EsjV2W7dC4Kz4\/v3Tc2by\/9lyWcDOT2HXxU8PjbkwthGhaU7DiDW94A88\/\/7wEK\/ag9NKZ9loVeVcKYxanSuTZCCaFWgVbGFoylcG\/7nUAxE98HRZmWVKqKCziX\/e6toO8ufyqyzLIplwsiXcrBXGEufxqM\/ugZ7vXHtMq2pbV2s3rM8ni80oazfVvRIR7uXUsd1vr+zCcGl5noBqMcHrCRcuPzj7LUGMehcGgWfBHKE38BIxdva7t3Qlaa3Z4XeIVqQWtFAVf0h7FzhAEAenYAegocthm7IAUvRYbov7g70AaNweIge1jaq98\/sQOUPA1+6Npri0\/z3A8j28aeC2fb4vieuVjh8dhfrr51\/b\/AyhXDH0J5abj5XXKoqrLHG7Us8zhbB3GuLGl8tzyWVaxrVVIHv2zvutQCLEX9B2seOKJJ5r\/\/tCHPsRHP\/pRzp07x+23377kBPXa175247ZQDIz00hlXjTiJXUFNZbIuIK0tTrWr5ZDGi0GBaAE35UOjRibxr3sd3tRVpJfOLN4v7zySz99b7rELQy0H\/oz2ICxi6wskTz0Et765eaBfTWGifNnkR9\/HVi4tFg3Vfs\/1b7XO90EHHrbeYLhR5qYLj2YNXCyJCjHK1f4YS8qEL3yXtOjv+hPgRClgrOAzU48pKb0kG6WRGiaKARMlGViLHWRhdn23C7ECay3Rg\/+f5rm13wbeauwAxbt\/blO3TYiNMF69wK0zT6DSBIVtC1Q4lsDGqGagooe85XxrAAJctkUQYutZwMIPoFZZvOClg8U6Z\/WWSSjad2NbrV127zaPM4UYJH0HK06cOLGYFp\/5R\/\/oHzX\/nd8mBTZ3J2st6amTzWCBUgpbn1va2aO1E4bJ5uWlaXZgV83CmPn6sBZGJlAmzdon6ax+RZX01En05GGApY\/diPIHZLGisas7YVvu28yYWEVhIj152AVjvNDNOcynm2Tb3W39W6Xb+wAQhiHVhmI4rgBQ9UewWrvzo\/bQfghJbdu2eysppbj54CgPn56hlhhCT+Mpl1HRSA2Bdrfv5tdA7C71Ws0FgJeTxtRrNYql3vOdheglvXSG+EcPt18E6OG8nqToJdT8IYZu\/1scmhzZgi0UYn2staQvPk6BlHkdMpJUliyzZFSgvcVxbmfXjtKoC0SYJOvkZiGNUcWh5jiWRt11fcuzevMpxsbAwoxb3dAYyl+8eGK1t63jTCEGTd\/BihdffHEzt0MMOFuedlkJQcEdONPEDWryTIo2WYXjPGKtlIsYZzUqkqcewrvmte3raylCpAAbFDALs9iyi24veWxrFgMg1mbBkdS1HG25b+s0in6nbdjyNHZhFgqu00deDwOl3WP2WP9WWPI+ZAJPMewrVJzPq7RYwNOKou8ReAqrtm+7t9qh0QJ3HZngmQsVylFCnNWwmCgG3HxwVNqWip3l+w\/0v9zbfnFzt0XsOsn0aZInv9l+pTfTLbtiRNV48pr75FgqdpR8\/KTDIsNJgkq6L9cWGrBZRzsAZReDeSZ1AWRrFmtWWONqqEU1l1GRT\/8oDqOCjv2kZdzcrRB4r3GsEHtR38GKq6\/e\/XPdRW+dbT3dgba14FBzyex\/+fBmsSCR8oLFiPErz7Svr5P2XF2KRt39vuJj28WDf+d91\/pclXGDt2aan8qmm5TAmDWvfz2WvA8tfOUCFFbBkKcg8PF1y2u0ztdlpzk0WuDgSMhMLSZKDAVfM1EK5CqF2Hm6zo1ex3JCZNLp0ySP\/6Wrz9RDR1lBSrbBW49PybFU7Cit4ycP93nvqELR7V69\/906FrVmcQwaVaGRZxLbZkZx+2pNx3o67LHxmhDLWVOBza985Std\/66Uolgscv3113Pttdeua8PEYOlsAeoizd0O7R3DmvwgnUWm84ixzetY9GpDatLeLUW7PrZajH533nctz9VaqM+3RNWzx0sT93c\/XPP612PJ+9B2o9tOBXi+h9Idr9E6X5edSCkl7UnFzueH\/QUifPmsi\/6ll84QP\/lNV8dJ6aXTOjvkZxQvLEmgQuw4beOnbIy6uk+xav93Pja0FteCNL8pyy7OszDyOm9tq9Id6+mwB8drQvSypmDFe9\/73iX1K6C9bsU999zDl7\/8ZSYmJjZkQ8X2WtIC1PNd5LfbPOrWz4W17ku1bskE0J4LNheHsq4bq2wpmq\/PJDRPFNnfut131UanaEa7le6IiqvFaPo2tJdathWr9pYEh5q3bcTrIoTYHje8EZ76en\/LCdGHZt2oJDuHKwV4i9M3l\/MGKaYpdp7W8VPbmHT5ey3+s\/Urj\/ayIHIdbNK+fF6\/Il8+aWCNQemWcVke6FBu7NaWJyzjNSHarKl334MPPshdd93Fgw8+yNzcHHNzczz44IP85E\/+JH\/8x3\/Mt771LS5dusTHPvaxjd5esU3yFqDKD1wrpjRx0yE6r67YjpQ2paDQcRXGpOB5eEdvbluftdatN6q2tRTt+diQBRRUNjUjXXLfNalcWmw7hV36k99WubS29a9Dt9ei9XUjLLqfRm3Z11QIsXP4up+eDP0vJ0Rr\/aPFOfl9nBu8QIq4ih2pbfy0UsHiXD69o3WaB7gMDWu6ZExk40Zr3DJByf1eX2gfkzVqi+O1FcbAQux1a8qs+J\/+p\/+J\/\/gf\/yN3331382\/33nsvxWKRX\/7lX+app57it37rt9q6hYidb0kLUJMdqK3Nekan7cWIAIojqJbU5NaIsXf0ZtTw+KpainZ9bFRW6Kj7fVfLzRFUUBx1J5S2mhW+C4yk8brmElpr++pM0s1KrViBvl5TIcTOoMJij2LGrQtJyrDoj7UWM3veZVWEpcVMRaXdOc70qDzoBRR\/6h9u7cYKsYGa7elPncTOnOvd\/UZ5iwEJk9dDU6iRKfSV12GnT7sxVtJa6yUPVADaRxWGsJ4PdYMqjmDjuozXhFiDNQUrXnjhBcbGxpb8fWxsjFOnTgFwww03MD29Qp9iseN0awHK6BRULmGiGsTub7Y2T\/Li4+5Lvc66aJgU4qgtYryalqLLPfZavvT30pzXqDVqeHyx+4jS4Pku8m3X\/sUgvXSmPeiiNXp436pOTiu9bv2+pkKIwafCEgQhNCKW9mYA17o5dMsJsYzm+adyyQUrkrils5ZZ7Hpl8uKBuLbgd\/93klEhdoV8\/JS+8gzJC49BkoCXTQtRCoxBBSHeLfeg\/BA7d8El1e47iB4\/4Ka8X\/Nad\/8f\/wCqZdwCuP0nLC2OD9MEPB\/\/1je7+8l4TYhVW1Ow4s477+TjH\/84v\/u7v8uBA66lzsWLF\/ln\/+yfcddddwHw3HPPceTIkY3bUjEwurYAHT+wZE5Rv1kT\/bYUXe6xN1LX+hyZ9c4lTC+dIXnqIWxecClwQRxTuYx96iG49c19ByyWe91W85oKIQabGtvvrsz1zOayqOKIzG8Wy2o7\/\/gFSNOsDXmWVaG89nT3oIB\/x734+2UsJ3YXpRT+sVvax6nGTSvWY1Pt49R9B5fc31x+lfTHT7guOvnFuDzg16i6Gmqe3xwv5kGOXtsi4zUheltTsOLzn\/88P\/uzP8uRI0c4evQoSilefvlljh8\/zh\/+4R8CMD8\/z6\/\/+q9v6MaKnWU1WRODJJ\/XaJ96yBUADQo9M0NWIy9oZpMYCkOL9\/f8xZaup06iJw8P\/GskhNgOeQHdvJ5OXoleiOV1O\/9YSlCbz8oxZVkVxWF3ccEPCG57K54EKsQutpZxatu+VBx205Brefc4l5lh6wvgB1J7QogNsKZgxU033cQzzzzDV7\/6VZ599lmstbzmNa\/hp37qp9BZtdv3vve9G7mdYofaqRHjlepCrGUuYWtBs84TV97S1SzMYsvTO\/I1E0JsDjeQrkFxyF3Ja51n7fkQhNhGTY4doqdu5x\/lh9jSCEQ1l11hXKaFHj8gc+bFnrHaceqSfaltP0qzgEWKKk3g3\/iTsh8JsU5rClaA27nf\/e538+53v3sjt0eIgbHRmSG2Uc8Kg\/ZomaU9iKN1Fe4UQuw+zWNHYcjVDzBpe30BcBXl5dgheuh1\/lF+iPUCNx2kUcM\/\/jq8q2+VK8FC9NBtX2ruRybNsnAbeNfdKYEKITZA38GKT3\/60\/zyL\/8yxWKRT3\/608su++EPf3jdGybEINjIzJBm4U6TuquhnUzqinpKRX8hRIvWY4fy\/CXHD5smcuwQy1ru\/KOUwioFfoCeOCSBCiGW0WtfUkq5ab0Avo8uSEFaITZC38GKT33qU\/z9v\/\/3KRaLfOpTn+q5nFJKghVCdLGkcGfLgHC9hTuFELuXHDvEeslnSIiNIfuSEFur72DFiy++2PXfQoj+bFbhTiHE7ibHDrFe8hkSYmPIviTE1ursNrkqjUaDH\/3oRyRJslHbI8Su5k1dhX\/rm9Gjk66CdFSFNEaPTuKvom2pEGJvkWOHWC\/5DAmxMWRfEmLrrKnAZrVa5UMf+hD\/9\/\/9fwPw7LPPcvz4cT784Q9z+PBhfu3Xfm1DN1KI3WSntnQVQmwvOXaI9ZLPkBAbQ\/YlIbbGmjIrPvGJT\/D444\/zjW98g2JxsaDXO97xDv7zf\/7PG7ZxQuxWSinXHu7AUfT4ATm5CSH6IscOsV7yGRJiY8i+JMTmW1NmxZe\/\/GX+83\/+z7zxjW9s2zFvueUWXnjhhQ3bOCGEEEIIIYQQQuw9awpWXLx4kYMHDy75+8LCgkQV18Bay0wtJkoMBV8zUQrkdRRiA8i+JYTYzeQYJ8TKZD8RYudaU7Dirrvu4k\/+5E\/40Ic+BNDc4f+v\/+v\/4k1vetPGbd0ecL4S8cyFCuUowViLVoqxgs\/NB0c5NFrY7s0TYseSfUsIsZvJMU6Ilcl+IsTOtqaaFZ\/85Cf5F\/\/iX\/BP\/sk\/IUkS\/sN\/+A\/81E\/9FPfffz\/\/5t\/8m77X861vfYu\/\/bf\/NocPH0YpxZe\/\/OWey\/4P\/8P\/gFKK3\/qt32r7exRFfOhDH2L\/\/v0MDw\/zd\/7O3+H06dNreVpb7nwl4uHTM8zUYnytKPoaXytm6jEPn57hfCXa7k0UYkeSfUsIsZvJMU6Ilcl+IsTOt6Zgxd13381f\/dVfUa1Wue666\/iLv\/gLDh06xHe\/+13uvPPOvtezsLDAHXfcwWc\/+9lll\/vyl7\/M97\/\/fQ4fPrzktl\/5lV\/hgQce4Etf+hLf\/va3mZ+f5z3veQ9pmq76eW0lay3PXKgQp5ZSoPG0cr2btaLka2LjbrfWbvemCrGjyL4lhNjN5BgnxMpkPxFid1jVNJByudz899VXX81nPvOZrsuMjY31tb777ruP++67b9llzpw5w\/\/4P\/6PfPWrX+VnfuZn2m6bm5vj85\/\/PF\/4whd4xzveAcAXv\/hFjh49yte+9jXe9a53dV1nFEVE0WI0tfV5bZWZWkw5Sij4esm8OaUUoacpRwkztZjJoXDLt0+IQdTPviv7lhCDZRDOubuJHOPEVtnJ+67sJ0LsDqvKrNi3bx8TExM9f\/LbN4oxhl\/6pV\/i4x\/\/OLfeeuuS2x999FHiOOad73xn82+HDx\/mtttu4zvf+U7P9X7yk59kfHy8+XP06NEN2+Z+RYnJ5s6531NjiVNDalyE11NgrCVKzJZvmxCDqp99V\/YtIQbLIJxzdwtrLdMLDWJjel4RlmOc2CiDuO9aa7lcbXC2XOdytdFzP+gcC3SS\/USInWFVmRVf\/\/rXm\/+21vLTP\/3T\/Kf\/9J+46qqrNnzDAP7dv\/t3+L7Phz\/84a63nzt3jjAMlwRIDh06xLlz53qu9xOf+AQf+chHmr+Xy+UtPwAXfI1WikZiaZgUYy3WglKglSLU7vaCv6aZOkLsSv3su7JvCTFYBuGcuxvkhQJn6zFxaknSFE8bSr6H7y1+I0stcowTG2LQ9t3VFMvMxwLGusBEJ9lPhNgZVhWseOtb39r2u+d5vPGNb+T48eMbulHgsib+w3\/4Dzz22GOrbi9krV32PoVCgUJheysAT5QCCr5mphYDoJX7sUBiLIlJmSgFTJSCbd1OIQZJP\/uu7FtCDJZBOOfudHmhwDi1hJ4i0ZAYd0xbiBOG8fE9hbWWRmqYKMoxTqzfIO27rftAayAiL5Z515GJtoDFRClgrOAzU48pqfapILKfCLFzDGw48aGHHuLChQscO3YM3\/fxfZ+XXnqJj370o1xzzTUAXHHFFTQaDWZmZtrue+HCBQ4dOrQNW71KWeaayv5trfu\/6rhdCLFKsm8JIXaJzkKBvqcp+h5auWOasVCNExJjqSWGQCtuPji66gs9QgyqtRTLVMrtB4FW1BJDYizWWtlPhNhhBjZY8Uu\/9Es88cQTnDx5svlz+PBhPv7xj\/PVr34VgDvvvJMgCHjwwQeb9zt79ixPPvkkd99993Ztel9majFRahjKDro2u\/JrFe7gG2ii1DSvDgsh+iP7lhBiN+lWKDDwNEOB57604VLa4+xKcecVZiF2utUUy2x1aLTAXUcmmCgGpMZST1z9KtlPhNg5VjUNpJv1RCTn5+d5\/vnnm7+\/+OKLnDx5ksnJSY4dO8bU1FTb8kEQcMUVV3DTTTcBMD4+zgc+8AE++tGPMjU1xeTkJB\/72Me4\/fbbm91BBlVe+Kfoa0LPDTTy6Sv53Lp6YqTwjxCrJPuWEGI3WSwU2D7eCjyNrxWJcUUCbzk4yg37h+VKsdh1eu0DOU9B3KNY5qHRAgdHQnchIzEUfM1EKZD9RIgdYlXBip\/\/+Z9v+71er\/PBD36Q4eHhtr\/\/wR\/8QV\/re+SRR3j729\/e\/D0v4vP+97+f+++\/v691fOpTn8L3fd73vvdRq9W49957uf\/++\/E8r6\/7b5e2wj9a4StoSVInMVYK\/wixBrJvCSF2k+UKBSqlUMoFLvYPh\/IFTOxK6y2WqZSS9qRC7FCrClaMj4+3\/f4P\/sE\/WNeDv+1tb+vZcqibH\/\/4x0v+ViwW+cxnPsNnPvOZdW3LVpPCP0JsDtm3hBC7iRzTxF4n+4AQe9eqghW\/8zu\/s1nbsefkhX8ePj1DLTGEnsZTLjrcSKXwjxBrJfuWEGI3kWOa2OtkHxBi75I86G0khX+E2ByybwkhdhM5pom9TvYBIfamdRfYFOsjhX+E2ByybwkhdhM5pom9TvYBIfYeCVYMgM7CP9ZazNxFbKOOCouosf1yIBZiDaSolthtrLXY8rScH3aR1bynckwTe51SiolS4PaZhTo2LoIcB4XYtSRYMWDSS2dIT53ELMyCMaA1engf3vETeFNXbffmCSGE2CZyfth95D0VYnVknxFib5GaFQMkvXSG5KmHMJXL4AVQGAIvwFQukzz1EOmlM9u9iUIIIbaBnB92H3lPhVgd2WeE2HskWLENrLVcrjY4W65zudpwKaDWkp46iU1iKAyhPN\/1T\/d8KAxhk9jdvopWr0Lsdd32NSF2Gjk\/7D7WWpJTJ0njBolfIlWevKdCLGO542AalEjjBvXn\/gZjzHZvqhBiA8k0kC12vhLxzIUK5SjBWItWirGCz61DDUYXZiEoLJl3p5TCBgXMwiy2PI0aP7A9Gy\/EDtJrX7v54KhUDRc7ii1Pu5RnOT\/sGtPnzhLOXaaBj4lTUOApRdH3CDx5T4Xo1O04GKeWepKSWou2Pn5lhqefeYFjx47JeV6IXUIyK7bQ+UrEw6dnmKnF+FpR9DW+VszUY547O41JDWiv+521B8ZgG\/Wt3WghdqDl9rWHT89wvhJt9yYK0TfbqGdzs+X8sBucr0Q8d3YaawxWabQCBaTGUo0T4tTKeypEh87jYJy6\/SU1FgWgNBpDvVaV87wQu4gEK7aItZZnLlSIU0sp0HhaoZTC04qSr6mpgNgCJu2+ApOC1qiwuKXbLcROs9K+Fht3u6RXi51ChUXQWs4Pu0B+fKoRgNJ41gIKhUIrsBbqSSrvqRAdOo+D9STFWrJgn0Jbi8XtM3KeF2L3kGkgmyxvSVauzGPLdfYrRSGJib0C8+E4KPdFql6coOKNEDQq6OJwW6qvtRbiCD06iRrbv43PRojBN1OLKUcJBV93TZkPPU05SpipxdICUOwIamw\/engfpnIZi4I0BmtAaVdkTs4PO4IxhvJLP2TqwjQNv0TVH2I4madhi6AUoFDKkhqDaTTwx6bkPRV7VmdLX0anmsfBxCpsmuBjwGoMGt82WAjHWCjsI7TIeV6IXUKCFZuotb1SGDf4ydRFg432SJVPNRzhlX03Mls6gKcVp8auZ6LyJERVbFDI0kBTiCOUH+AdPyF9pIVYQZSYZo2KbjwFsbVEiRThEjuDUgrv+AnMya\/BwszSBYKCnB8GXPzi46SnTlKIG1yPxaIwyn3JCqmTqBCjNJ5N8UyMDUN5T8We1as9qdp\/BOZn0LU5hluyJiwQ6wKv7LsRlMLDynleiF1CpoFskrb2SoAyKQqDwqBNglUw3Chzw8WT7KtdJLUwWzpAfMPd6NFJd+UsqkIao0cn8W99s\/SPFqIPBV+jlcL0yP5MLWilKPhy+BM7hylPQ9zofmPccLeLgRS\/+Djps38NcQQoUhQW8GyKbxMS5ePZhNDU0TZlPhgjvuFuOeeLPWm59qTpj3\/QMh3ONn9czYqWdch5XohdQzIrNkFbe6WwBLUKyloMGgtoLEEaU\/OHCE3E0ZlneXX\/BBOlkPHDh+DwsbbUNzW2X66uCNGniVLAWMFnph5TUnrJlKpGapgoBkyUgm3cSiH6Z4whPXUSsG7qh1Lu32RFDqy73bv6drSWwfkgab531r13SmmUtVjAWDcqCEyDHxx6E76JmcfHG93PWw\/L9A+x9yxpT5qfvz0fqz2Yd5llangftSjGWgNKuQwlE3F09llmClM0UivneSF2CRnVbILW9kpY46LASqOzQn8WhbYpGkOsAkrxPJNJmZsPjrqe0Uqhxw\/gHTiKHj8ggQohVkEpxc0HRwm0opYYEmOx1pIYSy0xBFo19zUhdgJz9nmXVaG0+0HhTt9q8W9xwy0nBsrS945m9w+rNAaFbxIK8TyvhvupFSe4+dCYHJ\/EnrRsm2aTuqAfLkAbhiGp9knwsEqRqIBSY56gNiPneSF2EQlWbIK29krW4K6A0az2TX7wtJZUaTwMt02G0hNaiA1yaLTAXUcmmCgGpMZSTwypcVda7joyIfua2FFsbZ78PLLMUtlyYpB0e+\/yscBifoylEFfl+CT2vGXbNLeMp7GGwFMMBT6edtOqEjTaGiY9I\/uRELuITAPZBG3tlZpXwbLbUHjKFdcqBu7l96zPyPjoNm2tELvTodECB0dCZmoxUWIo+JqJUiBXWsSOo0ojtE3I7r5UtpwYJL3eOzcWAGvdbUev2M9t10zJ8UnsaW3jZ6\/jK0rreDrLUgo8ReD5LoMyTdDG57XHDuBJoEKIXUMyKzZB3mYuL6aF0mDTxaiwNSjt4fk+XtpwFY6lPZkQG04pxeRQyJVjRSaHQvkiIHYkfeX1EITuHNK8urh4PsEaCEK3nNhW1lrM3EXSi69g5i6irriu471rXdgV3VZByNjVr5Hjk9jz1Nh+1PA+aNSwcQRp0rzNaq\/Z4jcPVuQ8BX7awB\/Zhx4\/sLUbLYTYVJJZsQmabeae+DpU5xYHKNZkGWzK1bOIqtKSVAghxLK01njHT5D+6K9bziOt3DlHimtur17tFvWhazFnftQ1WIGS906InLn8qrvQlzQgjlyfD+1BWHTZFmHRLdioYYOCu82kEEcynhZil5JgxZbIZ6bmLJgEPTqFd\/yEtCcTQgixLD22nzQIs4y9DkGIluy8bZW3W7RJ7C5GBO5LlKlcRtUq6Ktuwpx\/MWs\/m3VyCQp4x08QXHvHdm++ENuubR8qDLl9xSTuJ1pAjU7h3\/QGt2weFIwjFxQcnZTxtBC7lAQrNkHeeglrYWQiq2Bs8k7Q0KihSqP4d94nV1OEEEIsq3lOURpGJt1VR2vc734IjRrpqZPoycNyVXEbrNRu0UZVVK1C8LZ\/gD33ArY2jyqNoK+8XsYAQtB9H7JBlk1hUhe48MPmMU5PHsaWp7GNOiosuukjcuwTYleSYMUmWNJ6KSsSlB9GrVLYqAqVSyBz64QQQiyj7Zyi9WIqdH57UMAszGLL0yg5p2y5ZdstKtV8f\/z5y3hX3bg9GynEAOu2DzXHz3nQrzrXPMYppeRYJ8QeISH9TbBs6yXI5tgZt5wQQgixDDmnDDZ5f4RYH9mHhBC9SLBiE7S1XurGpKC1W04IIYRYhpxTBpu8P0Ksj+xDQoheJFixCVpbl1rbXrbdWgtx1NautLPVWed9hBBC7F1Lzilp4upWpEnXc4rYfK3nbWuta7fY5zlfCNFu2XFzErvueYUhGJ3ang0UQmwbqVmxCfLWpfaph7BRddn2Sr1anUlVYyGEENDRDnt+JhvMZx0llIKwKC37tlC387YKS+69WOGcL4RYquu42RiIqq4bCApbrZA8+mcyPhZij5HMik3iTV2Ff+ub0aOTkLqoMGmMHp3Ev\/XNeFNXNds0mcpl8ALXqskLMJXLJE89RHrpzHY\/DSGEEING4b4Yy3ffLdfrvG3rCwCo4nDPc74Qore2cXNch1olm\/7hQ2kUwqKMj4XYgySzYhN5U1f1bK\/UT6szaUUnhBCirR328D7XtjRvXaq0tC7dIiudt4mq4IcEt9zjMiqkpaIQq+JNXYWauJL4+3+INQbCEnh+cx+S8bEQe48EKzZZr\/ZK\/bY6k1Z0Qgixty1pXdqRFCnni63Rz3nbVudQSqEPHN2ejRRip6tcwkZVFxD02r+myPhYiL1HpoFsE2nTJIQQoh9yvhgM8j4IsflkPxNCtJJgxTaRNk1CCCH6IeeLwSDvgxCbT\/YzIUQrCVZsk9W2NxVCCLE3yfliMMj7IMTmk\/1MCNFKghXbJG\/TpPzAtTpLE6y12DRx\/aSl1ZkQQgjkfDEo5H0QYvPJfiaEaCUFNreQtZaZWkw9TmmkhjCYZOi6N1F69UnswizEEWiNHp2UPtJCbABjDC\/P1lhopAyHHsf2ldBaYrRi5\/GmroJb30x66qQr8ijni02z3HFD3gchNl++nyWnTpLOz4Jx+5k3MkntqtuoBVMUqg0mSoEELYTY5bY1WPGtb32L3\/zN3+TRRx\/l7NmzPPDAA7z3ve8FII5j\/uW\/\/Jf86Z\/+KadOnWJ8fJx3vOMd\/Nt\/+285fPhwcx1RFPGxj32M3\/u936NWq3Hvvffyuc99jiNHjmzTs+rufCXimQsVZmoxcWqwgFIQ6JCJiZ\/k1iMxk34qrc6E2CA\/vFDh6QsV4tS6\/Q147NU5bjk4ymsOjm735gmxasu1wxYbo5\/jhrwPQmy+6XA\/z0z8JDa4RJBERDpkLhhDzWjU7AxaKcYKPjcfHOXQaGG7N1cIsUm29RLjwsICd9xxB5\/97GeX3FatVnnsscf49V\/\/dR577DH+4A\/+gGeffZa\/83f+Tttyv\/Irv8IDDzzAl770Jb797W8zPz\/Pe97zHtK0R2GeLWat5fnpBb778mWmFyKiLFABYCw0UsOlesz3ZzXTxYPo8QMy4BFinX54ocLjZ8s0Wr5wWKCRWh4\/W+aHFyrbvIVCrI1SCj1+AO\/AUTlfbLBnzpc52XHcgO7HDXkfhNh41louVxs8fb7C916+zOVaTK04wezQIaa9MRrGjZs9Bb5WzNRjHj49w\/lKtN2bLoTYJNuaWXHfffdx3333db1tfHycBx98sO1vn\/nMZ\/jJn\/xJXn75ZY4dO8bc3Byf\/\/zn+cIXvsA73vEOAL74xS9y9OhRvva1r\/Gud71r05\/Dcs5XIp6+UObiQgPTXiMIrdzXJ2PBGEuM5ZkLFQ6OhDLoEWIdjDE8faFC6y7X+e+nL1S4cf+wTAkRQgBwtlzjiXPtQUyLu6KjAIMcN4TYTHkGcjlKqCcpxoKvwVhLPTWA2x8tEKWWEQ9KvqaWGBk\/C7GL7aiaFXNzcyil2LdvHwCPPvoocRzzzne+s7nM4cOHue222\/jOd77TM1gRRRFRtBiFLZfLG76t5ysRD5+eoZEarF28skv2f2stSimUcldwfK0oRwkztZjJoXDDt0eI3aCffffl2RqN1C75e6tGanl5tsY1k8Mbvo1CiHZbcc5dj\/OViO+\/Mku3o4ZhMWARy3FD7DFbte\/mY+Y4tfhaNcfNqYGFhsuUVgoUCqwltZbUurFz6GkZPwuxi+2YywP1ep1f+7Vf4xd\/8RcZGxsD4Ny5c4RhyMTERNuyhw4d4ty5cz3X9clPfpLx8fHmz9GjRzd0W611WRJxagm0i\/J2BntNtpwCXGcmi7GWKDEbui1C7Cb97LvzUdLXuvpdTgixPpt9zl2PxfN173Nvfotl8YuTEHvBVuy7rWPmUqCb42WtFi\/0ZcPkljvRbGvqKWT8LMQutiOCFXEc8wu\/8AsYY\/jc5z634vJ51kIvn\/jEJ5ibm2v+vPLKKxu5uczUYspRQsHXeFovCVS0bSt5IEOhlaLg74i3RIht0de+228WqGSLCrElNvucux75+Tr0lj\/35jUshkNvS7ZLiEGwFftu65hZKTcWViofH6vmqbot80nRHOenFhk\/C7GLDfw0kDiOed\/73seLL77If\/tv\/62ZVQFwxRVX0Gg0mJmZacuuuHDhAnfffXfPdRYKBQqFzascHCUGY212wHUH3rSzaEXGWhc9ToxlohQwUQo2bbuE2On62XcnS\/2lgfa7nBBifTb7nLse+fm66Gvqiek6FSQXeIpj+0pbtm1CbLet2Hdbx8wAnl4cNytl27IrrHVTpz2l8JT7vZEaJooyfhZitxroMGQeqHjuuef42te+xtTUVNvtd955J0EQtBXiPHv2LE8++eSywYrNVvA1WqlmUc2S72Vz7drlCWtaKwJPcfPBUSkOJMQ6FQOvOf2ql0ArioFcIRVir2s9XxeD5YdEtxwcleKaQmywzjEzLI6bjaWtM08+bi54itRCLTEEWsbPQuxm25pZMT8\/z\/PPP9\/8\/cUXX+TkyZNMTk5y+PBh\/t7f+3s89thj\/PEf\/zFpmjbrUExOThKGIePj43zgAx\/gox\/9KFNTU0xOTvKxj32M22+\/vdkdZDtMlALGCj4z9ZiS0vieYhifWpKStByNFRB6molSIH2ihdggE6WAqaGQ6WpEtymsvoapoVCuwggh2s\/XWRp5PW7PsFDAa68Y5TUHR7dlG4XYzTrHzEqp5ri5GidumgfuIgNZkc3UgjWWiaKMn4XY7bY1WPHII4\/w9re\/vfn7Rz7yEQDe\/\/7387\/9b\/8bX\/nKVwA4ceJE2\/2+\/vWv87a3vQ2AT33qU\/i+z\/ve9z5qtRr33nsv999\/P563fVdNlXJR3odPz1BLDKGn8TSUAo8oSdFKce1EiQMjBYq+x0QpkIiwEBtkcf9LiFOLVot1bIxFspiEEE3dztfjRU2UGBqpIfA0bzi6jyvHZPqHEJuh65hZAQp8rSlouH5qhCtGC+wr+szWE6LEUPC1jJ+F2AOUzcvp7mHlcpnx8XHm5ubaamKsV2vP6Hw+3ljBlyiwEBtkuX1X9j8hBtNmnXPXQ44XQqxsM\/dd2QeFEN0MfIHNnezQaIGDIyEztViiwEJsMdn\/hBD9kuOFENtL9kEhRDcSrNhkSikmh6TrgBDbQfY\/IUS\/5HghxPaSfVAI0UnKWgshhBBCCCGEEGKgSLBCCCGEEEIIIYQQA0WCFUIIIYQQQgghhBgoEqwQQgghhBBCCCHEQJFghRBCCCGEEEIIIQaKBCuEEEIIIYQQQggxUCRYIYQQQgghhBBCiIEiwQohhBBCCCGEEEIMFAlWCCGEEEIIIYQQYqD4270BO4m1lplaTJQYCr5mohSglNruzRJC9CD7rBC7m+zjQgwu2T+FEOslwYo+na9EPHOhQjlKMNailWKs4HPzwVEOjRa2e\/OEEB1knxVid5N9XIjBJfunEGIjyDSQPpyvRDx8eoaZWoyvFUVf42vFTD3m4dMznK9E272JQogWss8KsbvJPi7E4JL9UwixUSRYsQJrLc9cqBCnllKg8bRCKYWnFSVfExt3u7V2uzdVCIHss0LsdrKPCzG4ZP8UQmwkCVasYKYWU44SCr5eMs9OKUXoacpRwkwt3qYtFEK0kn1WiN1N9nEhBpfsn0KIjSQ1K1YQJYbUGLTSmNS66LCieQD2FMTWEiVmm7dUCAFun83nx1prSa270pPvu7LPCrFzWWuZXmgQp+68rC1LvhDJPi7E9pFzsBBiI0mwYgXzjYTYWBpp6v6gwFNu\/l3gaVILWikKviSpCDEICr5GK0UjNTRSS2otWJr7buAp2WeF2IHygn2z9ZjYWJJGiqcXz8c5OS8LsX3kHCyE2EhypFjG+UrEjy7Ow+JxFmUhNZZqnNJIUhqpYazgM1EKtntzhRDARCmg4GmqsSE1FmXb991abCh4WvZZIXaQ1oJ9oafxlDsv5+fjOHVXaa21cl4WYhvJOVgIsZEkWNFDa4GgocBDZwMjlDvoGgvV2OAruPngqPSNFmKQZLtjc59V7v+243YhxODrVrBvKPCb52VjoZ64gEUtMQRayXlZiO0k52AhxAaRYEUPrQWCAl8zHPh42h1dm1kWCm4+OCb9ooUYIDO1mCgxDPkefrbPmmyE5GvFkO8RJUaKewmxQ3Qr2Od7iuHAx9cKBSQGEmOZKAbcdWRCzstCbBM5BwshNpLUrOihtUAQuIHRqOeTGouxFgXExjIcetu7oUKINvm+W\/Q1BbW4z+qsdZq1lnpipLiXEDtE5\/k4l5+Xk9QQpYZbDo5yw\/5hyagQYhvJOVgIsZEkWNFDXiDIWFe5OOdphYciMRatIPQUl6sNosRQ8N0cPBkoCbF9WvddjW2mnVpoViaX4l5CDC5rbfPqbMHXhFlBvs7zcZNS+FqzfziU868Q26xz\/Oxphbau8G2cGkxWw0LOwUKIfkiwooeJUsBYwWemHlNS7b2i8wJeQ77HE+fKVKK0GTUeK\/jcfHBUUlCF2Cb5vnup2sDighOLlchBoZgaCqW4lxADKO\/4UY6S5nl1tOC5gn1J2vN8PFEMZJ8WYgB0jp8T4zIp8q4gFnehr5FKZoUQYmUS1uxBKVegK9CKWmJIjMVaS2IstcSgcAW9ZmsJftY6zdeKmXrMw6dnOF+JtvspCLEnKaW4YrRAYiyJAbKrONjFee1XjBbkCqwQA6a140freXW2nlBPUhR0PR9LQU0hBkfr+HmhkbLQSEmNbeusZ4FHTs\/KWFkIsSIJVizj0GiBu45MMFEMSPPIsLHsK\/iUAg9jaVYmV9lcvJKviY2rXG6tXflBhBAbylrLuUqE7ymXSZFVIFdZZoXvKc5VItk\/hRgg3Tp+tJ5XDVAKPPYV\/LbzsRTUFGLwHBot8Pqr9jXPv\/k52NeKkdBnOPBkrCyE6ItMA1nBodECB0fCtvmz1lr+6qWZtsrkOaUUoacpRwkztZjJoXCbtlyIvSnvHFDyPTytlhT3SoyV\/VOIAdOt40cuP69GieH1V0+glJI6UUIMuNDX+FoTaBeoyM\/BzdtlrCyE6IMEK\/qglGo7kJ4t17tWJs95CmJrpdKxENugs3NAXhQ3J\/unEIOnV8ePXL7fNlLLlWOSRSHEoGvtCtItoCjnYiFEP2QayBq0VjruRroNCLF9ZP8UYueR\/VaI3UX2aSHERpAjxBrklY6j1CyZa5dXJh8r+FKZXIhtIPunEDuP7LdC7C6yTwshNoIEK9ZgpU4hUplciO0j+6cQO4\/st0LsLrJPCyE2ggQr1qhXpxCpTC7E9pP9U4idR\/ZbIXYX2aeFEOslBTbXoVunEKlMLsRgkP1TiJ1H9lshdhfZp4UQ6yHBinXq7BQihBgcsn8KsfPIfivE7iL7tBBirWQaiBBCCCGEEEIIIQaKBCuEEEIIIYQQQggxUGQaCDRbKpXL5W3eEiEG1+jo4FXtln1XiJUN2r4r+60QKxu0\/RZk3xWiH4O47+5kEqwAKpUKAEePHt3mLRFicM3NzTE2Nrbdm9FG9l0hVjZo+67st0KsbND2W5B9V4h+DOK+u5Mpm4dJ9zBjDK+++uqykbByuczRo0d55ZVXdt0HUJ7bzrMdz2sQI8V7fd8dNPJab43Vvs6Dtu\/2s9\/uJLv1c78bn9dOek6DuH+07ruVSmXHvJb92kmfj9XYjc9rkJ\/TIO67O5lkVgBaa44cOdLXsmNjYwO3U2wUeW47z259Xv2SfXcwyWu9NXbq67ya\/XYn2anvx0p24\/Pajc9pK7Tuu\/mXsd34Wu7G5wS783ntxuck2kmBTSGEEEIIIYQQQgwUCVYIIYQQQgghhBBioEiwok+FQoH\/9X\/9XykUCtu9KRtOntvOs1uf12aQ12rryGu9NeR1Hiy79f3Yjc9rNz6n7bIbX8vd+Jxgdz6v3ficRHdSYFMIIYQQQgghhBADRTIrhBBCCCGEEEIIMVAkWCGEEEIIIYQQQoiBIsEKIYQQQgghhBBCDBQJVgghhBBCCCGEEGKgSLBCCCGEEEIIIYQQA0WCFUIIIYQQQgghhBgoEqwQQgghhBBCCCHEQJFghRBCCCGEEEIIIQaKBCuEEEIIIYQQQggxUCRYIYQQQgghhBBCiIEiwQohhBBCCCGEEEIMFAlWCCGEEEIIIYQQYqBIsEIIIYQQQgghhBADRYIVgLWWcrmMtXa7N0UIsQqy7wqx88h+K8TOJPuuEGKrSbACqFQqjI+PU6lUtntThBCrIPuuEDuP7LdC7Eyy7wohtpoEK4QQQgghhBBCCDFQJFghhBBCCCGEEEKIgSLBCiGEEEIIIYQQQgwUCVYIIYQQQgghhBBioPjbvQFCbDVrLTO1mCgxFHzNRClAKbXdmyU2gbzXQgix+8ixXQixVeR4s70kWCH2lPOViGcuVChHCcZatFKMFXxuPjjKodHCdm+e2EDyXgshxO4jx3YhxFaR4832k2kgYs84X4l4+PQMM7UYXyuKvsbXipl6zMOnZzhfibZ7E8UGkfdaCCF2Hzm2CyG2ihxvBoMEK8SeYK3lmQsV4tRSCjSeViil8LSi5Gti42631m73pop1kvdaCCF2Hzm2CyG2ihxvBocEK8SeMFOLKUcJBV8vmWemlCL0NOUoYaYWb9MWio0i77UQQuw+cmwXQmwVOd4MDglWiD0hSkw216z77Z4CYy1RYrZ2w8SGk\/daCCF2Hzm2CyG2ihxvBocEK8SeUPA1WilMj2yt1IJWioIvu8ROJ++1EELsPnJsF0JsFTneDA55hcWeMFEKGCv4RKlZMr\/MWksjNYwVfCZKwTZtodgo8l4LIcTuI8d2IcRWkePN4JBghdgTlFLcfHCUQCtqiSExFmstibHUEkOg3e3SN3nnk\/daCCF2Hzm2CyG2ihxvBocEK8SecWi0wF1HJpgoBqTGUk8MqbFMFAPuOjIh\/ZJ3EXmvhRBi95FjuxBiq8jxZjD4270BQmylQ6MFDo6EzNRiosRQ8DUTpUAio7uQvNdCCLH7yLFdCLFV5Hiz\/SRYIfYcpRSTQ+F2b4bYAvJeCyHE7iPHdiHEVpHjzfaSaSBCCCGEEEIIIYQYKBKsEEIIIYQQQgghxECRYIUQQgghhBBCCCEGigQrhBBCCCGEEEIIMVAkWCGEEEIIIYQQQoiBIsEKIYQQQgghhBBCDBQJVgghhBBCCCGEEGKgSLBCCCGEEEIIIYQQA0WCFf9\/9v48SLLrPux8v+ece29ulbV39YbG0o1u7ESDJAiKEgRCXETqaZfDYVLvjaTn8ZPHMQorRIVmbMth2palsCZGkm05pLBkm1os0\/YEpZl5T6JIWQRECRQJgGzsSy\/YutHo7qquqqzKyrzbOe+PczNrr8pqVHUt\/fsEKtBdeTPzVHVm3nN\/53d+PyGEEEIIIYQQQuwoEqwQQgghhBBCCCHEjiLBCiGEEEIIIYQQQuwoEqwQQgghhBBCCCHEjiLBCiGEEEIIIYQQQuwoEqwQQgghhBBCCCHEjiLBCiGEEEIIIYQQQuwoEqwQQgghhBBCCCHEjiLBCiGEEEIIIYQQQuwoEqwQQgghhBBCCCHEjiLBCiGEEEIIIYQQQuwo2xqs+Iu\/+Au+7\/u+j0OHDqGU4o\/+6I8W3f7jP\/7jKKUWfX3wgx9cdEwcx\/zUT\/0Uo6Oj1Go1vv\/7v5\/z589fx59CCCGEEEIIIYQQm2lbgxXNZpP777+fX\/\/1X1\/1mE984hNcvHix+\/XHf\/zHi27\/6Z\/+af7wD\/+Qz3\/+8\/zlX\/4ls7OzfO\/3fi95nm\/18IUQQgghhBBCCLEFgu188k9+8pN88pOfXPOYUqnEgQMHVrxtenqaf\/\/v\/z2\/93u\/x0c\/+lEAfv\/3f58jR47wZ3\/2Z3z3d3\/3po9ZCCGEEEIIIYQQW2tbgxW9eOyxxxgbG2NwcJBHHnmEf\/Ev\/gVjY2MAPP3006Rpysc\/\/vHu8YcOHeLee+\/liSeeWDVYEccxcRx3\/95oNLb2hxBCbAp57wqx+8j7VojdSd67QojttqMLbH7yk5\/kP\/2n\/8Sf\/\/mf87\/\/7\/87Tz75JN\/1Xd\/V\/eB85513iKKIoaGhRffbv38\/77zzzqqP+0u\/9EsMDAx0v44cObKlP4cQYnPIe1eI3Ufet0LsTvLeFUJsN+Wcc9s9CAClFH\/4h3\/ID\/7gD656zMWLF7nlllv4\/Oc\/zw\/\/8A\/zB3\/wB\/zET\/zEoqgvwMc+9jGOHTvGb\/7mb674OCtFio8cOcL09DT9\/f2b8vMIITafvHeF2H3kfSvE7iTvXSHEdtvx20AWOnjwILfccgunT58G4MCBAyRJwuTk5KLsisuXL\/OhD31o1ccplUqUSqUtH68QYnPJe1eI3Ufet0LsTvLeFUJstx29DWSpiYkJ3nrrLQ4ePAjA+973PsIw5Mtf\/nL3mIsXL\/L888+vGawQQgghhBBCCCHEzrWtmRWzs7OcOXOm+\/fXXnuNU6dOMTw8zPDwMJ\/97Gf5kR\/5EQ4ePMjrr7\/OP\/yH\/5DR0VF+6Id+CICBgQH+9t\/+23zmM59hZGSE4eFhfvZnf5b77ruv2x1ECCGEEEIIIYQQu8u2BiueeuopHn300e7ff+ZnfgaAH\/uxH+M3fuM3eO655\/jd3\/1dpqamOHjwII8++ij\/5b\/8F+r1evc+v\/qrv0oQBPzNv\/k3abVafOQjH+Fzn\/scxpjr\/vMIIYQQQgghhBDi3dsxBTa3U6PRYGBgQAoGCbHLyHtXiN1H3rdC7E7y3hVCXG+7qmaFEEIIIYQQQggh9j4JVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdhQJVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdhQJVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdhQJVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdhQJVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdhQJVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdhQJVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdhQJVgghhBBCCCGEEGJHkWCFEEIIIYQQQgghdpRguwcgxI3AOYdrjOOSNioqo\/pHUUpt97CEELuMfJaI3Upeu0LsTfLeFltJghVCbLF84gL5uVPY5hRYC1qja4OYoycxI4e3e3hCiF1CPkvEbiWvXSH2Jnlvi60m20CE2EL5xAWyF76KnbkKJoRSFUyInblK9sJXyScubPcQhRC7gHyWiN1KXrtC7E3y3hbXgwQrhNgizjnyc6dwWQqlKsoEKKVQJoBSFZel\/nbntnuoQogdTD5LxG4lr10h9iZ5b4vrRYIVQmwR1xj3aXFhadnePaUUhCVscwrXGN+eAQohdgX5LBG7lbx2hdib5L0trhcJVgixRVzSLvbvmZUP0Aas9ccJIcQq5LNE7Fby2hVib5L3trheJFghxBZRURm0BpuvfIDNQWt\/nBBCrEI+S8RuJa9dIfYmeW+L60WCFUJsEdU\/iq4NQhov27PnnIM0RtcGUf2j2zNAIcSuIJ8lYreS164Qe5O8t8X1IsEKIbaIUgpz9CQqCCGew+WZ70WdZxDPoYLQ3y69qIUQa5DPErFbyWtXiL1J3tviepFghRBbyIwcJrjnYXR9GPIU4jnIU3R9mOCeh6UHtRCiJ\/JZInYree0KsTfJe1tcD8F2D0CIvc6MHEYPH8I1xnFJGxWVUf2jEm0WQmyIfJaI3Upeu0LsTfLeFltNghVCXAdKKdTAvu0ehhBil5PPErFbyWtXiL1J3ttiK8k2ECGEEEIIIYQQQuwoEqwQQgghhBBCCCHEjiLBCiGEEEIIIYQQQuwoEqwQQgghhBBCCCHEjiIFNoV4l5xzUgVZCHFdyOeNEPPk\/SDE5pD3ktipJFghxLuQT1wgP3cK25wCa0FrdG0Qc\/Sk9JcWQmwq+bwRYp68H4TYHPJeEjuZbAMR4hrlExfIXvgqduYqmBBKVTAhduYq2QtfJZ+4sN1DFELsEfJ5I8Q8eT8IsTnkvSR2OglWCHENnHPk507hshRKVZQJfJ9pE0CpistSf7tz2z1UIcQuJ583QsyT94MQm0PeS2I3kGCFENfANcZ9ulxYWranTykFYQnbnMI1xrdngEKIPUM+b4SYJ+8HITaHvJfEbiA1K8SetZXFglzS9vv6QrPyAdpAGvvjhBDiXVj2eZNn4CwoDSaQzxuxK2zWOVnOv0K8e8457NQlyFLQq1wOyntJ7AAbDlYYY7h48SJjY2OLvj8xMcHY2Bh5nm\/a4MTu4JxjspUSZ5ZSoBmqhNteQXgjxYKuZfwqKoPWYHN\/sbCUzUFrf5zYNtZa3pxq0UxyapHh5sEKWktCmdhdup83aYxLY\/\/5ggOUn0yGJfm8ETvaZhXwc87RsIYIBVlGEIbLD7qO59+dOP8RYj3ZlfM0T38TPTdFkCWoLMWZAFWqQrDgPSVzWbEDbDhYsdq+pTiOiaLoXQ9I7C6XZmJeujxDI86wzqGVor8UcNdYnf310raMqVMsyGWpn8SHBmyOnbmKfebPyUePoEcOoQ\/ezpVmek3jV\/2j6NogduYqTptFkxPnHKQxuj6M6h+9Hj+yWMHLl2d48fIMae46l3V88+1p7h6rc+dYfbuHJ0TPVP8oKqrMp+J2P28c5CnkqT9GPm\/EdWatxV48g2vNoip96IO3LwsIr3VOdi98Fe55uKeARXe+0Va8V1WpxzO0ciiHAaHx74nref7difMfIdbz+ulXGXztCQKbkygDGAw5Kk+hPYMq1yEIZS4rdoyegxX\/+l\/\/a8DvYfrt3\/5t+vr6urflec5f\/MVfcOedd27+CMWOdWkm5snzk6S5oxRotFJYB5PtlCfPT\/LgTUPX\/YS9rFhQMal3WQpJCwD79qv+68UnuFS\/ncm+Yxsev1IKc\/Qk7oWv4uI5XFjyK5w2hzRGBSHm6ElZYdkmL1+e4ZmLjW6QQuPXoZPc8czFBoAELMTuJcXOxA6QvvYM+blTkCZ0M31e\/hrm6EnC2+4HVj8nYwKcNrh4jvzcKfTwoTXPl0vnG+eHTnBi\/BmCrE3bhhBFBMpet\/PvTpz\/CLGet5\/9OvvefhaNP4dUXF78SeFwPuup3YRKn8xlxY7Rc7DiV3\/1VwF\/4vnN3\/xNjJnfKxhFEbfeeiu\/+Zu\/ufkjFDuSc46XilXrSqi7H2RGQUVpWpnlpcszjPVF1\/VDbqViQS5uQdxccqRC5Qm3T72EVooLQ8c3PH4zchjueXg+tTWNfWprfVh6U28jay0vXp7B4YMUnX8\/RbFHE3jx8gwnRmuyJUTsCq4xjptrrH3MXAPXGEcN7LtOoxI3svS1Z8hf\/YYPnCmN\/4QF0th\/Hwhvu3\/dAn5uQQG\/1V67K803pqtjnN53kiOTr1JJZ7FxE8Lgupx\/d+r8R4i1JGdPMfj2Myx9RRYzZWyxrKOKRTeZy4qdoudgxWuvvQbAo48+yhe+8AWGhoa2bFBi55tspTTijFKgV5yAREbTiDMmWynD1eu3PWjFwlvJ3PLjlCJ3YHDcPP0qFwaO+T3hbGz8ZuQwevjQlhXyFBv35lSLNHcoWPG1qZwjzR1vTrW4dbi2PYMUYgNs3IIsWfugLMHGLWnxJbactdZnVHQCFWrJq875280t921KMczV5htTlX1MlUeptKcwWczdN40yOHZwy8+\/O3X+I8RqrLWk506teX5QWJq6SlWllI4+gLnlHpnLih1hwzUrvvKVr2zFOMQuE2e2u0dzJUZB6hxxZq\/ruJYWvnRpe\/WUaaWxzhLYjLHmBS7Xj3Rv2sj4lVKymrmDNJO8m1WxEgXY4jghdgPXuNL7cWM3b\/FoxI3OXjzjt36sFKjo\/D1NsBfPoPuG3nUx6jXnG0oxVx6knVnalaHrcnG1U+c\/QqzGXjyDzlNyYJWwIQow5Fgdoof2S6BC7BgbDlbkec7nPvc5\/vt\/\/+9cvnwZaxd\/GP\/5n\/\/5pg1O7FwL92iaFT7PcgdaKUrB1qzzrdYCbWnhS2wPwQYcpWxx9sVWj19snVpk\/JYPWJbuyILv16LVTtlC7Cy9lqiQUhbienCtWVb\/hO0e5YtuHjq+bjFqVR\/2tS2uvLViduJ2zzeW2mnjEWIt3RaluDXnRgCRzcj7hqSgpthRNvxJ+vf\/\/t\/n7\/\/9v0+e59x7773cf\/\/9i7424i\/+4i\/4vu\/7Pg4d8oWV\/uiP\/m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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [109]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P-R_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Q-T_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P_Int\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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GR2W+relNT8959jJdltJq\/d7i8gihFQAAdjqXsAdsUhHgAAYDv0oAAO43K5VFpaanUZQfl8Ps2cOVOS9Nxzz8nlcllcUcfsXBsQDQgogMMYhqHExESryzgnl8vVK+oE0DM4xAMAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIAAGyHgAIA6FBZWZlmzZqlsrIyq0uBwxBQAABB+Xw+FRYW6siRIyosLJTP57O6JDgIAQUAEFRxcbGOHz8uSTp+\/LhKSkosrghOQkABALTj8XhUUlIi0zQlSaZpqqSkRB6Px+LK4BQEFEAcZwfaMk1TRUVFHW5vDS1ATyKgwPE4zg4Eqq6uVnl5uZqbmwO2Nzc3q7y8XNXV1RZVBichoMDxOM4OBHK73RozZoxiY2MDtsfGxmrs2LFyu90WVQYnIaDA0TjODrRnGIYWL17c4XbDMCyoCk5DQIFjcZwd6Fh2drby8vL8YcQwDOXl5emCCy6wuDI4BQEFjsVxduDs5s2bp7S0NElSenq68vLyLK4ITkJAgWNxnB04O5fLpaVLlyojI0NLliyRy+WyuiQ4CAEFjsVxduDcJkyYoF\/\/+teaMGGC1aXAYQgocDSOswOAPRFQ4HgcZwcA+yGgwPE4zg4A9hNndQGAHUyYMIFj7ABgI\/SgAAA6xHmqYBUCCgAgKM5TBSuFFFCeeOIJjRo1SikpKUpJSdG4ceP0n\/\/5n\/520zS1atUqZWVlKTExUZMmTdKBAwcCrqOxsVGLFi1Senq6+vbtq+uvv55lxQHAhjhPFawUUkDJzs7Wgw8+qD179mjPnj362te+ppkzZ\/pDyLp16\/TII4\/oscceU3l5uTIzMzV16lSdPHnSfx35+fnasWOHtm\/frjfeeEP19fW67rrr2q3mCaB3ME1TDQ0NYbm0\/Yb++uuvh+16GxoaOHVBiDhPFaxmmN181Q4YMEAPPfSQbr31VmVlZSk\/P1\/33nuvpC96SzIyMvTjH\/9Yt99+u+rq6jRw4EBt2bJFN910kyTpk08+UU5Ojl566SVNnz69U7fp9XqVmpqquro6paSkdKd8AN3U0NDQ6deulUpLS5WYmGh1Gb2CaZpatmyZ9u7dq5aWFv\/2mJgY5ebm6uGHH2YhQ3RJKJ\/fXR6D0tzcrO3bt+uzzz7TuHHjdPDgQdXW1mratGn+fRISEjRx4kTt3r1bkrR3716dPn06YJ+srCyNGDHCv08wjY2N8nq9ARcgnJ5++mlNmjRJTz\/9tNWlAJZrPU9V23AiSS0tLZynChET8jTjyspKjRs3Tj6fT8nJydqxY4cuu+wyf8DIyMgI2D8jI8P\/ZK6trVV8fLz69+\/fbp\/a2toOb3Pt2rVavXp1qKUCnfK3v\/1NW7ZskWma2rJli7797W\/rvPPOs7qsXsPlcqm0tLTb1\/Pxxx\/rtttuC\/hQjI2N1c9\/\/vOwrOzL+jad53a7NXLkSFVWVrZrGzVqFOepQkSEHFAuueQS7du3T3\/729\/0m9\/8RvPnz9euXbv87Wd2+5mmec6uwHPts3z5ci1ZssT\/u9frVU5OTqilA0EtX7484Dj7fffdpw0bNlhcVe9hGEa3D52Ypqknnnii3Tf25uZmPfHEExxSsAD3N6wW8iGe+Ph4XXTRRRo9erTWrl2rr3zlK\/rJT36izMxMSWrXE3L06FF\/r0pmZqaampp04sSJDvcJJiEhwT9zqPUChMOePXvazTTbv3+\/9uzZY1FFztR6SCEYDilEXnV1tSoqKoK2VVRU8HggIrq9DoppmmpsbNTQoUOVmZmpnTt3+tuampq0a9cujR8\/XpKUm5urPn36BOxTU1Oj\/fv3+\/cBIqWlpUUrV64M2rZy5cp23+bRcwYPHqzk5OSgbcnJyRo8eHCEK3K21kM8wXCIB5ES0iGe++67TzNmzFBOTo5Onjyp7du3649\/\/KNefvllGYah\/Px8FRQUaNiwYRo2bJgKCgqUlJSkuXPnSpJSU1O1YMECLV26VGlpaRowYICWLVumkSNHasqUKT3yDwIdefPNN1VfXx+0rb6+Xm+++SbL30dIdXX1WR+L6upqDR06NMJVORuHeGC1kALKkSNHdPPNN6umpkapqakaNWqUXn75ZU2dOlWSdM8996ihoUELFy7UiRMndOWVV+qVV15Rv379\/NdRVFSkuLg4zZ49Ww0NDZo8ebI2bdqk2NjY8P5nwDmcf\/753WoHolVnDvEMGTIkskXBcbq9DooVWAcF4WCapv75n\/9Z77\/\/fru2Sy+9VE8++STfIiOkublZkydPDnpYLSYmRn\/4wx\/4EhNBHa2DEhsbq9zcXD300EO8NtAlEVkHBejtDMPQ\/fffH7Tt\/vvv5w04gt56660Ox\/y0tLTorbfeinBFzmYYhhYvXtzuNdDRdqAnEFDgaNnZ2Zo9e3bAtptuuiks626g8zjcZj\/Z2dm67LLLArZddtllvDYQMQQUON5tt93mX8cjKSlJCxYssLgi53G73YqJCf52FBMTw6wRC3g8nnZT8A8cOMC5eBAxBBQ4nsvl0sqVK5WRkaEf\/ehHrDhqAQ7x2ItpmioqKgp6KKeoqIgTLyIiQl5JFohGEyZMYEqxhcaNG6eUlJSg59lKTU3VuHHjLKjKuTpaOK+5udm\/cB6zeNDT6EEBYLmYmBitWrUqaNvq1as7PPyDnuF2uzVmzJh2M6diY2M1duxYDrkhInjVA7CF0aNHt1u9dNSoUbriiissqsi5WmfrBDuUwyweRAoBBYBtPPDAA\/7ekpiYGK1Zs8biipwrOztbw4cPD9g2fPhwZvEgYggoAGzjvPPO07x58xQTE6N58+bpvPPOs7okx\/J4PHr33XcDtr377rvM4kHEsJIsACBA60qyb7\/9tpqbm\/3bY2NjdcUVV+jhhx\/mMA+6hJVkAfRaZWVlmjVrlsrKyqwuxbFaZ\/G0DSdS4CweoKcRUADYhs\/nU2FhoY4cOaLCwkL5fD6rS3Kk1lk8Z86eiomJYRYPIoaAAsA2iouLdfz4cUnS8ePHVVJSYnFFztQ6i+fMxfNaWlqYxYOIIaAAsAWPx6OSkhL\/1FbTNFVSUsKgTIvU1tYG3V5TUxPhSuBUBBRAjHuwWuvS6h1t74Vj+Xu1lpYWrVy5MmjbypUrOzwtARBOBBQ4HuMerMegTHt58803VV9fH7Stvr5eb775ZoQrghMRUOB4jHuwHoMy7SUzM7Nb7UA4EFDgaIx7sIeOllY3TZNBmRY41\/3N44FIIKDAsRj3YH+GYfA4AA5FQIFjMe7BPlpD4ZmHeAzDICxagB4U2AEBBY7FKeXtg7AI4EwEFDhW67iHjrbzLTFyCIv24na75XK5gra5XC4eD0QEAQWOlp2drcsuuyxg22WXXcYp5SOMsGgv1dXVHU639\/l89GghIggocDSPx6MDBw4EbDtw4ACzeCyQnZ2tvLw8fxgxDEN5eXmERQt8\/PHH3WoHwoGAAsdqHZgZ7Ns5AzOtMW\/ePKWlpUmS0tPTlZeXZ3FFznTllVd2qx0IBwIKHIuBmfbjcrm0dOlSZWRkaMmSJR2Og0DPeuGFF7rVDoQDAQWOxcBMILj09PRutQPhQECBYzEw0358Pp8KCgp05MgRFRQUcF4ki5xr3A\/jghAJBBQ4WnZ2tm666aaAbTfddBNvwBbZtGmTTp48KUk6efKkNm\/ebHFFzlRTU9OtdiAcCCgAbMHj8Wjbtm0B27Zu3cqMKgtkZGR0qx0IBwIKHM3j8ejZZ58N2Pbss8\/yoRhhpmlq7dq1QU8WGGw7elZlZWW32oFwIKDAsThZoH1UVVV1+KFXWVmpqqqqyBbkcF\/96le71Q6EAwEFjsU0YyC4oUOHKjs7O2hbTk6Ohg4dGuGK4EQEFDgW04ztw+12Kzk5OWhbcnIyjwXgQAQUOBbTjO3j0KFDqq+vD9pWX1+vQ4cORbgiZzt48GCH47AOHz6sgwcPRrgiOBEBBY7GNGN7cLvdGjlyZNC2UaNG0YMSYfv27etWOxAOBBQAtkCPlX1cf\/313WoHwoGAAkdjmrE9VFdXq6KiImhbRUUFA5Yj7FzPf14fiAQCChyLacb20TpgOSYm8C2JAcvW6GgGT2fbgXCIs7oAwCqt04zP1Haa8ZAhQyJfmAO1Dky++eabg27n8E\/nmKYZlvMX\/f73vz9r+44dO3Tdddd1+fpdLhePKc6JgIJeJ1xvwoMGDVJubq7eeecdtbS0+LfHxsbq8ssv16BBg9TQ0NCt2+CNuPOys7OVl5enLVu2yDRNGYahvLw8BiyHwOfzafr06T1+O48++qgeffTRLv99aWmpEhMTw1gRohEBBb1OT78JNzc3a8+ePbr22mu7fV28EYdm3rx5eumll3Ts2DGlp6crLy\/P6pIAWISAAsA2XC6Xli5dqvXr1ys\/P18ul8vqknoVl8ul0tLSbl+PaZpasWKF9u7d265t9OjRWrNmTbd6Bnlc0RmG2QtHAnq9XqWmpqqurk4pKSlWl4MIC9chnlZ1dXWaPXu2JCktLU2\/+MUvwvYGyiEe9FYej0fz5s0LOPwZExOjkpISDruhy0L5\/KYHBb2OYRg9dtjkrrvuUv\/+\/XvkuoHeJDs7W9\/5zne0detW\/7abb76ZcIKIYZox0MZVV11ldQmAbbRdZZkxQYg0AgoAIKi2hzoXLVrE2BFEFAEFAHBO9C4i0ggoAADAdggoAAD0AmVlZZo1a5bKysqsLiUiCCgAANicz+fT2rVrdeTIEa1duzasSy3YFQEFAACb27Rpk7xer6Qv1hLZvHmzxRX1PAIKAAA25vF4tG3btoBt27Ztk8fjsaiiyAgpoKxdu1ZjxoxRv379NGjQIH3rW9\/S+++\/H7CPaZpatWqVsrKylJiYqEmTJunAgQMB+zQ2NmrRokVKT09X3759df3110f9HQ0AQKhM09SDDz6oMxd9b2lpCbo9moQUUHbt2qU777xTb731lnbu3KnPP\/9c06ZN02effebfZ926dXrkkUf02GOPqby8XJmZmZo6dapOnjzp3yc\/P187duzQ9u3b9cYbb6i+vl7XXXedmpubw\/efAQDQy1VVVamioiJoW0VFhaqqqiJbUASFtNT9yy+\/HPD7xo0bNWjQIO3du1dXX321TNPU+vXrtWLFCt1www2SpM2bNysjI0Nbt27V7bffrrq6Oj3zzDPasmWLpkyZIkkqLi5WTk6OXn311YicKhwAANhbt8ag1NXVSZIGDBggSTp48KBqa2s1bdo0\/z4JCQmaOHGidu\/eLUnau3evTp8+HbBPVlaWRowY4d\/nTI2NjfJ6vQEXAACi3ZAhQzRy5MigbaNGjdKQIUMiW1AEdTmgmKapJUuW6J\/+6Z80YsQISVJtba0kKSMjI2DfjIwMf1ttba3i4+PbnZCt7T5nWrt2rVJTU\/2XnJycrpYNAECvYRiGli9f3u6s6B1tjyZdDig\/\/OEPVVFR0W5ksaR2d5hpmue8E8+2z\/Lly1VXV+e\/HD58uKtlAwDQq2RnZ2vOnDkB2+bOnRv1Z5buUkBZtGiRnn\/+eb322mvKzs72b8\/MzJSkdj0hR48e9feqZGZmqqmpSSdOnOhwnzMlJCQoJSUl4AIAgFPccsst6tevnyQpJSVF8+fPt7iinhdSQDFNUz\/84Q\/129\/+Vv\/1X\/+loUOHBrQPHTpUmZmZ2rlzp39bU1OTdu3apfHjx0uScnNz1adPn4B9ampqtH\/\/fv8+TuG0ZYsBAF3jcrl03333KSMjQ8uXL3fEmaVDmsVz5513auvWrXruuefUr18\/f09JamqqEhMTZRiG8vPzVVBQoGHDhmnYsGEqKChQUlKS5s6d6993wYIFWrp0qdLS0jRgwAAtW7ZMI0eO9M\/qcQKfz6fCwkIdO3ZMhYWFys3NdcQTDgDQNRMmTNCECROsLiNiQgooTzzxhCRp0qRJAds3btyoW265RZJ0zz33qKGhQQsXLtSJEyd05ZVX6pVXXvF3TUlSUVGR4uLiNHv2bDU0NGjy5MnatGmTYmNju\/ff9CLFxcU6duyYJOnYsWMqKSnRggULLK4KAAB7MMxeuAyd1+tVamqq6urqeuV4FI\/Ho3nz5qmlpcW\/LTY2Vlu2bAkY04PIaGho8K+\/U1paqsTERIsrAuyB14a9lJWVaf369crPz++1PSmhfH5zLp4IM01TRUVFQZctDrYdAACfz6eCggIdOXJEBQUFnM0Y4VddXa3y8vJ2QcQ0TZWXl6u6utqiygAAdrVp0yb\/KWNOnjzJ2YwRfoMHD+6wWyslJUWDBw+OcEUAADsLdjbjrVu3Rv1JdgkoEXbo0KEOl+r3er06dOhQhCsCANiVaZpau3Zt0F73YNujCQElwtxut8aMGRN02eKxY8fK7XZbVBkAwG6qqqpUWVkZtK2yspKzGSN8DMPQ4sWLdfPNN6u5udm\/PTY2VosXL47q8yoACGSapq0HO7atzc51ulwu3jujEAHFAtnZ2crLy9OWLVv85yDKy8uL+vMqAAjk8\/n803jtbubMmVaX0KFongLtdruVnJys+vr6dm3JyclR3etOQLHIvHnz9Lvf\/U5er1cpKSnKy8uzuqQew7fE8OGbIuAshw4dChpOJKm+vl6HDh3SkCFDIltUhBBQLNQ6uKntgm3RiG+J4RPN3xSd7l5J8VYXcQZT0um\/\/9xHkp2icZOkH1tdRAS0zvwMNrki2md+ElAsUlxc7E\/F9fX1LHUPOFy8pHhbRYAvJFhdQIeid\/ZKW52Z+UkPCsLG4\/GopKTE34NimqZKSko0ffr0qF\/q\/vGr\/6aEWHu9sZim1PT3Tqz4GMluR1Aamw3d+fp5VpcBwAJut1sjR44MOpNn1KhRjEFB+LQudd\/R9ocffjiqxxgkxJpy2fCckPY+aGKvQAcgsqL5M+FsWAclwlqXum87xViSmpubWeoeABCgurpaFRUVQdsqKiqi+jODgBJhrQu1xcQE3vWxsbEs1AYACODkzwwCSoS1LtQWbNliFmoDALTV+pkRbPXxaP\/MIKDYhGmaUX1OBQBA17Qu7tkaRpyyuCcBJcJaB8MGS8NFRUWEFMBB2r7emyQ1yeTS6Uvw+zFazZs3T2lpaZKk9PT0qF7csxWzeCKsdZDsmVpaWvyDZKN1TjuAQI2Njf6fnbDoWE9pbGxUUlKS1WX0KJfLpa9\/\/esqLi7WjBkz5HK5rC6px9GDEmGtA55iYwPn2jphwBMAoGt8Pp9eeukltbS06KWXXrL9aTnCgR6UCGsd2DRv3rx2bdE64Klt92tj81l2RFBt7zMndGU7SULCP9ZpteNS93bWdqn7tvdjtCouLtbx48clScePH3fE6uMEFAtkZ2dr+PDhASsDDh8+PGoHPLXtxr7z9f4WVtL7OaEr20nafiGx61L39vWPsB6NX+zacurq4xzisYDH49G7774bsO3dd9+Vx+OxqCIAgB2da\/XxaO5VpQclwpy41H3b7tfHrz6hBBsudW9njc3\/6HlyQlc2gH\/oaGJF29XHo3ViBQElwpz4ZGsbuBJiZctz8fQW0RZeAZxd68SKPXv2BPSWGIahMWPGRPXECg7xRFjrky0YZvEAANoyDENz5swJuvr4nDlzovpLCz0oEdb6ZAvWixLtTzYAHfti4TF7jScwJZ3++899JFsN4W069y5RwTRNbdu2TYZhtOtB2bp1q6644oqo\/dwgoESYaZp68skng7b97Gc\/01NPPRW1TzYAHWOhNgTT0bAA0zSjdlhAKw7xRFhVVZXef\/\/9oG3vv\/++qqqqIlsQAMC23G63Ro0aFbRt1KhRUT0sgB6UCPv444\/P2T506NAIVRN5jc2GbNeNbUpNLV\/8HB8j2a0D64v7DNHI5XKptLTU6jI65PP5NHPmTEnSc889Z9vl1e1aV7gcPXo0pO3RgoASYePHj1dycrLq6+vbtSUnJ2v8+PEWVBU5d75+ntUlALZhGIYSExOtLqNTXC5Xr6k1mnz00Ueqra0N2lZbW6uPPvpIX\/rSlyJcVWRwiCfCYmJitGjRoqBtd999t2JieEgAAF947bXXutXem9GDEmGmaerFF18M2vbCCy9o2rRpUTdIlm7s8LFzbQDCb\/78+frlL3951vZoRUCJsKqqKlVUVARtq6ioUFVVVdSNQaEbGwC6pjPjFpnFg7A413kTovm8CgCA0AwePFgpKSlB21JSUjR48OAIVxQ5BJQIO9fhm2g7vAMA6LpDhw7J6\/UGbfN6vTp06FCEK4ocDvFEmNvtlsvlks\/na9eWmJgY1XPaAcApTNMM+j4fqkGDBik3N1d79+4N2G4YhnJzczVo0CA1NDR06zZcLpctvxwTUCKsurq6wydtQ0ODqquro24MCgA4jc\/n0\/Tp03vs+k3T1J49e3Tttdd2+7pKS0ttOfaOQzwR1pkBTwAAOB09KBHm9IXaAMAJwr28Ql1dnWbPni1JSktL0y9+8YuwLTtg1+ULCCgRFhMTo3\/7t3\/TkiVL2rWtWbOGhdoAIAr05PIKd911l\/r3798j120nfBpaYPTo0e2euImJibriiissqggA0FtcddVVVpcQEQQUC+zZs6fdqOuGhgbt2bPHoooAALAXAkqEtbS0aOXKlUHbVq5cqZaWlghXBACA\/RBQIuzNN98MOkBWkurr6\/Xmm29GuCIAAOyHgBJh559\/frfaAQBwAgJKhA0ZMkRJSUlB25KSkqL2pE8AAISCacadFK5liw8dOqRTp04FbTt16pQ++OCDbp\/8ya7LFgMA0FkElE7q6WWLW33\/+9\/v9nXYddliAAA6i0M8AADAduhB6aRwL1v8zDPP6Fe\/+pX\/97lz52r+\/PlhuW67LlsMAEBnEVA6KdzLFufl5fkDSnp6um655RaCBYBuCddYuVZtryuc18s4OXQGAcUibcPIokWLCCcAuq0nx8rNnDkzbNfFODl0BmNQbMAp51UAAKCzQu5Bef311\/XQQw9p7969qqmp0Y4dO\/Stb33L326aplavXq2nnnpKJ06c0JVXXqnHH39cw4cP9+\/T2NioZcuWadu2bWpoaNDkyZO1YcMGZWdnh+WfQnTrLd3YEl3ZiKxwj5UzTVONjY2SpISEhLA9l+kxRmeEHFA+++wzfeUrX9H3vvc93Xjjje3a161bp0ceeUSbNm3SxRdfrDVr1mjq1Kl6\/\/331a9fP0lSfn6+XnjhBW3fvl1paWlaunSprrvuOu3du1exsbHd\/68Q1XpLN7ZEVzYiK9xj5SR1uLBktAn3F59w68kvUuEUzi9lIQeUGTNmaMaMGUHbTNPU+vXrtWLFCt1www2SpM2bNysjI0Nbt27V7bffrrq6Oj3zzDPasmWLpkyZIkkqLi5WTk6OXn311YisNQIAQFuRWusqHML9RSqcwvmlLKyDZA8ePKja2lpNmzbNvy0hIUETJ07U7t27dfvtt2vv3r06ffp0wD5ZWVkaMWKEdu\/eHfQJ0tjY6O9mlCSv1xvOstHL9JZubImubADoqrAGlNraWklSRkZGwPaMjAxVV1f794mPj1f\/\/v3b7dP692dau3atVq9eHc5S0YvRjQ2gJ13\/1YWKi+ljdRkBTNNUc8vnkqTYmDhbjW37vOW0nt+3IezX2yPTjM+840zTPOedebZ9li9friVLlvh\/93q9ysnJ6X6hAACcIS6mj+Ji460uo50+SrC6hIgKa0DJzMyU9EUvyfnnn+\/ffvToUX+vSmZmppqamnTixImAXpSjR49q\/PjxQa83ISFBCQmhPTAMeAofZqIAACItrAFl6NChyszM1M6dO3X55ZdLkpqamrRr1y79+Mc\/liTl5uaqT58+2rlzp2bPni1Jqqmp0f79+7Vu3bqw1cKAp\/BhJgoAINJCDij19fX68MMP\/b8fPHhQ+\/bt04ABAzR48GDl5+eroKBAw4YN07Bhw1RQUKCkpCTNnTtXkpSamqoFCxZo6dKlSktL04ABA7Rs2TKNHDnSP6sHAIBIMk3T\/\/PnzactrKT3aXt\/tb0fuyvkgLJnzx5dc801\/t9bx4bMnz9fmzZt0j333KOGhgYtXLjQv1DbK6+84l8DRZKKiooUFxen2bNn+xdq27RpU4+tgfLZFXlSjM1W9TdN6e8DnhQTJ9ntEErL5+r7donVVQBARLSdKfr8\/4R\/wKdTNDY2hm3SQcif2pMmTTprQjIMQ6tWrdKqVas63MflcunRRx\/Vo48+GurNd01MnBRrrxHZX7DfICwAAOzAZt0K4RMQouiuC10PddkBgB21nYhx\/VcWKs6WX2rt6fPm0\/5ep1AntJxN1AaUtt11fd\/ZamElvV84u+wAwI7azlSMi7XnNOPeIJwzPjmbMQAAsJ2o7UFp28302eVzbToGxcaaT\/t7nsLZZQcAQGdEbUAJ6Gay2wwZyf6zeNrUwyJtAIBIi9qA0hbTZQEAnfV5i\/0mVtj9XDw9wREBBQCAzuqJE98hdFEbUFwul0pLS60uo0M+n8+\/xP1zzz0nl8tlcUUds3NtAIDoFLUBxTCMXnP+GJfL1WtqBYBoxJfa8AhnXVEbUAAA6Cy+1NoP66AAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbIaAAAADbYZpxJ5mmKZ\/PF7bra3td4bxe6YspaHZaBhkAgFARUDrJ5\/Np+vTpPXLdrYvvhEtpaakj5sgDAKIXh3gAAIDt0IPSSeFeBnnTpk3avn27TNOUYRiaM2eO5s+fH5brtusSyAAAdBYBpZPCuQyyx+PRr371K5mmKemL8S2\/+tWvdN111yk7OzsstwEAQG\/GIZ4IM01TRUVFHW5vDS0AADgZASXCqqurVV5erubm5oDtzc3NKi8vV3V1tUWVAQBgHxziiTC3260xY8bo7bffDggpsbGxys3NldvttrA6AEA4sDRF9xlmLzym4PV6lZqaqrq6OqWkpFhdTsg8Ho9uvvnmgIASFxenLVu26IILLrCwMgBAODQ0NPTY0hThFsmlKUL5\/OYQjwWys7OVl5fnT6yGYSgvL49wAgDA39GDYhGfz6e5c+fq2LFjGjhwoEpKSpgeDABRItyHeEzT1J\/+9Cc99dRTuvPOOzVu3LiwXXckD\/GE8vlNQLFQWVmZ1q9fr\/z8fE2YMMHqcgAANuXz+fTtb39bXq9XKSkp+o\/\/+I9e+aWWQzy9xIQJE\/TrX\/+acAIAOKtNmzbJ6\/VK+uJDfvPmzRZX1PMIKAAA2JjH49G2bdsCtm3btk0ej8eiiiKDgAIAgE2ZpqkHH3yw3SKeLS0tQbdHEwIKAAA2VVVVpYqKiqBtFRUVqqqqimxBEURAAQAAtkNAAQDAptxut5KTk4O2JScnR\/Xq4wQUAABs6tChQ6qvrw\/aVl9fr0OHDkW4osghoAAAYFOt5287cyE1wzA0duxYelAAAEDkGYahxYsXKyYm8OM6NjZWixcvtuVJ\/sKFgAIAgI059fxtBBQAAGxu3rx5SktLkySlp6crLy\/P4op6HgEFAACbc7lcWrp0qTIyMrRkyZJeeR6eUHGyQAAAEBGcLBAAAPRqBBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7cVYXANjB1Vdf7f\/59ddft7ASAAhu4sSJMk1ThmFo165dVpfT4yztQdmwYYOGDh0ql8ul3Nxc\/elPf7KyHDjUE088cdbfAcBqzz\/\/vFrP7Wuapp5\/\/nmLK+p5lgWUZ599Vvn5+VqxYoXeeecd\/b\/\/9\/80Y8YMHTp0yKqS4FDbtm076+8AYLWHH374rL9HI8sCyiOPPKIFCxbotttu05e\/\/GWtX79eOTk5fHtFRF177bUhbQeASJs7d25I26OFJQGlqalJe\/fu1bRp0wK2T5s2Tbt37263f2Njo7xeb8AF6K5PP\/1Up06dCtp26tQpffrppxGuCAAC1dfXy+PxBG3zeDyqr6+PcEWRY0lAOXbsmJqbm5WRkRGwPSMjQ7W1te32X7t2rVJTU\/2XnJycSJWKKDZr1qxutQNAT5s\/f3632nszSwfJGoYR8Hvr6OQzLV++XHV1df7L4cOHI1Uiotivf\/3rbrUDQE\/bvHlzt9p7M0umGaenpys2NrZdb8nRo0fb9apIUkJCghISEiJVHhxiwIABSkpKCnqYJykpSQMGDLCgKgD4h+TkZGVnZwc9zON2u5WcnGxBVZFhSQ9KfHy8cnNztXPnzoDtO3fu1Pjx460oCQ718ssvh7QdACJt69atQbdv2bIlwpVElmWHeJYsWaKnn35av\/jFL\/SXv\/xFixcv1qFDh3THHXdYVRIcas6cOWf9HQCstmzZsrP+Ho0Ms3XlFwts2LBB69atU01NjUaMGKGioqKAFT074vV6lZqaqrq6OqWkpESgUkQ7VpIFYHfRsJJsKJ\/flgaUriKgAADQ+4Ty+c3JAgEAgO0QUAAAgO0QUAAAgO0QUAAAgO0QUAAAgO0QUAAAgO0QUAAAgO0QUAAAgO0QUAAAgO1Ycjbj7mpd\/Nbr9VpcCQAA6KzWz+3OLGLfKwPKyZMnJUk5OTkWVwIAAEJ18uRJpaamnnWfXnkunpaWFn3yySfq16+fDMOwupwu83q9ysnJ0eHDhzmnkMV4LOyDx8JeeDzsIxoeC9M0dfLkSWVlZSkm5uyjTHplD0pMTIyys7OtLiNsUlJSeu2TLdrwWNgHj4W98HjYR29\/LM7Vc9KKQbIAAMB2CCgAAMB2CCgWSkhI0P3336+EhASrS3E8Hgv74LGwFx4P+3DaY9ErB8kCAIDoRg8KAACwHQIKAACwHQIKAACwHQIKAACwHQLKGQ4fPqwFCxYoKytL8fHxcrvduvvuu3X8+HH\/PpMmTZJhGDIMQ\/Hx8frSl76k5cuXq7GxMeC6XnvtNV1zzTUaMGCAkpKSNGzYMM2fP1+ff\/75Oev44x\/\/6L+NmJgYpaam6vLLL9c999yjmpqasP\/fvcUtt9ziv1\/69OmjCy+8UMuWLdNnn30WdP9Vq1YF3I9ZWVnKy8vT4cOHO32bkyZNUn5+fqf3r6qqkmEY2rdvX6f\/pjfrzGumVet9c7bLqlWrznp7Xbl\/V61apa9+9auh\/WNR4lz39y233NKp6\/jd737X6dvctGmTzjvvvC7XHM1CfQ9r5cTnPQGljY8++kijR4\/WX\/\/6V23btk0ffvihfvazn+kPf\/iDxo0bp08\/\/dS\/7\/e\/\/33V1NToww8\/1Lp16\/T4448HvLEeOHBAM2bM0JgxY\/T666+rsrJSjz76qPr06aOWlpZO1\/T+++\/rk08+UXl5ue699169+uqrGjFihCorK7v1vzY1NXXr76107bXXqqamRh999JHWrFmjDRs2aNmyZR3uP3z4cNXU1Mjj8ejZZ59VZWWlZs+eHcGKo1corxnpi\/Nn1dTU+C9Lly71Pz6tl7M9lghd2\/t2\/fr1SklJCdj2k5\/8xOoSHSfU9zDHMuF37bXXmtnZ2eapU6cCttfU1JhJSUnmHXfcYZqmaU6cONG8++67A\/a54YYbzCuuuML\/e1FRkTlkyJAu1\/Laa6+ZkswTJ04EbD916pR5ySWXmBMmTPBvC1bPzJkzzfnz5\/t\/d7vd5r\/\/+7+b8+fPN1NSUszvfve7Xa7NSvPnzzdnzpwZsO22224zMzMzg+5\/\/\/33m1\/5ylcCtv30pz81JZl1dXWdus0z71+3220+8MAD5ve+9z0zOTnZzMnJMZ988kl\/u6SAy8SJEzt1O71RZ18zHQn2+JzLwYMHTUnmO++8Y5rmP14rr776qpmbm2smJiaa48aNM9977z3TNE1z48aN7R6TjRs3hnSb0WLjxo1mampqyH8nydyxY4dpmv+4\/3\/zm9+YkyZNMhMTE81Ro0aZu3fvNk3zH49H28v9998fvn+ilwv1PayVE5\/39KD83aeffqrS0lItXLhQiYmJAW2ZmZnKy8vTs88+G\/QU0f\/zP\/+jsrIy9enTJ+Bvampq9Prrr4e1zsTERN1xxx0qKyvT0aNHQ\/rbhx56SCNGjNDevXv1ox\/9KKx1WSkxMVGnT5\/u1L61tbX67W9\/q9jYWMXGxnb5NgsLCzV69Gi98847WrhwoX7wgx\/ovffekyT9+c9\/liS9+uqrqqmp0W9\/+9su346ddec10xNWrFihwsJC7dmzR3Fxcbr11lslSTfddFO7npqbbropIjVFsxUrVmjZsmXat2+fLr74Ys2ZM0eff\/65xo8f366nht6BswvlPexM0fy875UnC+wJH3zwgUzT1Je\/\/OWg7V\/+8pd14sQJ\/d\/\/\/Z8kacOGDXr66ad1+vRpNTU1KSYmRo8\/\/rh\/\/1mzZqm0tFQTJ05UZmamrrrqKk2ePFnf\/e53u32Sp0svvVTSF8ckBw0a1Om\/+9rXvhZ1bxR\/\/vOftXXrVk2ePLnDfSorK5WcnKyWlhY1NDRIku666y717du3y7f79a9\/XQsXLpQk3XvvvSoqKtIf\/\/hHXXrppRo4cKAkKS0tTZmZmV2+DbsL5TUTyvO0qx544AFNnDhRkvQv\/\/Iv+sY3viGfz6fExEQlJycrLi4uqh+PSFu2bJm+8Y1vSJJWr16t4cOH68MPP9Sll16q1NRUGYbB\/d0JnXkPO5toft7Tg9JJrd8C4+PjJUl5eXnat2+f3nzzTc2ePVu33nqrbrzxRv\/+sbGx2rhxozwej9atW6esrCw98MAD\/jQbjloMwwjp70aPHt2t27WL3\/\/+90pOTpbL5dK4ceN09dVX66GHHlJycrL\/UlBQ4N\/\/kksu0b59+1ReXq4HHnhAX\/3qV\/XAAw90q4ZRo0b5f259Iw61RyvatT5PfT5fh49NOLV9TM4\/\/3xJ4jHpQdzfXRfsPezRRx\/t0nVF8+NAD8rfXXTRRTIMQ++++66+9a1vtWt\/7733NHDgQP\/I9NTUVF100UWSpOLiYg0fPlzPPPOMFixYEPB3F1xwgW6++WbdfPPNWrNmjS6++GL97Gc\/0+rVq7tc61\/+8hdJ0pAhQyRJMTEx7brRg3UXdqfHwE6uueYaPfHEE+rTp4+ysrLUp08fff755wGj2wcMGOD\/OT4+3v9YDR8+XB988IF+8IMfaMuWLV2uoe3hPOmLkBLK4Odo0NnXTFZWVoePTTi1fUxaw7vTHpNI4v7uumDvYV0VzY8DPSh\/l5aWpqlTp2rDhg3+wwCtamtrVVJS0uF0vD59+ui+++7Tv\/7rv+rUqVMd3kb\/\/v11\/vnnn3M62dk0NDToqaee0tVXX+0\/lDBw4MCAXpnm5mbt37+\/y7dhd3379tVFF10kt9vtf3HGxcXpoosu8l\/O9iH4ox\/9SNu2bdPbb7\/dI\/W19rI1Nzf3yPXbRWdfM6E8Nj0lPj4+6h8PO+H+Prtg72E9obc\/DgSUNh577DE1NjZq+vTpev3113X48GG9\/PLLmjp1qi6++GKtXLmyw7+dO3euDMPQhg0bJElPPvmkfvCDH+iVV17R\/\/7v\/+rAgQO69957deDAAX3zm9\/sdE1Hjx5VbW2tPvjgA23fvl0TJkzQsWPH9MQTT\/j3+drXvqYXX3xRL774ot577z0tXLhQf\/vb37p8P0S7Cy+8UDNnzjzr49kdgwYNUmJiol5++WUdOXJEdXV1PXI7dtCd10wkDRkyRAcPHtS+fft07NixdmsWIbyGDBmi+vp6\/eEPf9CxY8fO+sUNPae3P+8JKG0MGzZM5eXluvDCCzV79my53W7NmDFDF198scrKypScnNzh38bHx+uHP\/yh1q1bp\/r6eo0dO1b19fW64447NHz4cE2cOFFvvfWWfve73\/kHNHXGJZdcoqysLOXm5urBBx\/UlClTtH\/\/fl122WX+fW699VbNnz9f3\/3udzVx4kQNHTpU11xzTbfui2i3dOlSvfjii\/rv\/\/7vsF93XFycfvrTn+rJJ59UVlaWZs6cGfbbsIvuvGYi6cYbb9S1116ra665RgMHDtS2bdusLimqjR8\/XnfccYduuukmDRw4UOvWrbO6JEfq7c97w4zUHMBe6v7779cjjzyiV155RePGjbO6HMD2eM0ACAcCSids3LhRdXV1uuuuuxQTQ6cTcC68ZgB0F+8cnfC9731P+fn5YX2jnTFjRsDUy0hMw0R7f\/rTnzp8HOxyeKI36s5r5o477ujw8bjjjjt6oFpnKygo6PD+njFjhtXlOQbP+\/boQbHIxx9\/3G7mQ6sBAwZYMtPBiRoaGvTxxx932N46PRmRc\/ToUXm93qBtKSkpEVn0zUk+\/fTTdudMapWYmKgLLrggwhU5E8\/79ggoAADAdjjEAwAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbOf\/A+8Qt2MmPWXUAAAAAElFTkSuQmCC\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>PR \u95f4\u671f\u662f\u6307\u4ece P \u6ce2\u5f00\u59cb\u4e00\u76f4\u5ef6\u4f38\u5230 QRS \u6ce2\u7fa4\u5f00\u59cb\u7684\u65f6\u95f4\u6bb5\uff08\u4ee5\u6beb\u79d2\u4e3a\u5355\u4f4d\uff09\uff1b\u5b83\u7684\u6301\u7eed\u65f6\u95f4\u901a\u5e38\u5728 120 \u5230 200 \u6beb\u79d2\u4e4b\u95f4\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [110]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'P-R_Int'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'bar'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'P-R Interval Values'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Count'<\/span><span class=\"p\">);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [111]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'P-R_Int'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">tail<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'bar'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'P-R Interval Values'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Count'<\/span><span class=\"p\">);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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fTp0\/W\/\/\/u\/Z137xIkTdeDAAd10000655xz3O3z5s1T27ZtFRcXp9GjR2vEiBGnnTVbsmSJjh07pv79+2vatGmaPXu2x\/bT\/UyCgoKUnZ2tkSNHqnv37nr00Uf1zDPPeFz+A0zlsPg+JAAAMAwzQAAAwDgEIAAAYBwCEAAAMA4BCAAAGIcABAAAjEMAAgAAxiEAAQAA4xCAAACAcQhAAADAOAQgAABgHAIQAAAwzv8D85h5aathBDIAAAAASUVORK5CYII=\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h4 id=\"PR-%E9%97%B4%E9%9A%94%E6%95%B0%E6%8D%AE%E5%8C%85%E6%8B%AC%E5%BC%82%E5%B8%B8%E5%80%BC-0(x18)%E3%80%82%E6%88%91%E4%BC%9A%E4%BF%9D%E7%95%99%E5%AE%83%E4%BB%AC\">PR 间隔数据包括异常值 0(x18)。我会保留它们<a class=\"anchor-link\" href=\"#PR-%E9%97%B4%E9%9A%94%E6%95%B0%E6%8D%AE%E5%8C%85%E6%8B%AC%E5%BC%82%E5%B8%B8%E5%80%BC-0(x18)%E3%80%82%E6%88%91%E4%BC%9A%E4%BF%9D%E7%95%99%E5%AE%83%E4%BB%AC\">¶<\/a><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>QT \u95f4\u671f\u662f\u5fc3\u810f\u7535\u5468\u671f\u4e2d Q \u6ce2\u5f00\u59cb\u548c T \u6ce2\u7ed3\u675f\u4e4b\u95f4\u65f6\u95f4\u7684\u6d4b\u91cf\u3002 Q-T \u95f4\u9694\u6846\u4e2d\u51fa\u73b0\u7684\u5f02\u5e38\u503c\u6570\u636e\u53ef\u80fd\u4e0e T \u95f4\u9694\u6570\u636e\u7684\u5f02\u5e38\u503c\u6709\u5173\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [112]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'T_Int'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'bar'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'T Interval Values'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Count'<\/span><span class=\"p\">);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [113]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s1\">'T_Int'<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">tail<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'bar'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'T Interval Values'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Count'<\/span><span class=\"p\">);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [114]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"J\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Heart_Rate\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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BGI8wAAACjEWYAAIDRCDMAAMBohBkAAGC0KLsLcKS6K3ZXUJ9l\/V9dEVGSy2VvPV\/mxJ9XC0tPT1dVVZViY2NVWFhodzlh7Tvf+U7w623bttlYCbZv366lS5dq6tSpeuihh+wuJ6yF21gQZhrQ+v8V2F0CHGzXrl2qqqqSJFVVVWnXrl3q06ePzVWFpwULFtRbnzFjhk3VhLfq6mrl5+fr3Llzys\/PV48ePeTxeOwuKyyF41gYc5ppxYoV6ty5szwej3r06KEPPvjA7pIQpqZPn37Nddw8\/\/3f\/33Nddw8GzZsUEVFhSSpoqJCBQX8UWiXcBwLl2VZlt1FfJ3XX39dY8eO1YoVK\/TQQw\/pl7\/8pVatWqVPPvlEHTt2\/Nrj\/X6\/vF6vKisrFRcX12Aby7JUXV3d3KU3m+rqag0fPlyS9Nvf\/taxKdvj8cjlpFNgzSw3N1e7d++ut\/3BBx\/UokWLbKgofD388MO6cqX+Kc6oqCi99957NlQUvkpLSzV27FjV1tYGt0VFRemVV15Rhw4dbKws\/NxqY9GU92\/JkNNMixcv1vjx4\/XEE09IkpYuXarCwkK9\/PLL9aaZvymXy6XY2Nhm6auleTweY2r9Jq4Gy+YKl3V1dfL7\/TfcTyAQaDDISNLu3bv1pz\/9SW63+4a+R1xcnCIibnzC1OPxNEuwdOpYfPbZZw0GGUm6cuWKdu\/eraSkpBv6Hs01FlLzjIdTx8KyLC1atEh1dXUh22trazV\/\/nzl5ube8O+h08ZCcuZ4hOtYSAbMzNTU1KhVq1Z644039NhjjwW3P\/300youLtbWrVvrHRMIBBQIBILrfr9fqampX5vsnKyqqkrp6emSpMLCwls6zHz5teKba47fE8ai+dzoeDAWzYd\/G87xdWPR1JkZx18zc+7cOdXW1io5OTlke3JyssrLyxs8ZsGCBfJ6vcElNTX1ZpQKAABsYMRpJkn1pqEsy2p0amrGjBnKzs4Orl+dmYEZPB6PCgsLHTV9e9WiRYu0f\/\/+etvvu+++kN+5b6q5TzM1Rz9OHYsf\/\/jH9abTJSkiIkJr1qy54f5bYjr9Rvtw6licOXNGP\/\/5z0PGIyIiQs8\/\/3y9P0S\/CaeNxdV+nDge4TgWkgFhJjExUZGRkfVmYc6ePdvowLjd7hu+dgH2uXr9UnOeSktISGiWfl566aWQ55pctWzZsmbp32mcPBZbtmxpcCy2bNnSLP07jZPHonPnzhozZozWr18f\/ENz7Nixt\/QjC5w6HuE4FpIBp5liYmLUo0cPbdq0KWT7pk2b1K9fP5uqQjhbuHDhNddx8wwdOvSa67h5xowZE3wzTkxMVGZmps0Vha9wHAvHhxlJys7O1qpVq\/Sf\/\/mfOnTokKZNm6ZTp07ppz\/9qd2lIQz16dMn+NdYbGzsLf8Xj5N99QF5PDDPPh6PRzk5OUpOTlZ2drZjHx8RDsJxLBx\/N9NVK1as0MKFC1VWVqbu3btryZIlDU4xN6SpV0M7WTjdzQQAgHSLPWdGkiZOnKiJEyfaXQYAAHAYI04zAQAANIYwAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBotoaZTp06yeVyhSw\/\/\/nPQ9qcOnVKw4YNU+vWrZWYmKgpU6aopqbGpooBAIDTRNldwJw5czRhwoTg+m233Rb8ura2Vt\/97neVlJSkDz\/8UBUVFRo3bpwsy9KyZcvsKBcAADiM7WGmTZs28vl8De7buHGjPvnkE5WUlCglJUWSlJ+fr6ysLM2bN09xcXE3s1QAAOBAtl8z88ILLyghIUH333+\/5s2bF3IKaefOnerevXswyEhSenq6AoGA9u7d22ifgUBAfr8\/ZAEAALcmW2dmnn76aT3wwAOKj4\/X7t27NWPGDB0\/flyrVq2SJJWXlys5OTnkmPj4eMXExKi8vLzRfhcsWKDZs2e3aO0AAMAZmn1mJi8vr95FvV9d9uzZI0maNm2a+vfvr3vvvVdPPPGEVq5cqdWrV6uioiLYn8vlqvc9LMtqcPtVM2bMUGVlZXApKSlp7pcJAAAcotlnZiZPnqzRo0dfs02nTp0a3N6nTx9J0tGjR5WQkCCfz6ePPvoopM358+d1+fLlejM2X+Z2u+V2u6+vcAAAYKRmDzOJiYlKTEz8Rsfu27dPktSuXTtJUt++fTVv3jyVlZUFt23cuFFut1s9evRonoIBAIDRbLtmZufOndq1a5cGDhwor9eroqIiTZs2Td\/\/\/vfVsWNHSdLgwYPVrVs3jR07Vi+++KI+\/\/xz5ebmasKECdzJBAAAJNkYZtxut15\/\/XXNnj1bgUBAaWlpmjBhgqZPnx5sExkZqXfffVcTJ07UQw89pNjYWGVkZGjRokV2lQ0AABzGtjDzwAMPaNeuXV\/brmPHjnrnnXduQkUAAMBEtj9nBgAA4EYQZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNGi7C7gVmVZlqqrq5utvy\/31Zz9ejweuVyuZusPAICbjTDTQqqrq5Went4ifQ8fPrzZ+iosLFRsbGyz9QcAwM3GaSYAAGA0ZmZaiMfjUWFhYbP1Z1mWAoGAJMntdjfbqSGPx9Ms\/QAAYBfCTAtxuVzNfvqmVatWzdofAAC3Ak4zAQAAoxFmAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACM1qJhZt68eerXr59atWql22+\/vcE2p06d0rBhw9S6dWslJiZqypQpqqmpCWmzf\/9+9e\/fX7GxsWrfvr3mzJkjy7JasnQAAGCIFn1oXk1NjUaNGqW+fftq9erV9fbX1tbqu9\/9rpKSkvThhx+qoqJC48aNk2VZWrZsmSTJ7\/dr0KBBGjhwoIqKinT48GFlZWWpdevWysnJacnyAQCAAVo0zMyePVuStHbt2gb3b9y4UZ988olKSkqUkpIiScrPz1dWVpbmzZunuLg4FRQUqLq6WmvXrpXb7Vb37t11+PBhLV68WNnZ2XziMwAAYc7Wa2Z27typ7t27B4OMJKWnpysQCGjv3r3BNv3795fb7Q5pc\/r0aZ04ceJmlwwAABzG1jBTXl6u5OTkkG3x8fGKiYlReXl5o22url9t81WBQEB+vz9kAQAAt6brDjN5eXlyuVzXXPbs2dPk\/ho6TWRZVsj2r7a5evFvY6eYFixYIK\/XG1xSU1ObXA8AADDLdV8zM3nyZI0ePfqabTp16tSkvnw+nz766KOQbefPn9fly5eDsy8+n6\/eDMzZs2clqd6MzVUzZsxQdnZ2cN3v9xNoAAC4RV13mElMTFRiYmKzfPO+fftq3rx5KisrU7t27SR9cVGw2+1Wjx49gm1mzpypmpoaxcTEBNukpKQ0GprcbnfINTYAAODW1aLXzJw6dUrFxcU6deqUamtrVVxcrOLiYl28eFGSNHjwYHXr1k1jx47Vvn379Mc\/\/lG5ubmaMGGC4uLiJEkZGRlyu93KysrSgQMH9NZbb2n+\/PncyQQAACRJLqsFnz6XlZWldevW1dv+\/vvva8CAAZK+CDwTJ07Ue++9p9jYWGVkZGjRokUhMyv79+\/XpEmTtHv3bsXHx+unP\/2pnnnmmSaHGb\/fL6\/Xq8rKymBIAgAAztbU9+8WDTNOQZgBAMA8TX3\/5rOZAACA0QgzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBohBkAAGA0wgwAADAaYQYAABiNMAMAAIxGmAEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAoxFmAACA0QgzBtm+fbtGjRql7du3210KAACOQZgxRHV1tfLz83XmzBnl5+erurra7pIAAHAEwowhNmzYoIqKCklSRUWFCgoKbK4IAABnIMwYoLS0VAUFBbIsS5JkWZYKCgpUWlpqc2UAANiPMONwlmVpyZIljW6\/GnAAAAhXhBmHO3nypIqKilRbWxuyvba2VkVFRTp58qRNlQEA4AyEGYdLS0tTr169FBkZGbI9MjJSDz74oNLS0myqDAAAZyDMOJzL5dK0adMa3e5yuWyoCgAA5yDMGKBDhw7KzMwMBheXy6XMzEy1b9\/e5soAALAfYcYQY8aMUUJCgiQpMTFRmZmZNlcEAIAzEGYM4fF4lJOTo+TkZGVnZ8vj8dhdEgAAjuCywuDeXr\/fL6\/Xq8rKSsXFxdldDgAAaIKmvn8zMwMAAIxGmAEAAEZr0TAzb9489evXT61atdLtt9\/eYBuXy1VvWblyZUib\/fv3q3\/\/\/oqNjVX79u01Z84cnnwLAAAkSVEt2XlNTY1GjRqlvn37avXq1Y22W7NmjYYMGRJc93q9wa\/9fr8GDRqkgQMHqqioSIcPH1ZWVpZat26tnJycliwfAAAYoEXDzOzZsyVJa9euvWa722+\/XT6fr8F9BQUFqq6u1tq1a+V2u9W9e3cdPnxYixcvVnZ2Ng+NAwAgzDnimpnJkycrMTFRvXr10sqVK1VXVxfct3PnTvXv319utzu4LT09XadPn9aJEyca7C8QCMjv94csAADg1mR7mHnuuef0xhtvaPPmzRo9erRycnI0f\/784P7y8nIlJyeHHHN1vby8vME+FyxYIK\/XG1xSU1Nb7gUAAABbXXeYycvLa\/Ci3S8ve\/bsaXJ\/v\/jFL9S3b1\/df\/\/9ysnJ0Zw5c\/Tiiy+GtPnqqaSrF\/82doppxowZqqysDC4lJSXX+SoBAIAprvuamcmTJ2v06NHXbNOpU6dvWo\/69Okjv9+vM2fOKDk5WT6fr94MzNmzZyWp3ozNVW63O+S0FAAAuHVdd5hJTExUYmJiS9QiSdq3b588Hk\/wVu6+fftq5syZqqmpUUxMjCRp48aNSklJuaHQZKLt27dr6dKlmjp1qh566CG7ywEAwBFa9JqZU6dOqbi4WKdOnVJtba2Ki4tVXFysixcvSpJ+\/\/vf61e\/+pUOHDigTz\/9VKtWrdKsWbP0k5\/8JDizkpGRIbfbraysLB04cEBvvfWW5s+fH3Z3MlVXVys\/P19nzpxRfn6+qqur7S4JAABHaNFbs5955hmtW7cuuP7tb39bkvT+++9rwIABio6O1ooVK5Sdna26ujp961vf0pw5czRp0qTgMV6vV5s2bdKkSZPUs2dPxcfHKzs7W9nZ2S1ZuuNs2LBBFRUVkqSKigoVFBRo\/PjxNlcFAID9+KBJA5SWlmrs2LGqra0NbouKitIrr7yiDh062FgZAAAthw+avEVYlqUlS5Y0uj0MsigAANdEmHG4kydPqqioKGRWRpJqa2tVVFSkkydP2lQZAADOQJhxuLS0NPXq1UuRkZEh2yMjI\/Xggw8qLS3NpsoAAHAGwozDuVwuTZs2rdHt4XRHFwAADSHMGKBDhw7KzMwMBheXy6XMzEy1b9\/e5soAALAfYcYQP\/zhD0PCzMiRI22uCAAAZyDMGOK\/\/uu\/gp8mXldXpzfffNPmigAAcAbCjAFKS0tVUFAQsq2goEClpaU2VQQAgHMQZhyO58wAAHBthBmH4zkzAABcG2HG4a4+ZyYiInSoIiIieM4MAAAizDje1efJfPV0kmVZPGcGAAARZozlcrm4XgYAABFmHO\/qhb5fPc3kcrm4ABgAABFmHI8LgAEAuDbCjMPxQZMAAFwbYcbh+KBJAACujTBjAD5oEgCAxhFmDDFmzBglJCRIkhITE5WZmWlzRQAAOANhxhAej0c5OTlKTk5Wdna2PB6P3SUBAOAILisM7u31+\/3yer2qrKxUXFyc3eUAAIAmaOr7NzMzAADAaIQZAABgNMIMAAAwGmEGAAAYjTADAACMRpgBAABGI8wAAACjEWYAAIDRCDMAAMBoUXYXcDNcfcix3++3uRIAANBUV9+3v+7DCsIizFy4cEGSlJqaanMlAADgel24cEFer7fR\/WHx2Ux1dXU6ffq02rRpI5fLZXc535jf71dqaqpKSkr4jCmbMRbOwVg4B2PhHLfKWFiWpQsXLiglJUUREY1fGRMWMzMRERHq0KGD3WU0m7i4OKN\/OW8ljIVzMBbOwVg4x60wFteakbmKC4ABAIDRCDMAAMBohBmDuN1uPfvss3K73XaXEvYYC+dgLJyDsXCOcBuLsLgAGAAA3LqYmQEAAEYjzAAAAKMRZgAAgNEIMwAAwGiEGaAJXC7XNZesrCy7Sww7WVlZwZ9\/dHS0vvWtbyk3N1eXLl2yu7SwlZWVpR\/84Ad2l2GLxl77li1b5HK59Je\/\/KVFv39eXp7uv\/\/+6zqmU6dOwX9DsbGx+vu\/\/3u9+OKLX\/s5SA31s3Tp0us6prkRZmxWUlKi8ePHKyUlRTExMUpLS9PTTz+tioqKYJsBAwYEf+FiYmJ0xx13aMaMGQoEAiF9vf\/++xo4cKDatm2rVq1aqWvXrho3bpyuXLlys1\/WLaesrCy4LF26VHFxcSHb\/v3f\/93uEsPSkCFDVFZWpmPHjmnu3LlasWKFcnNz7S4LuGksy7qh\/+PnzJmjsrIyHTp0SLm5uZo5c6b+4z\/+oxkrvDkIMzY6duyYevbsqcOHD+vVV1\/V0aNHtXLlSv3xj39U37599fnnnwfbTpgwQWVlZTp69KgWLlyol156SXl5ecH9Bw8e1NChQ9WrVy9t27ZN+\/fv17JlyxQdHa26ujobXt2txefzBRev1yuXy1VvG24+t9stn8+n1NRUZWRkKDMzU2+\/\/bbdZQGN2rFjh77zne8oNjZWqampmjJlSshs4oYNG9SzZ0+1adNGPp9PGRkZOnv2bHD\/1ZmewsJC9ezZU263W+vXr9fs2bP18ccfB\/\/wXbt2bZPqufp9OnXqpCeeeEL33nuvNm7cGNz\/6aefavjw4UpOTtZtt92mXr16afPmzcH9AwYM0MmTJzVt2rTg927qa21OhBkbTZo0STExMdq4caP69++vjh07aujQodq8ebP+\/Oc\/a9asWcG2rVq1ks\/nU8eOHTVy5EgNGjQo5Bdu06ZNateunRYuXKju3bvrjjvu0JAhQ7Rq1SrFxMTY8fKAmy42NlaXL1+2uwygQfv371d6erpGjBih\/\/mf\/9Hrr7+uDz\/8UJMnTw62qamp0XPPPaePP\/5Yb7\/9to4fP97gaezp06drwYIFOnTokAYPHqycnBzdfffdwdniH\/3oR9dVm2VZ2rJliw4dOqTo6Ojg9osXL+of\/\/EftXnzZu3bt0\/p6ekaNmyYTp06JUn6zW9+ow4dOgRneMrKypr8WpuVBVtUVFRYLpfLmj9\/foP7J0yYYMXHx1t1dXVW\/\/79raeffjq4r7i42EpOTrZ69+4d3Pbqq69abrfb2rp1a0uXHvbWrFljeb1eu8sIe+PGjbOGDx8eXP\/oo4+shIQE6\/HHH7evqDD31TEJJ+PGjbMiIyOt1q1bhywej8eSZJ0\/f94aO3as9ZOf\/CTkuA8++MCKiIiwqqqqGux39+7dliTrwoULlmVZ1vvvv29Jst5+++2Qds8++6x13333XVfNaWlpVkxMjNW6dWsrOjrakmR5PB5r+\/bt1zyuW7du1rJly0L6WbJkSUibb\/Jab0RYfGq2Ex05ckSWZemuu+5qcP9dd92l8+fP67PPPpMkrVixQqtWrdLly5dVU1OjiIgIvfTSS8H2o0aNUmFhofr37y+fz6c+ffrokUce0T\/\/8z8b\/4mpQGPeeecd3Xbbbbpy5YouX76s4cOHa9myZXaXhTA1cOBAvfzyyyHbPvroI40ZM0aStHfvXh09elQFBQXB\/ZZlqa6uTsePH9ddd92lffv2KS8vT8XFxfr888+DlwmcOnVK3bp1Cx7Xs2fPZqn5X\/\/1X5WVlaXPPvtMs2bN0sMPP6x+\/foF91+6dEmzZ8\/WO++8o9OnT+vKlSuqqqoKzsw0pimvtTkRZhzK+tvV5FdPEWVmZmrWrFny+\/164YUXFBcXp5EjRwbbR0ZGas2aNZo7d67ee+897dq1S\/PmzdMLL7yg3bt3q127dra8DqAlXX3ziI6OVkpKSsj0OHCztW7dWl26dAnZVlpaGvy6rq5OTz75pKZMmVLv2I4dO+rSpUsaPHiwBg8erA0bNigpKUmnTp1Senq6ampq6n2v5pCYmKguXbqoS5cuevPNN9WlSxf16dNHjz76qKQvwk5hYaEWLVqkLl26KDY2Vj\/84Q\/r1fNVX\/damxthxiZdunSRy+XSJ5980uDtfH\/605+UlJSk22+\/XZLk9XqD\/0g2bNigu+++W6tXr9b48eNDjmvfvr3Gjh2rsWPHau7cubrzzju1cuVKzZ49u6VfEnDTNfTmATjVAw88oIMHDzb6O7t\/\/36dO3dOzz\/\/vFJTUyVJe\/bsaVLfMTExqq2tvaH64uPj9dRTTyk3N1f79u2Ty+XSBx98oKysLD322GOSvriG5sSJE1\/7vb\/utTY3LgC2SUJCggYNGqQVK1aoqqoqZF95ebkKCgoafXZJdHS0Zs6cqV\/84hf661\/\/2uj3iI+PV7t27XjuBgA4wM9+9jPt3LlTkyZNUnFxsY4cOaLf\/e53euqppyR9MWMRExOjZcuW6dixY\/rd736n5557rkl9d+rUScePH1dxcbHOnTtX79EdTTVp0iT97\/\/+r958801JX\/zh\/Zvf\/EbFxcX6+OOPlZGRUe8O2U6dOmnbtm3685\/\/rHPnzjXptTY3woyNli9frkAgoPT0dG3btk0lJSX6wx\/+oEGDBunOO+\/UM8880+ixGRkZcrlcWrFihSTpl7\/8pf7lX\/5FGzdu1KeffqqDBw\/qZz\/7mQ4ePKhhw4bdrJcEIIzV1dUpKooJ\/8bce++92rp1q44cOaJ\/+Id\/0Le\/\/W3927\/9W\/AygKSkJK1du1ZvvPGGunXrpueff16LFi1qUt8jR47UkCFDNHDgQCUlJenVV1\/9RjUmJSVp7NixysvLU11dnZYsWaL4+Hj169dPw4YNU3p6uh544IGQY+bMmaMTJ07ojjvuUFJSUpNea3NzWdZ1PuoPzerEiRPKy8vTH\/7wB509e1aWZWnEiBFav369WrVqJemL+\/jvv\/\/+ek9YnD9\/vpYuXapjx47pyJEjWrx4sbZv367Tp0\/rtttu0913363c3FzCDICbYsiQIerSpYuWL19udykIM4QZh3n22We1ePFibdy4UX379rW7HAD4WufPn9eOHTs0cuRIvfbaa2H7kQawD2HGgdasWaPKykpNmTJFERGcCQTgbI899piKioo0btw4zZ07N+QpsLBHQUGBnnzyyQb3paWl6eDBgze5opZFmAEA4BZz4cIFnTlzpsF90dHRSktLu8kVtSzCDAAAMBrnMAAAgNEIMwAAwGiEGQAAYDTCDAAAMBphBgAAGI0wAwAAjEaYAQAARiPMAAAAo\/1\/DpBlORdxAKUAAAAASUVORK5CYII=\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [115]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"Q_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S_Wave\"<\/span><span class=\"p\">]])<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">swarmplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"Q_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S_Wave\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output\" data-mime-type=\"application\/vnd.jupyter.stderr\">\n<pre>d:\\anaconda\\envs\\pytorch2.0\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 78.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n warnings.warn(msg, UserWarning)\nd:\\anaconda\\envs\\pytorch2.0\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 46.0% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n warnings.warn(msg, UserWarning)\nd:\\anaconda\\envs\\pytorch2.0\\Lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 52.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n warnings.warn(msg, UserWarning)\n<\/pre>\n<\/div>\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [116]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"R'_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S'_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Int_Def\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_R_Nom\"<\/span><span class=\"p\">]]);<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h4 id=\"S'Wave-%E6%9C%89-0%EF%BC%8C%E4%B8%8D%E6%98%AF-NaN%E3%80%82%E5%9B%A0%E6%AD%A4%EF%BC%8C%E6%88%91%E4%BB%AC%E4%B8%8D%E8%83%BD%E5%81%87%E8%AE%BE%E5%AE%83%E5%8C%85%E5%90%AB%E5%BC%82%E5%B8%B8%E5%80%BC%E3%80%82\">S'Wave 有 0，不是 NaN。因此，我们不能假设它包含异常值。<a class=\"anchor-link\" href=\"#S'Wave-%E6%9C%89-0%EF%BC%8C%E4%B8%8D%E6%98%AF-NaN%E3%80%82%E5%9B%A0%E6%AD%A4%EF%BC%8C%E6%88%91%E4%BB%AC%E4%B8%8D%E8%83%BD%E5%81%87%E8%AE%BE%E5%AE%83%E5%8C%85%E5%90%AB%E5%BC%82%E5%B8%B8%E5%80%BC%E3%80%82\">¶<\/a><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [117]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"R'_Wave\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[117]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>24.0 1\n16.0 1\n12.0 2\n0.0 448\nName: R'_Wave, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [118]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"S'_Wave\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[118]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0.0 452\nName: S'_Wave, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [119]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Rag_R_Nom\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[119]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>1.0 1\n0.0 451\nName: Rag_R_Nom, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [120]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"Diph_R_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_P_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Diph_P_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_T_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Diph_T_Nom\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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vnv9+JIlS9K3b98N5nfv3j2PPfZYg7E1a9bkrbfeatRNsdZbt6620du+X4cOnZtlP82lU6ftW7oESlRTU5dks+8tt8XpaZpKT\/91+vqjpbX1dNL6+lpPf\/S0tr7W0zTV1u7pkuJ\/375906lTp8yZM6d+bNmyZXn++eczYMCADeYPHDgwixYtavA5wuu33X\/\/\/RtbMwAAADRKSe8EV1RUZPjw4bnyyivTpUuX7LrrrpkyZUq6d++eoUOHpqamJkuXLk3nzp3Trl279O\/fP\/vvv39Gjx6dcePG5d13381ll12WYcOGNemdYAAAAGiMkj4nOElqampy9dVX5957782qVasycODAXHrppdltt92yYMGCfOYzn8nkyZNz\/PHHJ0neeOONXH755fn1r3+dysrKHHnkkRk7dmwqKysbVbDPCQYAAOD9Svmc4JJDcEsTggEAAHi\/UkJw67klGAAAAGxhQjAAAACFIQQDAABQGEIwAAAAhSEEAwAAUBhCMAAAAIUhBAMAAFAYQjAAAACFIQQDAABQGEIwAAAAhSEEAwAAUBhldXV1dS1dRCnq6upSW\/uRKhkAAIAtqE2bspSVlW3W3I9cCAYAAIDGcjo0AAAAhSEEAwAAUBhCMAAAAIUhBAMAAFAYQjAAAACFIQQDAABQGEIwAAAAhSEEAwAAUBhCMAAAAIUhBAMAAFAYQjAAAACFIQQDAABQGELwVnL44YenT58+9f\/23nvvHHrooRk\/fnzefPPN+nl9+vTJvffeu1n7XLBgQfr06ZM5c+Y0a219+vTJvvvumyOOOCLXXnttamtrN3tf9957b\/r06ZNZs2ZtsXppfU455ZQNemjvvffO4Ycfnu9\/\/\/tZtWrVVqtlzpw5G9Sy11575dBDD83FF1+cZcuWbfa+xowZk379+uX3v\/\/9Bo+t73W2Pa15vf5gb\/fr1y8HHnhgzjzzzLz44oubvR9rdTG1prX6g3V88N+YMWM2az\/Tp09Pnz598uijj27w2PrfBwsWLGju8mkFWutavbGfs\/f\/O\/zwwzdrP+v79\/vf\/\/5GHy\/luNhQ25YuoEiqq6tTXV2dJFm1alVefPHFTJkyJU8\/\/XTuuOOOdOrUKU8++WQ6d+7corUlybJly\/KLX\/wi06dPT\/v27XPGGWeUtL+pU6fm0EMPzR577NHMldJaff7zn89FF11U\/\/27776bJ598MpMnT05NTU0uvfTSrVrPT3\/60\/To0SNJUlNTkxdeeCFjxozJX\/7yl1x\/\/fWbvZ+ampqMHTs29957byoqKrZUubQyrXm9vvDCC3PUUUclSWpra7NkyZJMnDgx1dXVeeSRR9KhQ4fN3pe1unhay1r95JNP1n89e\/bsTJo0qcFYu3btStrfuHHjMmDAgOy4447NViOtX2tcq6dPn561a9cmSRYuXJgvfelLmT59evbbb78kSXl5eUn7u\/XWW3PEEUdkwIABzV5rkXkneCvq0KFDunXrlm7duuVjH\/tYPvOZz2TmzJlZsGBBbr755iRJt27dSl74m7u2bt26pXfv3jn77LNz4IEH5uc\/\/3nJ++vWrVvGjh1b0rvIfLS1a9euQQ\/17NkzJ598cr7whS80qoeaqkuXLvW1dO\/ePUOGDMlpp52WJ554Iu+8885m76d79+754x\/\/mGuvvXYLVktr05rX686dO9fXtvPOO2efffbJBRdckNdffz3\/+Z\/\/WdK+rNXF01rW6vfXsD6gbGxsc2y\/\/fZZu3ZtJk6cuKXKpZVqjWv1DjvsUF9Tly5dkrzXox8c21y77bZbxo4dm5UrV26JcgtLCG5hu+yyS4YOHZoHH3wwScNTG8aMGZPvfve7mTRpUj71qU\/loIMOyhVXXJE1a9Y02Mfvfve7nHjiidl7773zmc98Jvfcc0+z1VdZWZk2bUpvk0mTJuXZZ5\/NLbfcssl5TzzxRE488cTst99+OeSQQ3LFFVdk9erV9Y\/36dMnDz74YE499dTsu+++GTp0aB5\/\/PE8\/vjjOeKII\/LJT34yI0aMyNKlS0uuka3j\/T20aNGinHfeeTn44IOz1157ZciQIZk6dWqDF+BPPvlkjj\/++Oy77745+uijc\/fddzfb6Wzl5eUpKytL27abfxLM7rvvnrPOOiv\/\/M\/\/nOeee+5D59XU1GTWrFk54ogjss8+++SII47IT37yk\/rH58yZk379+uW\/\/uu\/ctRRR2WfffbJl7\/85bzyyiu57rrrcvDBB+eAAw7IhAkTUldX16TjZMtozev1+p4u9WwFazXrtaa1ulSdOnXKhRdemAcffHCjp0W\/33333Zdjjz02++67bw4\/\/PBcf\/319ce1\/lTYf\/u3f8vxxx+fffbZJ1\/4whfyP\/\/zP\/npT3+aww47LPvvv3\/OPffcBv1P69Ka1+rGGDduXJYsWZKrrrpqk\/OeffbZnHrqqfnUpz6VAw88MBdeeGHefvvt+scPP\/zw3HrrrTnnnHPSv3\/\/fPrTn85Pf\/rTPPvssxk2bFj69++fk046KX\/605+29CG1CkJwK7DnnnvmT3\/6U1asWLHBY4888khee+213HHHHZk4cWLuu+++Da4NmDVrVr7xjW9k9uzZGTx4cC6++OLMnz+\/STWtWbMm9913X5566qkcd9xxJW9\/wAEHZPjw4Zk6dWpeeeWVjc557LHHctZZZ2XIkCG55557MmHChPziF7\/Ieeed12DexIkTc\/LJJ+fBBx\/Mxz\/+8Zx77rm57rrrMmXKlFx\/\/fV57rnnctNNNzXqONly1q1blyeeeCI\/+9nP6nvozDPPzNKlS3PzzTfnoYceyogRI3L99dfn8ccfT5L84Q9\/yJlnnplBgwblvvvuy7e+9a384z\/+Y7PU8swzz+SWW27JkCFD0r59+5K2P\/PMM9O3b9+MHTt2g1+U611xxRWZMWNGzj777DzwwAM59dRTM378+Nx66631c2pqanLFFVdk0qRJ+clPfpI33ngjJ510Ul5++eXceuut+e53v5vbbrstTzzxRFMOly2ota3XdXV1mT9\/fqZMmZKdd965\/nS7zWWtpjWt1U0xbNiwHHbYYRk3blyD60Hfb9asWbnkkkvy5S9\/Offff39Gjx6dm2++eYPax48fn\/POOy\/33Xdf2rVrl69\/\/ev5xS9+keuvvz5XXHFFHn744fz0pz\/dGodFI7W2tbop9thjj3znO9\/Jbbfdlqeffnqjc5577rmccsop+fjHP5677ror06ZNy3PPPZfq6uoGf7y66qqrMnjw4Dz44IM59NBDM27cuFx22WUZM2ZMbrvttrz++uu58sort9ahtSjXBLcCVVVVSZLly5dv8Nj222+fKVOmpH379tlzzz2zZMmSfP\/738\/3vve9+jnf+ta36i+yHz16dO64447MnTs3PXv23OwabrjhhsycObP++5UrV6ZXr1656KKL8tWvfrVRx3XuuefmiSeeyIUXXpgf\/\/jHG33OoUOH5lvf+laS5G\/\/9m9TV1eXs846Ky+\/\/HJ69+6dJPmHf\/iHHHHEEUmSk046KY8\/\/nhGjx6dfffdN0ny93\/\/9yXdEIYt44EHHsjDDz9c\/\/2qVauyyy675Iwzzsg3vvGNrFq1Kscdd1yOOOKI7Lrrrkneu3nEjTfemBdeeCGf\/exnM2vWrOy99945\/\/zzk7zXE2+88UajTnE75phjUlZWVl9LeXl5hgwZkvHjx5e8r7Zt22by5Mn54he\/mOnTp+fcc89t8Pjy5ctzxx13ZMyYMfnCF76Q5L1fWq+++mquv\/76DB8+vH7ut7\/97Xzyk59Mknzuc5\/LLbfckgkTJqR9+\/bp3bt3pk+fnpdeeimHHXZYyXWy5bWG9fqyyy7LhAkTkiRr167NunXrstdee+Xaa69Np06dSj4ma3WxtLa1ujmNHz8+xxxzTCZMmJCrr766wWN1dXW56aabMnz48Jx88slJ3lun33rrrfzgBz+o7+8kOf3003PwwQcneS9cjx8\/Ppdddll69uxZf0M6vdy6tYa1ujmddtppefjhh3PhhRfm\/vvv3+CP+TNnzkyfPn3qr+n\/+Mc\/nquuuirHHntsfv3rX2fIkCFJkk9\/+tM58cQTkySnnnpq7rrrrpxyyikZNGhQkvfuGfDYY49txSNrOUJwK7D++sSNvXjZZ599GjT6fvvtl7Vr1+aVV16pv\/nD3\/7t39Y\/vv322ydJyafpnHTSSTnllFOybt26\/Md\/\/EemTp2aI488sv4XRWO0b98+kydPzimnnJJbbrkln\/3sZxs8\/uKLL+boo49uMDZw4MAkyQsvvFD\/wqpXr171j6+\/puNjH\/tY\/VhlZeWHvjvH1nP44YfnvPPOS21tbX73u99l8uTJOfjgg\/ONb3wjbdu2Tdu2bTN8+PA89NBD+Zd\/+ZfMnz8\/8+bNy5IlS+r\/Svn888\/Xv\/BYr7E3grjxxhuz8847J3nvFNGuXbs26cZWffr0yVlnnZUf\/vCHGTp0aIPH\/u\/\/\/i9r167Npz71qQbjAwYMyI9+9KO88cYb9WPv7+f27dvnb\/7mbxr8jFdWVjrNrhVrDev1qFGj8rnPfS7Je6f477jjjunYsWNpB\/I+1upiaW1rdXPaaaedcuGFF+aCCy7I5z\/\/+foglCRLly7NX\/7ylw3W6YEDB2bt2rX5v\/\/7v3Tt2jXJhut0opc\/alrDWt2c2rRpk8mTJ2fYsGG56qqrcvHFFzd4\/MUXX8zf\/\/3fNxjr06dPqqqq8sILL9SH4I2t07vttlv9WJF6WwhuBebOnZs99thjoy9itttuuwbfr\/8F9P47y23smt1Sryncfvvt6\/+61bt373Tu3DkXXHBBOnTokJEjR5a0r\/cbOHBg\/al2H\/\/4xzeocf07devV1NQkSYNrNjd2\/eYHt6PldezYsb6HevXqle7du+f0009PeXl5xo0bl5UrV+bkk0\/OypUr8\/nPfz7HHXdcLrnkkgZ\/aCkvL2+2G\/TssssuDRb25nDmmWfml7\/8ZcaOHZtTTjmlfnz9z9sH+3L9sWyqnxtzzT0tpzWs1127dm32dyOs1cXR2tbq5jZs2LA89NBDGTduXIM7XX\/Yz9nm9rK1+qOlNazVza1Xr175zne+kx\/84Af1Z92st7F1Onnv2N5\/vHr7\/ynmUbciixYtyi9\/+cv6Uyg\/aO7cufULdPLeRe\/t27dv8JecLWHYsGE58sgjc8011+SFF15o0r7OPffc7LTTTrn88ssbjO+555757W9\/22DsmWeeSZL6dxb46Bo0aFBOP\/303HHHHfn3f\/\/3\/PrXv87cuXNz6623ZtSoUTnqqKPSqVOnvPHGG\/W\/WPr27Zvf\/e53Dfbzwe9b0vrToufPn19\/18nkvb8Yt23btr5\/13vmmWfSrVu3+r8i89HWWtfr5mKtLqZtca0eP3581q5d2+Daxq5du6Zr164b7eXtttsuu++++9Yuky1kW16rTzvttOy333658MILG4zvueeeG7wGmTdvXpYvX26d\/hBC8Fb07rvv5vXXX8\/rr7+eV199NY899lhGjBiR3XbbLaeffvpGt\/nzn\/+ccePG5eWXX86jjz6aadOmZfjw4SXf2KcxLr300nTs2DEXXXRRk\/7i2759+0yaNCmvvvpqg\/EzzjgjjzzySH74wx\/mlVdeya9+9atMmDAhhx12mB\/YbcS3v\/3t7LHHHrnsssvqTzG6\/\/778+c\/\/znPPPNMvvnNb2bt2rX1p95UV1fnf\/\/3f3PllVfmlVdeyWOPPZZrrrkmSet5R6lPnz755je\/2eDuiZ07d86JJ56YadOm5YEHHsj8+fPz4x\/\/OLfffnuqq6tbTe1svo\/aet0crNXFta2t1TvttFMuuuiiBut0WVlZqqurc9ttt+XHP\/5x5s+fnwceeCDXXnttvvzlL7fIZ37TdEVbq9u0aZNJkyZlyZIlDca\/9rWvZd68eRk\/fnxefvnl\/OY3v8l5552Xfv365aCDDmqhals3p0NvRTNnzqy\/+VSHDh3SvXv3fO5zn0t1dfWHXs\/1yU9+MmVlZfniF7+YqqqqnHrqqTnrrLO2Sr1du3bN2LFjc8EFF+SWW27J1772tUbva\/2pdu+\/U+7nP\/\/51NTU5IYbbsh1112XLl265JhjjsmoUaOaoXpag8rKykyYMCGnnnpqHn744YwdOzazZs3KP\/3TP2XnnXfOUUcdlR49etS\/g7Dnnnvm2muvzdVXX51Zs2alV69eOfnkkzN9+vQNTl9qSV\/\/+tfz2GOPZe7cufVjF110UXbcccdcddVV+ctf\/pKePXvm0ksvrb8BBR8tH7X1urlYq4tpW1yrjzvuuDz00EP1d7ROkhEjRqSioiL\/8i\/\/ksmTJ6d79+4ZOXJkzjjjjBaslKYo4lrdq1evjB49OpMnT64f22+\/\/XLTTTflmmuuybBhw9KpU6d89rOfzbnnnttqfiZbm7K6lj7BnQ81ZsyY\/PnPf27wYgS2Zc8991zatm2bfv361Y898MADufDCC\/Pss8+W9Pm+sDVZrykSazUfVdZq1nM6NNBqzJs3L6eeemp++ctf5rXXXst\/\/ud\/Zvr06Tn66KO9qAJoJazVwEedlWobduyxx25wbdcHPfXUU+nQocNf3dezzz6b6urqTc757Gc\/mylTppRUI7zfl770pSxZsiSTJk3K4sWL07Vr1xx99NEZNWpUFi9enCOPPHKT2\/fr12+jn3P6QTfddFNmzJixyTljxozJl7\/85ZLqh8ZqrvXaWs3WsDXW6tmzZ+eiiy7a5JxTTz01o0ePLrl+aKzmWKub8\/UMjed06G3Ya6+9lrVr125yzu67775ZN7FYvXp1Fi1atMk5HTp0SLdu3UqqETZXTU1NFixYsMk5lZWV6d69+1\/d19tvv5233nprk3O6dOniRilsNc21XluraWnNtVavWLEif\/nLXzY5p6qqqv5GXrA1NMda3ZyvZ2g8IRgAAIDCcE0wAAAAhSEEAwAAUBhCMAAAAIUhBAMAAFAYQjAAAACFIQQDAABQGEIwAAAAhSEEAwAAUBj\/H2LbbhoEKBOGAAAAAElFTkSuQmCC\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [121]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Diph_R_Nom\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[121]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>1.0 5\n0.0 447\nName: Diph_R_Nom, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [122]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Rag_P_Nom\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[122]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>1.0 5\n0.0 447\nName: Rag_P_Nom, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [123]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Diph_P_Nom\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[123]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>1.0 2\n0.0 450\nName: Diph_P_Nom, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [124]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Rag_T_Nom\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[124]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>1.0 2\n0.0 450\nName: Rag_T_Nom, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [125]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Diph_T_Nom\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[125]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>1.0 4\n0.0 448\nName: Diph_T_Nom, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [126]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"DII00\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII02\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII03\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII11\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [127]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"DIII00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII02\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DIII03\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DIII04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII06\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"DIII07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII11\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [128]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"AVR00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR05\"<\/span><span class=\"p\">,<\/span>\n <span class=\"s2\">\"AVR06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR11\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [129]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"AVL00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL11\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [130]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"AVF00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF11\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [131]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mi\">12<\/span><span class=\"p\">,<\/span><span class=\"mi\">6<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V100\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V101\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V102\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V103\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V104\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V105\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V106\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V107\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V108\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V109\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V110\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V111\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [132]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">final_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"V101\"<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">value_counts<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sort_index<\/span><span class=\"p\">(<\/span><span class=\"n\">ascending<\/span><span class=\"o\">=<\/span><span class=\"kc\">False<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[132]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>216.0 1\n112.0 1\n84.0 1\n72.0 1\n68.0 1\n64.0 1\n48.0 6\n44.0 6\n40.0 13\n36.0 36\n32.0 63\n28.0 81\n24.0 88\n20.0 57\n16.0 13\n12.0 4\n0.0 79\nName: V101, dtype: int64<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>V101<\/strong> \u6709\u4e00\u4e2a\u79bb\u7fa4\u503c\uff0c\u4f46\u662f\u5f53\u6211\u4eec\u67e5\u770b\u5176\u4ed6\u96c6\u5408\uff08V201\u3001V301\u3001V501\uff09\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u7c7b\u4f3c\u5730\u4e5f\u6709\u4e00\u4e2a\u79bb\u7fa4\u503c\u3002\u7531\u4e8e\u6211\u4eec\u7684\u6570\u636e\u5b58\u5728\u4e25\u91cd\u504f\u5dee\uff0c\u6211\u4e0d\u80fd\u8bf4\u8fd9\u4e9b\u5f02\u5e38\u503c\u5e94\u8be5\u88ab\u5220\u9664\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5f53\u6211\u4eec\u67e5\u770b\u6570\u636e\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u7b2c 8 \u7c7b\uff08\u5ba4\u4e0a\u6027\u65e9\u640f\uff09<strong>\u53ea\u6709 2 \u4e2a\u5b9e\u4f8b<\/strong>\u3002\u6216\u8005 3\u7c7b\uff08\u5fc3\u5ba4\u65e9\u640f (PVC)\uff09\u53ea\u6709 3 \u4e2a\u3002\u6211\u4eec\u56fe\u4e2d\u51fa\u73b0\u7684\u5f02\u5e38\u503c\u53ef\u80fd\u5c5e\u4e8e\u8fd9\u4e9b\u5b9e\u4f8b\uff0c\u9700\u8981\u4fdd\u7559\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [133]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V200\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V201\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V202\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V203\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V204\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V205\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V206\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V207\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V208\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V209\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V210\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V211\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [134]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V300\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V301\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V302\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V303\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V304\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V305\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V306\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V307\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V308\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V309\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V310\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V311\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\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\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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [135]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V400\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V401\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V402\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V403\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V404\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V405\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V406\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V407\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V408\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V409\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V410\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V411\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [136]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V500\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V501\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V502\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V503\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V504\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V505\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V506\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V507\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V508\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V509\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V510\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V511\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [137]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V600\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V601\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V602\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V603\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V604\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V605\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V606\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V607\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V608\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V609\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V610\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V611\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [138]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"JJ_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_Q_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_R_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_S_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R_Prime_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S_Prime_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T_Wave\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [139]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">13.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"QRSA\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"QRSTA\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII170\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII171\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII172\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII173\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII174\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII175\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII176\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII177\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII178\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII179\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [140]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"DIII180\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII181\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII182\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII183\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII184\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII185\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII186\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII187\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII188\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII189\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [141]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"AVR190\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR191\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR192\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR193\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR194\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR195\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR196\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR197\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR198\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR199\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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H1u2FGj16pVKS5vCwlWt5Isv\/qOvvvo\/t21ffbVHX3zxHw0YMMiiqgCcCmecg8wXX\/xHBw8ecNt28OB+ffHFfyyqCG2dYRiy22O8+oiJaae7776\/0ePedddsxcS08+q4hGZYaePGf\/g0DgQrbrHW+pxOp5YsWdTo2JIlixqsnQAgeBCcg4jT6dTTTz\/R6NjTTz\/BL1OEpPj4BF1++RVu26688hrFxydYVBHgm9raWp\/GgWDV2C3W4F9btmxu8g0Jh8OhLVs2B7giAM3FVG0\/M03T62mtmzdvUl1dXaNjdXV1ys\/\/RMOHn9\/i4zKtte3x5eewNaSkjNMHH7wnSYqMjNS1106Uw1FlcVXf4\/8IWsJmi\/BpHAhGTd1i7aKLRvFG50l8\/ft64MD+U44PHJjc4uPydwxofUEZnJ1Op1588UWtWbNGR48e1XnnnadHHnlEvXoF9zVjrb0C8bJlv9WyZb9t8X6sQNz2VFc7NG1autVlNKq2tlYzZ06zugw3y5ZlyW6PsboMhIgzzvD8t+hU40CwOdUt1u69dy6vIdT6r\/Ok7+6q4s3tqXitB7S+oJyqvXTpUv35z3\/WwoUL9dprr8kwDN16662qrq5ule\/ny31qQ+H+sk6nM6yfHxri36ll6BdaYtOmf\/o0jpbbsqVAs2bdri1bCqwuJSw15xZr+A7BFGi7gu6Mc3V1tVauXKn77rtPo0ePliQ9++yzuuSSS\/Tuu+8qJSWlFb5n8J6d84c9e3Zp+vRf+OVYwXJmzp9TketDkz\/+GDJVqm0yTVPffuv7beOcTqcqKyt9Ps67776lDRs+0OjRl+vKK3\/s07E6duwom83391g7ders8\/+NYOnzN98cPuX4\/v37Wnxcet24mppqrVz5so4ePaqVK1\/WrFkPKCoq2uvj+avPkn967S++\/F3s1Mnz\/YM7ders1eU14fY30dc7TdR75ZUXVVDwaYPtw4dfoGnTZnh1zHDrNRCMgi44b9++XceOHdPIkSNd2zp37qz+\/fvr008\/9Sk4R0Y2\/oeypoZfNM1lsxlN9jFQTNPUo48+rF27dlhaR2OSkvrq4YcXWP7HKzKSayxbIjIywuuf62D+efzww\/f14YfvW12GJN\/\/bwRzn\/\/Xvn17NW\/evZZ9\/3Du9dGjRzV\/\/lyry3AJlt\/5rf1v9qtf3erVfsHSH3+Limrv0\/6zZs3Wz39+fYPtd99t3e+NcFVb+\/3f9ogIm+WvYcNZW+h10AXn4uJiSVJiYqLb9m7duqmoqMjr49pshmJjOzQ6FhMTfv+wrSU2toPatWtnaQ2maSoqKjiDYWRkhGJjO1j+IqGqKjj7E6xiYzsoJsa7mRTB\/PMYTHz9v0Gfm49eB44\/eu2PWz6ZpqmIiOALpzaboXbtIvzyN9Fu9\/6Mqr\/67E9z587V448\/7vr60UcfVbt2wfH\/zpdeB5uTXw\/58rcep9YWeh10wfnEiROSpOho92lYdrtdR44c8fq4Tqepo0ePNzpWVRU8q\/sGu4qK46qqsv62WHPnzvfLH0GHo0ozZnz3TvrSpct9noZut9tVUdH4z1kgmaapFStW++1YwbRCt+T\/KWnHj9fqxIljXu8\/d+58HT3q\/e+nek6nqcrKb73ef9euXVqx4uUG26dO\/aX69Onj1TE7duwkm833Xnfu\/AOf\/28ES58laeXKZdq5s+HZvX79ztUvfpHh1THptTvTNLVy5XLt3r3TbR0CwzB0zjlJmjLlVq9+D\/irz5Lvva6qqtLUqWl+qSUYbd++XZMmTfLLsVasWO31C\/FQ6PMjjzxidQkuvvQ62Jz8Gr+8\/JhiYhq\/ew18F6q97ty5nSIimncSNeiCc\/1\/1Orqarf\/tA6Hw+cznbW1jQe+iIgoLVuW5dOxpe\/+yD\/11ELt2bPb52P5U+\/efTR79jy\/BI2IiKgm+xhokZHeX+NWr67u++cSGRnt8zHr6kxJwbHQlD\/6Uy8qyu63YwUjf\/y7dejg+RrB5urU6Qde7ed0OrVwYeMvvF577Q964YXlfruu0xv++r9hdZ\/rzZv3a6Wn39Bg+5w58306rj+ES68PHtzf6NRj0zT\/\/3ZDiYk9fazON772urY2NF5YBoPa2jqvX3+c\/Lcep1ZX5wya13q+OvnfPpyeVzBqC70OujnK9VO0S0tL3baXlpYqIaF17iNoGIbs9hi\/fATj\/TttNpvfnl+4TN0Bws3WrVuaXISpsrJSW7duCXBF4e\/uu+\/3+DV8k5jYQwMHJjd4w8dms2nQoMFKTOxhUWUINdw5oWXoF9C4oDvj3K9fP3Xs2FEbN27UD3\/4Q0nfLQaybds23XzzzRZX55mvqy1+\/fV\/tXDhw02OP\/jgr\/XDH7b8\/qCstAiEv+TkoerYsWOj4bljx05KTh5qQVXhbciQYbLbY+RwVMluj9GQIcOsLimsGIahyZOnas6cWQ22p6VNCYu\/a3Z7jF555fc+327TNE09++xv9NVX\/+enyvzjrLN66+67Z\/v8bxUdHR0Ud\/QA0LYFXXCOjo7WzTffrMWLFysuLk49evTQokWLlJCQoCuvvNLq8k6p\/uy1N3r37qOoqCjV1NQ0GIuKilLv3n0snWoJIHjZbDbNmHGXnnpqYYOx22+\/i98drcQfl\/mgafHxCUpJGac33\/yrTNOUYRhKTR2v+PjWmYEWaIZhKCamnWJifLsUzTRNRUZG+akq\/4mMjFTnzj+w\/E0Oq79\/qKFfQOOCLjhL0h133KHa2lo9+OCDqqqq0ogRI7RixYoGC4aFm+Lig42GZkmqqalRcfFBde9u7fVcAILXgAGDFBsbp\/LyMte22Ng49e8\/0MKqAN+kpo7Xxx9\/qPLyMnXpEquUlHFWlxR0fJ3x9vnnW\/Tb3z7X5Pjtt9+lwYNbPmuFGW8AwklQBueIiAjdd999uu+++6wuJaDqr+cqLNzaYIzruQCcSklJsVtolqTy8jKVlBSHzRk6tD12u13p6RlavXql0tKmyG4P78UKveXLjLfu3T2\/vujevUdIT5WOjrYH3ewQh8OhmTOnSZKmTbtdw4efb3FF34uO5v8Y0JigDM5tVf31XA88MEtO5\/crbUZERITN9VwAWodpmsrMfKnRsczMlzR37nx+hyBkDR16noYOPc\/qMsJWjx5nqFevs\/Tf\/37VYOzMM89Wjx5nWFCV\/\/jypkJrOfmWmn\/5y580fPgFvCkEBDkuegsy8fEJSk11n4YWTtdzAWgdBw8e0M6d2xsd27lzuw4ePBDgigCECsMwdPvtdzU6NmPGnbzp1grefjvX9fmRIxXKy8uxsBoAzcEZ5yB08vVcsbFxYXM9l2maXl9\/1VpOfsf35M+DAdeGoSXq6jzfD\/ZU4wDatvj4BF199Vi9885617Zrrknhjfv\/4Y\/XMqWlJXrrre+Ds2mays3N1ogRF6hbt3ivjslrBqD1EZyDULhez1Vd7dC0aelWl9Gk+muNgsWyZVlBN7UMwaups80nj3tzOzsAbcekST\/Thx9+4LrF2sSJN1hdUlAxTVMLFz6s3bt3+v3YdXV1evDB2V7v36dPX82b9yjhGWhFBOcgxfVcAFoiKamvT+MAYLfbddttd4TdG\/f+RDAF2i6CMyxx\/4\/iFR0RHH98TNOUFBx\/DKvrTP3mnyVWl4GQdKqfX+t\/vgEEP964b5qvt\/2SvnvNsWTJYm3fvk1Op9O13Waz6dxzB+iOO+7x6vUIU7WB1kdwhiWiIwxFR7A2XUPOUz8EaMSXX35xynGmagOAb\/yxQvcvfnGr5syZ1eC46ekZiolp59OxAbQegjMsUV1HQGwMfYG3Dh8+5NM4ACAw4uMTlJIyTm+++VeZpinDMLiDChACCM4ImPop0ZL0m3+WWlhJaDi5X8Cp7Ny5w6dxAEDgnHwHlS5dYsPmDipAOGOuLACEgfPPv9CncQBA4NTfQaVr19OUnp7BQmxACOCMMwLm5EUr7v9RN65xbkR1ndN1Np5FPtASXbue5tM4ACCwWIgNCC0EZ1giOsJGcAb86Ouv955y\/IILOOsMAADgDYIzLFFdZypYVpAOtttRAd441YrZrKgNAADgPYIzLMG9igH\/OnLkiE\/jAAAAaBpzZQEgDHTs2MmncQAAADSNM84ImOhou5Yty7K6DDcOh0MzZ06TJL3wwrKgWtUyOjp4akHw++STDacc\/9GPLg5QNQAAAOGF4IyAMQxDdnuM1WU0yW63B3V9gCejRl2qL77Y6nEcAAAA3mGqNgCEgaNHj\/o0DgAAgKZxxhkAwkDfvuf6NA4AgK9M01R1tcPqMlwcDkejnweL6Gh7UNzVBc1DcAaAMHDokOeV6g8dKlGvXmcGphgAQJtUXe3QtGnpVpfRqPo1bYLJsmVZXCYYQpiqDQBh4LPPtvg0DgAAgKZxxhkAwsCQIUP18cd\/9zgOAECgzPzFUEVFWX+OzjRNSQqaKdE1NU698HvezA5FBGcACAPx8Qk+jQMA4E9RUTZFR0VYXQbgN9a\/DQQA8JnTafo0DgAAgKYRnAEgDHz66UafxgEAANA0pmojJPnrdgf+vk0BtxWAVc4\/\/wK9+eY6j+MAAADwDsEZIcc0TS1c+LB2797p1+P64zYFffr01bx5jxKeEXA9epzh0zgAAACaxlRthCSCKeBu61bPK3SeahwAAABN44wzQo5hGJo371G\/TNW+\/\/67VV5e5vo6NjZOv\/nNs14fj6nasMppp3XzaRwAAABNIzgjJBmGIbs9xqdjfPLJBrfQLEnl5WX69NONuvji0T4dGwg0m83zGzanGgcAAEDTmKqNNqmurk4rV77S6NjKla+orq4uwBUBvklM7KH27ds3Ota+fXslJvYIcEUAAADhg+CMNunDD99vMhzX1dXpww\/fD3BFgG+Kiw\/q+PHjjY4dP35cxcUHA1wRAABA+CA4o0269NIxioiIaHQsIiJCl146JsAVAb5JTOyhgQOTG1xjbxiGBg0azBlnAAAAH3CNM9qkiIgIXXVVit56640GY1dfndJkqAaClWEYmjx5qh54YJZM8\/vZFDabTWlpU1i0DgAQUDU1XPbWGPoSugjOaJOcTqc+\/viDRsc++ugDXX\/9jbLZmJCB0BIfn6DU1HF64411rm2pqeMVH59gYVUAgLbCNE3X5y\/8\/jPrCgkRJ\/cLwY9kgDZp69YtqqysbHSssrKSe94iZKWmjldsbJyk726vlpIyzuKKAAAAQh9nnNEmJScPVceOHRsNzx07dlJy8lALqgJ8Z7fblZ6eodWrVyotbYrsdrvVJQEA2oiTLwua+Yshiori0rf\/VVNT5zobz2VUoYXgjDbJZrNpxoy79NRTCxuM3X77XUzTRkgbOvQ8DR16ntVlAADasKioCEUTnFuNaZqqrnZYXYaLw+Fo9PNgEB1t98ubFARntFkDBgxSXFxXlZUddm2Li+uq\/v0HWlgVAAAA4Fl1tUPTpqVbXUajZs6cZnUJbpYty5LdHuPzcTithjarpKRYFRXlbtuOHKlQSUmxRRUBAAAACEaccUabZJqmVq1a0eT2e++dy3UnAAAACHrn3Pwr2SKjrC7DtUp4MLyGdtbWaPcfXvTrMQnOaJOKig6osHBrg+1Op1OFhVtVVHRA3bv3tKAyAAAAoPlskVGyRUVbXUbYY6o22qTExB4aODC5wSJgNptNgwYNVmJiD4sqAwAAABBsCM5okwzD0OTJUxtMJTEMQ2lpU4JiigkAAACA4EBwRpsVH5+glJRxrpBsGIZSU8crPj7B4soAAAAABBOCM9q01NTx6tIlVpLUpUusUlLGWVwRAAAAgGBDcEabZrfblZ6eoa5dT1N6eobsdrvVJQEAAAAIMqyqjTZv6NDzNHToeVaXAQAAACBIBfyMc1FRkWbNmqWLLrpII0aM0NSpU7Vr1y63x+Tn52vixIlKTk7WVVddpezs7ECXCQAAAACApAAH5+rqak2bNk2HDx\/WK6+8oj\/96U\/q1KmT0tPTVVZWJknas2ePpk+frtGjRys7O1s33HCD5s6dq\/z8\/ECWCgAAAACApABP1d68ebN27typjz76SPHx8ZKkp556Sueff74++OADXXfddcrKylK\/fv105513SpLOPvtsbdu2TZmZmbrwwgsDWS4AAAAAAIE949ynTx8tW7bMFZrrmaapI0eOSPouXI8cOdJtfOTIkSooKJBpmgGrFQAAAAAAKcBnnE8\/\/XSNHj3abduqVavkcDh00UUXSZKKi4uVkOB+H91u3brpxIkTKi8vV1xcnNffPzKSRcQBAACA1lBby2vtloiIsHmdT+h18\/nS55P5NTjv379fY8aMaXL8k08+0emnn+76+m9\/+5ueffZZpaWlqV+\/fpKkqqoqRUdHu+1X\/3V1dbXXtdlshmJjO3i9PwAAAICmVVVFuD6vqXFaWMn36mesGoZhcSXfObkvsbEdFBMT49VxTu41PPOlzyfza3COj4\/X+vXrmxw\/+Wzxq6++qgULFmjs2LGaM2eOa7vdbm8QkOu\/bteunde1OZ2mjh497vX+AAAAAJpWVVXl+vyF32+xsJLQUF5+TDExdV7te3Kv4ZmnPnfu3E4REc07G+3X4BwVFaXevXuf8nGLFy\/W8uXLlZaWpnnz5rm9A5SYmKjS0lK3x5eWlqp9+\/bq1KmTT\/XV1gbHO18AAABAuKmr47V2S9TVOb3OJ\/S6+Xzp88kCeo2zJC1atEiZmZmaPXu2pk6d2mB8+PDh2rRpk9u2\/Px8DRs2TDYbc\/kBAACAYBQdbdeyZVlWl+HicDg0c+Y0SdILLyyT3W63uCJ30dHBVQ88C2hw3rhxozIzM5WWlqZrr71Whw4dco21b99eHTp0UFpamiZMmKDFixdrwoQJ2rBhg9555x1lZmYGslQAAAAALWAYhux2368lbQ12uz1oa\/OVs6bG6hKCTmv0JKDBOTc3V5K0evVqrV692m3sV7\/6lWbOnKk+ffpo6dKlWrRokbKystSzZ08tWrSIezgDAAAAgOR2m97df3zRwkqCn79uaRzQ4LxgwQItWLDglI8bNWqURo0aFYCKAAAAAADwLODXOAMAAAAAvHfy4srn\/PxXskVFWVhN8HHW1LjOxPvrVmQEZwAAAAAIUbaoKNmioq0uI+yxTDUAAAAAAB4QnAEAAAAA8IDgDAAAAACABwRnAAAAAAA8IDgDAAAAAOABwRkAAAAAAA8IzgAAAAAAeEBwBgAAAADAA4IzAAAAAAAeEJwBAAAAAPCA4AwAAAAAgAcEZwAAAAAAPCA4AwAAAADgAcEZAAAAAAAPCM4AAAAAAHhAcAYAAAAAwAOCMwAAAAAAHhCcAQAAAADwgOAMAAAAAIAHBGcAAAAAADwgOAMAAAAA4EGk1QUAAAAAALzjrK2xugRJkmmakiTDMCyupHV6QnAGAAAAgBC1+w8vWl1Cm8BUbQAAAAAAPOCMMwAAAACEkOhou5Yty7K6DBeHw6GZM6dJkl54YZnsdrvFFX0vOto\/tRCcAQAAACCEGIYhuz3G6jIaZbfbg7Y2XzBVGwAAAAAADwjOAAAAAAB4QHAGAAAAAMADgjMAAAAAAB4QnAEAAAAA8IDgDAAAAACABwRnAAAAAAA8IDgDAAAAAOABwRkAAAAAAA8IzgAAAAAAeEBwBgAAAADAA4IzAAAAAAAeEJwBAAAAAPCA4AwAAAAAgAcEZwAAAAAAPCA4AwAAAAhrn3++xeoSEOIIzgAAAADCjsPhcH3+xz9muX0NtFSk1QUAAAAAwMlM01R1tW9BNzc3x\/X5kSMVyslZq3HjJnp9vOhouwzD8KkmhC6CMwAAAICgYZqmFi58WLt37\/TrMfPycpSXl3PqBzehT5++mjfvUcJzG8VUbQAAAABBhXCKYGPpGefNmzcrLS1Nv\/\/973XBBRe4tufn52vRokXavXu3EhISNGPGDI0fP966QgEAAAAEhGEYmjfvUa+nahcVHdQjj8xpcvzRR59QYmL3Fh+Xqdptm2XB+dtvv9Xs2bPldDrdtu\/Zs0fTp0\/X1KlTtXjxYv3973\/X3LlzFR8frwsvvNCiagEAAAAEimEYsttjvNq3V6+z1KdPX+3ataPBWFJSP\/XqdRYBGC1mWXCeP3++zjjjDB04cMBte1ZWlvr166c777xTknT22Wdr27ZtyszMJDgDAAAAOCWCMfzNkmucc3JytGXLFs2dO7fB2ObNmzVy5Ei3bSNHjlRBQYFM0wxUiQAAAABCUFHRAe3cub3RsZ07t6uo6ECjY4AnAT\/jvH\/\/fj322GNaunSpOnTo0GC8uLhYCQkJbtu6deumEydOqLy8XHFxcV5\/78hI1kIDAAAAwtkZZ5yhvn37aceOhuG5b99zdcYZZ3BG2s9qa7\/PWRERtrDMXX4Nzvv379eYMWOaHP\/oo480e\/Zs3XDDDRo+fLj279\/f4DFVVVWKjo5221b\/dXV1tde12WyGYmMbBnUAAAAA4cM0TUVENB7cIiNtio3tQHD2s6qqCNfnsbEdFBPj3fXpwcyvwTk+Pl7r169vcnzNmjU6fvy4Zs6c2eRj7HZ7g4Bc\/3W7du28rs3pNHX06HGv9wcAAAAQ\/A4c2K9t27Y1OvbFF1\/oiy92qkePngGuKrxVVVW5Pi8vP6aYmDoLq2m+zp3bNfkmy\/\/ya3COiopS7969mxxft26dSktLXbeeqr9m+dZbb9X555+vzMxMJSYmqrS01G2\/0tJStW\/fXp06dfKpvtpa56kfBAAAACBknX56gtq3b6\/jxxueNGvfvr1OPz2BXOBndXVOt8\/Dsb8BvcZ59erVqq2tdX1dUlKitLQ0LVy40BWmhw8frk2bNrntl5+fr2HDhslmC7+58gAAAAD8p6joYKOhWZKOHz+uoqKDnHFGiwU0OPfo0cPt64iI7+bCx8fHKz4+XpKUlpamCRMmaPHixZowYYI2bNigd955R5mZmYEsFQAAAEBIOtWdeLhTD1ou6E7h9unTR0uXLtWGDRs0fvx4rVmzRosWLeIezgAAAABOKTGxR5OLU8XEtFNiYo9GxwBPAn47qpP17NlTO3bsaLB91KhRGjVqlAUVAQAAAAhlRUUH3RarOllV1QmmasMrQXfGGQAAAAC8Vb8AsbfjQGMIzgAAAADCCNc4w\/8IzgAAAADChmF4jjinGgcaw08NAAAAgLDRvXsPJSX1a3QsKamfundncTC0HMEZAAAAQNgwDEMZGbfJMIxmbQeag+AMAAAAIKzExydo7NifuG0bO\/ZaxccnWFQRQh3BGQAAAEDYGTfuOtf9nGNi2mncuEkWV4RQRnAGAAAAEJbq7zzFLajgK4IzAAAAgLCTnf26HI4qSZLDUaWcnLUWV4RQRnAGAAAAEFZKSor11ltvum1bv\/4NlZQUW1QRQh3BGQAAAEDYME1Ty5cvbTA9u6ntQHMQnAEAAACEjYMH92vXrh2Nju3atUMHD+4PcEUIBwRnAAAAAGHkVPdp5j7OaDmCMwAAAICw0b17DyUl9Wt0LCmpn7p37xHgihAOCM4AAAAAwoZhGMrIuE2GYTRrO9AcBGcAAAAAYSU+PkFjx\/7EbdvYsdcqPj7BoooQ6gjOAAAAAMLOuHHXqWPHjpKkjh07ady4SRZXhFBGcAYAAAAQdux2uzIyZqhr19OUkXGb7Ha71SUhhEVaXQAAAAAAtIahQ8\/T0KHnWV0GwgBnnAEAAAAA8IDgDAAAAACABwRnAAAAAAA8IDgDAAAAAOABwRkAAAAAAA8IzgAAAAAAeEBwBgAAAADAA4IzAAAAAAAeEJwBAAAAAPAg0uoCAAAAAADWME1T1dUOn47hcDga\/dxb0dF2GYbh83H8yTBN07S6iECoq3OqrOyY1WUAAAAAQFAwTVMLFz6s3bt3Wl2Kmz59+mrevEdbPTzHxXVQRETzJmEzVRsAAAAA2qhgO7MbrDjjDAAAAABtlD+makvSZ5\/9W3\/+8x90441pGjx4qE\/HCtRU7ZacceYaZwAAAABoowzDkN0e49MxHA6HXn11tcrLy\/SnP63S4MHDZLfb\/VRhcGCqNgAAAADAa7m52aqoKJckVVSUKy8vx+KK\/I\/gDAAAAADwSklJsfLyclR\/BbBpmsrNzVZJSbHFlfkXwRkAAAAA0GKmaWrVqhX632WzmtoeygjOAAAAAIAWKyo6oMLCrXI6nW7bnU6nCgu3qqjogEWV+R\/BGQAAAADQYomJPTRwYLJsNvdYabPZNGjQYCUm9rCoMv8jOAMAAAAAWswwDE2ePLXBraMMw1Ba2pSwukc0wRkAAAAA4JX4+ASlpIxzhWTDMJSaOl7x8QkWV+ZfBGcAAAAAgNdSU8erffsOkqT27TsoJWWcxRX5H8EZAAAAAOCT+lnZYTQ72w3BGQAAAADgtdzcbB07dkySdOzYMeXl5Vhckf8RnAEAAAAAXikpKVZeXo7rns2maSo3N1slJcUWV+ZfBGcAAAAAQIuZpqlVq1a4QvOptocygjMAAAAAoMWKig6osHCrnE6n23an06nCwq0qKjpgUWX+R3AGAAAAALRYYmIPJSX1a3QsKamfEhN7BLii1kNwBgAAAAB4panp2OE0TVuyKDivWLFCY8aMUXJysiZOnKh\/\/etfbuP5+fmaOHGikpOTddVVVyk7O9uKMgEAAAAATSgqOqBdu3Y0OrZr1w6mavti6dKleuGFF3TnnXfqjTfeUHJysm677Tbt27dPkrRnzx5Nnz5do0ePVnZ2tm644QbNnTtX+fn5gS4VAAAAANCEhITu6tixY6NjHTt2VEJC9wBX1HoiA\/nNjh8\/ruXLl+u+++7TtddeK0l66KGH9O9\/\/1sFBQU644wzlJWVpX79+unOO++UJJ199tnatm2bMjMzdeGFFwayXAAAAABAE4qLD6qysrLRscrKShUXH1T37j0DXFXrCOgZ582bN+vEiRNKSUlxbYuIiNAbb7yh8ePHux4zcuRIt\/1GjhypgoKCsJsnDwAAAAChKjGxhwYOTG50bNCgwWG1OFhAzzjv3btXP\/jBD7Rjxw4999xz2rt3r8455xzdfffdGjZsmCSpuLhYCQkJbvt169ZNJ06cUHl5ueLi4rz+\/pGRrIUGAAAAAP5yyy0Zuu++u9xuSWWz2XTLLRmKioqwsDL\/8mtw3r9\/v8aMGdPk+J133qmqqio9\/PDDuueee9S9e3e99tprSk9PV3Z2tnr37q2qqipFR0e77Vf\/dXV1tde12WyGYmM7eL0\/AAAAAMBdbOw5+ulPf6o\/\/\/nPrm033HCD+vXrbWFV\/ufX4BwfH6\/169c3Of7++++rqqpKc+fO1ejRoyVJAwYM0JYtW\/SHP\/xBjzzyiOx2e4OAXP91u3btvK7N6TR19Ohxr\/cHAAAAEFr+\/e\/NyspaofT0qRo2bLjV5YStq65K1Tvv\/E3l5WWKi+uqK69MUXn5MavLOqXOndspIqJ5s5L9GpyjoqLUu3fT7yxs27ZNktS3b1\/XNsMw1Lt3b+3fv1+SlJiYqNLSUrf9SktL1b59e3Xq1Mmn+mprnad+EAAAAICQ53A4tHLlcpWXl2nlyuXq23eA7Ha71WWFpYiIKKWnZ2j16pVKS5uiiIiosMteAb3od\/jw4TIMQ5999plrm2ma2r17t3r16uV6zKZNm9z2y8\/P17Bhw2SzcY0yAAAAgFPLzc1WRUW5JKmiolx5eTkWVxTehg49T88881sNHXqe1aW0ioAm0cTERE2aNEkLFy7Uhg0btHfvXi1cuFD79+\/XTTfdJElKS0vT1q1btXjxYu3Zs0crV67UO++8o4yMjECWCgAAACBElZQUKy8vx3VXHtM0lZubrZKSYosrQ6gyzADf46mmpkYvvvii1q1bpyNHjqh\/\/\/667777dN55378z8dFHH2nRokXau3evevbsqZkzZ2rs2LE+fd+6OqfKyoJ\/nj0AAAAA75mmqcWLH9e2bYUNVnru33+g7r13rgzDsLBCBIu4uA7NvsY54MHZKgRnAAAAIPwdPLhfc+bc0+T4E088re7dewawIgSrlgRnLhoGAAAAEDYSE3to4MDkBusj2Ww2DRo0WImJPSyqDKGM4AwAAAAgbBiGocmTpzY6lpY2hWna8ArBGQAAAEBYiY9P0Dnn9HHbds45SYqPT7CoIoQ6gjMAAACAsFJSUqzdu3e7bduzZxerasNrBGcAAAAAYcM0Ta1atUKS2ej2NrI2MvyM4AwAAAAgbBQVHVBh4Va3W1FJktPpVGHhVhUVHbCosvC2ZUuBZs26XVu2FFhdSqsgOAMAAAAIG6yqHXgOh0NZWZk6fPgbZWVlyuFwWF2S3xGcAQAAAISN+lW1\/3f1bMMwWFW7leTmZquiolySVFFRrry8HIsr8j+CMwAAAICwEh+foJSUca6QbBiGUlPHs6p2KygpKVZeXo7r2nHTNJWbmx12C7ERnAEAAACEndTU8erSJVaS1KVLrFJSxllcUfhpasG1cFyIjeAMAAAAIOzY7Xalp2eoa9fTlJ6eIbvdbnVJYactLcQWaXUBAAAAANAahg49T0OHnmd1GWGrfiG2bdsK3cKzzWbTgAGDwmohNs44AwAAAABarC0txEZwBgAAAAB4pa0sxEZwBgAAAAB4rS0sxEZwBgAAAAB4rS0sxGaY4bRGuAd1dU6VlR2zugwAAAAAQBCIi+ugiIjmnUvmjDMAAAAAAB4QnAEAAAAA8IDgDAAAAACABwRnAAAAAAA8IDgDAAAAAOABwRkAAAAAAA8IzgAAAAAAeEBwBgAAAADAA4IzAAAAAAAeEJwBAAAAAPCA4AwAAAAAgAcEZwAAAAAAPCA4AwAAAADgAcEZAAAAAAAPCM4AAAAAAHhAcAYAAAAAwAOCMwAAAAAAHhCcAQAAAADwgOAMAAAAAIAHBGcAAAAAADwgOAMAAAAA4AHBGQAAAAAADwjOAAAAAAB4QHAGAAAAAMADgjMAAAAAwCdbthRo1qzbtWVLgdWltAqCMwAAAADAaw6HQ1lZmTp8+BtlZWXK4XBYXZLfEZwBAAAAAF7Lzc1WRUW5JKmiolx5eTkWV+R\/BGcAAAAAgFdKSoqVl5cj0zQlSaZpKjc3WyUlxRZX5l8EZwAAAABAi5mmqVWrVrhC86m2hzKCMwAAAACgxYqKDqiwcKucTqfbdqfTqcLCrSoqOmBRZf5HcAYAAAAAtFhiYg8NHJgsm809VtpsNg0aNFiJiT0sqsz\/Ah6cKysrNX\/+fF188cUaPny4MjIytHv3brfH5Ofna+LEiUpOTtZVV12l7OzsQJcJAAAAAPDAMAxNnjxVhmE02J6WNqXB9lAW8OC8YMECbdy4Uc8\/\/7xee+01RUZGaurUqa4ly\/fs2aPp06dr9OjRys7O1g033KC5c+cqPz8\/0KUCAAAAADyIj09QSso4V0g2DEOpqeMVH59gcWX+FfDg\/P777+umm27SsGHD1Lt3b911110qLi7Wrl27JElZWVnq16+f7rzzTp199tmaOnWqfvzjHyszMzPQpQIAAAAATiE1dby6dImVJHXpEquUlHEWV+R\/AQ\/OXbp00VtvvaXDhw+rurpaa9euVZcuXdSrVy9J0ubNmzVy5Ei3fUaOHKmCgoKwWpUNAAAAAMKB3W5XenqGunY9TenpGbLb7VaX5HeRgf6Gjz32mB544AH96Ec\/UkREhNq1a6ff\/e536tSpkySpuLhYCQnup\/W7deumEydOqLy8XHFxcV5\/78hI1kIDAAAAAH8bMWKERowYYXUZrcavwXn\/\/v0aM2ZMk+OffPKJdu7cqR\/+8Id67LHH1L59ey1fvlwzZ87UX\/7yF8XHx6uqqkrR0dFu+9V\/XV1d7XVtNpuh2NgOXu8PAAAAAGib\/Bqc4+PjtX79+ibHv\/76az322GP64IMP1L17d0nSc889px\/\/+MdasWKF5s6dK7vd3iAg13\/drl07r2tzOk0dPXrc6\/0BAAAAAOGjc+d2ioho3qxkvwbnqKgo9e7du8nxzMxMde3a1RWa6\/fp37+\/9u7dK0lKTExUaWmp236lpaVq3769azq3t2prnad+EAAAAAAAJwnoRb+JiYkqLy93C8ZOp1O7d+92LQ42fPhwbdq0yW2\/\/Px8DRs2rMGNtQEAAAAA1tuypUCzZt2uLVsKrC6lVQQ0iV522WU644wzdMcdd+jzzz\/Xnj179NBDD6moqEiTJ0+WJKWlpWnr1q1avHix9uzZo5UrV+qdd95RRkZGIEsFAAAAADSDw+FQVlamDh\/+RllZmXI4HFaX5HeGGeB7PJWUlOipp57Sxo0b5XA4NGjQIM2ePVv9+vVzPeajjz7SokWLtHfvXvXs2VMzZ87U2LFjffq+dXVOlZUd87V8AAAAAMBJ1q59TW+++VeZpinDMHTttRM1ceJPrS7rlOLiOjT7GueAB2erEJwBAAAAwL9KSoo1Z84s1dXVubZFREToiSeeUXx8goc9rdeS4MxFwwAAAACAFjNNU6tWrdD\/nottansoIzgDAAAAAFqsqOiACgu3yul0v3uR0+lUYeFWFRUdsKgy\/yM4AwAAAABaLDGxhwYOTG5w9yObzaZBgwYrMbGHRZX5H8EZAAAAANBihmFo8uSpMgyjwfa0tCkNtocygjMAAAAAwCvx8QlKSRnnCsmGYSg1dXzQLwzWUgRnAAAAAIDXUlPHq0uXWElSly6xSkkZZ3FF\/kdwBgAAAAB4zW63Kz09Q127nqb09AzZ7XarS\/I77uMMAAAAAGhzuI8zAAAAAAB+QnAGAAAAAMADgjMAAAAAAB4QnAEAAAAA8IDgDAAAAACABwRnAAAAAAA8IDgDAAAAAOABwRkAAAAAAA8IzgAAAAAAeEBwBgAAAADAA4IzAAAAAAAeEJwBAAAAAPCA4AwAAAAAgAcEZwAAAAAAPCA4AwAAAADgAcEZAAAAAAAPCM4AAAAAAHhAcAYAAAAAwAOCMwAAAAAAHhCcAQAAAADwgOAMAAAAAIAHBGcAAAAAADwgOAMAAAAA4AHBGQAAAAAADwjOAAAAAAB4QHAGAAAAAMADgjMAAAAAAB4QnAEAAAAA8IDgDAAAAACABwRnAAAAAGFpy5YCzZp1u7ZsKbC6FIQ4gjMAAACAsONwOJSVlanDh79RVlamHA6H1SUhhBGcAQAAAISd3NxsVVSUS5IqKsqVl5djcUUIZQRnAAAAAGGlpKRYeXk5Mk1TkmSapnJzs1VSUmxxZQhVBGcAAAAAYcM0Ta1atcIVmk+1HWgOgjMAAACAsFFUdECFhVvldDrdtjudThUWblVR0QGLKkMoIzgDAAAACBuJiT00cGCybDb3qGOz2TRo0GAlJvawqDKEMoIzAAAAgLBhGIYmT54qwzAabE9Lm9JgO9AcBGcAAAAAYSU+PkEpKeNcIdkwDKWmjld8fILFlSFUEZwBAAAAhJ3U1PHq0iVWktSlS6xSUsZZXBFCGcEZAAAAQNix2+1KT89Q166nKT09Q3a73eqSEMIMsxXXY583b57q6ur05JNPum3Pz8\/XokWLtHv3biUkJGjGjBkaP368a9zhcOjJJ5\/U22+\/raqqKl1yySV65JFH1LVrV69rqatzqqzsmNf7AwAAAADCR1xcB0VENO9ccqucca6rq9NvfvMbvf766w3G9uzZo+nTp2v06NHKzs7WDTfcoLlz5yo\/P9\/1mPnz5+sf\/\/iHXnjhBWVlZWnfvn268847W6NUAAAAAAA8ivT3Affs2aM5c+Zo37596t69e4PxrKws9evXzxWEzz77bG3btk2ZmZm68MILVVJSouzsbL3yyisaPny4JOmZZ57RNddco88++0xDhgzxd8kAAAAAADTJ72ecN23apHPPPVe5ubnq2bNng\/HNmzdr5MiRbttGjhypgoICmaapgoICSdIFF1zgGj\/rrLMUHx+vTz\/91N\/lAgAAAADgkd\/PON94440ex4uLi5WQ4L4MfLdu3XTixAmVl5erpKREsbGxDS7e79atm4qKinyqLTKStdAAAAAAAC3TouC8f\/9+jRkzpsnxTz75RKeffrrHY1RVVSk6OtptW\/3X1dXVOnHiRINx6btV8RwOR0vKdWOzGYqN7eD1\/gAAAACAtqlFwTk+Pl7r169vcjwuLu6Ux7Db7aqurnbbVv91u3btFBMT02Bc+m6l7Xbt2rWkXDdOp6mjR497vT8AAAAAIHx07tyu2atqtyg4R0VFqXfv3l4VVS8xMVGlpaVu20pLS9W+fXt16tRJCQkJqqioUHV1tduZ59LS0gZTvFuqttbp0\/4AAAAAgLYn4Bf9Dh8+XJs2bXLblp+fr2HDhslms+m8886T0+l0LRImSf\/3f\/+nkpIS1yrbAAAAAAAESsCDc1pamrZu3arFixdrz549Wrlypd555x1lZGRI+m46eEpKih588EFt3LhRW7du1T333KPzzz+fW1EBAAAAAAIu4MG5T58+Wrp0qTZs2KDx48drzZo1WrRokS688ELXYxYsWKALL7xQv\/rVrzR16lSdffbZev755wNdKgAAAAAAMkzTNK0uIhDq6pwqKztmdRkAAAAAgCAQF9eh2YuDtZngbJqmnM428VQBAAAAAKdgsxkyDKNZj20zwRkAAAAAAG8E\/BpnAAAAAABCCcEZAAAAAAAPCM4AAAAAAHhAcAYAAAAAwAOCMwAAAAAAHhCcAQAAAADwgOAMAAAAAIAHBGcAAAAAADwgOAMAAAAA4AHBGQAAAAAADwjOAAAAAAB4QHAGAAAAAMADgjMAAAAAAB4QnH1QWVmpwYMH60c\/+pGqq6slSXPmzNHIkSNVU1PT6D7Lli3T0KFDVVlZqXXr1qlv375uH+eee67OP\/98TZ06Vdu3b2\/0GGVlZbr44ou1ceNGt+3Hjh3TggULNHr0aJ133nmaMWOGvv76a7fHfPnll7r55ps1ZMgQXXrppVqxYoUfOtH6QrHXpzpGMArFPn\/wwQeaNGmShg4dqssvv1y\/+c1vVFVV5YdutK5Q7HVeXp5+8pOfKDk5WVdccYWWLVsm0zT90I3WFYq9PtmDDz6oyy+\/3MtnHzih2Oc5c+Y0+J6jRo3yQzdaVyj2urS0VLNmzdLw4cN1wQUX6J577lFZWZkfutG6Qq3XaWlpDb5f\/Ud2drZ\/mtIKQq3PkvSf\/\/xHN998s4YOHarRo0frqaeectUezEKx1\/n5+br++us1dOhQXX311frDH\/7gh060HMHZB3l5eeratasqKyv17rvvSpImTZqk8vJy\/eMf\/2h0n5ycHF1zzTXq2LGja9snn3zi+vj73\/+uJUuWqLS0VFOmTNHx48fd9j948KB+8Ytf6NChQw2Ofdddd+ndd9\/V\/Pnz9Ze\/\/EVdu3bVjTfeqPLycklSeXm5brnlFp155plau3atZs6cqSVLlmjt2rX+akmrCbVeN+cYwSjU+rx582b96le\/0tVXX63s7GzNnz9fb731lh599FF\/taTVhFqvN2zYoNmzZ+tnP\/uZ8vLyNHv2bL300kvKysryV0taTaj1+mTvvfee1qxZ48vTD5hQ7POOHTv0y1\/+0u17BnO4qBdqva6urtaUKVO0b98+\/e53v9Mrr7yibdu26f777\/dXS1pNqPX6hRdecPten3zyiS699FKdffbZuuKKK\/zVFr8LtT6XlZUpIyNDZ599trKzs7VgwQL99a9\/1bPPPuuvlrSaUOv1Z599pilTpqh\/\/\/56\/fXXdf\/99+vll1\/WSy+95K+WNJ8Jr11\/\/fXmQw89ZE6bNs28+eabXduvvvpqc9asWQ0e\/\/nnn5tJSUlmQUGBaZqmuXbtWjMpKanRY2\/atMlMSkoy33\/\/fde2v\/zlL+aIESPMCRMmmElJSea\/\/vUv19iXX35pJiUlmR9++KFrW11dnXnVVVeZL774ommapvnyyy+bl1xyiVlTU+N6zNNPP21effXVXnYgcEKt16c6RrAKtT7fc8895i233OL2fbKzs83+\/fubDofDiw4ETqj1es2aNeazzz7r9n1mzJhh3nrrrS1\/8gEWar2uV1JSYo4cOdK8+eabzcsuu8y7Jx9Aodbn2tpac9CgQea7777r2xO3QKj1eu3ateaQIUPMQ4cOuR7z0UcfmWPGjDG\/\/fZbL7sQGKHW6\/\/15ptvmv379ze3b9\/esiceYKHW53fffddMSkpy+\/l9\/PHHzdTUVC87EDih1uvbb7\/dvO6669y+T05Ojjl48OCAv9bjjLOX9uzZo88\/\/1wXXXSRrrnmGm3atEl79uyR9N27Nu+\/\/76OHTvmtk9OTo569+6tYcOGnfL4drtdkhQREeHa9ve\/\/1333XeflixZ0uDxX331lSRp+PDhrm02m039+vXTp59+Kum7s3MjRoxQZGSk6zEjR47UV199pcOHDzf3qQdcKPb6VMcIRqHY5ylTpmj27NkN9q2trVVlZeUpa7JKKPb6uuuu01133SVJqqur00cffaRNmzbpoosuasEzD7xQ7LUkmaapBx54QOPGjdP555\/fgmdsjVDs8969e+VwONS7d+8WPltrhWKvP\/74Y40cOVKnnXaa6zGXXHKJ3nvvPbczWMEmFHt9suPHj+upp55Senq6+vbt24xnbI1Q7HOXLl0kSa+++qrq6uq0f\/9+bdiwQYMHD27BMw+8UOz1V1995TYuSf3799eJEye0devW5jxtvyE4e+n1119X+\/btNWrUKF1xxRWKjo7Wq6++KkmaMGGCampq9N5777keX1NTo7y8PF133XWnPPa+ffu0aNEide\/eXSNGjHBtX7p0qa6\/\/noZhtFgn9NPP12SVFxc7Lb9wIEDrlBcXFyshIQEt\/Fu3bpJ+m4KRbAKxV6f6hjBKBT73L9\/f\/Xr1881Vl1drd\/97ncaMGCA4uLiWvDsAysUe13v4MGDGjRokG699VYlJyfrxhtvbP4Tt0Co9vr3v\/+9Dh06pFmzZrXsCVskFPu8c+dOGYahrKwsXX755briiiu0YMECffvtty1vQACFYq\/37t2rnj176re\/\/a2uvPJKXXbZZXrooYd09OjRljcggEKx1yf785\/\/rGPHjum2225r3hO2SCj2efjw4Zo2bZqWLFmiQYMGacyYMTr99NP10EMPtbwBARSKvT799NNVVFTUYFxSwE\/8EZy9UFtbqzfffFOXXXaZ2rVrp06dOmn06NHKycnRiRMndNppp2n06NF68803Xfts2LBBlZWVGj9+fIPjDR061PUxcOBAXXvtterSpYtWr16t9u3bN6umwYMHq3fv3nrkkUdUVFSk6upq\/f73v9eXX37puvC\/qqpK0dHRbvvVvzPkcDi87EbrCtVeh5pw6HNtba1mz56t3bt365FHHvG6F60t1HvduXNnvf7661qyZIl27NjR6Bn\/YBGqvd6+fbtefPFFLVq0qMHv7GAUqn3etWuXbDabevTooZdffln333+\/NmzYoBkzZsjpdPqlN\/4Wqr2urKxUdna2duzYoaefflq\/\/vWvVVBQoBkzZgTtAoOh2ut6dXV1Wr16tW666SZ16tTJp160plDt89GjR7V37179\/Oc\/15o1a7RkyRJ9\/fXXmj9\/vj\/a0ipCtdcTJ07UO++8o+zsbNXU1Oi\/\/\/2vnnvuORmGEfDX3QRnL2zYsEGHDh3S2LFjXdvGjh2ro0ePKi8vT9J30xr\/+c9\/ut4J+etf\/6rLL7+80bNg2dnZys7O1vLlyzVs2DB1795dd911l3r27NnsmqKiovTb3\/5WNTU1uvTSSzV06FB9+umnuu6661zToGJiYhr8gNUH5ub+gAdaqPY61IR6nysrK\/XLX\/5S77\/\/vp5\/\/vmgnioV6r3u2LGj+vfvr2uuuUZz587VW2+95XrnN9iEYq8dDofuvfde3XbbbW6zKYJZKPZZkmbOnKl\/\/etfuvXWW5WUlKQrr7xSixcv1qZNm\/Sf\/\/zHl5a0mlDtdVRUlNq3b6+nn35aycnJuuSSS\/Tkk0\/q008\/pdet9Lt606ZNOnjwoH7605968\/QDJlT7vHjxYh09elRz5szRgAEDdM011+jJJ5\/UunXrmlxV2mqh2utrr71Wd999tx599FENHjxYN910k9LT0yUp8G8KBfSK6jAxY8YMMykpyTz33HPdPpKSksxJkyaZpvndoiMXXXSRmZWVZZaXl5sDBgwwN2zY4Hacxi6uP378uJmSkmKOHj3aLCsra\/T779u3z+NiUxUVFeaRI0dM0zTNO+64w3Whf0ZGhnnvvfe6PfYf\/\/iHmZSUZH7zzTctb0QAhGqvW3KMYBDKfS4pKTGvvfZac9iwYWZ+fr7XPQiUUO31p59+am7dutXtsTt37jSTkpLMf\/\/73y1vRACEYq83btxoJiUlmYMHDzaHDBliDhkyxBwwYIDZt29fc8iQIWZOTo6vbfG7UOxzU44dO2YmJSWZb7\/9drOffyCFaq9vueUWMz09vcH3S0pKMvPy8lrch0AI1V7X+\/Wvf91gQaVgFKp9Hjt2rLlo0SK3x9b\/\/li\/fn3LGxEAodrrenV1dWZxcbFZW1tr7tq1y0xKSjL\/7\/\/+z6teeIszzi1UVlamDRs2aOLEia53Wuo\/rrvuOv3nP\/\/RF198oYiICE2YMEFvv\/223n77bZ122mm6+OKLT3n8du3aafHixfrmm2\/061\/\/utl1VVZW6uabb1ZhYaF+8IMfqHPnzvr222\/1z3\/+U5dccokkacSIESooKFBdXZ1rv\/z8fJ111lnq2rVry5vRykK516EklPt85MgRpaenq6ysTH\/60580cuRIr\/sQCKHc65UrV+qJJ55w2+\/zzz9XZGSkzjzzzBb1IRBCtdfJycn629\/+ppycHFe9P\/vZz9StWzdlZ2cH3f2cQ7XPknTPPfdo6tSpbvvVn\/0855xzWtCFwAjlXg8fPlzbt29XVVWVa7+dO3dKknr16tXCTrS+UO51vYKCAv4mtmKfExIStGPHDrf96n+m+Zvo317\/8Y9\/1COPPCKbzab4+HhFRETo7bffVs+ePXXWWWd53RNvEJxbKCcnR7W1tcrIyFBSUpLbxy9\/+UtFRES4LrKfNGmSPvvsM7322muaOHGibLbmtbtfv37KyMjQ+vXr9cEHHzRrn44dO8owDD3++OPasWOHtm\/frl\/+8pfq3r27UlNTXfVUVlZq3rx52r17t9atW6esrCxNnz7du2a0slDudSgJ5T4\/8cQTrsUo4uLidOjQIdfHyW8QBYtQ7vWUKVP02Wef6fnnn9d\/\/\/tfrV+\/XosWLdLkyZMVGxvrXUNaUaj2OiYmRr169XL7+MEPfqDIyEj16tUr6C4HCdU+S1Jqaqr+8Y9\/6KWXXtLXX3+tDRs2aO7cuUpNTQ3KlbZDudc\/+9nPFBERoXvuuUc7d+5UQUGBHnzwQV1wwQUaMGCAdw1pRaHca+m765t3796tpKSklj\/5AArlPt9yyy36+OOP9dxzz+nrr79Wfn6+HnjgAY0ePVrnnnuudw1pRaHc63POOUdr1qzRmjVrdODAAb322mt6+eWXdc8993jXDF8E9Px2GEhNTW1w39iT3XHHHeaQIUNc93X7+c9\/bvbt29fcv39\/g8d6ug+aw+Ewr7nmGnPUqFEN7nHY1FSHkpISc+bMmebw4cPN888\/37z\/\/vvNw4cPuz3m888\/N3\/605+aAwcONC+77DJz9erVzXreVgj1Xp\/qGMEiVPtcV1dnDho0yExKSmr0Y9++fS3qQyCEaq\/rffTRR+bEiRPN5ORk89JLLzVffvlls66urlnPPdBCvdcne\/7554P2Ps6h3ue3337bHD9+vJmcnGxedNFF5pNPPmlWVVU167kHWqj3+quvvjKnTZtmDh482BwxYoQ5Z84c8+jRo8167oEW6r3+5ptvzKSkJPOjjz5q1vO1Sqj3+cMPPzSvv\/56c8iQIeZll11mPv744+axY8ea9dwDLdR7vW7dOvOqq64yk5OTzZ\/85CeWTYc3TDNIlzMEAAAAACAIMFUbAAAAAAAPCM4AAAAAAHhAcAYAAAAAwAOCMwAAAAAAHhCcAQAAAADwgOAMAAAAAIAHBGcAAAAAADwgOAMAAAAA4AHBGQAAAAAADwjOAAAAAAB4QHAGAAAAAMCD\/weXlyqg9piY2wAAAABJRU5ErkJggg==\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [142]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"AVL200\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL201\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL202\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL203\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL204\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL205\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL206\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL207\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL208\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL209\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [143]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"AVF210\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF211\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF212\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF213\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF214\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF215\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF216\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF217\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF218\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF219\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [144]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V1220\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1221\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1222\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1223\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1224\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1225\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1226\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1227\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1228\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1229\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [145]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V2230\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2231\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2232\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2233\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2234\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2235\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2236\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2237\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2238\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2239\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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kNwBgAAAOAatWHO4wmNOh6Px3Vhzm6WZWnixB+E7Zs48QeyLKuZK2o6BGcAAAAArmFZlqZPn1UvtFmWpaysma4Kc3Yzxig39+9h+\/7xj7+5alo8wRkAAACAq\/h8ycrImFQXki3LUmbmZPl8yTZX5i7Fxfu0bduWsH3btm1RcbF7psUTnAEAAAC4TmbmZHXunCRJ6tw5SRkZk2yuyI1OdkWZK84AAAAA4Fher1czZsxW166nacaM2fJ6vXaX5Do9epyuPn36hu1LS+unHj1Ob+aKmo5l3DTxPIKamqAOHDhkdxkAAAAA4BjGGFVXBxr9\/LIyvxYuvFXHX122LEt33\/0bde\/ua9QxExO9zXIvepcu7ZWQcGrXkgnOAAAAANACGWO0ZMmd2rFjm92lhOjTp68WLFjc5OG5IcGZqdoAAAAA0EKxyvip4YozAAAAALRQ0U7VlqRAIKA5c66WJF199fVKTx8R1fGcOFW7VRPXAgAAAABwKMuy5PW2idnx0tNHxPR4TsFUbQAAAAAAIiA4AwAAAAAQAcEZAAAAAIAICM4AAAAAAERAcAYAAAAAIAKCMwAAAAAAERCcAQAAAACIgOAMAAAAAEAEBGcAAAAAACKwJTjv27dPffv2rffrb3\/7myTpww8\/1LRp0zRkyBB973vf06pVq+woEwAAAAAAtbLjh27dulVer1cvv\/yyLMuqa+\/YsaPKy8t15ZVX6vzzz9fixYv1zjvvaPHixercubMuvfRSO8oFAAAAEIc2by7QE088qqysmRo6dJjd5SCO2RKct23bpp49e6p79+71+nJycpSYmKhFixapVatW6tWrlz7++GOtXLmS4AwAAADglAQCAeXkZKu8\/IBycrLVv\/8Aeb1eu8tCnLJlqvbWrVvVu3fvsH2bNm3S8OHD1arVV5l+1KhR2rVrl\/bv399cJQIAAACIY3l5uaqoKJckVVSUKz9\/jc0VIZ7ZdsW5W7du+slPfqLdu3frW9\/6lq677jqde+65Ki0tVVpaWsjja69MFxcXq2vXro3+ua1asRYaAAAA4HalpSXKz18jY4wkyRijvLxcjR07TsnJKTZX5z7Hjn2VsxISPK7MXc0enKurq7V79261bdtW8+bNU7t27fTcc8\/pqquu0mOPPaaqqiolJiaGPKd2SkUgEGj0z\/V4LCUltY+qdgAAAADOZozRb3\/7eNj2P\/\/5cd19990h6ywhelVVCXW\/T0pqrzZt2thYTdNo9uCcmJiojRs3qlWrVnUBecCAAdq5c6dWrVqlNm3aqLq6OuQ5tYG5Xbt2jf65waDRwYOHG184AAAAAMfbt2+v3n777XrtwWBQb7\/9tt5\/f5tSU0+3oTL3qqqqqvt9efkhtWlTY2M1p65Tp7ZKSDi1q+O2TNUOF4DT0tL05ptvKjk5WWVlZSF9tX\/2+XxR\/dxjx4JRPR8AAACAs3XvnqIBAwbpgw+KFAx+9fnf4\/Ho7LMHqnv3FHJBjNXUBEN+78bxbfbJ51u2bNHQoUO1adOmkPaioiL17t1bw4cPV0FBgWpqvvqWYt26derZs2dU9zcDAAAAcD\/LsjR9+qx607Ety1JW1kymaaNRmj04p6WlqU+fPlq8eLE2bdqknTt36p577tE777yja6+9VpdeeqkqKyu1YMEC7dixQ88++6xycnJ0zTXXNHepAAAAAOKQz5esjIxJdSHZsixlZk6Wz5dsc2WIV80enD0ejx5++GENHDhQN910k6ZMmaJ3331Xjz32mPr27auuXbsqOztbu3bt0pQpU\/T73\/9e8+bN05QpU5q7VAAAAABxKjNzsjp3TpIkde6cpIyMSTZXhHhmmdo12l2upiaoAwcO2V0GAAAAgGayeXOBnnjiUWVlzdTQocPsLse1AoEqXX31DEnSI4\/kyOuNj1W1u3Rp7+zFwQAAAACgqQ0dOozAjJhw387UAAAAAADEEMEZAAAAAIAICM4AAAAAAERAcAYAAAAAIAKCMwAAAAAAERCcAQAAAACIgOAMAAAAwJU2by7Q3LnXa\/PmArtLQZwjOAMAAABwnUAgoJycbO3f\/5lycrIVCATsLglxjOAMAAAAwHXy8nJVUVEuSaqoKFd+\/hqbK0I8IzgDAAAAcBW\/v1T5+WtkjJEkGWOUl5crv7\/U5soQrwjOAAAAAFzDGKPVq1cpGAyGtAeDQa1evaouTAMNQXAGAAAA4BolJftUVFRYLyAbY1RUVKiSkn02VYZ4RnAG0CxY1RIAADSHlJRU9enTN2xfWlo\/paSkNnNFcAOCM4Amx6qWAACgOVmWZXcJcBmCM4Amx6qWAACguZSU7NO2bVvC9m3btoWp2mgUgjOAJsWqlgAAoDklJ\/dQhw4dwvZ16NBByck9mrkiuAHBGUCTqV3VMtziHKxqCQAAmkJpabEqKyvD9lVWVqq0tLiZK4IbEJwBNJnaVS3DbQfBqpYAAKAppKSkasCAQWH7Bg4czOJgaBSCM4AmU\/vG5fGEvtR4PB7euAAAQJOwLEvTp8+qt0CYZVnKyprJwmFolFZ2FwDAvWrfuG6\/fW69dt64AABAU\/H5ktWrV2\/t2LG9rq1Xrz7y+ZJtrCp2jDGqrnbOLiXH75jitN1TEhO9MfnMSXAG0KR8vmRdfHGG8vOfq2u7+OJM17xxAQAA5\/H7S7Vjx46Qtp07t8vvL3XFZ5Dq6oCuvnqG3WWENWfO1XaXEOKRR3Lk9baJ+jhM1QbQ5FgDDAAANBdjjFauXCGp\/uKkK1euYHFSNApXnAE0Kb+\/VC++mB\/S9sILeRo3brwrvvEFAADOUly8V9u3bw3bt337VhUX71Vq6jebuaqm03vaz+Rp1druMuq+kHDCrXjBY0e140+\/j+kxCc4AmkzttlPhVtVevXqVfv7z+Y54cQUAAM4SzT281dXVJ+0PBKoafNxY3Ssba55WreVpnWh3Ga5HcAbQZGq3o\/o6Y0zddlQ9epxuQ2UAAMCpjDFasuRO7dixrUmOv2jR\/EY9r0+fvlqwYLEjwzOaHvc4A2gyKSmp6tOnb9i+tLR+bEcFAADCIpzCabjiDKBJHT169ATtkadRAQCAlsmyLC1YsDjq7ZaefvpJvfzyi3V\/vvjiDE2d+qNGH8+pU7XRPAjOAJpMcfE+7d79Udi+Xbs+UnHxPqWmMlUb8Wvz5gI98cSjysqaqaFDh9ldDgC4hmVZUW8hNGnSpXXBuX37Dpo69TJ5vd5YlIcWiKnaAJrQybZ7YDsIxK9AIKCcnGzt3\/+ZcnKyFQhEd2UEABBbx4fkK66YTWhGVAjOAJpMjx6nR7zHmYXBEM\/y8nJVUVEuSaqoKFd+\/hqbKwIQTzZvLtDcuddr8+YCu0tpEQYPHmp3CYhzBGcATcayLH3vexPC9n3vexO4Twhxy+8vVX7+mro9K40xysvLld9fanNlAOJBIBDQypUrtH\/\/Z1q5cgUzVoA4QHAG0GSCwaD+\/OfHw\/b96U+P1dvfGYgHtfuT14bmk7UDwNfl5v5dhw5VSpIOHarUmjXP2FwRgJMhODsU03fgBu+++7YOHz4ctu\/w4cN69923m7kiIHq1+5N\/\/YufYDBYtz85AJyI31+qtWufC2nLz1\/DjBXA4QjODsSCM3CLrl27RdUPOFFKSqoGDBgkjyf0LdTj8WjgwMHsTw7ghIwxWrlyRdi+lStXMGMFcDCCswPl5eWqvPyAJKm8\/AALziBulZX5o+oHnMiyLE2fPqvePfqWZSkrayb37gM4oeLivdq+fWvYvu3bt6q4eG8zVwTgVLGPs8P4\/aXKywsNynl5uRozZqx8vmSbqkJLZoxRdXXjZj2c7ANAcfFeBQKDGnzcxEQv4QS28vmSlZExSc8992xdW2bmZF6nAUR0sgvKXHAGnIvg7CBfLSxT\/7651atX6ec\/n09YQLMyxmjJkju1Y8e2Jjn+M8\/8Vc8889cGP69Pn75asGAx\/x9gqwsuuETPP\/8PGWNkWZbOP\/9iu0sCAABNhODsILULznydMaZuwRn2vUVzI5wC4b300j9DtqN6+eUXNHXqj2yuCoCTnWw3CXabQGMEjx61uwTHaYoxITg7SHJyD7Vr1y7sKsTt2rVTcnIPG6pCS2ZZlhYsWNzoqdqStHr1Kr355uv12s8993vKyrqyUcdkqjbs9uVtNbkhbc8\/\/w9uqwFcLprblyTpvffeOWm\/z+dr8HF5X2x5jl9Ibseff29jJc4Xq0X3CM4OUlKyL+LWPSUl+5Sa+s1mrgotnWVZ8nrbNPr5V111vd588w1JX71oWZal2bP\/NwbVAc2v9raacNtRcVsN4F5NffuSJD399JN6+uknG\/w8bmECmh7B2VFO9mLHiyFOTbTfiMfazTf\/Qg88cF\/dn3\/xi\/kKBKpsrCgU39SjIU50W40kbqtB3Nu8uUBPPPGosrJmaujQYXaX4zi8V8Apjv+32PunP5OndWsbq3Ge4NGjdVfiY\/X\/luDsICeb3sf0P5yq6uqArr56ht1lnNB99\/3K7hJCPPJITlRX1dGycFsN3CoQCCgnJ1vl5QeUk5Ot\/v0HyOv12l2WY8Ti9qWjR4\/q+utnn7D\/oYey1boRAYgvgFs2T+vW8rROtLsM1yM4O8h\/\/vPKSfsnTLiomaoBAIRTUlJ8kttqipWayhVnxJ+8vFxVVJRLkioqypWfv8YVC945aRZW69atddFFl+jFF\/9Zr++iizIaFZolxfT8COFAeI4MzsFgUL\/\/\/e\/1t7\/9TQcPHtSwYcN011136Vvf+pbdpTWpnj17R9UPhNP1km\/JauWxu4y6hRmc8mZsjgW1\/58f210G4tLJFhlhI1bEH7+\/VPn5a0JWis\/Ly3XFgndOn4VV68UX8\/Xii\/l2l8EsLOAEHBmcV6xYoaeeekr33HOPfD6fli5dqquuukp5eXlKTHT2NIRovtV8\/vnck\/Zfe+31DT4u3xxGdtttc1VSsk8pKam699777S4nJo5fPZBweHKxWm0RLcNpp3WPqh9wmtoF777+WljbzoJ3AODA4FxdXa1HH31Uv\/jFLzRu3DhJ0gMPPKBzzz1XL730kjIyMmL+M2M1hccYo\/vuW6KdO3fEoKr63n57g66+ekODn9erVx\/Nm7cgJm96bgvhu3fvUknJPklfLvize\/cunXlmT5urAuBkDz\/84En7b7zxF81UTcvAglUnF81nmZKS4rAL3gWDQRUVFerjj3cpJaXh9+475TMDX442DOMFhOe44LxlyxYdOnRIo0aNqmvr1KmT+vfvr40bNzZJcI6XKTyNtXPndl1zzRUxOZbbpu8sXryg3p8fe6zh20A4jRM+qMQTxgsN8fnnB6PqR8MEAgFlZ69QZWWlsrNX6P77V7hmwSpjjAKBKlVXV0d9nAce+I127fooRpWFuuuu2xv1vJ49e+nmm+dF\/RqbmJgor7cNr9UAbOW44FxaWipJSklJCWnv3r27SkpKmuRn8s3aqYt2rIwx+uKL6D9UBoNBVVZWRnWMF17IUzBY87Xj1ig7+w+6+OLMRh2zQ4cO8niiv5+4Y8dOUX1ASEz06pFHcqKuQ6q9ihHdh7pAIKCf\/3yOJGnZsuVRf+hNTEyM6QeoxERnfAiP5ewXKTZfCDjlipHknNePsrLSk\/bv3bunwcd1yuuH5Jyxlr6877P2GJWVlfrTnx7XRRdNbPTxYjXOUvRjHQhUxeyLbSfatWunbrjhmpgc649\/fFxt2rRt1HOd8hoWLxgvIDzHBecjR45IUr17mb1erz7\/\/POojt3qBAskJSTYv3BSvEhI8JxwHE\/GGKPFi+\/U9u1bY1xVbL3xxmt6443XbK0hLa2v7rzz7qjevFq3bhd1HV\/+nd0R07+z2gAdjViMj9M49f+HU8baqeMTzhdfHNSCBT+37edH+3fm9LF+\/fVX9frrr9pdhqTox5rPH6cums8fCQlttWrVEzGuKDpPPPGYXnvtq3\/HEyZcqJ\/8JMvGir7i9TrnC9NoHTv21b+ZaP4NOdHx54bIYvV377jg3KbNl9OAq6ur634vfXnFqm3bxn3TKEkej6WkpPZh+zp3bqdnnnlGgUB0V3qMMVq0aJG2b98e1XFiLS0tTXfddVfUL4Jer1dt2jR+qpQxRq1bJ0RVQ0vRqlWCkpLa2\/7G5dS\/M6eMTywx1pE5dXycKNq\/M8b61EU71m3bMs6nqkuXDiGfCxuuQ0zq+HJ6fXSfF0tKSkJCsyS98sq\/NHXqpHozLk+Vm8JuLFVVffV\/LCmpfZT\/hpzl+HNDZLH6u3dccK59wSgrK9MZZ5xR115WVqZ+\/fo1+rjBoNHBg+H33fxK4\/bOq2WMkWU58dsfS8a0lhTdC2pVVVBVVScbw8jmz1+kgwejmzkgffn3WVn5RaOfv2\/fHi1f\/n8n7J8z5yalpn6zwcft0KGjPJ7o37g6dfqGKiqiG+tYmT9\/UdQfEqTYTh\/2er2OGZ9YisVYBwJVuu66qyRJK1asjHpNAieNtVNePySpoGCj\/va3p+q1X3bZ5Ro6NL1Rx3TS64cTxtrvL9UDDyw9Yf\/NN\/+iUdskxWqcpejH2hgTkyuhxhjde+8S7dixLepjxVLv3mm67baFMXndP3z4mI4cORSDqhqvKWZhHe\/66xu+c0otp8wOcpqqqqq635eXH1KbNjURHh1fjj83RBbp775Tp7anPPvHccG5X79+6tChg9avX18XnA8ePKgPPvhA06ZNi+rYx44FY1FiRPPnL270PYoFBRv1xz\/+\/oT911zzMw0bNrzBx01M9Kqmxsgpe4u2b98pJsfp2PEbjX7uye6X93haKSXl9EYfP1pO+vuSpFatnLUNnNPGJ5aiHeuamq9e51q1SozB8Zw11k54\/ZCkzMzT9fzza1RVdaSurU2btpo4cXKUlUUvVn9ndo91MBj5HLp189n6Oi3FZqxj9fq6cOEvG\/35Y8+eT3T33XecsP+OO+7WN795xgn7TySWayQ44bXIyWviGPPl51yCc6jj3xNraoLNkgWay\/Hnhshi9XfvuOCcmJioadOmadmyZerSpYtSU1O1dOlSJScn64ILLrC7vJOyLKvRV3hGjvyOHnnkobAvzJZlaeTI7yghgWkZsdC9e+SrFCfrB4Bf\/WqpbrnlZyF\/RuykpKSqXbt2Ony4\/hXddu3aKSUl1YaqnCuazx+9evWRz5csv7\/+wnfJySnq1asPgUxfjvGCBY2\/QCJJ\/\/73K\/rLX1afsP\/yy6frvPMmNPi4TlrIEc0veOyo3SVIiu3swmg1xZg4LjhL0g033KBjx45p4cKFqqqq0vDhw7Vq1ap6C4a5jd9fcsJvM40x8vtL1KOHvd+uu0XXrqdF1Q\/UitVK2LFy\/FTvWEyxjyW3fbA77bRuGjFitDZsWKcRI0brtNO62V2Sq5SWFocNzZJ0+PBhlZYW854YI5Zl6ZZbbte8eTfW65s79zZX\/b+NVjRfUEjS+edfFDE4n3\/+RWrVypEfz08J74kNE6v3xR1\/OvGMVcSOI\/9nJiQk6Be\/+IV+8Ytf2F1Ks0pJSdWAAYNUVFRYr2\/gwMF8ux5Dy5bdc9L+O+74ZTNVg3jm5H3g58y52u4SQrhtH3hJuv76m3T99TfZXYYr1b4nvv\/+eyFfKluWpQEDBvGeGGM+X7LOO+8C\/fvfL9W1jR9\/YaPuI8eJhbuq\/\/X+1NT4\/UKI98SGceP7ops5Mji3VJZlafr0WbrttpsVDH41Dz8hIUFZWTP5xjeGxo8\/Xzt2nHhxj\/Hjz2\/GagAAX\/fVe+JcGfPVoi4ej4f3xCZy+eVZev31V1VTU6OEhFb68Y+jW1sG9RkT+T7Lk\/UDtRITvXrkkRy7y6gTCATqvpxYvvwReb1emyv6SmJibGohODuMz5eszMzJeu65Z+vaMjMn841vjBUX742qHwgnK+k0tXbAh3kn3WN01Bg9Uf6Z3WUgTn35njiJ98Rm4vV6NWfOLXriiUeVlTXTUR983eJku684c3eWxplzxVC1bm3\/+TjpPVGSjh4Navnjm6M+TrS3DTQlr9fr2NqiQXB2oMzMyXrjjddUXn5ASUldlJExye6SXOeMM3pG1Q\/UOn4KKQExMievSAvn4j2xeQ0dOkxDhw6zuwzXSknpEWHRu\/ZKSelhQ1VNo3VrjxLZEx4uYv\/XQKjH6\/VqxozZ6tr1NM2YMZtvfJvAF19E3p\/0ZP0AgObBeyLcJPKid4dUWlrczBUBOFVccXYovvFtWuedd4H+\/OeckHvJa3k8Hp13nvO3PoMzHD\/1a2aXbo6Yqu0kR43Rowc+leScaXKIP7wnwi1YCBaIX1xxRouUkJCgiy7KDNt38cWZ7JeNuGaMYVo0ADhQ7aJ3Hk\/oR3AWvQOcjyvOaJGCwaD+\/e9\/he179dV\/6Yc\/vLzemxpwMrVXVgEAOJFwC8F+\/\/tTWPQOcDiSAVqkd94pUFVVVdi+qqoqvfNOQTNXBAAAWorMzMlKSuoiSSx6B8QJrjijRTrZLFZmueJUsY\/iqYvVPooAEO9qF71j6y8gfhCc0SJ169Y9qn6gFvsoAgAaw+2L3h09WmN3CY7EuMQvgjNapP37I9+Lun\/\/pzrjjG81UzUAAADx7\/iFKZc\/\/o59hcQJFvKML9zjjBZp8OBz1KZN+Ctxbdq01eDB5zRzRQAAAACciivOaJEsy1Jycg\/t3v1Rvb7k5BS2gwAAAGig4z8\/zbliiFq3ZnvPrzt6tKbuajyfN+MLwRktUknJvrChWZJ27\/5IJSX71KPH6c1cFRBbubnP6LLLfmp3GQCAFqh16wQlEpzhIkzVRovk86UoISH8i3lCQoJ8vpRmrgiIjS++OFj3+3\/+83kdPHgwwqMBAABwKrjijBbpvffeUU1N+FUNa2pq9N5772jIEPeudAlnMsaoujoQ1TF+\/\/sHQo73f\/\/3G9166x2NPl5iopepZAAAoMUjOKNFGjhwiBISEsKG54SEBA0cOKT5i0KLZozRkiV3aseObTE97s6dO3T11TMa\/fw+ffpqwYLFhGcAANCiMVUbLZLfXxLxirPfX9LMFQEsEgIAAOBUXHFGi5SSkqoBAwapqKiwXt\/AgYOVkpJqQ1VoySzL0oIFixs9VfvddzfroYf+74T9119\/kwYPHtrg4zJVGwAAgOCMFsqyLE2fPku33npTyObzHo9HWVkzCQqwhWVZ8nrD7y9+MsnJkRe0S05OafSxAQAAWjqCM1osny9ZSUlddODA\/rq2zp2T5PMl21gV0Dj79+8\/af8ZZ5zZPMUAAFq8o0eDdpcgSXUXSJxyUcQp44KGIzijxXr\/\/fdCQrMkHTiwX++\/\/57OPnugTVUBjTN48FC1a9dOhw8frtfXrl37Rk3TBgCgsZY\/vtnuEoCYYnEwtEjBYFArVvxf2L4VK\/5PwSDfBiK+eDwe\/fSnV4TtmzbtCnk8vNwDAAA0Flec0SIVFm5WZWVl2L7KykoVFm5mH2fEFWOM1q17M2zff\/\/7hr7znXMdM00NAOBOiYlePfJIjt1l1AkEApoz52pJ0vLlj8jr9dpcUajERGfVg8gIzmiRBg0aqg4dOoQNzx06dNSgQUxrRXwpKdkXdpV4SSoqKlRJyT716HF6M1cFAGhJolnksql5vV7H1ob4wNw9tEgej0cTJ04K25eR8QOmtSLuJCf3UJs24T8QtGnTRsnJPZq5IgAAAPcgHaBFCgaDWrt2Tdi+\/Pw13OOMuFNcvFdVVVVh+6qqqlRcvLeZKwIAAHAPgjNapFO5xxmIJ59++mlU\/QAAADgxgjNapNp7nMPhHmfEo8GDh0aYqt2W7agAAACiQHBGi+TxeHTddTeF7bv++pu4xxlxx7KsE97HnJKSworaAAAAUSAdoMU6++yBSkvrG9KWltZP\/fsPsKkioPFKSvZp9+6Pwvbt2vWRSkr2NXNFAAAA7kFwRos2Z87P667EWZalOXNusbkioHGSk3tEuP2gA6tqAwAARIHgjBatU6dO+v73p8jj8ej735+iTp062V0S0CilpcURF7wrLS1u5ooAAADco5XdBQB2u\/TSy3TppZfZXQYQlZSUVA0YMEhFRYX1+gYOHKyUlFQbqgIAAHAHrjgDgAtYlqXp02eF7cvKmsniYAAAAFEgOAOAi3w9IBOYAQAAokdwBgAXMMZo9epVYYPz6tWrZIyxqTIAAID4R3AGABcoKdmnoqJCBYPBkPZgMKiiokK2owIAAIgCwRkAXKB2cTCPJ\/Rl3ePxsDgYAABAlFhVGwBcoHZxsFtvvSmk3RjD4mAAAOCEjDGqrg5EdYxAIBD2942VmOh13GcXgjMAAAAAtEDGGC1Zcqd27NgWs2POmXN11Mfo06evFixY7KjwzFRtAHCB2sXBwmFxMAAAcCJOCqdOxhVnAHCB2sXBvs4YU7c4WI8ep9tQGQAAcCrLsrRgweKop2pLqvuSPhZBnKnaAIAmUbs42AcfFIWsrO3xeHT22QNZHAwAAIRlWZa83jZ2l+F4zT5Ve8OGDerbt2+9X\/\/973\/rHrNu3TpNnTpVgwYN0oUXXqjc3NzmLhMA4krt4mDh9nFmcTAAANDUNm8u0Ny512vz5gK7S2kSzR6ct27dqjPOOENvvvlmyK\/09HRJ0s6dO3XNNddo3Lhxys3N1WWXXab58+dr3bp1zV0qAMQVny9ZGRmT6kKyZVnKzJwsny\/Z5soAAICbBQIBPfzwg9q\/\/zM9\/PCDMVlZ22maPThv27ZNffr0Ubdu3UJ+JSYmSpJycnLUr18\/3XjjjTrrrLM0a9YsXXLJJcrOzm7uUgEg7mRmTlbnzkmSpM6dk5SRMcnmigAAgNs9++xTqqqqkiRVVVXp2Wf\/anNFsWfLFefevXufsH\/Tpk0aNWpUSNuoUaNUUFDAqrAAcBJer1czZsxW166nacaM2fJ6vXaXBAAAXMzvL9ULL6wNaXvhhXz5\/aU2VdQ0mjU4G2O0fft27dy5U1OnTtWYMWN05ZVXqrDwq5VgS0tLlZwcOq2we\/fuOnLkiMrLy5uzXACIS0OHDtP99z+koUOH2V0KAABwMWOMVqz4Xdi+FSt+56oLnzFdVXvv3r2aMGHCCfufeuopHT58WNXV1brzzjtlWZZWr16tadOm6dlnn1Xv3r1VVVVVN227Vu2fq6uro6qvVSu2rQYAAABagmPHvvrsn5DgIQs0gT17PtHu3R+F7du9+yOVlu7TN795RjNX1TRiGpx9Pp\/Wrl17wv4zzzxTmzZtUrt27ZSQkCBJWrp0qTIzM\/XEE09o8eLF8nq99QJy7Z\/btm3b6No8HktJSe0b\/XwAAAAA8aOqKqHu90lJ7dWmDVsuxdrWrZ9H7D98+HPXZLCYBufWrVurV69eER\/TsWPHkD97PB717t1bfr9fkpSSkqKysrKQx5SVlaldu3b1ntsQwaDRwYOHG\/18AAAAAM3DGBP1ysyBQFXd70tL90e9V7HX62V7x6\/p0+dstWnTVlVVR+r1tW3bVn36nK3y8kM2VHZqOnVqq4SEU5uJENPgfDKvvfaabrrpJv3zn\/9USkqKJOnYsWPasmWLLrzwQklSenq6NmzYEPK8devW6ZxzzpHHE930imPHglE9HwAAAEDTMsZoyZI7tWPHtpgd87rrror6GH369NWCBYsJz8cxxqhr19O0b9+een1du56mmhqjYNAdGaxZJ\/qnp6era9eumjdvnt5\/\/31t3bpVt956qyoqKnTFFVdIkrKyslRYWKhly5Zp586devTRR\/Xiiy9q9uzZzVkqAAAAAJsQTuNDcfG+sKFZkvbu3aPi4n3NXFHTsUwzL3W2Z88eLV26VOvXr1cgENCwYcN06623Ki0tre4xr7\/+upYuXardu3fr9NNP15w5czRx4sSofm5NTVAHDjh3mgAAAACALxljVF0d3VTtZ555Wi++mF\/354svztDUqT9q9PESE5mq\/XV79+7RggU\/P2H\/r361TKef\/s1mrKhhunRp78yp2pL0zW9+Uw8++GDEx4wdO1Zjx45tpooAAAAAOIllWVHdk+z3l+pf\/wpdtPjFF9dq\/PgL5fMln+BZaKiTfY\/gpu8ZWJMdAAAAgGsYY5Sd\/Yd6ewifqB2N16PH6erTp2\/YvrS0furR4\/RmrqjpEJwBAAAAuEZx8T5t27YlbN+2bVtcdd+t3SzL0lVXXRe2b\/bs\/3XV1HaCMwAAAADXMCbyKs4n6wfCITgDAAAAcI2TzcRmpnbsGGO0evWqsH2rV69y1bR4gjMAAAAA1\/j0U39U\/Th1JSX7VFRUGLavqKhQJSXumRZPcAYAAADgGt27R141+2T9OHXJyT3UoUOHsH0dOnRQcnKPZq6o6RCcAQAAALhGaurpOvPMs8L2nXnmWUpNdc9Kz3YrLS1WZWVl2L7KykqVlhY3c0VNh+AMAAAAwDUsy9KPfvSTsH2XXfZTV630bLeUlFQNGDCo3phalqWBAwcrJSXVpspij+AMAAAAwDWMMVq79rmwffn5a1y1YJXdLMvS9OmzZFmhsdLj8Sgra6arvqQgOAMAAABwjZa0YJUT+HzJysycFNKWmTlZPp+77iUnOAMAAABwjdrpw+G4bfqwU2RmTlZSUhdJUlJSF2VkTDrJM+IPwRkAAACAa1iWpYkTfxC275JLvu+q6cNO4fV6NWPGbHXteppmzJgtr9drd0kx18ruAgAAAAAgVmrvcbYsK+R+ZsuytHbtc+rffwDhuQkMHTpMQ4cOs7uMJsMVZwAAAACuUXuP89cXATPGcI8zGo3gDAAAAMA1au9x9njqr\/TMPc5oLIIzAAAAANf4aouk+nsLu22LJDQfgjMAAAAAV\/H5kuut7OzGLZLQfAjOAAAAAFznggsuqbu6bFmWzj\/\/YpsrQjwjOAMAAABwnZde+mfdAmHGGL388gs2V4R4RnAGAAAA4Cp+f6ny89eEtOXl5crvL7WpIvfbvLlAc+der82bC+wupUkQnAEAAAC4hjFGq1evCrsdVbh2RC8QCCgnJ1v793+mnJxsBQIBu0uKOYIzAAAAANeo3cc5GAyGtAeDQfZxbiJ5ebmqqCiXJFVUlNe72u8GBGcAAAAArlG7j3O47ajYxzn2aqfFH38\/uRunxROcAQAAALhG7T7O4bCPc2y1pGnxBGcAAAAAQIO1pGnxBGcAAAAArlF7tTPcVG23XQW1W+20eI8nNFZ6PB7XTYsnOAMAAABwjZZ0FdRutdPiw31J4bZp8QRnAAAAAK7Rkq6COoHPl6yMjEl1IdmyLGVmTpbPl2xzZbFFcAYAAADgGi3pKqhTZGZOVrt27SVJ7dq1V0bGJJsrij2CMwAAAABX8fmSddFFGSFtF1+c6bqroE5S+32EW7+XIDgDAAAAcB23BjgnysvL1aFDhyRJhw4dUn7+Gpsrij2CMwAAAABX8ftL9cIL+SFtL7yQJ7+\/1KaK3MvvL1V+\/pq61cqNMcrLy3XdWBOcAQAAALhG7XZUX9926kTtaLyWNNYEZwAAAACuwXZUzacljTXBGQAAAIBrsB1V82lJY01wBgAAAOAabEfVfFrSWBOcAQAAALiKz5esjIxJdcHNsixlZk5mO6om0FLGmuAMAAAAwHUyMyerc+ckSVLnzknKyJhkc0Xu1RLGmuAMAAAAwHW8Xq9mzJitrl1P04wZs+X1eu0uybVawli3srsAAAAAAGgKQ4cO09Chw+wuAy7AFWcAAAAAQKMFAgHl5GRr\/\/7PlJOTrUAgYHdJMUdwBgAAAAA0Wl5erioqyiVJFRXlys9fY3NFsUdwBgAAAAA0it9fqvz8NTLGSJKMMcrLy5XfX2pzZbFFcAYAAAAANJgxRqtXr6oLzSdrj2dNGpwXLFig2267rV77unXrNHXqVA0aNEgXXnihcnNzQ\/oDgYAWL16s0aNHa+jQobrhhhu0f\/\/+piwVAAAAANAAJSX7VFRUqGAwGNIeDAZVVFSokpJ9NlUWe00SnGtqavSb3\/xGf\/\/73+v17dy5U9dcc43GjRun3NxcXXbZZZo\/f77WrVtX95hFixbprbfe0vLly5WTk6M9e\/boxhtvbIpSAQAAAACNkJKSqgEDBsnjCY2VHo9HAwcOVkpKqk2VxV7Mg\/POnTt1+eWXKzc3Vz169KjXn5OTo379+unGG2\/UWWedpVmzZumSSy5Rdna2JMnv9ys3N1cLFy5Uenq6Bg0apPvvv18bN27UO++8E+tyAQAAAACNYFmWpk+fJcuy6rVnZc2s1x7PYh6cN2zYoG9\/+9vKy8vT6aefXq9\/06ZNGjVqVEjbqFGjVFBQIGOMCgoKJEkjR46s6+\/Zs6d8Pp82btwY63IBAAAAAI3k8yUrI2NSXUi2LEuZmZPl8yXbXFlstYr1AS+\/\/PKI\/aWlpUpODh3E7t2768iRIyovL5ff71dSUpK8Xm+9x5SUlMS6XAAAAABAFDIzJ+uNN15TefkBde6cpIyMSXaXFHMNCs579+7VhAkTTtj\/5ptvqlu3bhGPUVVVpcTExJC22j9XV1fryJEj9folyev1Rr2RdqtWLCIOAAAAALHUqlVbzZx5lXJyVmnGjFlq376t3SXFXIOCs8\/n09q1a0\/Y36VLl5Mew+v1qrq6OqSt9s9t27ZVmzZt6vVLX6603bZt4\/8CPB5LSUntG\/18AAAAAEB4EyaM04QJ4+wuo8k0KDi3bt1avXr1iuoHpqSkqKysLKStrKxM7dq1U8eOHZWcnKyKigpVV1eHXHkuKyurN8W7IYJBo4MHDzf6+QAAAAAA9+jUqa0SEk5tVnLM73E+mfT0dG3YsCGkbd26dTrnnHPk8Xg0bNgwBYNBFRQUaPTo0ZKkjz76SH6\/X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9evXq7CwULfccotGjBihIUOGxLJcAAAAAABOyjLGmFgd7I477tDTTz8dtu9nP\/uZ5syZI0l6\/fXXtXTpUu3evVunn3665syZo4kTJ9Y99vDhw\/r1r3+tF198UZI0duxYLVy4UElJSY2uraYmqAMHDjX6+QAAAAAA9+jSpf0pT9WOaXB2MoIzAAAAAKBWQ4Iz+zMBAAAAABABwRkAAAAAgAgIzgAAAAAAREBwBgAAAAAgAoIzAAAAAAAREJwBAAAAAIigxWxHZYxRMNgiThUAAAAAcBIejyXLsk7psS0mOAMAAAAA0BhM1QYAAAAAIAKCMwAAAAAAERCcAQAAAACIgOAMAAAAAEAEBGcAAAAAACIgOAMAAAAAEAHBGQAAAACACAjOAAAAAABEQHAGAAAAACACgjMAAAAAABEQnAEAAAAAiIDgDAAAAABABATnGMjKytKkSZNO2H\/nnXdq\/PjxqqmpUXZ2ti666CINGTJEGRkZ+tvf\/hby2O3bt+vqq6\/WyJEjNXr0aN1www0qLi6u66+pqdGDDz6o8847T4MGDdLUqVP16quvhhyjvLxct9xyi4YPH67hw4frjjvu0OHDh2N70jZx2ljXCgaDmjVrlpYvXx6bE7WZ08b5ZMeIZ04b66KiIs2YMUNDhw7VqFGjdOedd+rgwYOxPWmbOG2sj\/f888+rb9++2rt3b\/QnajOnjfM\/\/vEP9e3bt96vjz\/+OLYnbgOnjfXRo0f129\/+Vueee66GDBmiadOm6cMPP4ztSdvESWO9fPnysP+m+\/btq9tvvz32J9+MnDTOkvTpp59q7ty5GjlypEaOHKkbb7xRpaWlsT1pmzhtrPfs2aNrr71WI0aM0JgxY7RkyRIdOXIkticdLYOo5ebmmrS0NLNt27Z6fYFAwAwfPtwsX77crFixwgwfPtysXbvWfPzxx+avf\/2rOfvss82zzz5rjDHmwIEDZsyYMeamm24y27ZtM++9956ZNm2aueSSS0xVVZUxxpilS5ea0aNHm\/\/85z\/mk08+MStWrDDf\/va3TWFhYd3PnDZtmvnhD39oioqKzH\/\/+19z3nnnmXnz5jXPYDQxp421McYcOXLEzJ0716SlpZkHH3yw6QehGThpnE\/lGPHMSWPt9\/tNenq6Wbhwodm1a5cpKCgwGRkZ5tprr22+AWlCThrr4+3du9cMGzbMpKWlmT179jTtIDQDp43zPffcY6ZNm2bKyspCfh07dqx5BqQJOW2s58+fb0aNGmX+\/e9\/mx07dpjrr7\/ejBkzxhw8eLB5BqQJOWmsKysr6\/17XrFihRk0aJD58MMPm29QmoCTxtkYY37605+aH\/\/4x+b9998377\/\/vvnRj35kpkyZ0jyD0cScNNYHDx40Y8aMMT\/+8Y\/Nu+++awoLC81ll11mrrzyyuYbkFNAcI6BI0eOmGHDhpnf\/va39frWrl1r+vXrZ4qLi83YsWPNH\/7wh5D++fPnm5\/85CfGGGOefvppc84554SEgZKSEpOWlmb++9\/\/GmO+\/ACQl5cXcoz09HSzcuVKY4wxb7\/9tklLSzM7duyo63\/jjTdM3759TWlpaWxO2EZOGmtjjCkoKDAXX3yxmTBhgklPT3dNcHbSOJ\/KMeKZk8b67bffNjfffLM5evRoXf\/jjz9uBg8eHJNztZuTxrpWTU2Nufzyy8306dNdE5ydNs5XXnmlWbJkSczOz0mcNNaffPKJSUtLM\/\/+97\/r+j\/\/\/HNz3nnn8VrdRK8ftT7++GMzePBg8+STT0Z1jk7gpHH+\/PPPTVpamnnllVfq+l9++WWTlpZmDhw4EJsTtpGTxjonJ8cMHjzY7N+\/v66\/uLjY9O3b12zcuDE2JxwDTNWOgTZt2igzM1N5eXkyxoT0rVmzRmPGjJHP59O9996ryZMn13v+559\/LkkaPXq0HnroIXm93hM+5rbbblNGRoYk6ciRI3r88cd15MgRjRw5UpK0adMmdevWTb169ap77ogRI2RZlgoKCmJyvnZy0lhL0htvvKELLrhAubm56tixY6xO03ZOGudTOUY8c9JYDx06VPfff79atWolSdqxY4f+8Y9\/aMyYMTE7Xzs5aaxrPfzwwzp69KiuueaaWJyiIzhtnLdu3arevXvH6vQcxUlj\/eabb6pTp04aO3Zs3XM7deqkV199VaNHj47J+drJSWP9dffee6\/69Omjyy67LJpTdAQnjbPX61W7du2Um5uryspKVVZWas2aNTrzzDP1jW98I5anbQsnjfWuXbt01llnqUuXLnXPTUlJUVJSkjZs2BCT840JuxK727z33nsmLS0t5FuRzz77zPTv39+88MILYZ+zZ88eM3jwYHPPPfec8LiLFi0yAwcONJ999llI+5o1a0zfvn1NWlqaWb58eV373Xffbf7nf\/6n3nFGjRplsrOzG3pajuSUsf668847zzVXnI1x7jhHOka8cuJYX3jhhSYtLc2cd955Zt++fY04K2dy0li\/++67ZtiwYWbXrl3m\/\/2\/\/+eaK87GOGec9+\/fb9LS0swtt9xiMjIyzJgxY8x1111nPvrooyjP0DmcMta\/\/vWvzZQpU8w\/\/\/lPM2XKFPOd73zHzJ49O2QGXLxzylgfr7Cw0KSlpZl169Y14oycyUnjnJ+fb0aOHGn69u1r+vXrZ84991zz8ccfR3F2zuKUsX7ooYfMd7\/73ZBbaL744gvz7W9\/2\/zyl79s7OnFHME5hn7wgx+YO++8s+7Pjz32mBk1apSprq6u99iysjJzySWXmPHjx5uKioqwx8vJyTFpaWnmscceq9dXXFxsPvzwQ\/Poo4+a\/v37mz\/\/+c\/GmNCpE8cbN26ceeihhxp5Zs7jhLH+OrcFZ2OcOc6RjhHPnDbWhYWFZsOGDeZHP\/qRmTBhgqmsrGz8yTmME8b60KFD5oILLjB\/+ctfjDHGdcHZGGeM87p160xaWpqZN2+eKSoqMhs2bDBXXHGFGTVqlPn0009jc6IO4ISxnj9\/vhk2bJj5\/ve\/b9544w3z7rvvmmuvvdaMGDHCNV9yGuOMsT7e3LlzzQ9\/+MPGn5BDOWGcg8Gguf\/++821115rNm3aZNavX29+\/OMfm8zMTPPFF1\/E5kQdwAljvXv3bjNw4EDzy1\/+0lRWVprPP\/\/czJ071\/Tv398sXLgwNicaAwTnGFq9erUZMWJE3T+0SZMmmXvvvbfe43bu3GkmTJhgxo4dG\/Zbq2AwaB544AGTlpYW9r6Dr7vzzjvN+PHjjTHG\/PKXvzzhFWc3BQ0njPXXuTE4O2mcG3qMeOOksT6e3+83\/fr1M\/\/4xz9O\/WQczgljffvtt5urrrqqrs+NwdkJ42yMqffh7tChQ2bEiBHmj3\/8Y0NPybGcMNZ33XVXvTVWjhw5YkaMGHHCe3PjkRPGutahQ4fMwIEDzd\/\/\/vdGno1zOWGcn3\/+eZOenh4SkisqKszQoUPN448\/3thTcxwnjLUxxrz22mtm7Nixpm\/fvmbw4MFm2bJl5kc\/+lHYWuxCcI6h8vJyM2DAAPPyyy+brVu31nsDMcaYTZs2meHDh5uJEyea4uLieseorq42t9xyi+nbt2+9qdXV1dXmpZdeqve8P\/3pT+bss882xhjzyCOPmLFjx4b0BwIB069fP7N27dpYnKYjOGGsv86Nwdkp4xzpGG7hhLHesWOHee211+odd+TIkebhhx+O9hQdwwljnZaWZgYMGGCGDBlihgwZYgYOHGjS0tLM4MGDzR133BHjM7aHE8b5RKZOneqo6X\/RcsJY\/+EPfzD9+\/evd9xLL73U3HXXXVGeoXM4YaxrvfDCC+bss882n3\/+eYzOzjmcMM6LFi0KezV\/6tSpZtGiRdGeomM4YayPV1ZWZo4cOWKMMWb06NHmqaeeivYUY4bFwWKoc+fOuuCCC\/TCCy\/o+eef1znnnBOySFdhYaFmz56tPn366Mknn1RKSkq9Y8ybN08vvPCCfvvb32rWrFkhfQkJCVqwYIGefvrpkPZ33323buGT4cOHq7S0NGR\/yvXr10uSzjnnnJidq92cMNYtgVPGOdIx3MIJY\/3GG2\/oxhtvVGVlZV3\/J598ovLy8pBa4p0Txvpf\/\/qX8vLylJubq9zcXC1ZskSS9Mgjj+jGG2+M9Snbwgnj\/OSTT2rkyJGqqqqq66+srNTu3btd9VruhLFOT0\/XsWPH9N5779X1V1VVac+ePfrWt74Vy9O1lRPGulZBQYHOPvtsderUKYZn6AxOGOeUlBR9\/PHHCgQCdf1HjhzR3r17+Tf9NdGOdUFBgaZNm6bq6mp169ZNbdq00YYNG1ReXq7vfOc7TXDWjWR3cnebt956y6Snp5vzzz8\/ZOrM0aNHzQUXXGAmTJhgPvnkk5C992qXXn\/mmWdMWlqayc7Orrc\/X+03Lw8\/\/LAZMmSIycvLM7t27TJ\/\/OMfTb9+\/czLL79sjPlymsSPf\/xjM2XKFPPuu++adevWmfPOO8\/cdtttzT8YTczusf46N15xNsb+cT6VY7iF3WN94MAB893vftdce+21Ztu2bWbjxo1m0qRJ5n\/+539cseft8ewe669z41RtY+wf5+LiYjN8+HAzZ84cs23bNlNYWGiuuOIKc\/755\/P60QT\/pq+44gpzySWXmI0bN5rt27ebOXPmmNGjR4dsMeMGThhrY4zJyspy1P2fsWb3OPv9fjNixAhz7bXXmg8\/\/NB8+OGH5pprrjHf\/e53XXeV3+6xLi8vNyNGjDB33XWX+eSTT8xbb71lxowZ47gr+5YxX1t\/HFExxmjChAmqqKjQm2++qXbt2kmS3n77bV1++eVhn5OamqpXX31VM2fO1FtvvRX2Mffcc4+mTp2qYDCo1atX68knn1RJSYnOOusszZkzR+eff37dY\/fv36\/FixfrjTfekNfr1cUXX6zbb7897DLx8cwJY3288ePHa8qUKZozZ05sTtAh7B7nUzmGW9g91tKXW0Lce++9KigoUEJCgiZMmKDbbrvNdVc0nDDWx1u\/fr2mT5+uV155RaeffnpsTtIBnDDOH374oZYtW6Z3331XxhiNGTNGt99+e9irJvHMCWNdWVmpZcuW6YUXXlBVVZXOOecczZ8\/31VX9yVnjLUkTZw4URMmTNAtt9wS2xN0CCeM886dO7V06VJt3rxZHo9H6enpuvXWW131Oi05Y6zfffdd3XPPPdqyZYuSkpJ06aWX6n\/\/93+VkJAQ+xNuJIIzAAAAAAARcI8zAAAAAAAREJwBAAAAAIiA4AwAAAAAQAQEZwAAAAAAIiA4AwAAAAAQAcEZAAAAAIAICM4AAAAAAERAcAYAAAAAIAKCMwAAAAAAERCcAQAAAACIgOAMAAAAAEAEBGcAAAAAACL4\/wCqBrOzuwCpswAAAABJRU5ErkJggg==\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [146]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V3240\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3241\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3242\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3243\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3244\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3245\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3246\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3247\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3248\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3249\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [147]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V4250\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4251\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4252\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4253\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4254\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4255\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4256\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4257\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4258\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4259\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [148]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V5260\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5261\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5262\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5263\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5264\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5265\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5266\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5267\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5268\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5269\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [149]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">set<\/span><span class=\"p\">(<\/span><span class=\"n\">rc<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"s1\">'figure.figsize'<\/span><span class=\"p\">:(<\/span><span class=\"mf\">11.7<\/span><span class=\"p\">,<\/span><span class=\"mf\">5.27<\/span><span class=\"p\">)})<\/span>\n<span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">boxplot<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">[[<\/span><span class=\"s2\">\"V6270\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6271\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6272\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6273\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6274\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6275\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6276\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6277\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6278\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6279\"<\/span><span class=\"p\">]]);<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h3 id=\"%E8%BA%AB%E4%BD%93%E7%8A%B6%E5%86%B5%E5%A6%82%E4%BD%95%E5%BD%B1%E5%93%8D%E4%BA%BA%E7%9A%84%E5%81%A5%E5%BA%B7\">身体状况如何影响人的健康<a class=\"anchor-link\" href=\"#%E8%BA%AB%E4%BD%93%E7%8A%B6%E5%86%B5%E5%A6%82%E4%BD%95%E5%BD%B1%E5%93%8D%E4%BA%BA%E7%9A%84%E5%81%A5%E5%BA%B7\">¶<\/a><\/h3><h4 id=\"%E4%BA%86%E8%A7%A3%E4%BA%BA%E4%BB%AC%E7%9A%84%E5%B9%B4%E9%BE%84%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BB%96%E4%BB%AC%E7%9A%84%E7%8A%B6%E5%86%B5\">了解人们的年龄是否影响他们的状况<a class=\"anchor-link\" href=\"#%E4%BA%86%E8%A7%A3%E4%BA%BA%E4%BB%AC%E7%9A%84%E5%B9%B4%E9%BE%84%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BB%96%E4%BB%AC%E7%9A%84%E7%8A%B6%E5%86%B5\">¶<\/a><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [150]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">class_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">j<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span>\n<span class=\"n\">new_class_names<\/span> <span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">class_names<\/span><span class=\"p\">:<\/span>\n \n <span class=\"k\">if<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span> <span class=\"o\">!=<\/span> <span class=\"s2\">\"1.Degree AtrioVentricular block\"<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s1\">'3.Degree AV block'<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s2\">\"2.Degree AV block\"<\/span> <span class=\"p\">):<\/span>\n <span class=\"n\">class_list<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">([<\/span><span class=\"n\">j<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">]])<\/span>\n <span class=\"n\">new_class_names<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">j<\/span><span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n<span class=\"n\">AgeClass<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n <span class=\"s2\">\"AgeAVG\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"AgeMdian\"<\/span><span class=\"p\">:<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">],<\/span>\n <span class=\"s2\">\"AgeMode\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"AgeStd\"<\/span><span class=\"p\">:<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Age'<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"Class\"<\/span><span class=\"p\">:<\/span><span class=\"n\">new_class_names<\/span> <span class=\"p\">}<\/span>\n<span class=\"n\">AgeClassDF<\/span> <span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">AgeClass<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [151]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span><span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">AgeClassDF<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">,<\/span><span class=\"n\">ax<\/span><span class=\"o\">=<\/span><span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"Plot of the Age statistics\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Values of Mean, Median, Mode and Standard Deviation'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Classes'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">AgeClassDF<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[151]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>AgeAVG<\/th>\n <th>AgeMdian<\/th>\n <th>AgeMode<\/th>\n <th>AgeStd<\/th>\n <th>Class<\/th>\n <\/tr>\n <tr>\n <th>class<\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>1.0<\/th>\n <td>46.273469<\/td>\n <td>46.0<\/td>\n <td>0.0<\/td>\n <td>14.556092<\/td>\n <td>Normal<\/td>\n <\/tr>\n <tr>\n <th>2.0<\/th>\n <td>51.750000<\/td>\n <td>55.0<\/td>\n <td>0.0<\/td>\n <td>14.160418<\/td>\n <td>Ischemic changes (CAD)<\/td>\n <\/tr>\n <tr>\n <th>3.0<\/th>\n <td>53.333333<\/td>\n <td>50.0<\/td>\n <td>0.0<\/td>\n <td>11.286317<\/td>\n <td>Old Anterior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>4.0<\/th>\n <td>57.266667<\/td>\n <td>57.0<\/td>\n <td>0.0<\/td>\n <td>11.895177<\/td>\n <td>Old Inferior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>5.0<\/th>\n <td>30.846154<\/td>\n <td>34.0<\/td>\n <td>0.0<\/td>\n <td>27.904140<\/td>\n <td>Sinus tachycardy<\/td>\n <\/tr>\n <tr>\n <th>6.0<\/th>\n <td>47.920000<\/td>\n <td>46.0<\/td>\n <td>0.0<\/td>\n <td>13.165359<\/td>\n <td>Sinus bradycardy<\/td>\n <\/tr>\n <tr>\n <th>7.0<\/th>\n <td>60.666667<\/td>\n <td>67.0<\/td>\n <td>0.0<\/td>\n <td>18.339393<\/td>\n <td>Ventricular Premature Contraction (PVC)<\/td>\n <\/tr>\n <tr>\n <th>8.0<\/th>\n <td>71.000000<\/td>\n <td>71.0<\/td>\n <td>0.0<\/td>\n <td>5.656854<\/td>\n <td>Supraventricular Premature Contraction<\/td>\n <\/tr>\n <tr>\n <th>9.0<\/th>\n <td>58.222222<\/td>\n <td>66.0<\/td>\n <td>0.0<\/td>\n <td>21.211894<\/td>\n <td>Left Boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>10.0<\/th>\n <td>38.920000<\/td>\n <td>38.5<\/td>\n <td>0.0<\/td>\n <td>17.692198<\/td>\n <td>Right boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>14.0<\/th>\n <td>19.500000<\/td>\n <td>17.5<\/td>\n <td>0.0<\/td>\n <td>11.090537<\/td>\n <td>Left Ventricule hypertrophy<\/td>\n <\/tr>\n <tr>\n <th>15.0<\/th>\n <td>57.400000<\/td>\n <td>58.0<\/td>\n <td>0.0<\/td>\n <td>6.188699<\/td>\n <td>Atrial Fibrillation or Flutter<\/td>\n <\/tr>\n <tr>\n <th>16.0<\/th>\n <td>44.272727<\/td>\n <td>43.5<\/td>\n <td>0.0<\/td>\n <td>19.644900<\/td>\n <td>Others<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h4 id=\"%E4%BA%86%E8%A7%A3%E4%BA%BA%E4%BB%AC%E7%9A%84%E6%80%A7%E5%88%AB%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BB%96%E4%BB%AC%E7%9A%84%E7%8A%B6%E5%86%B5\">了解人们的性别是否影响他们的状况<a class=\"anchor-link\" href=\"#%E4%BA%86%E8%A7%A3%E4%BA%BA%E4%BB%AC%E7%9A%84%E6%80%A7%E5%88%AB%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BB%96%E4%BB%AC%E7%9A%84%E7%8A%B6%E5%86%B5\">¶<\/a><\/h4><p><br>\n\u7537\u6027\u548c\u5973\u6027\u57fa\u672c\u7edf\u8ba1<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [152]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">class_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">j<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span>\n<span class=\"n\">new_class_names<\/span> <span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">class_names<\/span><span class=\"p\">:<\/span>\n \n <span class=\"k\">if<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span> <span class=\"o\">!=<\/span> <span class=\"s2\">\"1.Degree AtrioVentricular block\"<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s1\">'3.Degree AV block'<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s2\">\"2.Degree AV block\"<\/span> <span class=\"p\">):<\/span>\n <span class=\"n\">class_list<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">([<\/span><span class=\"n\">j<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">]])<\/span>\n <span class=\"n\">new_class_names<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">j<\/span><span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n<span class=\"n\">SexClass<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n <span class=\"s2\">\"SexAVG\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"SexMdian\"<\/span><span class=\"p\">:<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">],<\/span>\n <span class=\"s2\">\"SexMode\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"SexStd\"<\/span><span class=\"p\">:<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Sex'<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"Class\"<\/span><span class=\"p\">:<\/span><span class=\"n\">new_class_names<\/span> <span class=\"p\">}<\/span>\n<span class=\"n\">SexClassDF<\/span> <span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">SexClass<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [153]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span><span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">SexClassDF<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">,<\/span><span class=\"n\">ax<\/span><span class=\"o\">=<\/span><span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"Plot of the Sex statistics\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Values of Mean, Median, Mode and Standard Deviation'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Classes'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">SexClassDF<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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PCCivke9\/7Xt566608+OCD2WWXXZIke++9d+66664cfvjhOe6449K+ffs899xzueWWW3LooYdmhRVWSM+ePTNo0KCceOKJOfTQQ1NeXp577703FRUV2X777Rt3gwIAwBJwSRYAAFiGPP3007n77rszduzYTJ8+Pe3atUuvXr1y3HHHZc0110yS9OvXL8nnl2RJkrvvvju33357Jk+enNVWWy1bbbVVdtppp5x44on51a9+lT59+uTtt9\/O1VdfnTFjxmTmzJlZd911069fvxxwwAFJklmzZuXaa6\/NE088kalTp2bVVVdN3759c+qpp9ZcauXDDz\/M1Vdfnaeeeioff\/xx1lprrey777454ogjaq5P\/uyzz+aGG27I66+\/nvnz56dz58459dRT071798belAAAUGcKcwAAAAAAiGuYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJFGYAwAAAABAEoU5AAAAAAAkUZgDAAAAAEAShTkAAAAAACRRmAMAAAAAQBKFOQAAAAAAJEn+P0KQQ\/iARxW9AAAAAElFTkSuQmCC\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[153]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>SexAVG<\/th>\n <th>SexMdian<\/th>\n <th>SexMode<\/th>\n <th>SexStd<\/th>\n <th>Class<\/th>\n <\/tr>\n <tr>\n <th>class<\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>1.0<\/th>\n <td>0.653061<\/td>\n <td>1.0<\/td>\n <td>0.0<\/td>\n <td>0.476970<\/td>\n <td>Normal<\/td>\n <\/tr>\n <tr>\n <th>2.0<\/th>\n <td>0.590909<\/td>\n <td>1.0<\/td>\n <td>0.0<\/td>\n <td>0.497350<\/td>\n <td>Ischemic changes (CAD)<\/td>\n <\/tr>\n <tr>\n <th>3.0<\/th>\n <td>0.000000<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.000000<\/td>\n <td>Old Anterior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>4.0<\/th>\n <td>0.266667<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.457738<\/td>\n <td>Old Inferior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>5.0<\/th>\n <td>0.692308<\/td>\n <td>1.0<\/td>\n <td>0.0<\/td>\n <td>0.480384<\/td>\n <td>Sinus tachycardy<\/td>\n <\/tr>\n <tr>\n <th>6.0<\/th>\n <td>0.440000<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.506623<\/td>\n <td>Sinus bradycardy<\/td>\n <\/tr>\n <tr>\n <th>7.0<\/th>\n <td>0.000000<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.000000<\/td>\n <td>Ventricular Premature Contraction (PVC)<\/td>\n <\/tr>\n <tr>\n <th>8.0<\/th>\n <td>0.000000<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.000000<\/td>\n <td>Supraventricular Premature Contraction<\/td>\n <\/tr>\n <tr>\n <th>9.0<\/th>\n <td>0.555556<\/td>\n <td>1.0<\/td>\n <td>0.0<\/td>\n <td>0.527046<\/td>\n <td>Left Boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>10.0<\/th>\n <td>0.440000<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.501427<\/td>\n <td>Right boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>14.0<\/th>\n <td>0.250000<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.500000<\/td>\n <td>Left Ventricule hypertrophy<\/td>\n <\/tr>\n <tr>\n <th>15.0<\/th>\n <td>0.800000<\/td>\n <td>1.0<\/td>\n <td>0.0<\/td>\n <td>0.447214<\/td>\n <td>Atrial Fibrillation or Flutter<\/td>\n <\/tr>\n <tr>\n <th>16.0<\/th>\n <td>0.318182<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.476731<\/td>\n <td>Others<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h4 id=\"%E4%BA%86%E8%A7%A3%E6%82%A3%E8%80%85%E7%9A%84%E4%BD%93%E9%87%8D%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E6%82%A3%E8%80%85%E7%9A%84%E7%97%85%E6%83%85\">了解患者的体重是否影响患者的病情<a class=\"anchor-link\" href=\"#%E4%BA%86%E8%A7%A3%E6%82%A3%E8%80%85%E7%9A%84%E4%BD%93%E9%87%8D%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E6%82%A3%E8%80%85%E7%9A%84%E7%97%85%E6%83%85\">¶<\/a><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [154]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">class_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">j<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span>\n<span class=\"n\">new_class_names<\/span> <span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">class_names<\/span><span class=\"p\">:<\/span>\n \n <span class=\"k\">if<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span> <span class=\"o\">!=<\/span> <span class=\"s2\">\"1.Degree AtrioVentricular block\"<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s1\">'3.Degree AV block'<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s2\">\"2.Degree AV block\"<\/span> <span class=\"p\">):<\/span>\n <span class=\"n\">class_list<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">([<\/span><span class=\"n\">j<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">]])<\/span>\n <span class=\"n\">new_class_names<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">j<\/span><span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n<span class=\"n\">WeightClass<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n <span class=\"s2\">\"WeightAVG\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"WeightMdian\"<\/span><span class=\"p\">:<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">],<\/span>\n <span class=\"s2\">\"WeightMode\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"WeightStd\"<\/span><span class=\"p\">:<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Weight'<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"Class\"<\/span><span class=\"p\">:<\/span><span class=\"n\">new_class_names<\/span> <span class=\"p\">}<\/span>\n<span class=\"n\">WeightClassDF<\/span> <span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">WeightClass<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [155]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span><span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">WeightClassDF<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">,<\/span><span class=\"n\">ax<\/span><span class=\"o\">=<\/span><span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"Plot of the Weights statistics\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Values of Mean, Median, Mode and Standard Deviation'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Classes'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">WeightClassDF<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[155]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>WeightAVG<\/th>\n <th>WeightMdian<\/th>\n <th>WeightMode<\/th>\n <th>WeightStd<\/th>\n <th>Class<\/th>\n <\/tr>\n <tr>\n <th>class<\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>1.0<\/th>\n <td>68.669388<\/td>\n <td>68.0<\/td>\n <td>0.0<\/td>\n <td>14.454595<\/td>\n <td>Normal<\/td>\n <\/tr>\n <tr>\n <th>2.0<\/th>\n <td>73.363636<\/td>\n <td>70.0<\/td>\n <td>0.0<\/td>\n <td>20.617323<\/td>\n <td>Ischemic changes (CAD)<\/td>\n <\/tr>\n <tr>\n <th>3.0<\/th>\n <td>76.866667<\/td>\n <td>74.0<\/td>\n <td>0.0<\/td>\n <td>12.397388<\/td>\n <td>Old Anterior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>4.0<\/th>\n <td>73.866667<\/td>\n <td>76.0<\/td>\n <td>0.0<\/td>\n <td>9.318696<\/td>\n <td>Old Inferior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>5.0<\/th>\n <td>44.615385<\/td>\n <td>51.0<\/td>\n <td>0.0<\/td>\n <td>29.259011<\/td>\n <td>Sinus tachycardy<\/td>\n <\/tr>\n <tr>\n <th>6.0<\/th>\n <td>68.000000<\/td>\n <td>66.0<\/td>\n <td>0.0<\/td>\n <td>11.045361<\/td>\n <td>Sinus bradycardy<\/td>\n <\/tr>\n <tr>\n <th>7.0<\/th>\n <td>73.000000<\/td>\n <td>74.0<\/td>\n <td>0.0<\/td>\n <td>7.549834<\/td>\n <td>Ventricular Premature Contraction (PVC)<\/td>\n <\/tr>\n <tr>\n <th>8.0<\/th>\n <td>79.000000<\/td>\n <td>79.0<\/td>\n <td>0.0<\/td>\n <td>1.414214<\/td>\n <td>Supraventricular Premature Contraction<\/td>\n <\/tr>\n <tr>\n <th>9.0<\/th>\n <td>66.444444<\/td>\n <td>72.0<\/td>\n <td>0.0<\/td>\n <td>18.808981<\/td>\n <td>Left Boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>10.0<\/th>\n <td>63.300000<\/td>\n <td>63.5<\/td>\n <td>0.0<\/td>\n <td>16.579124<\/td>\n <td>Right boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>14.0<\/th>\n <td>50.250000<\/td>\n <td>51.5<\/td>\n <td>0.0<\/td>\n <td>19.653244<\/td>\n <td>Left Ventricule hypertrophy<\/td>\n <\/tr>\n <tr>\n <th>15.0<\/th>\n <td>76.000000<\/td>\n <td>78.0<\/td>\n <td>0.0<\/td>\n <td>13.209845<\/td>\n <td>Atrial Fibrillation or Flutter<\/td>\n <\/tr>\n <tr>\n <th>16.0<\/th>\n <td>68.136364<\/td>\n <td>70.5<\/td>\n <td>0.0<\/td>\n <td>18.061523<\/td>\n <td>Others<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h4 id=\"%E4%BA%86%E8%A7%A3%E4%BA%BA%E4%BB%AC%E7%9A%84%E8%BA%AB%E9%AB%98%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BB%96%E4%BB%AC%E7%9A%84%E7%8A%B6%E5%86%B5\">了解人们的身高是否影响他们的状况<a class=\"anchor-link\" href=\"#%E4%BA%86%E8%A7%A3%E4%BA%BA%E4%BB%AC%E7%9A%84%E8%BA%AB%E9%AB%98%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BB%96%E4%BB%AC%E7%9A%84%E7%8A%B6%E5%86%B5\">¶<\/a><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [156]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">class_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">j<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span>\n<span class=\"n\">new_class_names<\/span> <span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">class_names<\/span><span class=\"p\">:<\/span>\n \n <span class=\"k\">if<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span> <span class=\"o\">!=<\/span> <span class=\"s2\">\"1.Degree AtrioVentricular block\"<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s1\">'3.Degree AV block'<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s2\">\"2.Degree AV block\"<\/span> <span class=\"p\">):<\/span>\n <span class=\"n\">class_list<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">([<\/span><span class=\"n\">j<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">]])<\/span>\n <span class=\"n\">new_class_names<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">j<\/span><span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n<span class=\"n\">HeightClass<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n <span class=\"s2\">\"HeightAVG\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"HeightMdian\"<\/span><span class=\"p\">:<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">],<\/span>\n <span class=\"s2\">\"HeightMode\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"HeightStd\"<\/span><span class=\"p\">:<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Height'<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"Class\"<\/span><span class=\"p\">:<\/span><span class=\"n\">new_class_names<\/span> <span class=\"p\">}<\/span>\n<span class=\"n\">HeightClassDF<\/span> <span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">HeightClass<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [157]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span><span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">HeightClassDF<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">,<\/span><span class=\"n\">ax<\/span><span class=\"o\">=<\/span><span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"Plot of the Heights statistics\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Values of Mean, Median, Mode and Standard Deviation'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Classes'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">HeightClassDF<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[157]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>HeightAVG<\/th>\n <th>HeightMdian<\/th>\n <th>HeightMode<\/th>\n <th>HeightStd<\/th>\n <th>Class<\/th>\n <\/tr>\n <tr>\n <th>class<\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>1.0<\/th>\n <td>164.102041<\/td>\n <td>163.0<\/td>\n <td>0.0<\/td>\n <td>8.048126<\/td>\n <td>Normal<\/td>\n <\/tr>\n <tr>\n <th>2.0<\/th>\n <td>163.068182<\/td>\n <td>160.5<\/td>\n <td>0.0<\/td>\n <td>7.456534<\/td>\n <td>Ischemic changes (CAD)<\/td>\n <\/tr>\n <tr>\n <th>3.0<\/th>\n <td>170.600000<\/td>\n <td>170.0<\/td>\n <td>0.0<\/td>\n <td>4.579457<\/td>\n <td>Old Anterior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>4.0<\/th>\n <td>166.000000<\/td>\n <td>165.0<\/td>\n <td>0.0<\/td>\n <td>7.973169<\/td>\n <td>Old Inferior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>5.0<\/th>\n <td>233.615385<\/td>\n <td>160.0<\/td>\n <td>0.0<\/td>\n <td>208.500015<\/td>\n <td>Sinus tachycardy<\/td>\n <\/tr>\n <tr>\n <th>6.0<\/th>\n <td>165.040000<\/td>\n <td>165.0<\/td>\n <td>0.0<\/td>\n <td>6.996904<\/td>\n <td>Sinus bradycardy<\/td>\n <\/tr>\n <tr>\n <th>7.0<\/th>\n <td>178.000000<\/td>\n <td>176.0<\/td>\n <td>0.0<\/td>\n <td>11.135529<\/td>\n <td>Ventricular Premature Contraction (PVC)<\/td>\n <\/tr>\n <tr>\n <th>8.0<\/th>\n <td>176.500000<\/td>\n <td>176.5<\/td>\n <td>0.0<\/td>\n <td>19.091883<\/td>\n <td>Supraventricular Premature Contraction<\/td>\n <\/tr>\n <tr>\n <th>9.0<\/th>\n <td>155.666667<\/td>\n <td>158.0<\/td>\n <td>0.0<\/td>\n <td>16.209565<\/td>\n <td>Left Boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>10.0<\/th>\n <td>163.520000<\/td>\n <td>165.0<\/td>\n <td>0.0<\/td>\n <td>13.699754<\/td>\n <td>Right boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>14.0<\/th>\n <td>156.000000<\/td>\n <td>167.0<\/td>\n <td>0.0<\/td>\n <td>24.097026<\/td>\n <td>Left Ventricule hypertrophy<\/td>\n <\/tr>\n <tr>\n <th>15.0<\/th>\n <td>161.400000<\/td>\n <td>160.0<\/td>\n <td>0.0<\/td>\n <td>4.098780<\/td>\n <td>Atrial Fibrillation or Flutter<\/td>\n <\/tr>\n <tr>\n <th>16.0<\/th>\n <td>165.000000<\/td>\n <td>168.0<\/td>\n <td>0.0<\/td>\n <td>13.288018<\/td>\n <td>Others<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h4 id=\"%E4%BA%86%E8%A7%A3-QRS-%E6%8C%81%E7%BB%AD%E6%97%B6%E9%97%B4%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BA%BA%E4%BD%93%E7%8A%B6%E5%86%B5\">了解 QRS 持续时间是否影响人体状况<a class=\"anchor-link\" href=\"#%E4%BA%86%E8%A7%A3-QRS-%E6%8C%81%E7%BB%AD%E6%97%B6%E9%97%B4%E6%98%AF%E5%90%A6%E5%BD%B1%E5%93%8D%E4%BA%BA%E4%BD%93%E7%8A%B6%E5%86%B5\">¶<\/a><\/h4>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [158]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">class_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n<span class=\"n\">j<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">1<\/span>\n<span class=\"n\">new_class_names<\/span> <span class=\"o\">=<\/span><span class=\"p\">[]<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">class_names<\/span><span class=\"p\">:<\/span>\n \n <span class=\"k\">if<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span> <span class=\"o\">!=<\/span> <span class=\"s2\">\"1.Degree AtrioVentricular block\"<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s1\">'3.Degree AV block'<\/span> <span class=\"ow\">and<\/span> <span class=\"n\">i<\/span><span class=\"o\">!=<\/span> <span class=\"s2\">\"2.Degree AV block\"<\/span> <span class=\"p\">):<\/span>\n <span class=\"n\">class_list<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">([<\/span><span class=\"n\">j<\/span><span class=\"p\">,<\/span><span class=\"n\">i<\/span><span class=\"p\">,<\/span><span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">],<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">][<\/span><span class=\"n\">j<\/span><span class=\"p\">]])<\/span>\n <span class=\"n\">new_class_names<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">i<\/span><span class=\"p\">)<\/span>\n <span class=\"n\">j<\/span><span class=\"o\">+=<\/span><span class=\"mi\">1<\/span>\n<span class=\"n\">QRSTClass<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>\n <span class=\"s2\">\"QRSDAVG\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mean<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"QRSDMdian\"<\/span><span class=\"p\">:<\/span><span class=\"n\">grouped_median<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">],<\/span>\n <span class=\"s2\">\"QRSDMode\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">grouped_mode<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"QRSDStd\"<\/span><span class=\"p\">:<\/span><span class=\"n\">gouped_std<\/span><span class=\"p\">[<\/span><span class=\"s1\">'QRS_Dur'<\/span><span class=\"p\">],<\/span><span class=\"s2\">\"Class\"<\/span><span class=\"p\">:<\/span><span class=\"n\">new_class_names<\/span> <span class=\"p\">}<\/span>\n<span class=\"n\">QRSTClassDF<\/span> <span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">QRSTClass<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [159]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">fig<\/span><span class=\"p\">,<\/span> <span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">subplots<\/span><span class=\"p\">(<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span><span class=\"mi\">10<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">QRSTClassDF<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">,<\/span><span class=\"n\">ax<\/span><span class=\"o\">=<\/span><span class=\"n\">ax<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_title<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"Plot of the QRS Duration statistics\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Values of Mean, Median, Mode and Standard Deviation'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ax<\/span><span class=\"o\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Classes'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">fig<\/span><span class=\"o\">.<\/span><span class=\"n\">tight_layout<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">QRSTClassDF<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[159]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>QRSDAVG<\/th>\n <th>QRSDMdian<\/th>\n <th>QRSDMode<\/th>\n <th>QRSDStd<\/th>\n <th>Class<\/th>\n <\/tr>\n <tr>\n <th>class<\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <th><\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>1.0<\/th>\n <td>84.277551<\/td>\n <td>84.0<\/td>\n <td>0.0<\/td>\n <td>8.735439<\/td>\n <td>Normal<\/td>\n <\/tr>\n <tr>\n <th>2.0<\/th>\n <td>89.818182<\/td>\n <td>90.5<\/td>\n <td>0.0<\/td>\n <td>10.207778<\/td>\n <td>Ischemic changes (CAD)<\/td>\n <\/tr>\n <tr>\n <th>3.0<\/th>\n <td>93.333333<\/td>\n <td>93.0<\/td>\n <td>0.0<\/td>\n <td>9.131317<\/td>\n <td>Old Anterior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>4.0<\/th>\n <td>89.866667<\/td>\n <td>93.0<\/td>\n <td>0.0<\/td>\n <td>10.979635<\/td>\n <td>Old Inferior Myocardial Infraction<\/td>\n <\/tr>\n <tr>\n <th>5.0<\/th>\n <td>88.000000<\/td>\n <td>82.0<\/td>\n <td>0.0<\/td>\n <td>29.796532<\/td>\n <td>Sinus tachycardy<\/td>\n <\/tr>\n <tr>\n <th>6.0<\/th>\n <td>83.160000<\/td>\n <td>83.0<\/td>\n <td>0.0<\/td>\n <td>8.561931<\/td>\n <td>Sinus bradycardy<\/td>\n <\/tr>\n <tr>\n <th>7.0<\/th>\n <td>96.333333<\/td>\n <td>92.0<\/td>\n <td>0.0<\/td>\n <td>11.150486<\/td>\n <td>Ventricular Premature Contraction (PVC)<\/td>\n <\/tr>\n <tr>\n <th>8.0<\/th>\n <td>98.500000<\/td>\n <td>98.5<\/td>\n <td>0.0<\/td>\n <td>10.606602<\/td>\n <td>Supraventricular Premature Contraction<\/td>\n <\/tr>\n <tr>\n <th>9.0<\/th>\n <td>154.444444<\/td>\n <td>147.0<\/td>\n <td>0.0<\/td>\n <td>16.409685<\/td>\n <td>Left Boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>10.0<\/th>\n <td>97.580000<\/td>\n <td>95.0<\/td>\n <td>0.0<\/td>\n <td>15.129495<\/td>\n <td>Right boundle branch block<\/td>\n <\/tr>\n <tr>\n <th>14.0<\/th>\n <td>99.250000<\/td>\n <td>97.5<\/td>\n <td>0.0<\/td>\n <td>6.396614<\/td>\n <td>Left Ventricule hypertrophy<\/td>\n <\/tr>\n <tr>\n <th>15.0<\/th>\n <td>88.400000<\/td>\n <td>82.0<\/td>\n <td>0.0<\/td>\n <td>19.034180<\/td>\n <td>Atrial Fibrillation or Flutter<\/td>\n <\/tr>\n <tr>\n <th>16.0<\/th>\n <td>92.136364<\/td>\n <td>94.0<\/td>\n <td>0.0<\/td>\n <td>11.825298<\/td>\n <td>Others<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E5%88%86%E5%B8%83%E5%9B%BE\">分布图<a class=\"anchor-link\" href=\"#%E5%88%86%E5%B8%83%E5%9B%BE\">¶<\/a><\/h2><p><br>\n<br><\/p>\n<p><strong>\u6211\u4eec\u7814\u7a76\u4e86\u4e0a\u9762\u5206\u6790\u7684\u7279\u5f81\u7684\u5206\u5e03\u548c\u8054\u5408\u5206\u5e03<\/strong><\/p>\n<p><br>\n\u6211\u4eec\u7528\u7ecf\u9a8c\u5206\u5e03\u6765\u62df\u5408\u7279\u5f81\u5206\u5e03<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [161]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">jointplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'kde'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[161]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc0210b050><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [165]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">jointplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'resid'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[165]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc0ed8b350><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [166]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">jointplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'scatter'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[166]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc0ffbe1d0><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [167]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">jointplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'reg'<\/span><span class=\"p\">,<\/span><span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"green\"<\/span><span class=\"p\">)<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[167]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc10398b90><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [168]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">jointplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'reg'<\/span><span class=\"p\">,<\/span><span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"navy\"<\/span><span class=\"p\">)<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[168]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc10719ad0><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [169]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">jointplot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s1\">'reg'<\/span><span class=\"p\">,<\/span><span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"brown\"<\/span><span class=\"p\">)<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[169]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc10cdd190><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [174]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">g<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">JointGrid<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">plot_joint<\/span><span class=\"p\">(<\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">regplot<\/span><span class=\"p\">,<\/span> <span class=\"n\">order<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">plot_marginals<\/span><span class=\"p\">(<\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">histplot<\/span><span class=\"p\">,<\/span><span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"red\"<\/span><span class=\"p\">)<\/span> \n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[174]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc11dad190><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [175]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">g<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">JointGrid<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">plot_joint<\/span><span class=\"p\">(<\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">regplot<\/span><span class=\"p\">,<\/span> <span class=\"n\">order<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">plot_marginals<\/span><span class=\"p\">(<\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">histplot<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[175]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc11844d90><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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\"\nclass=\"\n\"\n>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [176]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">g<\/span> <span class=\"o\">=<\/span> <span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">JointGrid<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">plot_joint<\/span><span class=\"p\">(<\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">regplot<\/span><span class=\"p\">,<\/span> <span class=\"n\">order<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">g<\/span><span class=\"o\">.<\/span><span class=\"n\">plot_marginals<\/span><span class=\"p\">(<\/span><span class=\"n\">sns<\/span><span class=\"o\">.<\/span><span class=\"n\">histplot<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[176]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre><seaborn.axisgrid.JointGrid at 0x1cc1267c110><\/pre>\n<\/div>\n\n<\/div>\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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These selectors\n * will match lower in the tree, and so will override the above *\/\n[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar,\n[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar {\n scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;\n}\n\n\/* tiny scrollbar *\/\n\n.jp-scrollbar-tiny {\n scrollbar-color: rgba(var(--jp-scrollbar-thumb-color), 0.5) transparent;\n scrollbar-width: thin;\n}\n\n\/*\n * Webkit scrollbar styling\n *\/\n\n\/* use standard opaque scrollbars for most nodes *\/\n\n[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar,\n[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-corner {\n background: var(--jp-scrollbar-background-color);\n}\n\n[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-thumb {\n background: rgb(var(--jp-scrollbar-thumb-color));\n border: var(--jp-scrollbar-thumb-margin) solid transparent;\n background-clip: content-box;\n border-radius: var(--jp-scrollbar-thumb-radius);\n}\n\n[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:horizontal {\n border-left: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n border-right: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n}\n\n[data-jp-theme-scrollbars='true'] ::-webkit-scrollbar-track:vertical {\n border-top: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n border-bottom: var(--jp-scrollbar-endpad) solid\n var(--jp-scrollbar-background-color);\n}\n\n\/* for code nodes, use a transparent style of scrollbar *\/\n\n[data-jp-theme-scrollbars='true'] .CodeMirror-hscrollbar::-webkit-scrollbar,\n[data-jp-theme-scrollbars='true'] .CodeMirror-vscrollbar::-webkit-scrollbar,\n[data-jp-theme-scrollbars='true']\n .CodeMirror-hscrollbar::-webkit-scrollbar-corner,\n[data-jp-theme-scrollbars='true']\n .CodeMirror-vscrollbar::-webkit-scrollbar-corner {\n background-color: transparent;\n}\n\n[data-jp-theme-scrollbars='true']\n .CodeMirror-hscrollbar::-webkit-scrollbar-thumb,\n[data-jp-theme-scrollbars='true']\n .CodeMirror-vscrollbar::-webkit-scrollbar-thumb {\n background: rgba(var(--jp-scrollbar-thumb-color), 0.5);\n border: var(--jp-scrollbar-thumb-margin) solid transparent;\n background-clip: content-box;\n border-radius: var(--jp-scrollbar-thumb-radius);\n}\n\n[data-jp-theme-scrollbars='true']\n .CodeMirror-hscrollbar::-webkit-scrollbar-track:horizontal {\n border-left: var(--jp-scrollbar-endpad) solid transparent;\n border-right: var(--jp-scrollbar-endpad) solid transparent;\n}\n\n[data-jp-theme-scrollbars='true']\n .CodeMirror-vscrollbar::-webkit-scrollbar-track:vertical {\n border-top: var(--jp-scrollbar-endpad) solid transparent;\n border-bottom: var(--jp-scrollbar-endpad) solid transparent;\n}\n\n\/* tiny scrollbar *\/\n\n.jp-scrollbar-tiny::-webkit-scrollbar,\n.jp-scrollbar-tiny::-webkit-scrollbar-corner {\n background-color: transparent;\n height: 4px;\n width: 4px;\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-thumb {\n background: rgba(var(--jp-scrollbar-thumb-color), 0.5);\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-track:horizontal {\n border-left: 0px solid transparent;\n border-right: 0px solid transparent;\n}\n\n.jp-scrollbar-tiny::-webkit-scrollbar-track:vertical {\n border-top: 0px solid transparent;\n border-bottom: 0px solid transparent;\n}\n\n\/*\n * Phosphor\n *\/\n\n.lm-ScrollBar[data-orientation='horizontal'] {\n min-height: 16px;\n max-height: 16px;\n min-width: 45px;\n border-top: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='vertical'] {\n min-width: 16px;\n max-width: 16px;\n min-height: 45px;\n border-left: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar-button {\n background-color: #f0f0f0;\n background-position: center center;\n min-height: 15px;\n max-height: 15px;\n min-width: 15px;\n max-width: 15px;\n}\n\n.lm-ScrollBar-button:hover {\n background-color: #dadada;\n}\n\n.lm-ScrollBar-button.lm-mod-active {\n background-color: #cdcdcd;\n}\n\n.lm-ScrollBar-track {\n background: #f0f0f0;\n}\n\n.lm-ScrollBar-thumb {\n background: #cdcdcd;\n}\n\n.lm-ScrollBar-thumb:hover {\n background: #bababa;\n}\n\n.lm-ScrollBar-thumb.lm-mod-active {\n background: #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='horizontal'] .lm-ScrollBar-thumb {\n height: 100%;\n min-width: 15px;\n border-left: 1px solid #a0a0a0;\n border-right: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='vertical'] .lm-ScrollBar-thumb {\n width: 100%;\n min-height: 15px;\n border-top: 1px solid #a0a0a0;\n border-bottom: 1px solid #a0a0a0;\n}\n\n.lm-ScrollBar[data-orientation='horizontal']\n .lm-ScrollBar-button[data-action='decrement'] {\n background-image: var(--jp-icon-caret-left);\n background-size: 17px;\n}\n\n.lm-ScrollBar[data-orientation='horizontal']\n .lm-ScrollBar-button[data-action='increment'] {\n background-image: var(--jp-icon-caret-right);\n background-size: 17px;\n}\n\n.lm-ScrollBar[data-orientation='vertical']\n .lm-ScrollBar-button[data-action='decrement'] {\n background-image: var(--jp-icon-caret-up);\n background-size: 17px;\n}\n\n.lm-ScrollBar[data-orientation='vertical']\n .lm-ScrollBar-button[data-action='increment'] {\n background-image: var(--jp-icon-caret-down);\n background-size: 17px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-Widget, \/* <\/DEPRECATED> *\/\n.lm-Widget {\n box-sizing: border-box;\n position: relative;\n overflow: hidden;\n cursor: default;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Widget.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-Widget.lm-mod-hidden {\n display: none !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette {\n display: flex;\n flex-direction: column;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-search, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-search {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-content, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-content {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n min-height: 0;\n overflow: auto;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-header, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-header {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-item, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-item {\n display: flex;\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemIcon, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemIcon {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemContent, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemContent {\n flex: 1 1 auto;\n overflow: hidden;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemShortcut, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemShortcut {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-CommandPalette-itemLabel, \/* <\/DEPRECATED> *\/\n.lm-CommandPalette-itemLabel {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n.lm-close-icon {\n\tborder:1px solid transparent;\n background-color: transparent;\n position: absolute;\n\tz-index:1;\n\tright:3%;\n\ttop: 0;\n\tbottom: 0;\n\tmargin: auto;\n\tpadding: 7px 0;\n\tdisplay: none;\n\tvertical-align: middle;\n outline: 0;\n cursor: pointer;\n}\n.lm-close-icon:after {\n\tcontent: \"X\";\n\tdisplay: block;\n\twidth: 15px;\n\theight: 15px;\n\ttext-align: center;\n\tcolor:#000;\n\tfont-weight: normal;\n\tfont-size: 12px;\n\tcursor: pointer;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel, \/* <\/DEPRECATED> *\/\n.lm-DockPanel {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-widget, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-widget {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-tabBar {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle {\n z-index: 2;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-handle:after, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle:after {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n content: '';\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='horizontal'],\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='horizontal'] {\n cursor: ew-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='vertical'],\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='vertical'] {\n cursor: ns-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='horizontal']:after,\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='horizontal']:after {\n left: 50%;\n min-width: 8px;\n transform: translateX(-50%);\n}\n\n\n\/* <DEPRECATED> *\/\n.p-DockPanel-handle[data-orientation='vertical']:after,\n\/* <\/DEPRECATED> *\/\n.lm-DockPanel-handle[data-orientation='vertical']:after {\n top: 50%;\n min-height: 8px;\n transform: translateY(-50%);\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-overlay, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-overlay {\n z-index: 3;\n box-sizing: border-box;\n pointer-events: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-DockPanel-overlay.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-DockPanel-overlay.lm-mod-hidden {\n display: none !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-Menu, \/* <\/DEPRECATED> *\/\n.lm-Menu {\n z-index: 10000;\n position: absolute;\n white-space: nowrap;\n overflow-x: hidden;\n overflow-y: auto;\n outline: none;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-content, \/* <\/DEPRECATED> *\/\n.lm-Menu-content {\n margin: 0;\n padding: 0;\n display: table;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-item, \/* <\/DEPRECATED> *\/\n.lm-Menu-item {\n display: table-row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-Menu-item.p-mod-hidden,\n.p-Menu-item.p-mod-collapsed,\n\/* <\/DEPRECATED> *\/\n.lm-Menu-item.lm-mod-hidden,\n.lm-Menu-item.lm-mod-collapsed {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-Menu-itemIcon,\n.p-Menu-itemSubmenuIcon,\n\/* <\/DEPRECATED> *\/\n.lm-Menu-itemIcon,\n.lm-Menu-itemSubmenuIcon {\n display: table-cell;\n text-align: center;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-itemLabel, \/* <\/DEPRECATED> *\/\n.lm-Menu-itemLabel {\n display: table-cell;\n text-align: left;\n}\n\n\n\/* <DEPRECATED> *\/ .p-Menu-itemShortcut, \/* <\/DEPRECATED> *\/\n.lm-Menu-itemShortcut {\n display: table-cell;\n text-align: right;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-MenuBar, \/* <\/DEPRECATED> *\/\n.lm-MenuBar {\n outline: none;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-MenuBar-content, \/* <\/DEPRECATED> *\/\n.lm-MenuBar-content {\n margin: 0;\n padding: 0;\n display: flex;\n flex-direction: row;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p--MenuBar-item, \/* <\/DEPRECATED> *\/\n.lm-MenuBar-item {\n box-sizing: border-box;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-MenuBar-itemIcon,\n.p-MenuBar-itemLabel,\n\/* <\/DEPRECATED> *\/\n.lm-MenuBar-itemIcon,\n.lm-MenuBar-itemLabel {\n display: inline-block;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar {\n display: flex;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-ScrollBar[data-orientation='horizontal'],\n\/* <\/DEPRECATED> *\/\n.lm-ScrollBar[data-orientation='horizontal'] {\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-ScrollBar[data-orientation='vertical'],\n\/* <\/DEPRECATED> *\/\n.lm-ScrollBar[data-orientation='vertical'] {\n flex-direction: column;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-button, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-button {\n box-sizing: border-box;\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-track, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-track {\n box-sizing: border-box;\n position: relative;\n overflow: hidden;\n flex: 1 1 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-ScrollBar-thumb, \/* <\/DEPRECATED> *\/\n.lm-ScrollBar-thumb {\n box-sizing: border-box;\n position: absolute;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-child, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-child {\n z-index: 0;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-SplitPanel-handle:after, \/* <\/DEPRECATED> *\/\n.lm-SplitPanel-handle:after {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n content: '';\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle {\n cursor: ew-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle {\n cursor: ns-resize;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='horizontal'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='horizontal'] > .lm-SplitPanel-handle:after {\n left: 50%;\n min-width: 8px;\n transform: translateX(-50%);\n}\n\n\n\/* <DEPRECATED> *\/\n.p-SplitPanel[data-orientation='vertical'] > .p-SplitPanel-handle:after,\n\/* <\/DEPRECATED> *\/\n.lm-SplitPanel[data-orientation='vertical'] > .lm-SplitPanel-handle:after {\n top: 50%;\n min-height: 8px;\n transform: translateY(-50%);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabBar, \/* <\/DEPRECATED> *\/\n.lm-TabBar {\n display: flex;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='horizontal'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] {\n flex-direction: row;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar[data-orientation='vertical'], \/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] {\n flex-direction: column;\n align-items: flex-end;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-content, \/* <\/DEPRECATED> *\/\n.lm-TabBar-content {\n margin: 0;\n padding: 0;\n display: flex;\n flex: 1 1 auto;\n list-style-type: none;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='horizontal'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='horizontal'] > .lm-TabBar-content {\n flex-direction: row;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar[data-orientation='vertical'] > .p-TabBar-content,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar[data-orientation='vertical'] > .lm-TabBar-content {\n flex-direction: column;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab {\n display: flex;\n flex-direction: row;\n box-sizing: border-box;\n overflow: hidden;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar-tabIcon,\n.p-TabBar-tabCloseIcon,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar-tabIcon,\n.lm-TabBar-tabCloseIcon {\n flex: 0 0 auto;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tabLabel, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tabLabel {\n flex: 1 1 auto;\n overflow: hidden;\n white-space: nowrap;\n}\n\n\n.lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar-tab.p-mod-hidden, \/* <\/DEPRECATED> *\/\n.lm-TabBar-tab.lm-mod-hidden {\n display: none !important;\n}\n\n\n.lm-TabBar-addButton.lm-mod-hidden {\n display: none !important;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabBar.p-mod-dragging .p-TabBar-tab, \/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab {\n position: relative;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='horizontal'] .lm-TabBar-tab {\n left: 0;\n transition: left 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging[data-orientation='vertical'] .lm-TabBar-tab {\n top: 0;\n transition: top 150ms ease;\n}\n\n\n\/* <DEPRECATED> *\/\n.p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging,\n\/* <\/DEPRECATED> *\/\n.lm-TabBar.lm-mod-dragging .lm-TabBar-tab.lm-mod-dragging {\n transition: none;\n}\n\n.lm-TabBar-tabLabel .lm-TabBar-tabInput {\n user-select: all;\n width: 100%;\n box-sizing : border-box;\n background: inherit;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-tabBar, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-tabBar {\n z-index: 1;\n}\n\n\n\/* <DEPRECATED> *\/ .p-TabPanel-stackedPanel, \/* <\/DEPRECATED> *\/\n.lm-TabPanel-stackedPanel {\n z-index: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n@charset \"UTF-8\";\nhtml{\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n\n*,\n*::before,\n*::after{\n -webkit-box-sizing:inherit;\n box-sizing:inherit; }\n\nbody{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none;\n color:#182026;\n font-family:-apple-system, \"BlinkMacSystemFont\", \"Segoe UI\", \"Roboto\", \"Oxygen\", \"Ubuntu\", \"Cantarell\", \"Open Sans\", \"Helvetica Neue\", \"Icons16\", sans-serif; }\n\np{\n margin-bottom:10px;\n margin-top:0; }\n\nsmall{\n font-size:12px; }\n\nstrong{\n font-weight:600; }\n\n::-moz-selection{\n background:rgba(125, 188, 255, 0.6); }\n\n::selection{\n background:rgba(125, 188, 255, 0.6); }\n.bp3-heading{\n color:#182026;\n font-weight:600;\n margin:0 0 10px;\n padding:0; }\n .bp3-dark .bp3-heading{\n color:#f5f8fa; }\n\nh1.bp3-heading, .bp3-running-text h1{\n font-size:36px;\n line-height:40px; }\n\nh2.bp3-heading, .bp3-running-text h2{\n font-size:28px;\n line-height:32px; }\n\nh3.bp3-heading, .bp3-running-text h3{\n font-size:22px;\n line-height:25px; }\n\nh4.bp3-heading, .bp3-running-text h4{\n font-size:18px;\n line-height:21px; }\n\nh5.bp3-heading, .bp3-running-text h5{\n font-size:16px;\n line-height:19px; }\n\nh6.bp3-heading, .bp3-running-text h6{\n font-size:14px;\n line-height:16px; }\n.bp3-ui-text{\n font-size:14px;\n font-weight:400;\n letter-spacing:0;\n line-height:1.28581;\n text-transform:none; }\n\n.bp3-monospace-text{\n font-family:monospace;\n text-transform:none; }\n\n.bp3-text-muted{\n color:#5c7080; }\n .bp3-dark .bp3-text-muted{\n color:#a7b6c2; }\n\n.bp3-text-disabled{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-text-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-text-overflow-ellipsis{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal; }\n.bp3-running-text{\n font-size:14px;\n line-height:1.5; }\n .bp3-running-text h1{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h1{\n color:#f5f8fa; }\n .bp3-running-text h2{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h2{\n color:#f5f8fa; }\n .bp3-running-text h3{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h3{\n color:#f5f8fa; }\n .bp3-running-text h4{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h4{\n color:#f5f8fa; }\n .bp3-running-text h5{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h5{\n color:#f5f8fa; }\n .bp3-running-text h6{\n color:#182026;\n font-weight:600;\n margin-bottom:20px;\n margin-top:40px; }\n .bp3-dark .bp3-running-text h6{\n color:#f5f8fa; }\n .bp3-running-text hr{\n border:none;\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n margin:20px 0; }\n .bp3-dark .bp3-running-text hr{\n border-color:rgba(255, 255, 255, 0.15); }\n .bp3-running-text p{\n margin:0 0 10px;\n padding:0; }\n\n.bp3-text-large{\n font-size:16px; }\n\n.bp3-text-small{\n font-size:12px; }\na{\n color:#106ba3;\n text-decoration:none; }\n a:hover{\n color:#106ba3;\n cursor:pointer;\n text-decoration:underline; }\n a .bp3-icon, a .bp3-icon-standard, a .bp3-icon-large{\n color:inherit; }\n a code,\n .bp3-dark a code{\n color:inherit; }\n .bp3-dark a,\n .bp3-dark a:hover{\n color:#48aff0; }\n .bp3-dark a .bp3-icon, .bp3-dark a .bp3-icon-standard, .bp3-dark a .bp3-icon-large,\n .bp3-dark a:hover .bp3-icon,\n .bp3-dark a:hover .bp3-icon-standard,\n .bp3-dark a:hover .bp3-icon-large{\n color:inherit; }\n.bp3-running-text code, .bp3-code{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n font-size:smaller;\n padding:2px 5px; }\n .bp3-dark .bp3-running-text code, .bp3-running-text .bp3-dark code, .bp3-dark .bp3-code{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n .bp3-running-text a > code, a > .bp3-code{\n color:#137cbd; }\n .bp3-dark .bp3-running-text a > code, .bp3-running-text .bp3-dark a > code, .bp3-dark a > .bp3-code{\n color:inherit; }\n\n.bp3-running-text pre, .bp3-code-block{\n font-family:monospace;\n text-transform:none;\n background:rgba(255, 255, 255, 0.7);\n border-radius:3px;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n color:#182026;\n display:block;\n font-size:13px;\n line-height:1.4;\n margin:10px 0;\n padding:13px 15px 12px;\n word-break:break-all;\n word-wrap:break-word; }\n .bp3-dark .bp3-running-text pre, .bp3-running-text .bp3-dark pre, .bp3-dark .bp3-code-block{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-running-text pre > code, .bp3-code-block > code{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit;\n font-size:inherit;\n padding:0; }\n\n.bp3-running-text kbd, .bp3-key{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#5c7080;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-family:inherit;\n font-size:12px;\n height:24px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n line-height:24px;\n min-width:24px;\n padding:3px 6px;\n vertical-align:middle; }\n .bp3-running-text kbd .bp3-icon, .bp3-key .bp3-icon, .bp3-running-text kbd .bp3-icon-standard, .bp3-key .bp3-icon-standard, .bp3-running-text kbd .bp3-icon-large, .bp3-key .bp3-icon-large{\n margin-right:5px; }\n .bp3-dark .bp3-running-text kbd, .bp3-running-text .bp3-dark kbd, .bp3-dark .bp3-key{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#a7b6c2; }\n.bp3-running-text blockquote, .bp3-blockquote{\n border-left:solid 4px rgba(167, 182, 194, 0.5);\n margin:0 0 10px;\n padding:0 20px; }\n .bp3-dark .bp3-running-text blockquote, .bp3-running-text .bp3-dark blockquote, .bp3-dark .bp3-blockquote{\n border-color:rgba(115, 134, 148, 0.5); }\n.bp3-running-text ul,\n.bp3-running-text ol, .bp3-list{\n margin:10px 0;\n padding-left:30px; }\n .bp3-running-text ul li:not(:last-child), .bp3-running-text ol li:not(:last-child), .bp3-list li:not(:last-child){\n margin-bottom:5px; }\n .bp3-running-text ul ol, .bp3-running-text ol ol, .bp3-list ol,\n .bp3-running-text ul ul,\n .bp3-running-text ol ul,\n .bp3-list ul{\n margin-top:5px; }\n\n.bp3-list-unstyled{\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-list-unstyled li{\n padding:0; }\n.bp3-rtl{\n text-align:right; }\n\n.bp3-dark{\n color:#f5f8fa; }\n\n:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n\n.bp3-focus-disabled :focus{\n outline:none !important; }\n .bp3-focus-disabled :focus ~ .bp3-control-indicator{\n outline:none !important; }\n\n.bp3-alert{\n max-width:400px;\n padding:20px; }\n\n.bp3-alert-body{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-alert-body .bp3-icon{\n font-size:40px;\n margin-right:20px;\n margin-top:0; }\n\n.bp3-alert-contents{\n word-break:break-word; }\n\n.bp3-alert-footer{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:reverse;\n -ms-flex-direction:row-reverse;\n flex-direction:row-reverse;\n margin-top:10px; }\n .bp3-alert-footer .bp3-button{\n margin-left:10px; }\n.bp3-breadcrumbs{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n cursor:default;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n height:30px;\n list-style:none;\n margin:0;\n padding:0; }\n .bp3-breadcrumbs > li{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-breadcrumbs > li::after{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.71 7.29l-4-4a1.003 1.003 0 00-1.42 1.42L8.59 8 5.3 11.29c-.19.18-.3.43-.3.71a1.003 1.003 0 001.71.71l4-4c.18-.18.29-.43.29-.71 0-.28-.11-.53-.29-.71z' fill='%235C7080'\/%3e%3c\/svg%3e\");\n content:\"\";\n display:block;\n height:16px;\n margin:0 5px;\n width:16px; }\n .bp3-breadcrumbs > li:last-of-type::after{\n display:none; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumb-current,\n.bp3-breadcrumbs-collapsed{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n font-size:16px; }\n\n.bp3-breadcrumb,\n.bp3-breadcrumbs-collapsed{\n color:#5c7080; }\n\n.bp3-breadcrumb:hover{\n text-decoration:none; }\n\n.bp3-breadcrumb.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-breadcrumb .bp3-icon{\n margin-right:5px; }\n\n.bp3-breadcrumb-current{\n color:inherit;\n font-weight:600; }\n .bp3-breadcrumb-current .bp3-input{\n font-size:inherit;\n font-weight:inherit;\n vertical-align:baseline; }\n\n.bp3-breadcrumbs-collapsed{\n background:#ced9e0;\n border:none;\n border-radius:3px;\n cursor:pointer;\n margin-right:2px;\n padding:1px 5px;\n vertical-align:text-bottom; }\n .bp3-breadcrumbs-collapsed::before{\n background:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cg fill='%235C7080'%3e%3ccircle cx='2' cy='8.03' r='2'\/%3e%3ccircle cx='14' cy='8.03' r='2'\/%3e%3ccircle cx='8' cy='8.03' r='2'\/%3e%3c\/g%3e%3c\/svg%3e\") center no-repeat;\n content:\"\";\n display:block;\n height:16px;\n width:16px; }\n .bp3-breadcrumbs-collapsed:hover{\n background:#bfccd6;\n color:#182026;\n text-decoration:none; }\n\n.bp3-dark .bp3-breadcrumb,\n.bp3-dark .bp3-breadcrumbs-collapsed{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumbs > li::after{\n color:#a7b6c2; }\n\n.bp3-dark .bp3-breadcrumb.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-dark .bp3-breadcrumb-current{\n color:#f5f8fa; }\n\n.bp3-dark .bp3-breadcrumbs-collapsed{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-breadcrumbs-collapsed:hover{\n background:rgba(16, 22, 26, 0.6);\n color:#f5f8fa; }\n.bp3-button{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n min-height:30px;\n min-width:30px; }\n .bp3-button > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-button > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-button::before,\n .bp3-button > *{\n margin-right:7px; }\n .bp3-button:empty::before,\n .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button:empty{\n padding:0 !important; }\n .bp3-button:disabled, .bp3-button.bp3-disabled{\n cursor:not-allowed; }\n .bp3-button.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button.bp3-align-right,\n .bp3-align-right .bp3-button{\n text-align:right; }\n .bp3-button.bp3-align-left,\n .bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026; }\n .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active:hover, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active, .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-button.bp3-intent-primary{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover, .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-primary:hover{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:active, .bp3-button.bp3-intent-primary.bp3-active{\n background-color:#0e5a8a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-primary:disabled, .bp3-button.bp3-intent-primary.bp3-disabled{\n background-color:rgba(19, 124, 189, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-success{\n background-color:#0f9960;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover, .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-success:hover{\n background-color:#0d8050;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:active, .bp3-button.bp3-intent-success.bp3-active{\n background-color:#0a6640;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-success:disabled, .bp3-button.bp3-intent-success.bp3-disabled{\n background-color:rgba(15, 153, 96, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-warning{\n background-color:#d9822b;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover, .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-warning:hover{\n background-color:#bf7326;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:active, .bp3-button.bp3-intent-warning.bp3-active{\n background-color:#a66321;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-warning:disabled, .bp3-button.bp3-intent-warning.bp3-disabled{\n background-color:rgba(217, 130, 43, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button.bp3-intent-danger{\n background-color:#db3737;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover, .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n color:#ffffff; }\n .bp3-button.bp3-intent-danger:hover{\n background-color:#c23030;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:active, .bp3-button.bp3-intent-danger.bp3-active{\n background-color:#a82a2a;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-button.bp3-intent-danger:disabled, .bp3-button.bp3-intent-danger.bp3-disabled{\n background-color:rgba(219, 55, 55, 0.5);\n background-image:none;\n border-color:transparent;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.6); }\n .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#ffffff; }\n .bp3-button.bp3-large,\n .bp3-large .bp3-button{\n min-height:40px;\n min-width:40px;\n font-size:16px;\n padding:5px 15px; }\n .bp3-button.bp3-large::before,\n .bp3-button.bp3-large > *,\n .bp3-large .bp3-button::before,\n .bp3-large .bp3-button > *{\n margin-right:10px; }\n .bp3-button.bp3-large:empty::before,\n .bp3-button.bp3-large > :last-child,\n .bp3-large .bp3-button:empty::before,\n .bp3-large .bp3-button > :last-child{\n margin-right:0; }\n .bp3-button.bp3-small,\n .bp3-small .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-button.bp3-loading{\n position:relative; }\n .bp3-button.bp3-loading[class*=\"bp3-icon-\"]::before{\n visibility:hidden; }\n .bp3-button.bp3-loading .bp3-button-spinner{\n margin:0;\n position:absolute; }\n .bp3-button.bp3-loading > :not(.bp3-button-spinner){\n visibility:hidden; }\n .bp3-button[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080; }\n .bp3-button .bp3-icon, .bp3-button .bp3-icon-standard, .bp3-button .bp3-icon-large{\n color:#5c7080; }\n .bp3-button .bp3-icon.bp3-align-right, .bp3-button .bp3-icon-standard.bp3-align-right, .bp3-button .bp3-icon-large.bp3-align-right{\n margin-left:7px; }\n .bp3-button .bp3-icon:first-child:last-child,\n .bp3-button .bp3-spinner + .bp3-icon:last-child{\n margin:0 -7px; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]){\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]):disabled.bp3-active, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]).bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"])[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-button:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-dark .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(255, 255, 255, 0.3); }\n .bp3-dark .bp3-button[class*=\"bp3-intent-\"] .bp3-button-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n .bp3-button:disabled::before,\n .bp3-button:disabled .bp3-icon, .bp3-button:disabled .bp3-icon-standard, .bp3-button:disabled .bp3-icon-large, .bp3-button.bp3-disabled::before,\n .bp3-button.bp3-disabled .bp3-icon, .bp3-button.bp3-disabled .bp3-icon-standard, .bp3-button.bp3-disabled .bp3-icon-large, .bp3-button[class*=\"bp3-intent-\"]::before,\n .bp3-button[class*=\"bp3-intent-\"] .bp3-icon, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-standard, .bp3-button[class*=\"bp3-intent-\"] .bp3-icon-large{\n color:inherit !important; }\n .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button.bp3-minimal:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-minimal:active, .bp3-button.bp3-minimal.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-minimal:disabled, .bp3-button.bp3-minimal:disabled:hover, .bp3-button.bp3-minimal.bp3-disabled, .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-minimal{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-minimal:hover, .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-minimal:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-minimal:active, .bp3-dark .bp3-button.bp3-minimal.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-minimal:disabled, .bp3-dark .bp3-button.bp3-minimal:disabled:hover, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-minimal:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover, .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover, .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover, .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover, .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-minimal.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-minimal.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n border:1px solid rgba(24, 32, 38, 0.2);\n -webkit-box-sizing:border-box;\n box-sizing:border-box; }\n .bp3-button.bp3-outlined:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button.bp3-outlined:active, .bp3-button.bp3-outlined.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button.bp3-outlined{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button.bp3-outlined:hover, .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button.bp3-outlined:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button.bp3-outlined:active, .bp3-dark .bp3-button.bp3-outlined.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button.bp3-outlined:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined:disabled:hover.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover, .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover, .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover, .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover, .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button.bp3-outlined:disabled, .bp3-button.bp3-outlined.bp3-disabled, .bp3-button.bp3-outlined:disabled:hover, .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(92, 112, 128, 0.1); }\n .bp3-dark .bp3-button.bp3-outlined{\n border-color:rgba(255, 255, 255, 0.4); }\n .bp3-dark .bp3-button.bp3-outlined:disabled, .bp3-dark .bp3-button.bp3-outlined:disabled:hover, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-disabled:hover{\n border-color:rgba(255, 255, 255, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(16, 107, 163, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(16, 107, 163, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary{\n border-color:rgba(72, 175, 240, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-primary.bp3-disabled{\n border-color:rgba(72, 175, 240, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(13, 128, 80, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(13, 128, 80, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success{\n border-color:rgba(61, 204, 145, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-success.bp3-disabled{\n border-color:rgba(61, 204, 145, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(191, 115, 38, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(191, 115, 38, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning{\n border-color:rgba(255, 179, 102, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-warning.bp3-disabled{\n border-color:rgba(255, 179, 102, 0.2); }\n .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(194, 48, 48, 0.6); }\n .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(194, 48, 48, 0.2); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger{\n border-color:rgba(255, 115, 115, 0.6); }\n .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger:disabled, .bp3-dark .bp3-button.bp3-outlined.bp3-intent-danger.bp3-disabled{\n border-color:rgba(255, 115, 115, 0.2); }\n\na.bp3-button{\n text-align:center;\n text-decoration:none;\n -webkit-transition:none;\n transition:none; }\n a.bp3-button, a.bp3-button:hover, a.bp3-button:active{\n color:#182026; }\n a.bp3-button.bp3-disabled{\n color:rgba(92, 112, 128, 0.6); }\n\n.bp3-button-text{\n -webkit-box-flex:0;\n -ms-flex:0 1 auto;\n flex:0 1 auto; }\n\n.bp3-button.bp3-align-left .bp3-button-text, .bp3-button.bp3-align-right .bp3-button-text,\n.bp3-button-group.bp3-align-left .bp3-button-text,\n.bp3-button-group.bp3-align-right .bp3-button-text{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n.bp3-button-group{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex; }\n .bp3-button-group .bp3-button{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n position:relative;\n z-index:4; }\n .bp3-button-group .bp3-button:focus{\n z-index:5; }\n .bp3-button-group .bp3-button:hover{\n z-index:6; }\n .bp3-button-group .bp3-button:active, .bp3-button-group .bp3-button.bp3-active{\n z-index:7; }\n .bp3-button-group .bp3-button:disabled, .bp3-button-group .bp3-button.bp3-disabled{\n z-index:3; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]{\n z-index:9; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:focus{\n z-index:10; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:hover{\n z-index:11; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:active, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-active{\n z-index:12; }\n .bp3-button-group .bp3-button[class*=\"bp3-intent-\"]:disabled, .bp3-button-group .bp3-button[class*=\"bp3-intent-\"].bp3-disabled{\n z-index:8; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:first-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:first-child){\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n border-bottom-right-radius:0;\n border-top-right-radius:0;\n margin-right:-1px; }\n .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button:disabled:hover.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-button-group.bp3-minimal .bp3-button.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-button-group .bp3-popover-wrapper,\n .bp3-button-group .bp3-popover-target{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-button-group .bp3-button.bp3-fill,\n .bp3-button-group.bp3-fill .bp3-button:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-button-group.bp3-vertical{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n vertical-align:top; }\n .bp3-button-group.bp3-vertical.bp3-fill{\n height:100%;\n width:unset; }\n .bp3-button-group.bp3-vertical .bp3-button{\n margin-right:0 !important;\n width:100%; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:first-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:first-child{\n border-radius:3px 3px 0 0; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:last-child .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:last-child{\n border-radius:0 0 3px 3px; }\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-button-group.bp3-vertical:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-bottom:-1px; }\n .bp3-button-group.bp3-align-left .bp3-button{\n text-align:left; }\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group:not(.bp3-minimal) > .bp3-button:not(:last-child){\n margin-right:1px; }\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-popover-wrapper:not(:last-child) .bp3-button,\n .bp3-dark .bp3-button-group.bp3-vertical > .bp3-button:not(:last-child){\n margin-bottom:1px; }\n.bp3-callout{\n font-size:14px;\n line-height:1.5;\n background-color:rgba(138, 155, 168, 0.15);\n border-radius:3px;\n padding:10px 12px 9px;\n position:relative;\n width:100%; }\n .bp3-callout[class*=\"bp3-icon-\"]{\n padding-left:40px; }\n .bp3-callout[class*=\"bp3-icon-\"]::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout.bp3-callout-icon{\n padding-left:40px; }\n .bp3-callout.bp3-callout-icon > .bp3-icon:first-child{\n color:#5c7080;\n left:10px;\n position:absolute;\n top:10px; }\n .bp3-callout .bp3-heading{\n line-height:20px;\n margin-bottom:5px;\n margin-top:0; }\n .bp3-callout .bp3-heading:last-child{\n margin-bottom:0; }\n .bp3-dark .bp3-callout{\n background-color:rgba(138, 155, 168, 0.2); }\n .bp3-dark .bp3-callout[class*=\"bp3-icon-\"]::before{\n color:#a7b6c2; }\n .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15); }\n .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#106ba3; }\n .bp3-dark .bp3-callout.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-primary[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-primary > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-primary .bp3-heading{\n color:#48aff0; }\n .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15); }\n .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-success .bp3-heading{\n color:#0d8050; }\n .bp3-dark .bp3-callout.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-success[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-success > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-success .bp3-heading{\n color:#3dcc91; }\n .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15); }\n .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#bf7326; }\n .bp3-dark .bp3-callout.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-warning[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-warning > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-warning .bp3-heading{\n color:#ffb366; }\n .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15); }\n .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#c23030; }\n .bp3-dark .bp3-callout.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-dark .bp3-callout.bp3-intent-danger[class*=\"bp3-icon-\"]::before,\n .bp3-dark .bp3-callout.bp3-intent-danger > .bp3-icon:first-child,\n .bp3-dark .bp3-callout.bp3-intent-danger .bp3-heading{\n color:#ff7373; }\n .bp3-running-text .bp3-callout{\n margin:20px 0; }\n.bp3-card{\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n padding:20px;\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-card.bp3-dark,\n .bp3-dark .bp3-card{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.15), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n .bp3-elevation-0.bp3-dark,\n .bp3-dark .bp3-elevation-0{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), 0 0 0 rgba(16, 22, 26, 0), 0 0 0 rgba(16, 22, 26, 0); }\n\n.bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-1.bp3-dark,\n .bp3-dark .bp3-elevation-1{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 1px 1px rgba(16, 22, 26, 0.2), 0 2px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-2.bp3-dark,\n .bp3-dark .bp3-elevation-2{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.4), 0 2px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-3.bp3-dark,\n .bp3-dark .bp3-elevation-3{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2); }\n .bp3-elevation-4.bp3-dark,\n .bp3-dark .bp3-elevation-4{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n cursor:pointer; }\n .bp3-card.bp3-interactive:hover.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:hover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n\n.bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n opacity:0.9;\n -webkit-transition-duration:0;\n transition-duration:0; }\n .bp3-card.bp3-interactive:active.bp3-dark,\n .bp3-dark .bp3-card.bp3-interactive:active{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-collapse{\n height:0;\n overflow-y:hidden;\n -webkit-transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:height 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body{\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-collapse .bp3-collapse-body[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-context-menu .bp3-popover-target{\n display:block; }\n\n.bp3-context-menu-popover-target{\n position:fixed; }\n\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-dialog-container{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n min-height:100%;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n width:100%; }\n .bp3-dialog-container.bp3-overlay-enter > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5); }\n .bp3-dialog-container.bp3-overlay-enter-active > .bp3-dialog, .bp3-dialog-container.bp3-overlay-appear-active > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-dialog-container.bp3-overlay-exit > .bp3-dialog{\n opacity:1;\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-dialog-container.bp3-overlay-exit-active > .bp3-dialog{\n opacity:0;\n -webkit-transform:scale(0.5);\n transform:scale(0.5);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:opacity, transform;\n transition-property:opacity, transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n\n.bp3-dialog{\n background:#ebf1f5;\n border-radius:6px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:30px 0;\n padding-bottom:20px;\n pointer-events:all;\n -webkit-user-select:text;\n -moz-user-select:text;\n -ms-user-select:text;\n user-select:text;\n width:500px; }\n .bp3-dialog:focus{\n outline:0; }\n .bp3-dialog.bp3-dark,\n .bp3-dark .bp3-dialog{\n background:#293742;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-dialog-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background:#ffffff;\n border-radius:6px 6px 0 0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding-left:20px;\n padding-right:5px;\n z-index:30; }\n .bp3-dialog-header .bp3-icon-large,\n .bp3-dialog-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-dialog-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-dialog-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-dialog-header{\n background:#30404d;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-dialog-header .bp3-icon-large,\n .bp3-dark .bp3-dialog-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-dialog-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n margin:20px; }\n\n.bp3-dialog-footer{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin:0 20px; }\n\n.bp3-dialog-footer-actions{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:end;\n -ms-flex-pack:end;\n justify-content:flex-end; }\n .bp3-dialog-footer-actions .bp3-button{\n margin-left:10px; }\n.bp3-multistep-dialog-panels{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-multistep-dialog-left-panel{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-dark .bp3-multistep-dialog-left-panel{\n background:#202b33; }\n\n.bp3-multistep-dialog-right-panel{\n background-color:#f5f8fa;\n border-left:1px solid rgba(16, 22, 26, 0.15);\n border-radius:0 0 6px 0;\n -webkit-box-flex:3;\n -ms-flex:3;\n flex:3;\n min-width:0; }\n .bp3-dark .bp3-multistep-dialog-right-panel{\n background-color:#293742;\n border-left:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-multistep-dialog-footer{\n background-color:#ffffff;\n border-radius:0 0 6px 0;\n border-top:1px solid rgba(16, 22, 26, 0.15);\n padding:10px; }\n .bp3-dark .bp3-multistep-dialog-footer{\n background:#30404d;\n border-top:1px solid rgba(16, 22, 26, 0.4); }\n\n.bp3-dialog-step-container{\n background-color:#f5f8fa;\n border-bottom:1px solid rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-dialog-step-container{\n background:#293742;\n border-bottom:1px solid rgba(16, 22, 26, 0.4); }\n .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background-color:#ffffff; }\n .bp3-dark .bp3-dialog-step-container.bp3-dialog-step-viewed{\n background:#30404d; }\n\n.bp3-dialog-step{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#f5f8fa;\n border-radius:6px;\n cursor:not-allowed;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:4px;\n padding:6px 14px; }\n .bp3-dark .bp3-dialog-step{\n background:#293742; }\n .bp3-dialog-step-viewed .bp3-dialog-step{\n background-color:#ffffff;\n cursor:pointer; }\n .bp3-dark .bp3-dialog-step-viewed .bp3-dialog-step{\n background:#30404d; }\n .bp3-dialog-step:hover{\n background-color:#f5f8fa; }\n .bp3-dark .bp3-dialog-step:hover{\n background:#293742; }\n\n.bp3-dialog-step-icon{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:rgba(92, 112, 128, 0.6);\n border-radius:50%;\n color:#ffffff;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:25px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n width:25px; }\n .bp3-dark .bp3-dialog-step-icon{\n background-color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#2b95d6; }\n .bp3-dialog-step-viewed .bp3-dialog-step-icon{\n background-color:#8a9ba8; }\n\n.bp3-dialog-step-title{\n color:rgba(92, 112, 128, 0.6);\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1;\n padding-left:10px; }\n .bp3-dark .bp3-dialog-step-title{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-active.bp3-dialog-step-viewed .bp3-dialog-step-title{\n color:#2b95d6; }\n .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#182026; }\n .bp3-dark .bp3-dialog-step-viewed:not(.bp3-active) .bp3-dialog-step-title{\n color:#f5f8fa; }\n.bp3-drawer{\n background:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0;\n padding:0; }\n .bp3-drawer:focus{\n outline:0; }\n .bp3-drawer.bp3-position-top{\n height:50%;\n left:0;\n right:0;\n top:0; }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter, .bp3-drawer.bp3-position-top.bp3-overlay-appear{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%); }\n .bp3-drawer.bp3-position-top.bp3-overlay-enter-active, .bp3-drawer.bp3-position-top.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-top.bp3-overlay-exit-active{\n -webkit-transform:translateY(-100%);\n transform:translateY(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-enter-active, .bp3-drawer.bp3-position-bottom.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer.bp3-position-bottom.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left{\n bottom:0;\n left:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter, .bp3-drawer.bp3-position-left.bp3-overlay-appear{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%); }\n .bp3-drawer.bp3-position-left.bp3-overlay-enter-active, .bp3-drawer.bp3-position-left.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-left.bp3-overlay-exit-active{\n -webkit-transform:translateX(-100%);\n transform:translateX(-100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right{\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter, .bp3-drawer.bp3-position-right.bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer.bp3-position-right.bp3-overlay-enter-active, .bp3-drawer.bp3-position-right.bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer.bp3-position-right.bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical){\n bottom:0;\n right:0;\n top:0;\n width:50%; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-appear-active{\n -webkit-transform:translateX(0);\n transform:translateX(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit{\n -webkit-transform:translateX(0);\n transform:translateX(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right):not(.bp3-vertical).bp3-overlay-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical{\n bottom:0;\n height:50%;\n left:0;\n right:0; }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear{\n -webkit-transform:translateY(100%);\n transform:translateY(100%); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-enter-active, .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-drawer:not(.bp3-position-top):not(.bp3-position-bottom):not(.bp3-position-left):not(\n .bp3-position-right).bp3-vertical.bp3-overlay-exit-active{\n -webkit-transform:translateY(100%);\n transform:translateY(100%);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-drawer.bp3-dark,\n .bp3-dark .bp3-drawer{\n background:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n\n.bp3-drawer-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border-radius:0;\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n min-height:40px;\n padding:5px;\n padding-left:20px;\n position:relative; }\n .bp3-drawer-header .bp3-icon-large,\n .bp3-drawer-header .bp3-icon{\n color:#5c7080;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n margin-right:10px; }\n .bp3-drawer-header .bp3-heading{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:inherit;\n margin:0; }\n .bp3-drawer-header .bp3-heading:last-child{\n margin-right:20px; }\n .bp3-dark .bp3-drawer-header{\n -webkit-box-shadow:0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:0 1px 0 rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-drawer-header .bp3-icon-large,\n .bp3-dark .bp3-drawer-header .bp3-icon{\n color:#a7b6c2; }\n\n.bp3-drawer-body{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:18px;\n overflow:auto; }\n\n.bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:10px 20px;\n position:relative; }\n .bp3-dark .bp3-drawer-footer{\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.4); }\n.bp3-editable-text{\n cursor:text;\n display:inline-block;\n max-width:100%;\n position:relative;\n vertical-align:top;\n white-space:nowrap; }\n .bp3-editable-text::before{\n bottom:-3px;\n left:-3px;\n position:absolute;\n right:-3px;\n top:-3px;\n border-radius:3px;\n content:\"\";\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9), box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#137cbd; }\n .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(19, 124, 189, 0.4); }\n .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#0f9960; }\n .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px rgba(15, 153, 96, 0.4); }\n .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#d9822b; }\n .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px rgba(217, 130, 43, 0.4); }\n .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-input,\n .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#db3737; }\n .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px rgba(219, 55, 55, 0.4); }\n .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-editable-text:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(255, 255, 255, 0.15); }\n .bp3-dark .bp3-editable-text.bp3-editable-text-editing::before{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-disabled::before{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary .bp3-editable-text-content{\n color:#48aff0; }\n .bp3-dark .bp3-editable-text.bp3-intent-primary:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4);\n box-shadow:0 0 0 0 rgba(72, 175, 240, 0), 0 0 0 0 rgba(72, 175, 240, 0), inset 0 0 0 1px rgba(72, 175, 240, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-primary.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #48aff0, 0 0 0 3px rgba(72, 175, 240, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success .bp3-editable-text-content{\n color:#3dcc91; }\n .bp3-dark .bp3-editable-text.bp3-intent-success:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4);\n box-shadow:0 0 0 0 rgba(61, 204, 145, 0), 0 0 0 0 rgba(61, 204, 145, 0), inset 0 0 0 1px rgba(61, 204, 145, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-success.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #3dcc91, 0 0 0 3px rgba(61, 204, 145, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning .bp3-editable-text-content{\n color:#ffb366; }\n .bp3-dark .bp3-editable-text.bp3-intent-warning:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4);\n box-shadow:0 0 0 0 rgba(255, 179, 102, 0), 0 0 0 0 rgba(255, 179, 102, 0), inset 0 0 0 1px rgba(255, 179, 102, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-warning.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ffb366, 0 0 0 3px rgba(255, 179, 102, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger .bp3-editable-text-content{\n color:#ff7373; }\n .bp3-dark .bp3-editable-text.bp3-intent-danger:hover::before{\n -webkit-box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4);\n box-shadow:0 0 0 0 rgba(255, 115, 115, 0), 0 0 0 0 rgba(255, 115, 115, 0), inset 0 0 0 1px rgba(255, 115, 115, 0.4); }\n .bp3-dark .bp3-editable-text.bp3-intent-danger.bp3-editable-text-editing::before{\n -webkit-box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #ff7373, 0 0 0 3px rgba(255, 115, 115, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-editable-text-input,\n.bp3-editable-text-content{\n color:inherit;\n display:inherit;\n font:inherit;\n letter-spacing:inherit;\n max-width:inherit;\n min-width:inherit;\n position:relative;\n resize:none;\n text-transform:inherit;\n vertical-align:top; }\n\n.bp3-editable-text-input{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0;\n white-space:pre-wrap;\n width:100%; }\n .bp3-editable-text-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-editable-text-input:focus{\n outline:none; }\n .bp3-editable-text-input::-ms-clear{\n display:none; }\n\n.bp3-editable-text-content{\n overflow:hidden;\n padding-right:2px;\n text-overflow:ellipsis;\n white-space:pre; }\n .bp3-editable-text-editing > .bp3-editable-text-content{\n left:0;\n position:absolute;\n visibility:hidden; }\n .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-dark .bp3-editable-text-placeholder > .bp3-editable-text-content{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-editable-text.bp3-multiline{\n display:block; }\n .bp3-editable-text.bp3-multiline .bp3-editable-text-content{\n overflow:auto;\n white-space:pre-wrap;\n word-wrap:break-word; }\n.bp3-divider{\n border-bottom:1px solid rgba(16, 22, 26, 0.15);\n border-right:1px solid rgba(16, 22, 26, 0.15);\n margin:5px; }\n .bp3-dark .bp3-divider{\n border-color:rgba(16, 22, 26, 0.4); }\n.bp3-control-group{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch; }\n .bp3-control-group > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select,\n .bp3-control-group .bp3-input,\n .bp3-control-group .bp3-select{\n position:relative; }\n .bp3-control-group .bp3-input{\n border-radius:inherit;\n z-index:2; }\n .bp3-control-group .bp3-input:focus{\n border-radius:3px;\n z-index:14; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]{\n z-index:13; }\n .bp3-control-group .bp3-input[class*=\"bp3-intent\"]:focus{\n z-index:15; }\n .bp3-control-group .bp3-input[readonly], .bp3-control-group .bp3-input:disabled, .bp3-control-group .bp3-input.bp3-disabled{\n z-index:1; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input{\n z-index:13; }\n .bp3-control-group .bp3-input-group[class*=\"bp3-intent\"] .bp3-input:focus{\n z-index:15; }\n .bp3-control-group .bp3-button,\n .bp3-control-group .bp3-html-select select,\n .bp3-control-group .bp3-select select{\n -webkit-transform:translateZ(0);\n transform:translateZ(0);\n border-radius:inherit;\n z-index:4; }\n .bp3-control-group .bp3-button:focus,\n .bp3-control-group .bp3-html-select select:focus,\n .bp3-control-group .bp3-select select:focus{\n z-index:5; }\n .bp3-control-group .bp3-button:hover,\n .bp3-control-group .bp3-html-select select:hover,\n .bp3-control-group .bp3-select select:hover{\n z-index:6; }\n .bp3-control-group .bp3-button:active,\n .bp3-control-group .bp3-html-select select:active,\n .bp3-control-group .bp3-select select:active{\n z-index:7; }\n .bp3-control-group .bp3-button[readonly], .bp3-control-group .bp3-button:disabled, .bp3-control-group .bp3-button.bp3-disabled,\n .bp3-control-group .bp3-html-select select[readonly],\n .bp3-control-group .bp3-html-select select:disabled,\n .bp3-control-group .bp3-html-select select.bp3-disabled,\n .bp3-control-group .bp3-select select[readonly],\n .bp3-control-group .bp3-select select:disabled,\n .bp3-control-group .bp3-select select.bp3-disabled{\n z-index:3; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]{\n z-index:9; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:focus,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:focus{\n z-index:10; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:hover,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:hover{\n z-index:11; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:active,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:active{\n z-index:12; }\n .bp3-control-group .bp3-button[class*=\"bp3-intent\"][readonly], .bp3-control-group .bp3-button[class*=\"bp3-intent\"]:disabled, .bp3-control-group .bp3-button[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-html-select select[class*=\"bp3-intent\"].bp3-disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"][readonly],\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"]:disabled,\n .bp3-control-group .bp3-select select[class*=\"bp3-intent\"].bp3-disabled{\n z-index:8; }\n .bp3-control-group .bp3-input-group > .bp3-icon,\n .bp3-control-group .bp3-input-group > .bp3-button,\n .bp3-control-group .bp3-input-group > .bp3-input-left-container,\n .bp3-control-group .bp3-input-group > .bp3-input-action{\n z-index:16; }\n .bp3-control-group .bp3-select::after,\n .bp3-control-group .bp3-html-select::after,\n .bp3-control-group .bp3-select > .bp3-icon,\n .bp3-control-group .bp3-html-select > .bp3-icon{\n z-index:17; }\n .bp3-control-group .bp3-select:focus-within{\n z-index:5; }\n .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:-1px; }\n .bp3-control-group:not(.bp3-vertical) > .bp3-divider:not(:first-child){\n margin-left:6px; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > *:not(.bp3-divider){\n margin-right:0; }\n .bp3-dark .bp3-control-group:not(.bp3-vertical) > .bp3-button + .bp3-button{\n margin-left:1px; }\n .bp3-control-group .bp3-popover-wrapper,\n .bp3-control-group .bp3-popover-target{\n border-radius:inherit; }\n .bp3-control-group > :first-child{\n border-radius:3px 0 0 3px; }\n .bp3-control-group > :last-child{\n border-radius:0 3px 3px 0;\n margin-right:0; }\n .bp3-control-group > :only-child{\n border-radius:3px;\n margin-right:0; }\n .bp3-control-group .bp3-input-group .bp3-button{\n border-radius:3px; }\n .bp3-control-group .bp3-numeric-input:not(:first-child) .bp3-input-group{\n border-bottom-left-radius:0;\n border-top-left-radius:0; }\n .bp3-control-group.bp3-fill{\n width:100%; }\n .bp3-control-group > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-fill > *:not(.bp3-fixed){\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto; }\n .bp3-control-group.bp3-vertical{\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-control-group.bp3-vertical > *{\n margin-top:-1px; }\n .bp3-control-group.bp3-vertical > :first-child{\n border-radius:3px 3px 0 0;\n margin-top:0; }\n .bp3-control-group.bp3-vertical > :last-child{\n border-radius:0 0 3px 3px; }\n.bp3-control{\n cursor:pointer;\n display:block;\n margin-bottom:10px;\n position:relative;\n text-transform:none; }\n .bp3-control input:checked ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control input:checked ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover input:checked ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control input:not(:disabled):active:checked ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled:checked ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control:not(.bp3-align-right){\n padding-left:26px; }\n .bp3-control:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-26px; }\n .bp3-control.bp3-align-right{\n padding-right:26px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n margin-right:-26px; }\n .bp3-control.bp3-disabled{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-control.bp3-inline{\n display:inline-block;\n margin-right:20px; }\n .bp3-control input{\n left:0;\n opacity:0;\n position:absolute;\n top:0;\n z-index:-1; }\n .bp3-control .bp3-control-indicator{\n background-clip:padding-box;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n border:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n cursor:pointer;\n display:inline-block;\n font-size:16px;\n height:1em;\n margin-right:10px;\n margin-top:-3px;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n vertical-align:middle;\n width:1em; }\n .bp3-control .bp3-control-indicator::before{\n content:\"\";\n display:block;\n height:1em;\n width:1em; }\n .bp3-control:hover .bp3-control-indicator{\n background-color:#ebf1f5; }\n .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#d8e1e8;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-control input:focus ~ .bp3-control-indicator{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:2px;\n -moz-outline-radius:6px; }\n .bp3-control.bp3-align-right .bp3-control-indicator{\n float:right;\n margin-left:10px;\n margin-top:1px; }\n .bp3-control.bp3-large{\n font-size:16px; }\n .bp3-control.bp3-large:not(.bp3-align-right){\n padding-left:30px; }\n .bp3-control.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-30px; }\n .bp3-control.bp3-large.bp3-align-right{\n padding-right:30px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-30px; }\n .bp3-control.bp3-large .bp3-control-indicator{\n font-size:20px; }\n .bp3-control.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-top:0; }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n background-color:#137cbd;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.1)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.1), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n color:#ffffff; }\n .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 -1px 0 rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background:#0e5a8a;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox:hover input:indeterminate ~ .bp3-control-indicator{\n background-color:#106ba3;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-checkbox input:not(:disabled):active:indeterminate ~ .bp3-control-indicator{\n background-color:#0e5a8a;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-control.bp3-checkbox .bp3-control-indicator{\n border-radius:3px; }\n .bp3-control.bp3-checkbox input:checked ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M12 5c-.28 0-.53.11-.71.29L7 9.59l-2.29-2.3a1.003 1.003 0 00-1.42 1.42l3 3c.18.18.43.29.71.29s.53-.11.71-.29l5-5A1.003 1.003 0 0012 5z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-checkbox input:indeterminate ~ .bp3-control-indicator::before{\n background-image:url(\"data:image\/svg+xml,%3csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 16 16'%3e%3cpath fill-rule='evenodd' clip-rule='evenodd' d='M11 7H5c-.55 0-1 .45-1 1s.45 1 1 1h6c.55 0 1-.45 1-1s-.45-1-1-1z' fill='white'\/%3e%3c\/svg%3e\"); }\n .bp3-control.bp3-radio .bp3-control-indicator{\n border-radius:50%; }\n .bp3-control.bp3-radio input:checked ~ .bp3-control-indicator::before{\n background-image:radial-gradient(#ffffff, #ffffff 28%, transparent 32%); }\n .bp3-control.bp3-radio input:checked:disabled ~ .bp3-control-indicator::before{\n opacity:0.5; }\n .bp3-control.bp3-radio input:focus ~ .bp3-control-indicator{\n -moz-outline-radius:16px; }\n .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(167, 182, 194, 0.5); }\n .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(115, 134, 148, 0.5); }\n .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(92, 112, 128, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(206, 217, 224, 0.5); }\n .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(19, 124, 189, 0.5); }\n .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(255, 255, 255, 0.8); }\n .bp3-control.bp3-switch:not(.bp3-align-right){\n padding-left:38px; }\n .bp3-control.bp3-switch:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-38px; }\n .bp3-control.bp3-switch.bp3-align-right{\n padding-right:38px; }\n .bp3-control.bp3-switch.bp3-align-right .bp3-control-indicator{\n margin-right:-38px; }\n .bp3-control.bp3-switch .bp3-control-indicator{\n border:none;\n border-radius:1.75em;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n min-width:1.75em;\n -webkit-transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:background-color 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:auto; }\n .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#ffffff;\n border-radius:50%;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:calc(1em - 4px);\n left:0;\n margin:2px;\n position:absolute;\n -webkit-transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:left 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:calc(1em - 4px); }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n left:calc(100% - 1em); }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right){\n padding-left:45px; }\n .bp3-control.bp3-switch.bp3-large:not(.bp3-align-right) .bp3-control-indicator{\n margin-left:-45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right{\n padding-right:45px; }\n .bp3-control.bp3-switch.bp3-large.bp3-align-right .bp3-control-indicator{\n margin-right:-45px; }\n .bp3-dark .bp3-control.bp3-switch input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-control.bp3-switch:hover input ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.7); }\n .bp3-dark .bp3-control.bp3-switch input:not(:disabled):active ~ .bp3-control-indicator{\n background:rgba(16, 22, 26, 0.9); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator{\n background:#137cbd; }\n .bp3-dark .bp3-control.bp3-switch:hover input:checked ~ .bp3-control-indicator{\n background:#106ba3; }\n .bp3-dark .bp3-control.bp3-switch input:checked:not(:disabled):active ~ .bp3-control-indicator{\n background:#0e5a8a; }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator{\n background:rgba(14, 90, 138, 0.5); }\n .bp3-dark .bp3-control.bp3-switch input:checked:disabled ~ .bp3-control-indicator::before{\n background:rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch .bp3-control-indicator::before{\n background:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator::before{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-control.bp3-switch .bp3-switch-inner-text{\n font-size:0.7em;\n text-align:center; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:first-child{\n line-height:0;\n margin-left:0.5em;\n margin-right:1.2em;\n visibility:hidden; }\n .bp3-control.bp3-switch .bp3-control-indicator-child:last-child{\n line-height:1em;\n margin-left:1.2em;\n margin-right:0.5em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:first-child{\n line-height:1em;\n visibility:visible; }\n .bp3-control.bp3-switch input:checked ~ .bp3-control-indicator .bp3-control-indicator-child:last-child{\n line-height:0;\n visibility:hidden; }\n .bp3-dark .bp3-control{\n color:#f5f8fa; }\n .bp3-dark .bp3-control.bp3-disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-control .bp3-control-indicator{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-control:hover .bp3-control-indicator{\n background-color:#30404d; }\n .bp3-dark .bp3-control input:not(:disabled):active ~ .bp3-control-indicator{\n background:#202b33;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-control input:disabled ~ .bp3-control-indicator{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n cursor:not-allowed; }\n .bp3-dark .bp3-control.bp3-checkbox input:disabled:checked ~ .bp3-control-indicator, .bp3-dark .bp3-control.bp3-checkbox input:disabled:indeterminate ~ .bp3-control-indicator{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-file-input{\n cursor:pointer;\n display:inline-block;\n height:30px;\n position:relative; }\n .bp3-file-input input{\n margin:0;\n min-width:200px;\n opacity:0; }\n .bp3-file-input input:disabled + .bp3-file-upload-input,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active:hover,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active,\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-input input:disabled + .bp3-file-upload-input::after.bp3-active, .bp3-dark\n .bp3-file-input input.bp3-disabled + .bp3-file-upload-input::after.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#182026; }\n .bp3-dark .bp3-file-input.bp3-file-input-has-selection .bp3-file-upload-input{\n color:#f5f8fa; }\n .bp3-file-input.bp3-fill{\n width:100%; }\n .bp3-file-input.bp3-large,\n .bp3-large .bp3-file-input{\n height:40px; }\n .bp3-file-input .bp3-file-upload-input-custom-text::after{\n content:attr(bp3-button-text); }\n\n.bp3-file-upload-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:rgba(92, 112, 128, 0.6);\n left:0;\n padding-right:80px;\n position:absolute;\n right:0;\n top:0;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-file-upload-input:focus, .bp3-file-upload-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input[type=\"search\"], .bp3-file-upload-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-file-upload-input:disabled, .bp3-file-upload-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-file-upload-input::after{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n min-height:24px;\n min-width:24px;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n border-radius:3px;\n content:\"Browse\";\n line-height:24px;\n margin:3px;\n position:absolute;\n right:0;\n text-align:center;\n top:0;\n width:70px; }\n .bp3-file-upload-input::after:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input::after:active, .bp3-file-upload-input::after.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-file-upload-input::after:disabled, .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-file-upload-input::after:disabled.bp3-active, .bp3-file-upload-input::after:disabled.bp3-active:hover, .bp3-file-upload-input::after.bp3-disabled.bp3-active, .bp3-file-upload-input::after.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-file-upload-input:hover::after{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-file-upload-input:active::after{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-large .bp3-file-upload-input{\n font-size:16px;\n height:40px;\n line-height:40px;\n padding-right:95px; }\n .bp3-large .bp3-file-upload-input[type=\"search\"], .bp3-large .bp3-file-upload-input.bp3-round{\n padding:0 15px; }\n .bp3-large .bp3-file-upload-input::after{\n min-height:30px;\n min-width:30px;\n line-height:30px;\n margin:5px;\n width:85px; }\n .bp3-dark .bp3-file-upload-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:disabled, .bp3-dark .bp3-file-upload-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover, .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-file-upload-input::after:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input::after:active, .bp3-dark .bp3-file-upload-input::after.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-file-upload-input::after:disabled, .bp3-dark .bp3-file-upload-input::after.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-file-upload-input::after:disabled.bp3-active, .bp3-dark .bp3-file-upload-input::after.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-file-upload-input::after .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-file-upload-input:hover::after{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-file-upload-input:active::after{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n.bp3-file-upload-input::after{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n.bp3-form-group{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin:0 0 15px; }\n .bp3-form-group label.bp3-label{\n margin-bottom:5px; }\n .bp3-form-group .bp3-control{\n margin-top:7px; }\n .bp3-form-group .bp3-form-helper-text{\n color:#5c7080;\n font-size:12px;\n margin-top:5px; }\n .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#106ba3; }\n .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#0d8050; }\n .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#bf7326; }\n .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#c23030; }\n .bp3-form-group.bp3-inline{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row; }\n .bp3-form-group.bp3-inline.bp3-large label.bp3-label{\n line-height:40px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-inline label.bp3-label{\n line-height:30px;\n margin:0 10px 0 0; }\n .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-dark .bp3-form-group.bp3-intent-primary .bp3-form-helper-text{\n color:#48aff0; }\n .bp3-dark .bp3-form-group.bp3-intent-success .bp3-form-helper-text{\n color:#3dcc91; }\n .bp3-dark .bp3-form-group.bp3-intent-warning .bp3-form-helper-text{\n color:#ffb366; }\n .bp3-dark .bp3-form-group.bp3-intent-danger .bp3-form-helper-text{\n color:#ff7373; }\n .bp3-dark .bp3-form-group .bp3-form-helper-text{\n color:#a7b6c2; }\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-label,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-text-muted,\n .bp3-dark .bp3-form-group.bp3-disabled .bp3-form-helper-text{\n color:rgba(167, 182, 194, 0.6) !important; }\n.bp3-input-group{\n display:block;\n position:relative; }\n .bp3-input-group .bp3-input{\n position:relative;\n width:100%; }\n .bp3-input-group .bp3-input:not(:first-child){\n padding-left:30px; }\n .bp3-input-group .bp3-input:not(:last-child){\n padding-right:30px; }\n .bp3-input-group .bp3-input-action,\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-button,\n .bp3-input-group > .bp3-icon{\n position:absolute;\n top:0; }\n .bp3-input-group .bp3-input-action:first-child,\n .bp3-input-group > .bp3-input-left-container:first-child,\n .bp3-input-group > .bp3-button:first-child,\n .bp3-input-group > .bp3-icon:first-child{\n left:0; }\n .bp3-input-group .bp3-input-action:last-child,\n .bp3-input-group > .bp3-input-left-container:last-child,\n .bp3-input-group > .bp3-button:last-child,\n .bp3-input-group > .bp3-icon:last-child{\n right:0; }\n .bp3-input-group .bp3-button{\n min-height:24px;\n min-width:24px;\n margin:3px;\n padding:0 7px; }\n .bp3-input-group .bp3-button:empty{\n padding:0; }\n .bp3-input-group > .bp3-input-left-container,\n .bp3-input-group > .bp3-icon{\n z-index:1; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon{\n color:#5c7080; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon:empty,\n .bp3-input-group > .bp3-icon:empty{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n .bp3-input-group > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group > .bp3-icon,\n .bp3-input-group .bp3-input-action > .bp3-spinner{\n margin:7px; }\n .bp3-input-group .bp3-tag{\n margin:5px; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus),\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#5c7080; }\n .bp3-dark .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus), .bp3-dark\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus){\n color:#a7b6c2; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:not(:hover):not(:focus) .bp3-icon-large{\n color:#5c7080; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-standard, .bp3-input-group .bp3-input:not(:focus) + .bp3-button.bp3-minimal:disabled .bp3-icon-large,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-standard,\n .bp3-input-group .bp3-input:not(:focus) + .bp3-input-action .bp3-button.bp3-minimal:disabled .bp3-icon-large{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-input-group.bp3-disabled{\n cursor:not-allowed; }\n .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(92, 112, 128, 0.6); }\n .bp3-input-group.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n margin:5px; }\n .bp3-input-group.bp3-large > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-large > .bp3-icon,\n .bp3-input-group.bp3-large .bp3-input-action > .bp3-spinner{\n margin:12px; }\n .bp3-input-group.bp3-large .bp3-input{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input-group.bp3-large .bp3-input[type=\"search\"], .bp3-input-group.bp3-large .bp3-input.bp3-round{\n padding:0 15px; }\n .bp3-input-group.bp3-large .bp3-input:not(:first-child){\n padding-left:40px; }\n .bp3-input-group.bp3-large .bp3-input:not(:last-child){\n padding-right:40px; }\n .bp3-input-group.bp3-small .bp3-button{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small .bp3-tag{\n min-height:20px;\n min-width:20px;\n margin:2px; }\n .bp3-input-group.bp3-small > .bp3-input-left-container > .bp3-icon,\n .bp3-input-group.bp3-small > .bp3-icon,\n .bp3-input-group.bp3-small .bp3-input-action > .bp3-spinner{\n margin:4px; }\n .bp3-input-group.bp3-small .bp3-input{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input-group.bp3-small .bp3-input[type=\"search\"], .bp3-input-group.bp3-small .bp3-input.bp3-round{\n padding:0 12px; }\n .bp3-input-group.bp3-small .bp3-input:not(:first-child){\n padding-left:24px; }\n .bp3-input-group.bp3-small .bp3-input:not(:last-child){\n padding-right:24px; }\n .bp3-input-group.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-input-group.bp3-round .bp3-button,\n .bp3-input-group.bp3-round .bp3-input,\n .bp3-input-group.bp3-round .bp3-tag{\n border-radius:30px; }\n .bp3-dark .bp3-input-group .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-input-group.bp3-disabled .bp3-icon{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input-group.bp3-intent-primary .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-primary .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input-group.bp3-intent-primary .bp3-input:disabled, .bp3-input-group.bp3-intent-primary .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#106ba3; }\n .bp3-dark .bp3-input-group.bp3-intent-primary > .bp3-icon{\n color:#48aff0; }\n .bp3-input-group.bp3-intent-success .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-success .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input-group.bp3-intent-success .bp3-input:disabled, .bp3-input-group.bp3-intent-success .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#0d8050; }\n .bp3-dark .bp3-input-group.bp3-intent-success > .bp3-icon{\n color:#3dcc91; }\n .bp3-input-group.bp3-intent-warning .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-warning .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input-group.bp3-intent-warning .bp3-input:disabled, .bp3-input-group.bp3-intent-warning .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#bf7326; }\n .bp3-dark .bp3-input-group.bp3-intent-warning > .bp3-icon{\n color:#ffb366; }\n .bp3-input-group.bp3-intent-danger .bp3-input{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input-group.bp3-intent-danger .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input-group.bp3-intent-danger .bp3-input:disabled, .bp3-input-group.bp3-intent-danger .bp3-input.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#c23030; }\n .bp3-dark .bp3-input-group.bp3-intent-danger > .bp3-icon{\n color:#ff7373; }\n.bp3-input{\n -webkit-appearance:none;\n -moz-appearance:none;\n appearance:none;\n background:#ffffff;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n color:#182026;\n font-size:14px;\n font-weight:400;\n height:30px;\n line-height:30px;\n outline:none;\n padding:0 10px;\n -webkit-transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-box-shadow 100ms cubic-bezier(0.4, 1, 0.75, 0.9);\n vertical-align:middle; }\n .bp3-input::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input:focus, .bp3-input.bp3-active{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input[type=\"search\"], .bp3-input.bp3-round{\n border-radius:30px;\n -webkit-box-sizing:border-box;\n box-sizing:border-box;\n padding-left:10px; }\n .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.15); }\n .bp3-input:disabled, .bp3-input.bp3-disabled{\n background:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n resize:none; }\n .bp3-input.bp3-large{\n font-size:16px;\n height:40px;\n line-height:40px; }\n .bp3-input.bp3-large[type=\"search\"], .bp3-input.bp3-large.bp3-round{\n padding:0 15px; }\n .bp3-input.bp3-small{\n font-size:12px;\n height:24px;\n line-height:24px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-input.bp3-small[type=\"search\"], .bp3-input.bp3-small.bp3-round{\n padding:0 12px; }\n .bp3-input.bp3-fill{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n width:100%; }\n .bp3-dark .bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input:disabled, .bp3-dark .bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-input.bp3-intent-primary:disabled, .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px #137cbd, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-primary[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #137cbd;\n box-shadow:inset 0 0 0 1px #137cbd; }\n .bp3-dark .bp3-input.bp3-intent-primary:disabled, .bp3-dark .bp3-input.bp3-intent-primary.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-input.bp3-intent-success:disabled, .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-success{\n -webkit-box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), 0 0 0 0 rgba(15, 153, 96, 0), inset 0 0 0 1px #0f9960, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success:focus{\n -webkit-box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0f9960, 0 0 0 1px #0f9960, 0 0 0 3px rgba(15, 153, 96, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-success[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #0f9960;\n box-shadow:inset 0 0 0 1px #0f9960; }\n .bp3-dark .bp3-input.bp3-intent-success:disabled, .bp3-dark .bp3-input.bp3-intent-success.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-input.bp3-intent-warning:disabled, .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), 0 0 0 0 rgba(217, 130, 43, 0), inset 0 0 0 1px #d9822b, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning:focus{\n -webkit-box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #d9822b, 0 0 0 1px #d9822b, 0 0 0 3px rgba(217, 130, 43, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-warning[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #d9822b;\n box-shadow:inset 0 0 0 1px #d9822b; }\n .bp3-dark .bp3-input.bp3-intent-warning:disabled, .bp3-dark .bp3-input.bp3-intent-warning.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.15), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-input.bp3-intent-danger:disabled, .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-input.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), 0 0 0 0 rgba(219, 55, 55, 0), inset 0 0 0 1px #db3737, inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger:focus{\n -webkit-box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #db3737, 0 0 0 1px #db3737, 0 0 0 3px rgba(219, 55, 55, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-input.bp3-intent-danger[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px #db3737;\n box-shadow:inset 0 0 0 1px #db3737; }\n .bp3-dark .bp3-input.bp3-intent-danger:disabled, .bp3-dark .bp3-input.bp3-intent-danger.bp3-disabled{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-input::-ms-clear{\n display:none; }\ntextarea.bp3-input{\n max-width:100%;\n padding:10px; }\n textarea.bp3-input, textarea.bp3-input.bp3-large, textarea.bp3-input.bp3-small{\n height:auto;\n line-height:inherit; }\n textarea.bp3-input.bp3-small{\n padding:8px; }\n .bp3-dark textarea.bp3-input{\n background:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), 0 0 0 0 rgba(19, 124, 189, 0), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark textarea.bp3-input::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark textarea.bp3-input:focus{\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input[readonly]{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark textarea.bp3-input:disabled, .bp3-dark textarea.bp3-input.bp3-disabled{\n background:rgba(57, 75, 89, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\nlabel.bp3-label{\n display:block;\n margin-bottom:15px;\n margin-top:0; }\n label.bp3-label .bp3-html-select,\n label.bp3-label .bp3-input,\n label.bp3-label .bp3-select,\n label.bp3-label .bp3-slider,\n label.bp3-label .bp3-popover-wrapper{\n display:block;\n margin-top:5px;\n text-transform:none; }\n label.bp3-label .bp3-button-group{\n margin-top:5px; }\n label.bp3-label .bp3-select select,\n label.bp3-label .bp3-html-select select{\n font-weight:400;\n vertical-align:top;\n width:100%; }\n label.bp3-label.bp3-disabled,\n label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(92, 112, 128, 0.6); }\n label.bp3-label.bp3-inline{\n line-height:30px; }\n label.bp3-label.bp3-inline .bp3-html-select,\n label.bp3-label.bp3-inline .bp3-input,\n label.bp3-label.bp3-inline .bp3-input-group,\n label.bp3-label.bp3-inline .bp3-select,\n label.bp3-label.bp3-inline .bp3-popover-wrapper{\n display:inline-block;\n margin:0 0 0 5px;\n vertical-align:top; }\n label.bp3-label.bp3-inline .bp3-button-group{\n margin:0 0 0 5px; }\n label.bp3-label.bp3-inline .bp3-input-group .bp3-input{\n margin-left:0; }\n label.bp3-label.bp3-inline.bp3-large{\n line-height:40px; }\n label.bp3-label:not(.bp3-inline) .bp3-popover-target{\n display:block; }\n .bp3-dark label.bp3-label{\n color:#f5f8fa; }\n .bp3-dark label.bp3-label.bp3-disabled,\n .bp3-dark label.bp3-label.bp3-disabled .bp3-text-muted{\n color:rgba(167, 182, 194, 0.6); }\n.bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button{\n -webkit-box-flex:1;\n -ms-flex:1 1 14px;\n flex:1 1 14px;\n min-height:0;\n padding:0;\n width:30px; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:first-child{\n border-radius:0 3px 0 0; }\n .bp3-numeric-input .bp3-button-group.bp3-vertical > .bp3-button:last-child{\n border-radius:0 0 3px 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:first-child{\n border-radius:3px 0 0 0; }\n\n.bp3-numeric-input .bp3-button-group.bp3-vertical:first-child > .bp3-button:last-child{\n border-radius:0 0 0 3px; }\n\n.bp3-numeric-input.bp3-large .bp3-button-group.bp3-vertical > .bp3-button{\n width:40px; }\n\nform{\n display:block; }\n.bp3-html-select select,\n.bp3-select select{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n border:none;\n border-radius:3px;\n cursor:pointer;\n font-size:14px;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n padding:5px 10px;\n text-align:left;\n vertical-align:middle;\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n -moz-appearance:none;\n -webkit-appearance:none;\n border-radius:3px;\n height:30px;\n padding:0 25px 0 10px;\n width:100%; }\n .bp3-html-select select > *, .bp3-select select > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-html-select select > .bp3-fill, .bp3-select select > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-html-select select::before,\n .bp3-select select::before, .bp3-html-select select > *, .bp3-select select > *{\n margin-right:7px; }\n .bp3-html-select select:empty::before,\n .bp3-select select:empty::before,\n .bp3-html-select select > :last-child,\n .bp3-select select > :last-child{\n margin-right:0; }\n .bp3-html-select select:hover,\n .bp3-select select:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-html-select select:active,\n .bp3-select select:active, .bp3-html-select select.bp3-active,\n .bp3-select select.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-html-select select:disabled,\n .bp3-select select:disabled, .bp3-html-select select.bp3-disabled,\n .bp3-select select.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-html-select select:disabled.bp3-active,\n .bp3-select select:disabled.bp3-active, .bp3-html-select select:disabled.bp3-active:hover,\n .bp3-select select:disabled.bp3-active:hover, .bp3-html-select select.bp3-disabled.bp3-active,\n .bp3-select select.bp3-disabled.bp3-active, .bp3-html-select select.bp3-disabled.bp3-active:hover,\n .bp3-select select.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n\n.bp3-html-select.bp3-minimal select,\n.bp3-select.bp3-minimal select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-html-select.bp3-minimal select:hover,\n .bp3-select.bp3-minimal select:hover{\n background:rgba(167, 182, 194, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026;\n text-decoration:none; }\n .bp3-html-select.bp3-minimal select:active,\n .bp3-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal select.bp3-active,\n .bp3-select.bp3-minimal select.bp3-active{\n background:rgba(115, 134, 148, 0.3);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#182026; }\n .bp3-html-select.bp3-minimal select:disabled,\n .bp3-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal select:disabled:hover,\n .bp3-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal select.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal select.bp3-disabled:hover,\n .bp3-select.bp3-minimal select.bp3-disabled:hover{\n background:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-html-select.bp3-minimal select:disabled.bp3-active,\n .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active,\n .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active{\n background:rgba(115, 134, 148, 0.3); }\n .bp3-dark .bp3-html-select.bp3-minimal select, .bp3-html-select.bp3-minimal .bp3-dark select,\n .bp3-dark .bp3-select.bp3-minimal select, .bp3-select.bp3-minimal .bp3-dark select{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:inherit; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover, .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-html-select.bp3-minimal select:hover, .bp3-html-select.bp3-minimal .bp3-dark select:hover,\n .bp3-dark .bp3-select.bp3-minimal select:hover, .bp3-select.bp3-minimal .bp3-dark select:hover{\n background:rgba(138, 155, 168, 0.15); }\n .bp3-dark .bp3-html-select.bp3-minimal select:active, .bp3-html-select.bp3-minimal .bp3-dark select:active,\n .bp3-dark .bp3-select.bp3-minimal select:active, .bp3-select.bp3-minimal .bp3-dark select:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-active{\n background:rgba(138, 155, 168, 0.3);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled, .bp3-html-select.bp3-minimal .bp3-dark select:disabled,\n .bp3-dark .bp3-select.bp3-minimal select:disabled, .bp3-select.bp3-minimal .bp3-dark select:disabled, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover{\n background:none;\n color:rgba(167, 182, 194, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-html-select.bp3-minimal select:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select:disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select:disabled:hover.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-disabled:hover.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-disabled:hover.bp3-active{\n background:rgba(138, 155, 168, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary,\n .bp3-select.bp3-minimal select.bp3-intent-primary{\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover,\n .bp3-select.bp3-minimal select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#106ba3; }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(16, 107, 163, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-primary .bp3-button-spinner .bp3-spinner-head{\n stroke:#106ba3; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:hover{\n background:rgba(19, 124, 189, 0.2);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-active{\n background:rgba(19, 124, 189, 0.3);\n color:#48aff0; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled{\n background:none;\n color:rgba(72, 175, 240, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-primary.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-primary.bp3-disabled.bp3-active{\n background:rgba(19, 124, 189, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success,\n .bp3-select.bp3-minimal select.bp3-intent-success{\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:hover,\n .bp3-select.bp3-minimal select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:active,\n .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#0d8050; }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(13, 128, 80, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-success .bp3-button-spinner .bp3-spinner-head{\n stroke:#0d8050; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:hover{\n background:rgba(15, 153, 96, 0.2);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-active{\n background:rgba(15, 153, 96, 0.3);\n color:#3dcc91; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled{\n background:none;\n color:rgba(61, 204, 145, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-success.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-success.bp3-disabled.bp3-active{\n background:rgba(15, 153, 96, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning,\n .bp3-select.bp3-minimal select.bp3-intent-warning{\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover,\n .bp3-select.bp3-minimal select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#bf7326; }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(191, 115, 38, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-warning .bp3-button-spinner .bp3-spinner-head{\n stroke:#bf7326; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:hover{\n background:rgba(217, 130, 43, 0.2);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-active{\n background:rgba(217, 130, 43, 0.3);\n color:#ffb366; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled{\n background:none;\n color:rgba(255, 179, 102, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-warning.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-warning.bp3-disabled.bp3-active{\n background:rgba(217, 130, 43, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger,\n .bp3-select.bp3-minimal select.bp3-intent-danger{\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover,\n .bp3-select.bp3-minimal select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#c23030; }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(194, 48, 48, 0.5); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n .bp3-html-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head, .bp3-select.bp3-minimal select.bp3-intent-danger .bp3-button-spinner .bp3-spinner-head{\n stroke:#c23030; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:hover, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:hover{\n background:rgba(219, 55, 55, 0.2);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-active{\n background:rgba(219, 55, 55, 0.3);\n color:#ff7373; }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled{\n background:none;\n color:rgba(255, 115, 115, 0.5); }\n .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger:disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger:disabled.bp3-active, .bp3-dark .bp3-html-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-html-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active,\n .bp3-dark .bp3-select.bp3-minimal select.bp3-intent-danger.bp3-disabled.bp3-active, .bp3-select.bp3-minimal .bp3-dark select.bp3-intent-danger.bp3-disabled.bp3-active{\n background:rgba(219, 55, 55, 0.3); }\n\n.bp3-html-select.bp3-large select,\n.bp3-select.bp3-large select{\n font-size:16px;\n height:40px;\n padding-right:35px; }\n\n.bp3-dark .bp3-html-select select, .bp3-dark .bp3-select select{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover, .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select select:hover, .bp3-dark .bp3-select select:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-html-select select:active, .bp3-dark .bp3-select select:active, .bp3-dark .bp3-html-select select.bp3-active, .bp3-dark .bp3-select select.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-html-select select:disabled, .bp3-dark .bp3-select select:disabled, .bp3-dark .bp3-html-select select.bp3-disabled, .bp3-dark .bp3-select select.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select select:disabled.bp3-active, .bp3-dark .bp3-select select:disabled.bp3-active, .bp3-dark .bp3-html-select select.bp3-disabled.bp3-active, .bp3-dark .bp3-select select.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-html-select select .bp3-button-spinner .bp3-spinner-head, .bp3-dark .bp3-select select .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n\n.bp3-html-select select:disabled,\n.bp3-select select:disabled{\n background-color:rgba(206, 217, 224, 0.5);\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-html-select .bp3-icon,\n.bp3-select .bp3-icon, .bp3-select::after{\n color:#5c7080;\n pointer-events:none;\n position:absolute;\n right:7px;\n top:7px; }\n .bp3-html-select .bp3-disabled.bp3-icon,\n .bp3-select .bp3-disabled.bp3-icon, .bp3-disabled.bp3-select::after{\n color:rgba(92, 112, 128, 0.6); }\n.bp3-html-select,\n.bp3-select{\n display:inline-block;\n letter-spacing:normal;\n position:relative;\n vertical-align:middle; }\n .bp3-html-select select::-ms-expand,\n .bp3-select select::-ms-expand{\n display:none; }\n .bp3-html-select .bp3-icon,\n .bp3-select .bp3-icon{\n color:#5c7080; }\n .bp3-html-select .bp3-icon:hover,\n .bp3-select .bp3-icon:hover{\n color:#182026; }\n .bp3-dark .bp3-html-select .bp3-icon, .bp3-dark\n .bp3-select .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-html-select .bp3-icon:hover, .bp3-dark\n .bp3-select .bp3-icon:hover{\n color:#f5f8fa; }\n .bp3-html-select.bp3-large::after,\n .bp3-html-select.bp3-large .bp3-icon,\n .bp3-select.bp3-large::after,\n .bp3-select.bp3-large .bp3-icon{\n right:12px;\n top:12px; }\n .bp3-html-select.bp3-fill,\n .bp3-html-select.bp3-fill select,\n .bp3-select.bp3-fill,\n .bp3-select.bp3-fill select{\n width:100%; }\n .bp3-dark .bp3-html-select option, .bp3-dark\n .bp3-select option{\n background-color:#30404d;\n color:#f5f8fa; }\n .bp3-dark .bp3-html-select option:disabled, .bp3-dark\n .bp3-select option:disabled{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-html-select::after, .bp3-dark\n .bp3-select::after{\n color:#a7b6c2; }\n\n.bp3-select::after{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6c6\"; }\n.bp3-running-text table, table.bp3-html-table{\n border-spacing:0;\n font-size:14px; }\n .bp3-running-text table th, table.bp3-html-table th,\n .bp3-running-text table td,\n table.bp3-html-table td{\n padding:11px;\n text-align:left;\n vertical-align:top; }\n .bp3-running-text table th, table.bp3-html-table th{\n color:#182026;\n font-weight:600; }\n \n .bp3-running-text table td,\n table.bp3-html-table td{\n color:#182026; }\n .bp3-running-text table tbody tr:first-child th, table.bp3-html-table tbody tr:first-child th,\n .bp3-running-text table tbody tr:first-child td,\n table.bp3-html-table tbody tr:first-child td,\n .bp3-running-text table tfoot tr:first-child th,\n table.bp3-html-table tfoot tr:first-child th,\n .bp3-running-text table tfoot tr:first-child td,\n table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n .bp3-dark .bp3-running-text table th, .bp3-running-text .bp3-dark table th, .bp3-dark table.bp3-html-table th{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table td, .bp3-running-text .bp3-dark table td, .bp3-dark table.bp3-html-table td{\n color:#f5f8fa; }\n .bp3-dark .bp3-running-text table tbody tr:first-child th, .bp3-running-text .bp3-dark table tbody tr:first-child th, .bp3-dark table.bp3-html-table tbody tr:first-child th,\n .bp3-dark .bp3-running-text table tbody tr:first-child td,\n .bp3-running-text .bp3-dark table tbody tr:first-child td,\n .bp3-dark table.bp3-html-table tbody tr:first-child td,\n .bp3-dark .bp3-running-text table tfoot tr:first-child th,\n .bp3-running-text .bp3-dark table tfoot tr:first-child th,\n .bp3-dark table.bp3-html-table tfoot tr:first-child th,\n .bp3-dark .bp3-running-text table tfoot tr:first-child td,\n .bp3-running-text .bp3-dark table tfoot tr:first-child td,\n .bp3-dark table.bp3-html-table tfoot tr:first-child td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-condensed th,\ntable.bp3-html-table.bp3-html-table-condensed td, table.bp3-html-table.bp3-small th,\ntable.bp3-html-table.bp3-small td{\n padding-bottom:6px;\n padding-top:6px; }\n\ntable.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(191, 204, 214, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered tbody tr td,\ntable.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(16, 22, 26, 0.15); }\n table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:none;\n box-shadow:none; }\n table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(16, 22, 26, 0.15); }\n\ntable.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(191, 204, 214, 0.3);\n cursor:pointer; }\n\ntable.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-dark table.bp3-html-table{ }\n .bp3-dark table.bp3-html-table.bp3-html-table-striped tbody tr:nth-child(odd) td{\n background:rgba(92, 112, 128, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered th:not(:first-child){\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td,\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td{\n -webkit-box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 0 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tbody tr td:not(:first-child),\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered tfoot tr td:not(:first-child){\n -webkit-box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 1px 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td{\n -webkit-box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15);\n box-shadow:inset 1px 0 0 0 rgba(255, 255, 255, 0.15); }\n .bp3-dark table.bp3-html-table.bp3-html-table-bordered.bp3-html-table-striped tbody tr:not(:first-child) td:first-child{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:hover td{\n background-color:rgba(92, 112, 128, 0.3);\n cursor:pointer; }\n .bp3-dark table.bp3-html-table.bp3-interactive tbody tr:active td{\n background-color:rgba(92, 112, 128, 0.4); }\n\n.bp3-key-combo{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center; }\n .bp3-key-combo > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-key-combo > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-key-combo::before,\n .bp3-key-combo > *{\n margin-right:5px; }\n .bp3-key-combo:empty::before,\n .bp3-key-combo > :last-child{\n margin-right:0; }\n\n.bp3-hotkey-dialog{\n padding-bottom:0;\n top:40px; }\n .bp3-hotkey-dialog .bp3-dialog-body{\n margin:0;\n padding:0; }\n .bp3-hotkey-dialog .bp3-hotkey-label{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1; }\n\n.bp3-hotkey-column{\n margin:auto;\n max-height:80vh;\n overflow-y:auto;\n padding:30px; }\n .bp3-hotkey-column .bp3-heading{\n margin-bottom:20px; }\n .bp3-hotkey-column .bp3-heading:not(:first-child){\n margin-top:40px; }\n\n.bp3-hotkey{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:justify;\n -ms-flex-pack:justify;\n justify-content:space-between;\n margin-left:0;\n margin-right:0; }\n .bp3-hotkey:not(:last-child){\n margin-bottom:10px; }\n.bp3-icon{\n display:inline-block;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n vertical-align:text-bottom; }\n .bp3-icon:not(:empty)::before{\n content:\"\" !important;\n content:unset !important; }\n .bp3-icon > svg{\n display:block; }\n .bp3-icon > svg:not([fill]){\n fill:currentColor; }\n\n.bp3-icon.bp3-intent-primary, .bp3-icon-standard.bp3-intent-primary, .bp3-icon-large.bp3-intent-primary{\n color:#106ba3; }\n .bp3-dark .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-icon-large.bp3-intent-primary{\n color:#48aff0; }\n\n.bp3-icon.bp3-intent-success, .bp3-icon-standard.bp3-intent-success, .bp3-icon-large.bp3-intent-success{\n color:#0d8050; }\n .bp3-dark .bp3-icon.bp3-intent-success, .bp3-dark .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-icon-large.bp3-intent-success{\n color:#3dcc91; }\n\n.bp3-icon.bp3-intent-warning, .bp3-icon-standard.bp3-intent-warning, .bp3-icon-large.bp3-intent-warning{\n color:#bf7326; }\n .bp3-dark .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-icon-large.bp3-intent-warning{\n color:#ffb366; }\n\n.bp3-icon.bp3-intent-danger, .bp3-icon-standard.bp3-intent-danger, .bp3-icon-large.bp3-intent-danger{\n color:#c23030; }\n .bp3-dark .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-icon-large.bp3-intent-danger{\n color:#ff7373; }\n\nspan.bp3-icon-standard{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon-large{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n display:inline-block; }\n\nspan.bp3-icon:empty{\n font-family:\"Icons20\";\n font-size:inherit;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n span.bp3-icon:empty::before{\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased; }\n\n.bp3-icon-add::before{\n content:\"\ue63e\"; }\n\n.bp3-icon-add-column-left::before{\n content:\"\ue6f9\"; }\n\n.bp3-icon-add-column-right::before{\n content:\"\ue6fa\"; }\n\n.bp3-icon-add-row-bottom::before{\n content:\"\ue6f8\"; }\n\n.bp3-icon-add-row-top::before{\n content:\"\ue6f7\"; }\n\n.bp3-icon-add-to-artifact::before{\n content:\"\ue67c\"; }\n\n.bp3-icon-add-to-folder::before{\n content:\"\ue6d2\"; }\n\n.bp3-icon-airplane::before{\n content:\"\ue74b\"; }\n\n.bp3-icon-align-center::before{\n content:\"\ue603\"; }\n\n.bp3-icon-align-justify::before{\n content:\"\ue605\"; }\n\n.bp3-icon-align-left::before{\n content:\"\ue602\"; }\n\n.bp3-icon-align-right::before{\n content:\"\ue604\"; }\n\n.bp3-icon-alignment-bottom::before{\n content:\"\ue727\"; }\n\n.bp3-icon-alignment-horizontal-center::before{\n content:\"\ue726\"; }\n\n.bp3-icon-alignment-left::before{\n content:\"\ue722\"; }\n\n.bp3-icon-alignment-right::before{\n content:\"\ue724\"; }\n\n.bp3-icon-alignment-top::before{\n content:\"\ue725\"; }\n\n.bp3-icon-alignment-vertical-center::before{\n content:\"\ue723\"; }\n\n.bp3-icon-annotation::before{\n content:\"\ue6f0\"; }\n\n.bp3-icon-application::before{\n content:\"\ue735\"; }\n\n.bp3-icon-applications::before{\n content:\"\ue621\"; }\n\n.bp3-icon-archive::before{\n content:\"\ue907\"; }\n\n.bp3-icon-arrow-bottom-left::before{\n content:\"\u2199\"; }\n\n.bp3-icon-arrow-bottom-right::before{\n content:\"\u2198\"; }\n\n.bp3-icon-arrow-down::before{\n content:\"\u2193\"; }\n\n.bp3-icon-arrow-left::before{\n content:\"\u2190\"; }\n\n.bp3-icon-arrow-right::before{\n content:\"\u2192\"; }\n\n.bp3-icon-arrow-top-left::before{\n content:\"\u2196\"; }\n\n.bp3-icon-arrow-top-right::before{\n content:\"\u2197\"; }\n\n.bp3-icon-arrow-up::before{\n content:\"\u2191\"; }\n\n.bp3-icon-arrows-horizontal::before{\n content:\"\u2194\"; }\n\n.bp3-icon-arrows-vertical::before{\n content:\"\u2195\"; }\n\n.bp3-icon-asterisk::before{\n content:\"*\"; }\n\n.bp3-icon-automatic-updates::before{\n content:\"\ue65f\"; }\n\n.bp3-icon-badge::before{\n content:\"\ue6e3\"; }\n\n.bp3-icon-ban-circle::before{\n content:\"\ue69d\"; }\n\n.bp3-icon-bank-account::before{\n content:\"\ue76f\"; }\n\n.bp3-icon-barcode::before{\n content:\"\ue676\"; }\n\n.bp3-icon-blank::before{\n content:\"\ue900\"; }\n\n.bp3-icon-blocked-person::before{\n content:\"\ue768\"; }\n\n.bp3-icon-bold::before{\n content:\"\ue606\"; }\n\n.bp3-icon-book::before{\n content:\"\ue6b8\"; }\n\n.bp3-icon-bookmark::before{\n content:\"\ue61a\"; }\n\n.bp3-icon-box::before{\n content:\"\ue6bf\"; }\n\n.bp3-icon-briefcase::before{\n content:\"\ue674\"; }\n\n.bp3-icon-bring-data::before{\n content:\"\ue90a\"; }\n\n.bp3-icon-build::before{\n content:\"\ue72d\"; }\n\n.bp3-icon-calculator::before{\n content:\"\ue70b\"; }\n\n.bp3-icon-calendar::before{\n content:\"\ue62b\"; }\n\n.bp3-icon-camera::before{\n content:\"\ue69e\"; }\n\n.bp3-icon-caret-down::before{\n content:\"\u2304\"; }\n\n.bp3-icon-caret-left::before{\n content:\"\u2329\"; }\n\n.bp3-icon-caret-right::before{\n content:\"\u232a\"; }\n\n.bp3-icon-caret-up::before{\n content:\"\u2303\"; }\n\n.bp3-icon-cell-tower::before{\n content:\"\ue770\"; }\n\n.bp3-icon-changes::before{\n content:\"\ue623\"; }\n\n.bp3-icon-chart::before{\n content:\"\ue67e\"; }\n\n.bp3-icon-chat::before{\n content:\"\ue689\"; }\n\n.bp3-icon-chevron-backward::before{\n content:\"\ue6df\"; }\n\n.bp3-icon-chevron-down::before{\n content:\"\ue697\"; }\n\n.bp3-icon-chevron-forward::before{\n content:\"\ue6e0\"; }\n\n.bp3-icon-chevron-left::before{\n content:\"\ue694\"; }\n\n.bp3-icon-chevron-right::before{\n content:\"\ue695\"; }\n\n.bp3-icon-chevron-up::before{\n content:\"\ue696\"; }\n\n.bp3-icon-circle::before{\n content:\"\ue66a\"; }\n\n.bp3-icon-circle-arrow-down::before{\n content:\"\ue68e\"; }\n\n.bp3-icon-circle-arrow-left::before{\n content:\"\ue68c\"; }\n\n.bp3-icon-circle-arrow-right::before{\n content:\"\ue68b\"; }\n\n.bp3-icon-circle-arrow-up::before{\n content:\"\ue68d\"; }\n\n.bp3-icon-citation::before{\n content:\"\ue61b\"; }\n\n.bp3-icon-clean::before{\n content:\"\ue7c5\"; }\n\n.bp3-icon-clipboard::before{\n content:\"\ue61d\"; 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}\n\n.bp3-icon-sort-alphabetical-desc::before{\n content:\"\ue6c8\"; }\n\n.bp3-icon-sort-asc::before{\n content:\"\ue6d5\"; }\n\n.bp3-icon-sort-desc::before{\n content:\"\ue6d6\"; }\n\n.bp3-icon-sort-numerical::before{\n content:\"\ue64e\"; }\n\n.bp3-icon-sort-numerical-desc::before{\n content:\"\ue6c9\"; }\n\n.bp3-icon-split-columns::before{\n content:\"\ue750\"; }\n\n.bp3-icon-square::before{\n content:\"\ue686\"; }\n\n.bp3-icon-stacked-chart::before{\n content:\"\ue6e7\"; }\n\n.bp3-icon-star::before{\n content:\"\u2605\"; }\n\n.bp3-icon-star-empty::before{\n content:\"\u2606\"; }\n\n.bp3-icon-step-backward::before{\n content:\"\ue6a7\"; }\n\n.bp3-icon-step-chart::before{\n content:\"\ue70f\"; }\n\n.bp3-icon-step-forward::before{\n content:\"\ue6ad\"; }\n\n.bp3-icon-stop::before{\n content:\"\ue6aa\"; }\n\n.bp3-icon-stopwatch::before{\n content:\"\ue901\"; }\n\n.bp3-icon-strikethrough::before{\n content:\"\ue7a6\"; }\n\n.bp3-icon-style::before{\n content:\"\ue601\"; }\n\n.bp3-icon-swap-horizontal::before{\n content:\"\ue745\"; }\n\n.bp3-icon-swap-vertical::before{\n content:\"\ue744\"; }\n\n.bp3-icon-symbol-circle::before{\n content:\"\ue72e\"; }\n\n.bp3-icon-symbol-cross::before{\n content:\"\ue731\"; }\n\n.bp3-icon-symbol-diamond::before{\n content:\"\ue730\"; }\n\n.bp3-icon-symbol-square::before{\n content:\"\ue72f\"; }\n\n.bp3-icon-symbol-triangle-down::before{\n content:\"\ue733\"; }\n\n.bp3-icon-symbol-triangle-up::before{\n content:\"\ue732\"; }\n\n.bp3-icon-tag::before{\n content:\"\ue61c\"; }\n\n.bp3-icon-take-action::before{\n content:\"\ue6ca\"; }\n\n.bp3-icon-taxi::before{\n content:\"\ue79e\"; }\n\n.bp3-icon-text-highlight::before{\n content:\"\ue6dd\"; }\n\n.bp3-icon-th::before{\n content:\"\ue667\"; }\n\n.bp3-icon-th-derived::before{\n content:\"\ue669\"; }\n\n.bp3-icon-th-disconnect::before{\n content:\"\ue7d8\"; }\n\n.bp3-icon-th-filtered::before{\n content:\"\ue7c6\"; }\n\n.bp3-icon-th-list::before{\n content:\"\ue668\"; }\n\n.bp3-icon-thumbs-down::before{\n content:\"\ue6be\"; }\n\n.bp3-icon-thumbs-up::before{\n content:\"\ue6bd\"; }\n\n.bp3-icon-tick::before{\n content:\"\u2713\"; }\n\n.bp3-icon-tick-circle::before{\n content:\"\ue779\"; }\n\n.bp3-icon-time::before{\n content:\"\u23f2\"; }\n\n.bp3-icon-timeline-area-chart::before{\n content:\"\ue6cd\"; }\n\n.bp3-icon-timeline-bar-chart::before{\n content:\"\ue620\"; }\n\n.bp3-icon-timeline-events::before{\n content:\"\ue61e\"; }\n\n.bp3-icon-timeline-line-chart::before{\n content:\"\ue61f\"; }\n\n.bp3-icon-tint::before{\n content:\"\ue6b2\"; }\n\n.bp3-icon-torch::before{\n content:\"\ue677\"; }\n\n.bp3-icon-tractor::before{\n content:\"\ue90c\"; }\n\n.bp3-icon-train::before{\n content:\"\ue79f\"; }\n\n.bp3-icon-translate::before{\n content:\"\ue759\"; }\n\n.bp3-icon-trash::before{\n content:\"\ue63b\"; }\n\n.bp3-icon-tree::before{\n content:\"\ue7b7\"; }\n\n.bp3-icon-trending-down::before{\n content:\"\ue71a\"; }\n\n.bp3-icon-trending-up::before{\n content:\"\ue719\"; }\n\n.bp3-icon-truck::before{\n content:\"\ue90b\"; }\n\n.bp3-icon-two-columns::before{\n content:\"\ue657\"; }\n\n.bp3-icon-unarchive::before{\n content:\"\ue906\"; }\n\n.bp3-icon-underline::before{\n content:\"\u2381\"; }\n\n.bp3-icon-undo::before{\n content:\"\u238c\"; }\n\n.bp3-icon-ungroup-objects::before{\n content:\"\ue688\"; }\n\n.bp3-icon-unknown-vehicle::before{\n content:\"\ue73d\"; }\n\n.bp3-icon-unlock::before{\n content:\"\ue626\"; }\n\n.bp3-icon-unpin::before{\n content:\"\ue650\"; }\n\n.bp3-icon-unresolve::before{\n content:\"\ue679\"; }\n\n.bp3-icon-updated::before{\n content:\"\ue7a7\"; }\n\n.bp3-icon-upload::before{\n content:\"\ue68f\"; }\n\n.bp3-icon-user::before{\n content:\"\ue627\"; }\n\n.bp3-icon-variable::before{\n content:\"\ue6f5\"; }\n\n.bp3-icon-vertical-bar-chart-asc::before{\n content:\"\ue75b\"; }\n\n.bp3-icon-vertical-bar-chart-desc::before{\n content:\"\ue71c\"; }\n\n.bp3-icon-vertical-distribution::before{\n content:\"\ue721\"; }\n\n.bp3-icon-video::before{\n content:\"\ue6a0\"; }\n\n.bp3-icon-volume-down::before{\n content:\"\ue6a4\"; }\n\n.bp3-icon-volume-off::before{\n content:\"\ue6a3\"; }\n\n.bp3-icon-volume-up::before{\n content:\"\ue6a5\"; }\n\n.bp3-icon-walk::before{\n content:\"\ue79d\"; }\n\n.bp3-icon-warning-sign::before{\n content:\"\ue647\"; }\n\n.bp3-icon-waterfall-chart::before{\n content:\"\ue6e6\"; }\n\n.bp3-icon-widget::before{\n content:\"\ue678\"; }\n\n.bp3-icon-widget-button::before{\n content:\"\ue790\"; }\n\n.bp3-icon-widget-footer::before{\n content:\"\ue792\"; }\n\n.bp3-icon-widget-header::before{\n content:\"\ue791\"; }\n\n.bp3-icon-wrench::before{\n content:\"\ue734\"; }\n\n.bp3-icon-zoom-in::before{\n content:\"\ue641\"; }\n\n.bp3-icon-zoom-out::before{\n content:\"\ue642\"; }\n\n.bp3-icon-zoom-to-fit::before{\n content:\"\ue67b\"; }\n.bp3-submenu > .bp3-popover-wrapper{\n display:block; }\n\n.bp3-submenu .bp3-popover-target{\n display:block; }\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{ }\n\n.bp3-submenu.bp3-popover{\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0 5px; }\n .bp3-submenu.bp3-popover > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-submenu.bp3-popover, .bp3-submenu.bp3-popover.bp3-dark{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-dark .bp3-submenu.bp3-popover > .bp3-popover-content, .bp3-submenu.bp3-popover.bp3-dark > .bp3-popover-content{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n.bp3-menu{\n background:#ffffff;\n border-radius:3px;\n color:#182026;\n list-style:none;\n margin:0;\n min-width:180px;\n padding:5px;\n text-align:left; }\n\n.bp3-menu-divider{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px; }\n .bp3-dark .bp3-menu-divider{\n border-top-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-menu-item{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n border-radius:2px;\n color:inherit;\n line-height:20px;\n padding:5px 7px;\n text-decoration:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-menu-item > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-menu-item > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-menu-item::before,\n .bp3-menu-item > *{\n margin-right:7px; }\n .bp3-menu-item:empty::before,\n .bp3-menu-item > :last-child{\n margin-right:0; }\n .bp3-menu-item > .bp3-fill{\n word-break:break-word; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(167, 182, 194, 0.3);\n cursor:pointer;\n text-decoration:none; }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-dark .bp3-menu-item{\n color:inherit; }\n .bp3-dark .bp3-menu-item:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n background-color:rgba(138, 155, 168, 0.15);\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n background-color:inherit;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-menu-item.bp3-intent-primary{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-primary::before, .bp3-menu-item.bp3-intent-primary::after,\n .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-menu-item.bp3-intent-primary:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary:active, .bp3-menu-item.bp3-intent-primary:active::before, .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-success{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-success::before, .bp3-menu-item.bp3-intent-success::after,\n .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-menu-item.bp3-intent-success:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-menu-item.bp3-intent-success:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-menu-item.bp3-intent-success:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success:active, .bp3-menu-item.bp3-intent-success:active::before, .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-warning{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-warning::before, .bp3-menu-item.bp3-intent-warning::after,\n .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-menu-item.bp3-intent-warning:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning:active, .bp3-menu-item.bp3-intent-warning:active::before, .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item.bp3-intent-danger{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-menu-item.bp3-intent-danger::before, .bp3-menu-item.bp3-intent-danger::after,\n .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-menu-item.bp3-intent-danger:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger:active, .bp3-menu-item.bp3-intent-danger:active::before, .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-menu-item::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:7px; }\n .bp3-menu-item::before,\n .bp3-menu-item > .bp3-icon{\n color:#5c7080;\n margin-top:2px; }\n .bp3-menu-item .bp3-menu-item-label{\n color:#5c7080; }\n .bp3-menu-item:hover, .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-menu-item{\n color:inherit; }\n .bp3-menu-item.bp3-active, .bp3-menu-item:active{\n background-color:rgba(115, 134, 148, 0.3); }\n .bp3-menu-item.bp3-disabled{\n background-color:inherit !important;\n color:rgba(92, 112, 128, 0.6) !important;\n cursor:not-allowed !important;\n outline:none !important; }\n .bp3-menu-item.bp3-disabled::before,\n .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(92, 112, 128, 0.6) !important; }\n .bp3-large .bp3-menu-item{\n font-size:16px;\n line-height:22px;\n padding:9px 7px; }\n .bp3-large .bp3-menu-item .bp3-icon{\n margin-top:3px; }\n .bp3-large .bp3-menu-item::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n margin-right:10px;\n margin-top:1px; }\n\nbutton.bp3-menu-item{\n background:none;\n border:none;\n text-align:left;\n width:100%; }\n.bp3-menu-header{\n border-top:1px solid rgba(16, 22, 26, 0.15);\n display:block;\n margin:5px;\n cursor:default;\n padding-left:2px; }\n .bp3-dark .bp3-menu-header{\n border-top-color:rgba(255, 255, 255, 0.15); }\n .bp3-menu-header:first-of-type{\n border-top:none; }\n .bp3-menu-header > h6{\n color:#182026;\n font-weight:600;\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n line-height:17px;\n margin:0;\n padding:10px 7px 0 1px; }\n .bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n .bp3-large .bp3-menu-header > h6{\n font-size:18px;\n padding-bottom:5px;\n padding-top:15px; }\n .bp3-large .bp3-menu-header:first-of-type > h6{\n padding-top:0; }\n\n.bp3-dark .bp3-menu{\n background:#30404d;\n color:#f5f8fa; }\n\n.bp3-dark .bp3-menu-item{ }\n .bp3-dark .bp3-menu-item.bp3-intent-primary{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary::before, .bp3-dark .bp3-menu-item.bp3-intent-primary::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary .bp3-menu-item-label{\n color:#48aff0; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active{\n background-color:#137cbd; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active{\n background-color:#106ba3; }\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-primary.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary:active, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-primary.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-success{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-success::before, .bp3-dark .bp3-menu-item.bp3-intent-success::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success .bp3-menu-item-label{\n color:#3dcc91; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active{\n background-color:#0f9960; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:active{\n background-color:#0d8050; }\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-success:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-success.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success:active, .bp3-dark .bp3-menu-item.bp3-intent-success:active::before, .bp3-dark .bp3-menu-item.bp3-intent-success:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-success.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning::before, .bp3-dark .bp3-menu-item.bp3-intent-warning::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning .bp3-menu-item-label{\n color:#ffb366; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active{\n background-color:#d9822b; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active{\n background-color:#bf7326; }\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-warning.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning:active, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-warning.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-icon{\n color:inherit; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger::before, .bp3-dark .bp3-menu-item.bp3-intent-danger::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger .bp3-menu-item-label{\n color:#ff7373; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active{\n background-color:#db3737; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active{\n background-color:#c23030; }\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::before, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:hover::after, .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after, .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:hover .bp3-menu-item-label,\n .bp3-dark .bp3-submenu .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label,\n .bp3-submenu .bp3-dark .bp3-popover-target.bp3-popover-open > .bp3-intent-danger.bp3-menu-item .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger:active, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger:active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger:active .bp3-menu-item-label, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::before, .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active::after,\n .bp3-dark .bp3-menu-item.bp3-intent-danger.bp3-active .bp3-menu-item-label{\n color:#ffffff; }\n .bp3-dark .bp3-menu-item::before,\n .bp3-dark .bp3-menu-item > .bp3-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item .bp3-menu-item-label{\n color:#a7b6c2; }\n .bp3-dark .bp3-menu-item.bp3-active, .bp3-dark .bp3-menu-item:active{\n background-color:rgba(138, 155, 168, 0.3); }\n .bp3-dark .bp3-menu-item.bp3-disabled{\n color:rgba(167, 182, 194, 0.6) !important; }\n .bp3-dark .bp3-menu-item.bp3-disabled::before,\n .bp3-dark .bp3-menu-item.bp3-disabled > .bp3-icon,\n .bp3-dark .bp3-menu-item.bp3-disabled .bp3-menu-item-label{\n color:rgba(167, 182, 194, 0.6) !important; }\n\n.bp3-dark .bp3-menu-divider,\n.bp3-dark .bp3-menu-header{\n border-color:rgba(255, 255, 255, 0.15); }\n\n.bp3-dark .bp3-menu-header > h6{\n color:#f5f8fa; }\n\n.bp3-label .bp3-menu{\n margin-top:5px; }\n.bp3-navbar{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.2);\n height:50px;\n padding:0 15px;\n position:relative;\n width:100%;\n z-index:10; }\n .bp3-navbar.bp3-dark,\n .bp3-dark .bp3-navbar{\n background-color:#394b59; }\n .bp3-navbar.bp3-dark{\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-navbar{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 0 0 rgba(16, 22, 26, 0), 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-navbar.bp3-fixed-top{\n left:0;\n position:fixed;\n right:0;\n top:0; }\n\n.bp3-navbar-heading{\n font-size:16px;\n margin-right:15px; }\n\n.bp3-navbar-group{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:50px; }\n .bp3-navbar-group.bp3-align-left{\n float:left; }\n .bp3-navbar-group.bp3-align-right{\n float:right; }\n\n.bp3-navbar-divider{\n border-left:1px solid rgba(16, 22, 26, 0.15);\n height:20px;\n margin:0 10px; }\n .bp3-dark .bp3-navbar-divider{\n border-left-color:rgba(255, 255, 255, 0.15); }\n.bp3-non-ideal-state{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n height:100%;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n text-align:center;\n width:100%; }\n .bp3-non-ideal-state > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-non-ideal-state > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-non-ideal-state::before,\n .bp3-non-ideal-state > *{\n margin-bottom:20px; }\n .bp3-non-ideal-state:empty::before,\n .bp3-non-ideal-state > :last-child{\n margin-bottom:0; }\n .bp3-non-ideal-state > *{\n max-width:400px; }\n\n.bp3-non-ideal-state-visual{\n color:rgba(92, 112, 128, 0.6);\n font-size:60px; }\n .bp3-dark .bp3-non-ideal-state-visual{\n color:rgba(167, 182, 194, 0.6); }\n\n.bp3-overflow-list{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-wrap:nowrap;\n flex-wrap:nowrap;\n min-width:0; }\n\n.bp3-overflow-list-spacer{\n -ms-flex-negative:1;\n flex-shrink:1;\n width:1px; }\n\nbody.bp3-overlay-open{\n overflow:hidden; }\n\n.bp3-overlay{\n bottom:0;\n left:0;\n position:static;\n right:0;\n top:0;\n z-index:20; }\n .bp3-overlay:not(.bp3-overlay-open){\n pointer-events:none; }\n .bp3-overlay.bp3-overlay-container{\n overflow:hidden;\n position:fixed; }\n .bp3-overlay.bp3-overlay-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-scroll-container{\n overflow:auto;\n position:fixed; }\n .bp3-overlay.bp3-overlay-scroll-container.bp3-overlay-inline{\n position:absolute; }\n .bp3-overlay.bp3-overlay-inline{\n display:inline;\n overflow:visible; }\n\n.bp3-overlay-content{\n position:fixed;\n z-index:20; }\n .bp3-overlay-inline .bp3-overlay-content,\n .bp3-overlay-scroll-container .bp3-overlay-content{\n position:absolute; }\n\n.bp3-overlay-backdrop{\n bottom:0;\n left:0;\n position:fixed;\n right:0;\n top:0;\n opacity:1;\n background-color:rgba(16, 22, 26, 0.7);\n overflow:auto;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none;\n z-index:20; }\n .bp3-overlay-backdrop.bp3-overlay-enter, .bp3-overlay-backdrop.bp3-overlay-appear{\n opacity:0; }\n .bp3-overlay-backdrop.bp3-overlay-enter-active, .bp3-overlay-backdrop.bp3-overlay-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop.bp3-overlay-exit{\n opacity:1; }\n .bp3-overlay-backdrop.bp3-overlay-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-overlay-backdrop:focus{\n outline:none; }\n .bp3-overlay-inline .bp3-overlay-backdrop{\n position:absolute; }\n.bp3-panel-stack{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack-view{\n background-color:#30404d; }\n .bp3-panel-stack-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter, .bp3-panel-stack-push .bp3-panel-stack-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack-push .bp3-panel-stack-enter-active, .bp3-panel-stack-push .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-push .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter, .bp3-panel-stack-pop .bp3-panel-stack-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-enter-active, .bp3-panel-stack-pop .bp3-panel-stack-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack-pop .bp3-panel-stack-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-panel-stack2{\n overflow:hidden;\n position:relative; }\n\n.bp3-panel-stack2-header{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -webkit-box-shadow:0 1px rgba(16, 22, 26, 0.15);\n box-shadow:0 1px rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -ms-flex-negative:0;\n flex-shrink:0;\n height:30px;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-header{\n -webkit-box-shadow:0 1px rgba(255, 255, 255, 0.15);\n box-shadow:0 1px rgba(255, 255, 255, 0.15); }\n .bp3-panel-stack2-header > span{\n -webkit-box-align:stretch;\n -ms-flex-align:stretch;\n align-items:stretch;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:1;\n -ms-flex:1;\n flex:1; }\n .bp3-panel-stack2-header .bp3-heading{\n margin:0 5px; }\n\n.bp3-button.bp3-panel-stack2-header-back{\n margin-left:5px;\n padding-left:0;\n white-space:nowrap; }\n .bp3-button.bp3-panel-stack2-header-back .bp3-icon{\n margin:0 2px; }\n\n.bp3-panel-stack2-view{\n bottom:0;\n left:0;\n position:absolute;\n right:0;\n top:0;\n background-color:#ffffff;\n border-right:1px solid rgba(16, 22, 26, 0.15);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n margin-right:-1px;\n overflow-y:auto;\n z-index:1; }\n .bp3-dark .bp3-panel-stack2-view{\n background-color:#30404d; }\n .bp3-panel-stack2-view:nth-last-child(n + 4){\n display:none; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter, .bp3-panel-stack2-push .bp3-panel-stack2-appear{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-enter-active, .bp3-panel-stack2-push .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-push .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter, .bp3-panel-stack2-pop .bp3-panel-stack2-appear{\n -webkit-transform:translateX(-50%);\n transform:translateX(-50%);\n opacity:0; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-enter-active, .bp3-panel-stack2-pop .bp3-panel-stack2-appear-active{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit{\n -webkit-transform:translate(0%);\n transform:translate(0%);\n opacity:1; }\n\n.bp3-panel-stack2-pop .bp3-panel-stack2-exit-active{\n -webkit-transform:translateX(100%);\n transform:translateX(100%);\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:400ms;\n transition-duration:400ms;\n -webkit-transition-property:opacity, -webkit-transform;\n transition-property:opacity, -webkit-transform;\n transition-property:transform, opacity;\n transition-property:transform, opacity, -webkit-transform;\n -webkit-transition-timing-function:ease;\n transition-timing-function:ease; }\n.bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1);\n border-radius:3px;\n display:inline-block;\n z-index:20; }\n .bp3-popover .bp3-popover-arrow{\n height:30px;\n position:absolute;\n width:30px; }\n .bp3-popover .bp3-popover-arrow::before{\n height:20px;\n margin:5px;\n width:20px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover{\n margin-bottom:17px;\n margin-top:-17px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n bottom:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover{\n margin-left:17px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n left:-11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover{\n margin-top:17px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n top:-11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover{\n margin-left:-17px;\n margin-right:17px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n right:-11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-popover > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-popover > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-popover > .bp3-popover-arrow{\n top:-0.3934px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-popover > .bp3-popover-arrow{\n right:-0.3934px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-popover > .bp3-popover-arrow{\n left:-0.3934px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-popover > .bp3-popover-arrow{\n bottom:-0.3934px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-popover{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-popover{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-popover{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-popover .bp3-popover-content{\n background:#ffffff;\n color:inherit; }\n .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-popover .bp3-popover-arrow-fill{\n fill:#ffffff; }\n .bp3-popover-enter > .bp3-popover, .bp3-popover-appear > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3); }\n .bp3-popover-enter-active > .bp3-popover, .bp3-popover-appear-active > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover-exit > .bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover{\n -webkit-transform:scale(0.3);\n transform:scale(0.3);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-popover .bp3-popover-content{\n border-radius:3px;\n position:relative; }\n .bp3-popover.bp3-popover-content-sizing .bp3-popover-content{\n max-width:350px;\n padding:20px; }\n .bp3-popover-target + .bp3-overlay .bp3-popover.bp3-popover-content-sizing{\n width:350px; }\n .bp3-popover.bp3-minimal{\n margin:0 !important; }\n .bp3-popover.bp3-minimal .bp3-popover-arrow{\n display:none; }\n .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-enter-active > .bp3-popover.bp3-minimal.bp3-popover, .bp3-popover-appear-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-popover.bp3-minimal.bp3-popover{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover.bp3-dark,\n .bp3-dark .bp3-popover{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-popover .bp3-popover-content{\n background:#30404d;\n color:inherit; }\n .bp3-popover.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-popover .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-popover.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-popover .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-popover.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-popover .bp3-popover-arrow-fill{\n fill:#30404d; }\n\n.bp3-popover-arrow::before{\n border-radius:2px;\n content:\"\";\n display:block;\n position:absolute;\n -webkit-transform:rotate(45deg);\n transform:rotate(45deg); }\n\n.bp3-tether-pinned .bp3-popover-arrow{\n display:none; }\n\n.bp3-popover-backdrop{\n background:rgba(255, 255, 255, 0); }\n\n.bp3-transition-container{\n opacity:1;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n z-index:20; }\n .bp3-transition-container.bp3-popover-enter, .bp3-transition-container.bp3-popover-appear{\n opacity:0; }\n .bp3-transition-container.bp3-popover-enter-active, .bp3-transition-container.bp3-popover-appear-active{\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container.bp3-popover-exit{\n opacity:1; }\n .bp3-transition-container.bp3-popover-exit-active{\n opacity:0;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:opacity;\n transition-property:opacity;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-transition-container:focus{\n outline:none; }\n .bp3-transition-container.bp3-popover-leave .bp3-popover-content{\n pointer-events:none; }\n .bp3-transition-container[data-x-out-of-boundaries]{\n display:none; }\n\nspan.bp3-popover-target{\n display:inline-block; }\n\n.bp3-popover-wrapper.bp3-fill{\n width:100%; }\n\n.bp3-portal{\n left:0;\n position:absolute;\n right:0;\n top:0; }\n@-webkit-keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n@keyframes linear-progress-bar-stripes{\n from{\n background-position:0 0; }\n to{\n background-position:30px 0; } }\n\n.bp3-progress-bar{\n background:rgba(92, 112, 128, 0.2);\n border-radius:40px;\n display:block;\n height:8px;\n overflow:hidden;\n position:relative;\n width:100%; }\n .bp3-progress-bar .bp3-progress-meter{\n background:linear-gradient(-45deg, rgba(255, 255, 255, 0.2) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.2) 50%, rgba(255, 255, 255, 0.2) 75%, transparent 75%);\n background-color:rgba(92, 112, 128, 0.8);\n background-size:30px 30px;\n border-radius:40px;\n height:100%;\n position:absolute;\n -webkit-transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:width 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n width:100%; }\n .bp3-progress-bar:not(.bp3-no-animation):not(.bp3-no-stripes) .bp3-progress-meter{\n animation:linear-progress-bar-stripes 300ms linear infinite reverse; }\n .bp3-progress-bar.bp3-no-stripes .bp3-progress-meter{\n background-image:none; }\n\n.bp3-dark .bp3-progress-bar{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-dark .bp3-progress-bar .bp3-progress-meter{\n background-color:#8a9ba8; }\n\n.bp3-progress-bar.bp3-intent-primary .bp3-progress-meter{\n background-color:#137cbd; }\n\n.bp3-progress-bar.bp3-intent-success .bp3-progress-meter{\n background-color:#0f9960; }\n\n.bp3-progress-bar.bp3-intent-warning .bp3-progress-meter{\n background-color:#d9822b; }\n\n.bp3-progress-bar.bp3-intent-danger .bp3-progress-meter{\n background-color:#db3737; }\n@-webkit-keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n@keyframes skeleton-glow{\n from{\n background:rgba(206, 217, 224, 0.2);\n border-color:rgba(206, 217, 224, 0.2); }\n to{\n background:rgba(92, 112, 128, 0.2);\n border-color:rgba(92, 112, 128, 0.2); } }\n.bp3-skeleton{\n -webkit-animation:1000ms linear infinite alternate skeleton-glow;\n animation:1000ms linear infinite alternate skeleton-glow;\n background:rgba(206, 217, 224, 0.2);\n background-clip:padding-box !important;\n border-color:rgba(206, 217, 224, 0.2) !important;\n border-radius:2px;\n -webkit-box-shadow:none !important;\n box-shadow:none !important;\n color:transparent !important;\n cursor:default;\n pointer-events:none;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-skeleton::before, .bp3-skeleton::after,\n .bp3-skeleton *{\n visibility:hidden !important; }\n.bp3-slider{\n height:40px;\n min-width:150px;\n width:100%;\n cursor:default;\n outline:none;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-slider:hover{\n cursor:pointer; }\n .bp3-slider:active{\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-slider.bp3-disabled{\n cursor:not-allowed;\n opacity:0.5; }\n .bp3-slider.bp3-slider-unlabeled{\n height:16px; }\n\n.bp3-slider-track,\n.bp3-slider-progress{\n height:6px;\n left:0;\n right:0;\n top:5px;\n position:absolute; }\n\n.bp3-slider-track{\n border-radius:3px;\n overflow:hidden; }\n\n.bp3-slider-progress{\n background:rgba(92, 112, 128, 0.2); }\n .bp3-dark .bp3-slider-progress{\n background:rgba(16, 22, 26, 0.5); }\n .bp3-slider-progress.bp3-intent-primary{\n background-color:#137cbd; }\n .bp3-slider-progress.bp3-intent-success{\n background-color:#0f9960; }\n .bp3-slider-progress.bp3-intent-warning{\n background-color:#d9822b; }\n .bp3-slider-progress.bp3-intent-danger{\n background-color:#db3737; }\n\n.bp3-slider-handle{\n background-color:#f5f8fa;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.8)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.8), rgba(255, 255, 255, 0));\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n color:#182026;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:pointer;\n height:16px;\n left:0;\n position:absolute;\n top:0;\n width:16px; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1); }\n .bp3-slider-handle:active, .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-slider-handle:disabled, .bp3-slider-handle.bp3-disabled{\n background-color:rgba(206, 217, 224, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed;\n outline:none; }\n .bp3-slider-handle:disabled.bp3-active, .bp3-slider-handle:disabled.bp3-active:hover, .bp3-slider-handle.bp3-disabled.bp3-active, .bp3-slider-handle.bp3-disabled.bp3-active:hover{\n background:rgba(206, 217, 224, 0.7); }\n .bp3-slider-handle:focus{\n z-index:1; }\n .bp3-slider-handle:hover{\n background-clip:padding-box;\n background-color:#ebf1f5;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 -1px 0 rgba(16, 22, 26, 0.1);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 1px 1px rgba(16, 22, 26, 0.2);\n cursor:-webkit-grab;\n cursor:grab;\n z-index:2; }\n .bp3-slider-handle.bp3-active{\n background-color:#d8e1e8;\n background-image:none;\n -webkit-box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:inset 0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), inset 0 1px 1px rgba(16, 22, 26, 0.1);\n cursor:-webkit-grabbing;\n cursor:grabbing; }\n .bp3-disabled .bp3-slider-handle{\n background:#bfccd6;\n -webkit-box-shadow:none;\n box-shadow:none;\n pointer-events:none; }\n .bp3-dark .bp3-slider-handle{\n background-color:#394b59;\n background-image:-webkit-gradient(linear, left top, left bottom, from(rgba(255, 255, 255, 0.05)), to(rgba(255, 255, 255, 0)));\n background-image:linear-gradient(to bottom, rgba(255, 255, 255, 0.05), rgba(255, 255, 255, 0));\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover, .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n color:#f5f8fa; }\n .bp3-dark .bp3-slider-handle:hover{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-slider-handle:active, .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#202b33;\n background-image:none;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.6), inset 0 1px 2px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-slider-handle:disabled, .bp3-dark .bp3-slider-handle.bp3-disabled{\n background-color:rgba(57, 75, 89, 0.5);\n background-image:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-slider-handle:disabled.bp3-active, .bp3-dark .bp3-slider-handle.bp3-disabled.bp3-active{\n background:rgba(57, 75, 89, 0.7); }\n .bp3-dark .bp3-slider-handle .bp3-button-spinner .bp3-spinner-head{\n background:rgba(16, 22, 26, 0.5);\n stroke:#8a9ba8; }\n .bp3-dark .bp3-slider-handle, .bp3-dark .bp3-slider-handle:hover{\n background-color:#394b59; }\n .bp3-dark .bp3-slider-handle.bp3-active{\n background-color:#293742; }\n .bp3-dark .bp3-disabled .bp3-slider-handle{\n background:#5c7080;\n border-color:#5c7080;\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle .bp3-slider-label{\n background:#394b59;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n color:#f5f8fa;\n margin-left:8px; }\n .bp3-dark .bp3-slider-handle .bp3-slider-label{\n background:#e1e8ed;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n color:#394b59; }\n .bp3-disabled .bp3-slider-handle .bp3-slider-label{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-slider-handle.bp3-start, .bp3-slider-handle.bp3-end{\n width:8px; }\n .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:0;\n border-top-right-radius:0; }\n .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-top-left-radius:0;\n margin-left:8px; }\n .bp3-slider-handle.bp3-end .bp3-slider-label{\n margin-left:0; }\n\n.bp3-slider-label{\n -webkit-transform:translate(-50%, 20px);\n transform:translate(-50%, 20px);\n display:inline-block;\n font-size:12px;\n line-height:1;\n padding:2px 5px;\n position:absolute;\n vertical-align:top; }\n\n.bp3-slider.bp3-vertical{\n height:150px;\n min-width:40px;\n width:40px; }\n .bp3-slider.bp3-vertical .bp3-slider-track,\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n bottom:0;\n height:auto;\n left:5px;\n top:0;\n width:6px; }\n .bp3-slider.bp3-vertical .bp3-slider-progress{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-label{\n -webkit-transform:translate(20px, 50%);\n transform:translate(20px, 50%); }\n .bp3-slider.bp3-vertical .bp3-slider-handle{\n top:auto; }\n .bp3-slider.bp3-vertical .bp3-slider-handle .bp3-slider-label{\n margin-left:0;\n margin-top:-8px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end, .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n height:8px;\n margin-left:0;\n width:16px; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start{\n border-bottom-right-radius:3px;\n border-top-left-radius:0; }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-start .bp3-slider-label{\n -webkit-transform:translate(20px);\n transform:translate(20px); }\n .bp3-slider.bp3-vertical .bp3-slider-handle.bp3-end{\n border-bottom-left-radius:0;\n border-bottom-right-radius:0;\n border-top-left-radius:3px;\n margin-bottom:8px; }\n\n@-webkit-keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n@keyframes pt-spinner-animation{\n from{\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg); }\n to{\n -webkit-transform:rotate(360deg);\n transform:rotate(360deg); } }\n\n.bp3-spinner{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-pack:center;\n -ms-flex-pack:center;\n justify-content:center;\n overflow:visible;\n vertical-align:middle; }\n .bp3-spinner svg{\n display:block; }\n .bp3-spinner path{\n fill-opacity:0; }\n .bp3-spinner .bp3-spinner-head{\n stroke:rgba(92, 112, 128, 0.8);\n stroke-linecap:round;\n -webkit-transform-origin:center;\n transform-origin:center;\n -webkit-transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:stroke-dashoffset 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-spinner .bp3-spinner-track{\n stroke:rgba(92, 112, 128, 0.2); }\n\n.bp3-spinner-animation{\n -webkit-animation:pt-spinner-animation 500ms linear infinite;\n animation:pt-spinner-animation 500ms linear infinite; }\n .bp3-no-spin > .bp3-spinner-animation{\n -webkit-animation:none;\n animation:none; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-head{\n stroke:#8a9ba8; }\n\n.bp3-dark .bp3-spinner .bp3-spinner-track{\n stroke:rgba(16, 22, 26, 0.5); }\n\n.bp3-spinner.bp3-intent-primary .bp3-spinner-head{\n stroke:#137cbd; }\n\n.bp3-spinner.bp3-intent-success .bp3-spinner-head{\n stroke:#0f9960; }\n\n.bp3-spinner.bp3-intent-warning .bp3-spinner-head{\n stroke:#d9822b; }\n\n.bp3-spinner.bp3-intent-danger .bp3-spinner-head{\n stroke:#db3737; }\n.bp3-tabs.bp3-vertical{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab{\n border-radius:3px;\n padding:0 10px;\n width:100%; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab[aria-selected=\"true\"]{\n background-color:rgba(19, 124, 189, 0.2);\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-tabs.bp3-vertical > .bp3-tab-list .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:rgba(19, 124, 189, 0.2);\n border-radius:3px;\n bottom:0;\n height:auto;\n left:0;\n right:0;\n top:0; }\n .bp3-tabs.bp3-vertical > .bp3-tab-panel{\n margin-top:0;\n padding-left:20px; }\n\n.bp3-tab-list{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end;\n border:none;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n list-style:none;\n margin:0;\n padding:0;\n position:relative; }\n .bp3-tab-list > *:not(:last-child){\n margin-right:20px; }\n\n.bp3-tab{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n color:#182026;\n cursor:pointer;\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n font-size:14px;\n line-height:30px;\n max-width:100%;\n position:relative;\n vertical-align:top; }\n .bp3-tab a{\n color:inherit;\n display:block;\n text-decoration:none; }\n .bp3-tab-indicator-wrapper ~ .bp3-tab{\n background-color:transparent !important;\n -webkit-box-shadow:none !important;\n box-shadow:none !important; }\n .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n .bp3-tab[aria-selected=\"true\"]{\n border-radius:0;\n -webkit-box-shadow:inset 0 -3px 0 #106ba3;\n box-shadow:inset 0 -3px 0 #106ba3; }\n .bp3-tab[aria-selected=\"true\"], .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#106ba3; }\n .bp3-tab:focus{\n -moz-outline-radius:0; }\n .bp3-large > .bp3-tab{\n font-size:16px;\n line-height:40px; }\n\n.bp3-tab-panel{\n margin-top:20px; }\n .bp3-tab-panel[aria-hidden=\"true\"]{\n display:none; }\n\n.bp3-tab-indicator-wrapper{\n left:0;\n pointer-events:none;\n position:absolute;\n top:0;\n -webkit-transform:translateX(0), translateY(0);\n transform:translateX(0), translateY(0);\n -webkit-transition:height, width, -webkit-transform;\n transition:height, width, -webkit-transform;\n transition:height, transform, width;\n transition:height, transform, width, -webkit-transform;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tab-indicator-wrapper .bp3-tab-indicator{\n background-color:#106ba3;\n bottom:0;\n height:3px;\n left:0;\n position:absolute;\n right:0; }\n .bp3-tab-indicator-wrapper.bp3-no-animation{\n -webkit-transition:none;\n transition:none; }\n\n.bp3-dark .bp3-tab{\n color:#f5f8fa; }\n .bp3-dark .bp3-tab[aria-disabled=\"true\"]{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tab[aria-selected=\"true\"]{\n -webkit-box-shadow:inset 0 -3px 0 #48aff0;\n box-shadow:inset 0 -3px 0 #48aff0; }\n .bp3-dark .bp3-tab[aria-selected=\"true\"], .bp3-dark .bp3-tab:not([aria-disabled=\"true\"]):hover{\n color:#48aff0; }\n\n.bp3-dark .bp3-tab-indicator{\n background-color:#48aff0; }\n\n.bp3-flex-expander{\n -webkit-box-flex:1;\n -ms-flex:1 1;\n flex:1 1; }\n.bp3-tag{\n display:-webkit-inline-box;\n display:-ms-inline-flexbox;\n display:inline-flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n background-color:#5c7080;\n border:none;\n border-radius:3px;\n -webkit-box-shadow:none;\n box-shadow:none;\n color:#f5f8fa;\n font-size:12px;\n line-height:16px;\n max-width:100%;\n min-height:20px;\n min-width:20px;\n padding:2px 6px;\n position:relative; }\n .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.85); }\n .bp3-tag.bp3-interactive.bp3-active, .bp3-tag.bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.7); }\n .bp3-tag > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag::before,\n .bp3-tag > *{\n margin-right:4px; }\n .bp3-tag:empty::before,\n .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag:focus{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag.bp3-round{\n border-radius:30px;\n padding-left:8px;\n padding-right:8px; }\n .bp3-dark .bp3-tag{\n background-color:#bfccd6;\n color:#182026; }\n .bp3-dark .bp3-tag.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.85); }\n .bp3-dark .bp3-tag.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.7); }\n .bp3-dark .bp3-tag > .bp3-icon, .bp3-dark .bp3-tag .bp3-icon-standard, .bp3-dark .bp3-tag .bp3-icon-large{\n fill:currentColor; }\n .bp3-tag > .bp3-icon, .bp3-tag .bp3-icon-standard, .bp3-tag .bp3-icon-large{\n fill:#ffffff; }\n .bp3-tag.bp3-large,\n .bp3-large .bp3-tag{\n font-size:14px;\n line-height:20px;\n min-height:30px;\n min-width:30px;\n padding:5px 10px; }\n .bp3-tag.bp3-large::before,\n .bp3-tag.bp3-large > *,\n .bp3-large .bp3-tag::before,\n .bp3-large .bp3-tag > *{\n margin-right:7px; }\n .bp3-tag.bp3-large:empty::before,\n .bp3-tag.bp3-large > :last-child,\n .bp3-large .bp3-tag:empty::before,\n .bp3-large .bp3-tag > :last-child{\n margin-right:0; }\n .bp3-tag.bp3-large.bp3-round,\n .bp3-large .bp3-tag.bp3-round{\n padding-left:12px;\n padding-right:12px; }\n .bp3-tag.bp3-intent-primary{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tag.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.85); }\n .bp3-tag.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.7); }\n .bp3-tag.bp3-intent-success{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tag.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.85); }\n .bp3-tag.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.7); }\n .bp3-tag.bp3-intent-warning{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tag.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.85); }\n .bp3-tag.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.7); }\n .bp3-tag.bp3-intent-danger{\n background:#db3737;\n color:#ffffff; }\n .bp3-tag.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.85); }\n .bp3-tag.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.7); }\n .bp3-tag.bp3-fill{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n width:100%; }\n .bp3-tag.bp3-minimal > .bp3-icon, .bp3-tag.bp3-minimal .bp3-icon-standard, .bp3-tag.bp3-minimal .bp3-icon-large{\n fill:#5c7080; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n background-color:rgba(138, 155, 168, 0.2);\n color:#182026; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(92, 112, 128, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]){\n color:#f5f8fa; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:hover{\n background-color:rgba(191, 204, 214, 0.3); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]).bp3-interactive:active{\n background-color:rgba(191, 204, 214, 0.4); }\n .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) > .bp3-icon, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-standard, .bp3-dark .bp3-tag.bp3-minimal:not([class*=\"bp3-intent-\"]) .bp3-icon-large{\n fill:#a7b6c2; }\n .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.15);\n color:#106ba3; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-primary > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-primary .bp3-icon-large{\n fill:#137cbd; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary{\n background-color:rgba(19, 124, 189, 0.25);\n color:#48aff0; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:hover{\n background-color:rgba(19, 124, 189, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-primary.bp3-interactive:active{\n background-color:rgba(19, 124, 189, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.15);\n color:#0d8050; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-success > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-success .bp3-icon-large{\n fill:#0f9960; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success{\n background-color:rgba(15, 153, 96, 0.25);\n color:#3dcc91; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:hover{\n background-color:rgba(15, 153, 96, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-success.bp3-interactive:active{\n background-color:rgba(15, 153, 96, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.15);\n color:#bf7326; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-warning > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-warning .bp3-icon-large{\n fill:#d9822b; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning{\n background-color:rgba(217, 130, 43, 0.25);\n color:#ffb366; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:hover{\n background-color:rgba(217, 130, 43, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-warning.bp3-interactive:active{\n background-color:rgba(217, 130, 43, 0.45); }\n .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.15);\n color:#c23030; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.25); }\n .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-tag.bp3-minimal.bp3-intent-danger > .bp3-icon, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-standard, .bp3-tag.bp3-minimal.bp3-intent-danger .bp3-icon-large{\n fill:#db3737; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger{\n background-color:rgba(219, 55, 55, 0.25);\n color:#ff7373; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive{\n cursor:pointer; }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:hover{\n background-color:rgba(219, 55, 55, 0.35); }\n .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive.bp3-active, .bp3-dark .bp3-tag.bp3-minimal.bp3-intent-danger.bp3-interactive:active{\n background-color:rgba(219, 55, 55, 0.45); }\n\n.bp3-tag-remove{\n background:none;\n border:none;\n color:inherit;\n cursor:pointer;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin-bottom:-2px;\n margin-right:-6px !important;\n margin-top:-2px;\n opacity:0.5;\n padding:2px;\n padding-left:0; }\n .bp3-tag-remove:hover{\n background:none;\n opacity:0.8;\n text-decoration:none; }\n .bp3-tag-remove:active{\n opacity:1; }\n .bp3-tag-remove:empty::before{\n font-family:\"Icons16\", sans-serif;\n font-size:16px;\n font-style:normal;\n font-weight:400;\n line-height:1;\n -moz-osx-font-smoothing:grayscale;\n -webkit-font-smoothing:antialiased;\n content:\"\ue6d7\"; }\n .bp3-large .bp3-tag-remove{\n margin-right:-10px !important;\n padding:0 5px 0 0; }\n .bp3-large .bp3-tag-remove:empty::before{\n font-family:\"Icons20\", sans-serif;\n font-size:20px;\n font-style:normal;\n font-weight:400;\n line-height:1; }\n.bp3-tag-input{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n cursor:text;\n height:auto;\n line-height:inherit;\n min-height:30px;\n padding-left:5px;\n padding-right:0; }\n .bp3-tag-input > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input > .bp3-tag-input-values{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-icon{\n color:#5c7080;\n margin-left:2px;\n margin-right:7px;\n margin-top:7px; }\n .bp3-tag-input .bp3-tag-input-values{\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n -webkit-box-orient:horizontal;\n -webkit-box-direction:normal;\n -ms-flex-direction:row;\n flex-direction:row;\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n -ms-flex-item-align:stretch;\n align-self:stretch;\n -ms-flex-wrap:wrap;\n flex-wrap:wrap;\n margin-right:7px;\n margin-top:5px;\n min-width:0; }\n .bp3-tag-input .bp3-tag-input-values > *{\n -webkit-box-flex:0;\n -ms-flex-positive:0;\n flex-grow:0;\n -ms-flex-negative:0;\n flex-shrink:0; }\n .bp3-tag-input .bp3-tag-input-values > .bp3-fill{\n -webkit-box-flex:1;\n -ms-flex-positive:1;\n flex-grow:1;\n -ms-flex-negative:1;\n flex-shrink:1; }\n .bp3-tag-input .bp3-tag-input-values::before,\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-right:5px; }\n .bp3-tag-input .bp3-tag-input-values:empty::before,\n .bp3-tag-input .bp3-tag-input-values > :last-child{\n margin-right:0; }\n .bp3-tag-input .bp3-tag-input-values:first-child .bp3-input-ghost:first-child{\n padding-left:5px; }\n .bp3-tag-input .bp3-tag-input-values > *{\n margin-bottom:5px; }\n .bp3-tag-input .bp3-tag{\n overflow-wrap:break-word; }\n .bp3-tag-input .bp3-tag.bp3-active{\n outline:rgba(19, 124, 189, 0.6) auto 2px;\n outline-offset:0;\n -moz-outline-radius:6px; }\n .bp3-tag-input .bp3-input-ghost{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n line-height:20px;\n width:80px; }\n .bp3-tag-input .bp3-input-ghost:disabled, .bp3-tag-input .bp3-input-ghost.bp3-disabled{\n cursor:not-allowed; }\n .bp3-tag-input .bp3-button,\n .bp3-tag-input .bp3-spinner{\n margin:3px;\n margin-left:0; }\n .bp3-tag-input .bp3-button{\n min-height:24px;\n min-width:24px;\n padding:0 7px; }\n .bp3-tag-input.bp3-large{\n height:auto;\n min-height:40px; }\n .bp3-tag-input.bp3-large::before,\n .bp3-tag-input.bp3-large > *{\n margin-right:10px; }\n .bp3-tag-input.bp3-large:empty::before,\n .bp3-tag-input.bp3-large > :last-child{\n margin-right:0; }\n .bp3-tag-input.bp3-large .bp3-tag-input-icon{\n margin-left:5px;\n margin-top:10px; }\n .bp3-tag-input.bp3-large .bp3-input-ghost{\n line-height:30px; }\n .bp3-tag-input.bp3-large .bp3-button{\n min-height:30px;\n min-width:30px;\n padding:5px 10px;\n margin:5px;\n margin-left:0; }\n .bp3-tag-input.bp3-large .bp3-spinner{\n margin:8px;\n margin-left:0; }\n .bp3-tag-input.bp3-active{\n background-color:#ffffff;\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-tag-input.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.2); }\n .bp3-dark .bp3-tag-input .bp3-tag-input-icon, .bp3-tag-input.bp3-dark .bp3-tag-input-icon{\n color:#a7b6c2; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost, .bp3-tag-input.bp3-dark .bp3-input-ghost{\n color:#f5f8fa; }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-webkit-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-moz-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-moz-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost:-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::-ms-input-placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input .bp3-input-ghost::placeholder, .bp3-tag-input.bp3-dark .bp3-input-ghost::placeholder{\n color:rgba(167, 182, 194, 0.6); }\n .bp3-dark .bp3-tag-input.bp3-active, .bp3-tag-input.bp3-dark.bp3-active{\n background-color:rgba(16, 22, 26, 0.3);\n -webkit-box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #137cbd, 0 0 0 1px #137cbd, 0 0 0 3px rgba(19, 124, 189, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-primary, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-primary{\n -webkit-box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #106ba3, 0 0 0 3px rgba(16, 107, 163, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-success, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-success{\n -webkit-box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #0d8050, 0 0 0 3px rgba(13, 128, 80, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-warning, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-warning{\n -webkit-box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #bf7326, 0 0 0 3px rgba(191, 115, 38, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n .bp3-dark .bp3-tag-input.bp3-active.bp3-intent-danger, .bp3-tag-input.bp3-dark.bp3-active.bp3-intent-danger{\n -webkit-box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px #c23030, 0 0 0 3px rgba(194, 48, 48, 0.3), inset 0 0 0 1px rgba(16, 22, 26, 0.3), inset 0 1px 1px rgba(16, 22, 26, 0.4); }\n\n.bp3-input-ghost{\n background:none;\n border:none;\n -webkit-box-shadow:none;\n box-shadow:none;\n padding:0; }\n .bp3-input-ghost::-webkit-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-moz-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::-ms-input-placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost::placeholder{\n color:rgba(92, 112, 128, 0.6);\n opacity:1; }\n .bp3-input-ghost:focus{\n outline:none !important; }\n.bp3-toast{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n margin:20px 0 0;\n max-width:500px;\n min-width:300px;\n pointer-events:all;\n position:relative !important; }\n .bp3-toast.bp3-toast-enter, .bp3-toast.bp3-toast-appear{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active, .bp3-toast.bp3-toast-appear-active{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-enter ~ .bp3-toast, .bp3-toast.bp3-toast-appear ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px); }\n .bp3-toast.bp3-toast-enter-active ~ .bp3-toast, .bp3-toast.bp3-toast-appear-active ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11);\n transition-timing-function:cubic-bezier(0.54, 1.12, 0.38, 1.11); }\n .bp3-toast.bp3-toast-exit{\n opacity:1;\n -webkit-filter:blur(0);\n filter:blur(0); }\n .bp3-toast.bp3-toast-exit-active{\n opacity:0;\n -webkit-filter:blur(10px);\n filter:blur(10px);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:300ms;\n transition-duration:300ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:opacity, filter;\n transition-property:opacity, filter, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast.bp3-toast-exit ~ .bp3-toast{\n -webkit-transform:translateY(0);\n transform:translateY(0); }\n .bp3-toast.bp3-toast-exit-active ~ .bp3-toast{\n -webkit-transform:translateY(-40px);\n transform:translateY(-40px);\n -webkit-transition-delay:50ms;\n transition-delay:50ms;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-toast .bp3-button-group{\n -webkit-box-flex:0;\n -ms-flex:0 0 auto;\n flex:0 0 auto;\n padding:5px;\n padding-left:0; }\n .bp3-toast > .bp3-icon{\n color:#5c7080;\n margin:12px;\n margin-right:0; }\n .bp3-toast.bp3-dark,\n .bp3-dark .bp3-toast{\n background-color:#394b59;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-toast.bp3-dark > .bp3-icon,\n .bp3-dark .bp3-toast > .bp3-icon{\n color:#a7b6c2; }\n .bp3-toast[class*=\"bp3-intent-\"] a{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-toast[class*=\"bp3-intent-\"] a:hover{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] > .bp3-icon{\n color:#ffffff; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::before,\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button .bp3-icon, .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n color:rgba(255, 255, 255, 0.7) !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:focus{\n outline-color:rgba(255, 255, 255, 0.5); }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:hover{\n background-color:rgba(255, 255, 255, 0.15) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button:active{\n background-color:rgba(255, 255, 255, 0.3) !important;\n color:#ffffff !important; }\n .bp3-toast[class*=\"bp3-intent-\"] .bp3-button::after{\n background:rgba(255, 255, 255, 0.3) !important; }\n .bp3-toast.bp3-intent-primary{\n background-color:#137cbd;\n color:#ffffff; }\n .bp3-toast.bp3-intent-success{\n background-color:#0f9960;\n color:#ffffff; }\n .bp3-toast.bp3-intent-warning{\n background-color:#d9822b;\n color:#ffffff; }\n .bp3-toast.bp3-intent-danger{\n background-color:#db3737;\n color:#ffffff; }\n\n.bp3-toast-message{\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n padding:11px;\n word-break:break-word; }\n\n.bp3-toast-container{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box !important;\n display:-ms-flexbox !important;\n display:flex !important;\n -webkit-box-orient:vertical;\n -webkit-box-direction:normal;\n -ms-flex-direction:column;\n flex-direction:column;\n left:0;\n overflow:hidden;\n padding:0 20px 20px;\n pointer-events:none;\n right:0;\n z-index:40; }\n .bp3-toast-container.bp3-toast-container-in-portal{\n position:fixed; }\n .bp3-toast-container.bp3-toast-container-inline{\n position:absolute; }\n .bp3-toast-container.bp3-toast-container-top{\n top:0; }\n .bp3-toast-container.bp3-toast-container-bottom{\n bottom:0;\n -webkit-box-orient:vertical;\n -webkit-box-direction:reverse;\n -ms-flex-direction:column-reverse;\n flex-direction:column-reverse;\n top:auto; }\n .bp3-toast-container.bp3-toast-container-left{\n -webkit-box-align:start;\n -ms-flex-align:start;\n align-items:flex-start; }\n .bp3-toast-container.bp3-toast-container-right{\n -webkit-box-align:end;\n -ms-flex-align:end;\n align-items:flex-end; }\n\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-enter:not(.bp3-toast-enter-active) ~ .bp3-toast, .bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active),\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-appear:not(.bp3-toast-appear-active) ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-exit-active ~ .bp3-toast,\n.bp3-toast-container-bottom .bp3-toast.bp3-toast-leave-active ~ .bp3-toast{\n -webkit-transform:translateY(60px);\n transform:translateY(60px); }\n.bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 2px 4px rgba(16, 22, 26, 0.2), 0 8px 24px rgba(16, 22, 26, 0.2);\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-tooltip .bp3-popover-arrow{\n height:22px;\n position:absolute;\n width:22px; }\n .bp3-tooltip .bp3-popover-arrow::before{\n height:14px;\n margin:4px;\n width:14px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip{\n margin-bottom:11px;\n margin-top:-11px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-8px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(-90deg);\n transform:rotate(-90deg); }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip{\n margin-left:11px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n left:-8px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(0);\n transform:rotate(0); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip{\n margin-top:11px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n top:-8px; }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip{\n margin-left:-11px;\n margin-right:11px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n right:-8px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow svg{\n -webkit-transform:rotate(180deg);\n transform:rotate(180deg); }\n .bp3-tether-element-attached-middle > .bp3-tooltip > .bp3-popover-arrow{\n top:50%;\n -webkit-transform:translateY(-50%);\n transform:translateY(-50%); }\n .bp3-tether-element-attached-center > .bp3-tooltip > .bp3-popover-arrow{\n right:50%;\n -webkit-transform:translateX(50%);\n transform:translateX(50%); }\n .bp3-tether-element-attached-top.bp3-tether-target-attached-top > .bp3-tooltip > .bp3-popover-arrow{\n top:-0.22183px; }\n .bp3-tether-element-attached-right.bp3-tether-target-attached-right > .bp3-tooltip > .bp3-popover-arrow{\n right:-0.22183px; }\n .bp3-tether-element-attached-left.bp3-tether-target-attached-left > .bp3-tooltip > .bp3-popover-arrow{\n left:-0.22183px; }\n .bp3-tether-element-attached-bottom.bp3-tether-target-attached-bottom > .bp3-tooltip > .bp3-popover-arrow{\n bottom:-0.22183px; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:top left;\n transform-origin:top left; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:top center;\n transform-origin:top center; }\n .bp3-tether-element-attached-top.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:top right;\n transform-origin:top right; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:center left;\n transform-origin:center left; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:center center;\n transform-origin:center center; }\n .bp3-tether-element-attached-middle.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:center right;\n transform-origin:center right; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-left > .bp3-tooltip{\n -webkit-transform-origin:bottom left;\n transform-origin:bottom left; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-center > .bp3-tooltip{\n -webkit-transform-origin:bottom center;\n transform-origin:bottom center; }\n .bp3-tether-element-attached-bottom.bp3-tether-element-attached-right > .bp3-tooltip{\n -webkit-transform-origin:bottom right;\n transform-origin:bottom right; }\n .bp3-tooltip .bp3-popover-content{\n background:#394b59;\n color:#f5f8fa; }\n .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.2); }\n .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.1; }\n .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#394b59; }\n .bp3-popover-enter > .bp3-tooltip, .bp3-popover-appear > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8); }\n .bp3-popover-enter-active > .bp3-tooltip, .bp3-popover-appear-active > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-popover-exit > .bp3-tooltip{\n -webkit-transform:scale(1);\n transform:scale(1); }\n .bp3-popover-exit-active > .bp3-tooltip{\n -webkit-transform:scale(0.8);\n transform:scale(0.8);\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:100ms;\n transition-duration:100ms;\n -webkit-transition-property:-webkit-transform;\n transition-property:-webkit-transform;\n transition-property:transform;\n transition-property:transform, -webkit-transform;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tooltip .bp3-popover-content{\n padding:10px 12px; }\n .bp3-tooltip.bp3-dark,\n .bp3-dark .bp3-tooltip{\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 2px 4px rgba(16, 22, 26, 0.4), 0 8px 24px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-content,\n .bp3-dark .bp3-tooltip .bp3-popover-content{\n background:#e1e8ed;\n color:#394b59; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow::before,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow::before{\n -webkit-box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4);\n box-shadow:1px 1px 6px rgba(16, 22, 26, 0.4); }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-border,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-border{\n fill:#10161a;\n fill-opacity:0.2; }\n .bp3-tooltip.bp3-dark .bp3-popover-arrow-fill,\n .bp3-dark .bp3-tooltip .bp3-popover-arrow-fill{\n fill:#e1e8ed; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-content{\n background:#137cbd;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-primary .bp3-popover-arrow-fill{\n fill:#137cbd; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-content{\n background:#0f9960;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-success .bp3-popover-arrow-fill{\n fill:#0f9960; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-content{\n background:#d9822b;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-warning .bp3-popover-arrow-fill{\n fill:#d9822b; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-content{\n background:#db3737;\n color:#ffffff; }\n .bp3-tooltip.bp3-intent-danger .bp3-popover-arrow-fill{\n fill:#db3737; }\n\n.bp3-tooltip-indicator{\n border-bottom:dotted 1px;\n cursor:help; }\n.bp3-tree .bp3-icon, .bp3-tree .bp3-icon-standard, .bp3-tree .bp3-icon-large{\n color:#5c7080; }\n .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-tree .bp3-icon.bp3-intent-success, .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-tree-node-list{\n list-style:none;\n margin:0;\n padding-left:0; }\n\n.bp3-tree-root{\n background-color:transparent;\n cursor:default;\n padding-left:0;\n position:relative; }\n\n.bp3-tree-node-content-0{\n padding-left:0px; }\n\n.bp3-tree-node-content-1{\n padding-left:23px; }\n\n.bp3-tree-node-content-2{\n padding-left:46px; }\n\n.bp3-tree-node-content-3{\n padding-left:69px; }\n\n.bp3-tree-node-content-4{\n padding-left:92px; }\n\n.bp3-tree-node-content-5{\n padding-left:115px; }\n\n.bp3-tree-node-content-6{\n padding-left:138px; }\n\n.bp3-tree-node-content-7{\n padding-left:161px; }\n\n.bp3-tree-node-content-8{\n padding-left:184px; }\n\n.bp3-tree-node-content-9{\n padding-left:207px; }\n\n.bp3-tree-node-content-10{\n padding-left:230px; }\n\n.bp3-tree-node-content-11{\n padding-left:253px; }\n\n.bp3-tree-node-content-12{\n padding-left:276px; }\n\n.bp3-tree-node-content-13{\n padding-left:299px; }\n\n.bp3-tree-node-content-14{\n padding-left:322px; }\n\n.bp3-tree-node-content-15{\n padding-left:345px; }\n\n.bp3-tree-node-content-16{\n padding-left:368px; }\n\n.bp3-tree-node-content-17{\n padding-left:391px; }\n\n.bp3-tree-node-content-18{\n padding-left:414px; }\n\n.bp3-tree-node-content-19{\n padding-left:437px; }\n\n.bp3-tree-node-content-20{\n padding-left:460px; }\n\n.bp3-tree-node-content{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex;\n height:30px;\n padding-right:5px;\n width:100%; }\n .bp3-tree-node-content:hover{\n background-color:rgba(191, 204, 214, 0.4); }\n\n.bp3-tree-node-caret,\n.bp3-tree-node-caret-none{\n min-width:30px; }\n\n.bp3-tree-node-caret{\n color:#5c7080;\n cursor:pointer;\n padding:7px;\n -webkit-transform:rotate(0deg);\n transform:rotate(0deg);\n -webkit-transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:-webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9);\n transition:transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9), -webkit-transform 200ms cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-tree-node-caret:hover{\n color:#182026; }\n .bp3-dark .bp3-tree-node-caret{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree-node-caret:hover{\n color:#f5f8fa; }\n .bp3-tree-node-caret.bp3-tree-node-caret-open{\n -webkit-transform:rotate(90deg);\n transform:rotate(90deg); }\n .bp3-tree-node-caret.bp3-icon-standard::before{\n content:\"\ue695\"; }\n\n.bp3-tree-node-icon{\n margin-right:7px;\n position:relative; }\n\n.bp3-tree-node-label{\n overflow:hidden;\n text-overflow:ellipsis;\n white-space:nowrap;\n word-wrap:normal;\n -webkit-box-flex:1;\n -ms-flex:1 1 auto;\n flex:1 1 auto;\n position:relative;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-label span{\n display:inline; }\n\n.bp3-tree-node-secondary-label{\n padding:0 5px;\n -webkit-user-select:none;\n -moz-user-select:none;\n -ms-user-select:none;\n user-select:none; }\n .bp3-tree-node-secondary-label .bp3-popover-wrapper,\n .bp3-tree-node-secondary-label .bp3-popover-target{\n -webkit-box-align:center;\n -ms-flex-align:center;\n align-items:center;\n display:-webkit-box;\n display:-ms-flexbox;\n display:flex; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-content{\n background-color:inherit;\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-disabled .bp3-tree-node-caret,\n.bp3-tree-node.bp3-disabled .bp3-tree-node-icon{\n color:rgba(92, 112, 128, 0.6);\n cursor:not-allowed; }\n\n.bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content,\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-standard, .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-icon-large{\n color:#ffffff; }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret::before{\n color:rgba(255, 255, 255, 0.7); }\n .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content .bp3-tree-node-caret:hover::before{\n color:#ffffff; }\n\n.bp3-dark .bp3-tree-node-content:hover{\n background-color:rgba(92, 112, 128, 0.3); }\n\n.bp3-dark .bp3-tree .bp3-icon, .bp3-dark .bp3-tree .bp3-icon-standard, .bp3-dark .bp3-tree .bp3-icon-large{\n color:#a7b6c2; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-primary, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-primary{\n color:#137cbd; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-success, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-success{\n color:#0f9960; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-warning, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-warning{\n color:#d9822b; }\n .bp3-dark .bp3-tree .bp3-icon.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-standard.bp3-intent-danger, .bp3-dark .bp3-tree .bp3-icon-large.bp3-intent-danger{\n color:#db3737; }\n\n.bp3-dark .bp3-tree-node.bp3-tree-node-selected > .bp3-tree-node-content{\n background-color:#137cbd; }\n.bp3-omnibar{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n background-color:#ffffff;\n border-radius:3px;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.1), 0 4px 8px rgba(16, 22, 26, 0.2), 0 18px 46px 6px rgba(16, 22, 26, 0.2);\n left:calc(50% - 250px);\n top:20vh;\n width:500px;\n z-index:21; }\n .bp3-omnibar.bp3-overlay-enter, .bp3-omnibar.bp3-overlay-appear{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2; }\n .bp3-omnibar.bp3-overlay-enter-active, .bp3-omnibar.bp3-overlay-appear-active{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar.bp3-overlay-exit{\n -webkit-filter:blur(0);\n filter:blur(0);\n opacity:1; }\n .bp3-omnibar.bp3-overlay-exit-active{\n -webkit-filter:blur(20px);\n filter:blur(20px);\n opacity:0.2;\n -webkit-transition-delay:0;\n transition-delay:0;\n -webkit-transition-duration:200ms;\n transition-duration:200ms;\n -webkit-transition-property:opacity, -webkit-filter;\n transition-property:opacity, -webkit-filter;\n transition-property:filter, opacity;\n transition-property:filter, opacity, -webkit-filter;\n -webkit-transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9);\n transition-timing-function:cubic-bezier(0.4, 1, 0.75, 0.9); }\n .bp3-omnibar .bp3-input{\n background-color:transparent;\n border-radius:0; }\n .bp3-omnibar .bp3-input, .bp3-omnibar .bp3-input:focus{\n -webkit-box-shadow:none;\n box-shadow:none; }\n .bp3-omnibar .bp3-menu{\n background-color:transparent;\n border-radius:0;\n -webkit-box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n box-shadow:inset 0 1px 0 rgba(16, 22, 26, 0.15);\n max-height:calc(60vh - 40px);\n overflow:auto; }\n .bp3-omnibar .bp3-menu:empty{\n display:none; }\n .bp3-dark .bp3-omnibar, .bp3-omnibar.bp3-dark{\n background-color:#30404d;\n -webkit-box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4);\n box-shadow:0 0 0 1px rgba(16, 22, 26, 0.2), 0 4px 8px rgba(16, 22, 26, 0.4), 0 18px 46px 6px rgba(16, 22, 26, 0.4); }\n\n.bp3-omnibar-overlay .bp3-overlay-backdrop{\n background-color:rgba(16, 22, 26, 0.2); }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\n.bp3-multi-select{\n min-width:150px; }\n\n.bp3-multi-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto; }\n\n.bp3-select-popover .bp3-popover-content{\n padding:5px; }\n\n.bp3-select-popover .bp3-input-group{\n margin-bottom:0; }\n\n.bp3-select-popover .bp3-menu{\n max-height:300px;\n max-width:400px;\n overflow:auto;\n padding:0; }\n .bp3-select-popover .bp3-menu:not(:first-child){\n padding-top:5px; }\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* This file was auto-generated by ensureUiComponents() in @jupyterlab\/buildutils *\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n\/* Icons urls *\/\n\n:root {\n --jp-icon-add: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);\n --jp-icon-bug: url(data:image\/svg+xml;base64,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);\n --jp-icon-build: url(data:image\/svg+xml;base64,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);\n --jp-icon-caret-down-empty-thin: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);\n --jp-icon-caret-down-empty: url(data:image\/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);\n --jp-icon-caret-down: 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url(data:image\/svg+xml;base64,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);\n}\n\n\/* Icon CSS class declarations *\/\n\n.jp-AddIcon {\n background-image: var(--jp-icon-add);\n}\n.jp-BugIcon {\n background-image: var(--jp-icon-bug);\n}\n.jp-BuildIcon {\n background-image: var(--jp-icon-build);\n}\n.jp-CaretDownEmptyIcon {\n background-image: var(--jp-icon-caret-down-empty);\n}\n.jp-CaretDownEmptyThinIcon {\n background-image: var(--jp-icon-caret-down-empty-thin);\n}\n.jp-CaretDownIcon {\n background-image: var(--jp-icon-caret-down);\n}\n.jp-CaretLeftIcon {\n background-image: var(--jp-icon-caret-left);\n}\n.jp-CaretRightIcon {\n background-image: var(--jp-icon-caret-right);\n}\n.jp-CaretUpEmptyThinIcon {\n background-image: var(--jp-icon-caret-up-empty-thin);\n}\n.jp-CaretUpIcon {\n background-image: var(--jp-icon-caret-up);\n}\n.jp-CaseSensitiveIcon {\n background-image: var(--jp-icon-case-sensitive);\n}\n.jp-CheckIcon {\n background-image: var(--jp-icon-check);\n}\n.jp-CircleEmptyIcon {\n background-image: var(--jp-icon-circle-empty);\n}\n.jp-CircleIcon {\n background-image: var(--jp-icon-circle);\n}\n.jp-ClearIcon {\n background-image: var(--jp-icon-clear);\n}\n.jp-CloseIcon {\n background-image: var(--jp-icon-close);\n}\n.jp-CodeIcon {\n background-image: var(--jp-icon-code);\n}\n.jp-ConsoleIcon {\n background-image: var(--jp-icon-console);\n}\n.jp-CopyIcon {\n background-image: var(--jp-icon-copy);\n}\n.jp-CopyrightIcon {\n background-image: var(--jp-icon-copyright);\n}\n.jp-CutIcon {\n background-image: var(--jp-icon-cut);\n}\n.jp-DownloadIcon {\n background-image: var(--jp-icon-download);\n}\n.jp-EditIcon {\n background-image: var(--jp-icon-edit);\n}\n.jp-EllipsesIcon {\n background-image: var(--jp-icon-ellipses);\n}\n.jp-ExtensionIcon {\n background-image: var(--jp-icon-extension);\n}\n.jp-FastForwardIcon {\n background-image: var(--jp-icon-fast-forward);\n}\n.jp-FileIcon {\n background-image: var(--jp-icon-file);\n}\n.jp-FileUploadIcon {\n background-image: var(--jp-icon-file-upload);\n}\n.jp-FilterListIcon {\n background-image: var(--jp-icon-filter-list);\n}\n.jp-FolderIcon {\n background-image: var(--jp-icon-folder);\n}\n.jp-Html5Icon {\n background-image: var(--jp-icon-html5);\n}\n.jp-ImageIcon {\n background-image: var(--jp-icon-image);\n}\n.jp-InspectorIcon {\n background-image: var(--jp-icon-inspector);\n}\n.jp-JsonIcon {\n background-image: var(--jp-icon-json);\n}\n.jp-JuliaIcon {\n background-image: var(--jp-icon-julia);\n}\n.jp-JupyterFaviconIcon {\n background-image: var(--jp-icon-jupyter-favicon);\n}\n.jp-JupyterIcon {\n background-image: var(--jp-icon-jupyter);\n}\n.jp-JupyterlabWordmarkIcon {\n background-image: var(--jp-icon-jupyterlab-wordmark);\n}\n.jp-KernelIcon {\n background-image: var(--jp-icon-kernel);\n}\n.jp-KeyboardIcon {\n background-image: var(--jp-icon-keyboard);\n}\n.jp-LauncherIcon {\n background-image: var(--jp-icon-launcher);\n}\n.jp-LineFormIcon {\n background-image: var(--jp-icon-line-form);\n}\n.jp-LinkIcon {\n background-image: var(--jp-icon-link);\n}\n.jp-ListIcon {\n background-image: var(--jp-icon-list);\n}\n.jp-ListingsInfoIcon {\n background-image: var(--jp-icon-listings-info);\n}\n.jp-MarkdownIcon {\n background-image: var(--jp-icon-markdown);\n}\n.jp-NewFolderIcon {\n background-image: var(--jp-icon-new-folder);\n}\n.jp-NotTrustedIcon {\n background-image: var(--jp-icon-not-trusted);\n}\n.jp-NotebookIcon {\n background-image: var(--jp-icon-notebook);\n}\n.jp-NumberingIcon {\n background-image: var(--jp-icon-numbering);\n}\n.jp-OfflineBoltIcon {\n background-image: var(--jp-icon-offline-bolt);\n}\n.jp-PaletteIcon {\n background-image: var(--jp-icon-palette);\n}\n.jp-PasteIcon {\n background-image: var(--jp-icon-paste);\n}\n.jp-PdfIcon {\n background-image: var(--jp-icon-pdf);\n}\n.jp-PythonIcon {\n background-image: var(--jp-icon-python);\n}\n.jp-RKernelIcon {\n background-image: var(--jp-icon-r-kernel);\n}\n.jp-ReactIcon {\n background-image: var(--jp-icon-react);\n}\n.jp-RedoIcon {\n background-image: var(--jp-icon-redo);\n}\n.jp-RefreshIcon {\n background-image: var(--jp-icon-refresh);\n}\n.jp-RegexIcon {\n background-image: var(--jp-icon-regex);\n}\n.jp-RunIcon {\n background-image: var(--jp-icon-run);\n}\n.jp-RunningIcon {\n background-image: var(--jp-icon-running);\n}\n.jp-SaveIcon {\n background-image: var(--jp-icon-save);\n}\n.jp-SearchIcon {\n background-image: var(--jp-icon-search);\n}\n.jp-SettingsIcon {\n background-image: var(--jp-icon-settings);\n}\n.jp-SpreadsheetIcon {\n background-image: var(--jp-icon-spreadsheet);\n}\n.jp-StopIcon {\n background-image: var(--jp-icon-stop);\n}\n.jp-TabIcon {\n background-image: var(--jp-icon-tab);\n}\n.jp-TableRowsIcon {\n background-image: var(--jp-icon-table-rows);\n}\n.jp-TagIcon {\n background-image: var(--jp-icon-tag);\n}\n.jp-TerminalIcon {\n background-image: var(--jp-icon-terminal);\n}\n.jp-TextEditorIcon {\n background-image: var(--jp-icon-text-editor);\n}\n.jp-TocIcon {\n background-image: var(--jp-icon-toc);\n}\n.jp-TreeViewIcon {\n background-image: var(--jp-icon-tree-view);\n}\n.jp-TrustedIcon {\n background-image: var(--jp-icon-trusted);\n}\n.jp-UndoIcon {\n background-image: var(--jp-icon-undo);\n}\n.jp-VegaIcon {\n background-image: var(--jp-icon-vega);\n}\n.jp-YamlIcon {\n background-image: var(--jp-icon-yaml);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * (DEPRECATED) Support for consuming icons as CSS background images\n *\/\n\n.jp-Icon,\n.jp-MaterialIcon {\n background-position: center;\n background-repeat: no-repeat;\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-cover {\n background-position: center;\n background-repeat: no-repeat;\n background-size: cover;\n}\n\n\/**\n * (DEPRECATED) Support for specific CSS icon sizes\n *\/\n\n.jp-Icon-16 {\n background-size: 16px;\n min-width: 16px;\n min-height: 16px;\n}\n\n.jp-Icon-18 {\n background-size: 18px;\n min-width: 18px;\n min-height: 18px;\n}\n\n.jp-Icon-20 {\n background-size: 20px;\n min-width: 20px;\n min-height: 20px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for icons as inline SVG HTMLElements\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\/* recolor the accent elements of an icon *\/\n.jp-icon-accent0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-accent1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-accent2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-accent3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-accent4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-accent0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-accent1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-accent2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-accent3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-accent4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\/* set the color of an icon to transparent *\/\n.jp-icon-none[fill] {\n fill: none;\n}\n\n.jp-icon-none[stroke] {\n stroke: none;\n}\n\/* brand icon colors. Same for light and dark *\/\n.jp-icon-brand0[fill] {\n fill: var(--jp-brand-color0);\n}\n.jp-icon-brand1[fill] {\n fill: var(--jp-brand-color1);\n}\n.jp-icon-brand2[fill] {\n fill: var(--jp-brand-color2);\n}\n.jp-icon-brand3[fill] {\n fill: var(--jp-brand-color3);\n}\n.jp-icon-brand4[fill] {\n fill: var(--jp-brand-color4);\n}\n\n.jp-icon-brand0[stroke] {\n stroke: var(--jp-brand-color0);\n}\n.jp-icon-brand1[stroke] {\n stroke: var(--jp-brand-color1);\n}\n.jp-icon-brand2[stroke] {\n stroke: var(--jp-brand-color2);\n}\n.jp-icon-brand3[stroke] {\n stroke: var(--jp-brand-color3);\n}\n.jp-icon-brand4[stroke] {\n stroke: var(--jp-brand-color4);\n}\n\/* warn icon colors. Same for light and dark *\/\n.jp-icon-warn0[fill] {\n fill: var(--jp-warn-color0);\n}\n.jp-icon-warn1[fill] {\n fill: var(--jp-warn-color1);\n}\n.jp-icon-warn2[fill] {\n fill: var(--jp-warn-color2);\n}\n.jp-icon-warn3[fill] {\n fill: var(--jp-warn-color3);\n}\n\n.jp-icon-warn0[stroke] {\n stroke: var(--jp-warn-color0);\n}\n.jp-icon-warn1[stroke] {\n stroke: var(--jp-warn-color1);\n}\n.jp-icon-warn2[stroke] {\n stroke: var(--jp-warn-color2);\n}\n.jp-icon-warn3[stroke] {\n stroke: var(--jp-warn-color3);\n}\n\/* icon colors that contrast well with each other and most backgrounds *\/\n.jp-icon-contrast0[fill] {\n fill: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[fill] {\n fill: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[fill] {\n fill: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[fill] {\n fill: var(--jp-icon-contrast-color3);\n}\n\n.jp-icon-contrast0[stroke] {\n stroke: var(--jp-icon-contrast-color0);\n}\n.jp-icon-contrast1[stroke] {\n stroke: var(--jp-icon-contrast-color1);\n}\n.jp-icon-contrast2[stroke] {\n stroke: var(--jp-icon-contrast-color2);\n}\n.jp-icon-contrast3[stroke] {\n stroke: var(--jp-icon-contrast-color3);\n}\n\n\/* CSS for icons in selected items in the settings editor *\/\n#setting-editor .jp-PluginList .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n#setting-editor\n .jp-PluginList\n .jp-mod-selected\n .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected filebrowser listing items *\/\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\n\/* CSS for icons in selected tabs in the sidebar tab manager *\/\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#tab-manager .lm-TabBar-tab.jp-mod-active .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable[fill] {\n fill: var(--jp-brand-color1);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-active\n .jp-icon-hover\n :hover\n .jp-icon-selectable-inverse[fill] {\n fill: #fff;\n}\n\n\/**\n * TODO: come up with non css-hack solution for showing the busy icon on top\n * of the close icon\n * CSS for complex behavior of close icon of tabs in the sidebar tab manager\n *\/\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n#tab-manager\n .lm-TabBar-tab.jp-mod-dirty.jp-mod-active\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: #fff;\n}\n\n\/**\n* TODO: come up with non css-hack solution for showing the busy icon on top\n* of the close icon\n* CSS for complex behavior of close icon of tabs in the main area tabbar\n*\/\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon3[fill] {\n fill: none;\n}\n.lm-DockPanel-tabBar\n .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty\n > .lm-TabBar-tabCloseIcon\n > :not(:hover)\n > .jp-icon-busy[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n\n\/* CSS for icons in status bar *\/\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {\n fill: #fff;\n}\n\n#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {\n fill: var(--jp-brand-color1);\n}\n\/* special handling for splash icon CSS. While the theme CSS reloads during\n splash, the splash icon can loose theming. To prevent that, we set a\n default for its color variable *\/\n:root {\n --jp-warn-color0: var(--md-orange-700);\n}\n\n\/* not sure what to do with this one, used in filebrowser listing *\/\n.jp-DragIcon {\n margin-right: 4px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/**\n * Support for alt colors for icons as inline SVG HTMLElements\n *\/\n\n\/* alt recolor the primary elements of an icon *\/\n.jp-icon-alt .jp-icon0[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-alt .jp-icon0[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-alt .jp-icon1[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-alt .jp-icon2[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-alt .jp-icon3[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-alt .jp-icon4[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* alt recolor the accent elements of an icon *\/\n.jp-icon-alt .jp-icon-accent0[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-alt .jp-icon-accent0[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-alt .jp-icon-accent1[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-alt .jp-icon-accent2[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-alt .jp-icon-accent3[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-alt .jp-icon-accent4[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-icon-hoverShow:not(:hover) svg {\n display: none !important;\n}\n\n\/**\n * Support for hover colors for icons as inline SVG HTMLElements\n *\/\n\n\/**\n * regular colors\n *\/\n\n\/* recolor the primary elements of an icon *\/\n.jp-icon-hover :hover .jp-icon0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/* recolor the accent elements of an icon *\/\n.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* set the color of an icon to transparent *\/\n.jp-icon-hover :hover .jp-icon-none-hover[fill] {\n fill: none;\n}\n\n.jp-icon-hover :hover .jp-icon-none-hover[stroke] {\n stroke: none;\n}\n\n\/**\n * inverse colors\n *\/\n\n\/* inverse recolor the primary elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {\n fill: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {\n fill: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {\n fill: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {\n fill: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {\n fill: var(--jp-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {\n stroke: var(--jp-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {\n stroke: var(--jp-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {\n stroke: var(--jp-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {\n stroke: var(--jp-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {\n stroke: var(--jp-layout-color4);\n}\n\n\/* inverse recolor the accent elements of an icon *\/\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {\n fill: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {\n fill: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {\n fill: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {\n fill: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {\n fill: var(--jp-inverse-layout-color4);\n}\n\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {\n stroke: var(--jp-inverse-layout-color0);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {\n stroke: var(--jp-inverse-layout-color1);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {\n stroke: var(--jp-inverse-layout-color2);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {\n stroke: var(--jp-inverse-layout-color3);\n}\n.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {\n stroke: var(--jp-inverse-layout-color4);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-switch {\n display: flex;\n align-items: center;\n padding-left: 4px;\n padding-right: 4px;\n font-size: var(--jp-ui-font-size1);\n background-color: transparent;\n color: var(--jp-ui-font-color1);\n border: none;\n height: 20px;\n}\n\n.jp-switch:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-switch-label {\n margin-right: 5px;\n}\n\n.jp-switch-track {\n cursor: pointer;\n background-color: var(--jp-border-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 34px;\n height: 16px;\n width: 35px;\n position: relative;\n}\n\n.jp-switch-track::before {\n content: '';\n position: absolute;\n height: 10px;\n width: 10px;\n margin: 3px;\n left: 0px;\n background-color: var(--jp-ui-inverse-font-color1);\n -webkit-transition: 0.4s;\n transition: 0.4s;\n border-radius: 50%;\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track {\n background-color: var(--jp-warn-color0);\n}\n\n.jp-switch[aria-checked='true'] .jp-switch-track::before {\n \/* track width (35) - margins (3 + 3) - thumb width (10) *\/\n left: 19px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/* Sibling imports *\/\n\n\/* Override Blueprint's _reset.scss styles *\/\nhtml {\n box-sizing: unset;\n}\n\n*,\n*::before,\n*::after {\n box-sizing: unset;\n}\n\nbody {\n color: unset;\n font-family: var(--jp-ui-font-family);\n}\n\np {\n margin-top: unset;\n margin-bottom: unset;\n}\n\nsmall {\n font-size: unset;\n}\n\nstrong {\n font-weight: unset;\n}\n\n\/* Override Blueprint's _typography.scss styles *\/\na {\n text-decoration: unset;\n color: unset;\n}\na:hover {\n text-decoration: unset;\n color: unset;\n}\n\n\/* Override Blueprint's _accessibility.scss styles *\/\n:focus {\n outline: unset;\n outline-offset: unset;\n -moz-outline-radius: unset;\n}\n\n\/* Styles for ui-components *\/\n.jp-Button {\n border-radius: var(--jp-border-radius);\n padding: 0px 12px;\n font-size: var(--jp-ui-font-size1);\n}\n\n\/* Use our own theme for hover styles *\/\nbutton.jp-Button.bp3-button.bp3-minimal:hover {\n background-color: var(--jp-layout-color2);\n}\n.jp-Button.minimal {\n color: unset !important;\n}\n\n.jp-Button.jp-ToolbarButtonComponent {\n text-transform: none;\n}\n\n.jp-InputGroup input {\n box-sizing: border-box;\n border-radius: 0;\n background-color: transparent;\n color: var(--jp-ui-font-color0);\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.jp-InputGroup input:focus {\n box-shadow: inset 0 0 0 var(--jp-border-width)\n var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-InputGroup input::placeholder,\ninput::placeholder {\n color: var(--jp-ui-font-color3);\n}\n\n.jp-BPIcon {\n display: inline-block;\n vertical-align: middle;\n margin: auto;\n}\n\n\/* Stop blueprint futzing with our icon fills *\/\n.bp3-icon.jp-BPIcon > svg:not([fill]) {\n fill: var(--jp-inverse-layout-color3);\n}\n\n.jp-InputGroupAction {\n padding: 6px;\n}\n\n.jp-HTMLSelect.jp-DefaultStyle select {\n background-color: initial;\n border: none;\n border-radius: 0;\n box-shadow: none;\n color: var(--jp-ui-font-color0);\n display: block;\n font-size: var(--jp-ui-font-size1);\n height: 24px;\n line-height: 14px;\n padding: 0 25px 0 10px;\n text-align: left;\n -moz-appearance: none;\n -webkit-appearance: none;\n}\n\n\/* Use our own theme for hover and option styles *\/\n.jp-HTMLSelect.jp-DefaultStyle select:hover,\n.jp-HTMLSelect.jp-DefaultStyle select > option {\n background-color: var(--jp-layout-color2);\n color: var(--jp-ui-font-color0);\n}\nselect {\n box-sizing: border-box;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapse {\n display: flex;\n flex-direction: column;\n align-items: stretch;\n border-top: 1px solid var(--jp-border-color2);\n border-bottom: 1px solid var(--jp-border-color2);\n}\n\n.jp-Collapse-header {\n padding: 1px 12px;\n color: var(--jp-ui-font-color1);\n background-color: var(--jp-layout-color1);\n font-size: var(--jp-ui-font-size2);\n}\n\n.jp-Collapse-header:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-Collapse-contents {\n padding: 0px 12px 0px 12px;\n background-color: var(--jp-layout-color1);\n color: var(--jp-ui-font-color1);\n overflow: auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-commandpalette-search-height: 28px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Overall styles\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette {\n padding-bottom: 0px;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Modal variant\n|----------------------------------------------------------------------------*\/\n\n.jp-ModalCommandPalette {\n position: absolute;\n z-index: 10000;\n top: 38px;\n left: 30%;\n margin: 0;\n padding: 4px;\n width: 40%;\n box-shadow: var(--jp-elevation-z4);\n border-radius: 4px;\n background: var(--jp-layout-color0);\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette {\n max-height: 40vh;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {\n display: none;\n}\n\n.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {\n margin-left: 4px;\n margin-right: 4px;\n}\n\n.jp-ModalCommandPalette\n .lm-CommandPalette\n .lm-CommandPalette-item.lm-mod-disabled {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Search\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-search {\n padding: 4px;\n background-color: var(--jp-layout-color1);\n z-index: 2;\n}\n\n.lm-CommandPalette-wrapper {\n overflow: overlay;\n padding: 0px 9px;\n background-color: var(--jp-input-active-background);\n height: 30px;\n box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);\n}\n\n.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {\n box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),\n inset 0 0 0 3px var(--jp-input-active-box-shadow-color);\n}\n\n.jp-SearchIconGroup {\n color: white;\n background-color: var(--jp-brand-color1);\n position: absolute;\n top: 4px;\n right: 4px;\n padding: 5px 5px 1px 5px;\n}\n\n.jp-SearchIconGroup svg {\n height: 20px;\n width: 20px;\n}\n\n.jp-SearchIconGroup .jp-icon3[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-input {\n background: transparent;\n width: calc(100% - 18px);\n float: left;\n border: none;\n outline: none;\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n line-height: var(--jp-private-commandpalette-search-height);\n}\n\n.lm-CommandPalette-input::-webkit-input-placeholder,\n.lm-CommandPalette-input::-moz-placeholder,\n.lm-CommandPalette-input:-ms-input-placeholder {\n color: var(--jp-ui-font-color2);\n font-size: var(--jp-ui-font-size1);\n}\n\n\/*-----------------------------------------------------------------------------\n| Results\n|----------------------------------------------------------------------------*\/\n\n.lm-CommandPalette-header:first-child {\n margin-top: 0px;\n}\n\n.lm-CommandPalette-header {\n border-bottom: solid var(--jp-border-width) var(--jp-border-color2);\n color: var(--jp-ui-font-color1);\n cursor: pointer;\n display: flex;\n font-size: var(--jp-ui-font-size0);\n font-weight: 600;\n letter-spacing: 1px;\n margin-top: 8px;\n padding: 8px 0 8px 12px;\n text-transform: uppercase;\n}\n\n.lm-CommandPalette-header.lm-mod-active {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-header > mark {\n background-color: transparent;\n font-weight: bold;\n color: var(--jp-ui-font-color1);\n}\n\n.lm-CommandPalette-item {\n padding: 4px 12px 4px 4px;\n color: var(--jp-ui-font-color1);\n font-size: var(--jp-ui-font-size1);\n font-weight: 400;\n display: flex;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item.lm-mod-active {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {\n fill: var(--jp-layout-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {\n background: var(--jp-layout-color2);\n}\n\n.lm-CommandPalette-itemContent {\n overflow: hidden;\n}\n\n.lm-CommandPalette-itemLabel > mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled mark {\n color: var(--jp-ui-font-color2);\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemIcon {\n margin: 0 4px 0 0;\n position: relative;\n width: 16px;\n top: 2px;\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {\n opacity: 0.6;\n}\n\n.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {\n flex: 0 0 auto;\n}\n\n.lm-CommandPalette-itemCaption {\n display: none;\n}\n\n.lm-CommandPalette-content {\n background-color: var(--jp-layout-color1);\n}\n\n.lm-CommandPalette-content:empty:after {\n content: 'No results';\n margin: auto;\n margin-top: 20px;\n width: 100px;\n display: block;\n font-size: var(--jp-ui-font-size2);\n font-family: var(--jp-ui-font-family);\n font-weight: lighter;\n}\n\n.lm-CommandPalette-emptyMessage {\n text-align: center;\n margin-top: 24px;\n line-height: 1.32;\n padding: 0px 8px;\n color: var(--jp-content-font-color3);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Dialog {\n position: absolute;\n z-index: 10000;\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n top: 0px;\n left: 0px;\n margin: 0;\n padding: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-dialog-background);\n}\n\n.jp-Dialog-content {\n display: flex;\n flex-direction: column;\n margin-left: auto;\n margin-right: auto;\n background: var(--jp-layout-color1);\n padding: 24px;\n padding-bottom: 12px;\n min-width: 300px;\n min-height: 150px;\n max-width: 1000px;\n max-height: 500px;\n box-sizing: border-box;\n box-shadow: var(--jp-elevation-z20);\n word-wrap: break-word;\n border-radius: var(--jp-border-radius);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color1);\n resize: both;\n}\n\n.jp-Dialog-button {\n overflow: visible;\n}\n\nbutton.jp-Dialog-button:focus {\n outline: 1px solid var(--jp-brand-color1);\n outline-offset: 4px;\n -moz-outline-radius: 0px;\n}\n\nbutton.jp-Dialog-button:focus::-moz-focus-inner {\n border: 0;\n}\n\nbutton.jp-Dialog-close-button {\n padding: 0;\n height: 100%;\n min-width: unset;\n min-height: unset;\n}\n\n.jp-Dialog-header {\n display: flex;\n justify-content: space-between;\n flex: 0 0 auto;\n padding-bottom: 12px;\n font-size: var(--jp-ui-font-size3);\n font-weight: 400;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-body {\n display: flex;\n flex-direction: column;\n flex: 1 1 auto;\n font-size: var(--jp-ui-font-size1);\n background: var(--jp-layout-color1);\n overflow: auto;\n}\n\n.jp-Dialog-footer {\n display: flex;\n flex-direction: row;\n justify-content: flex-end;\n flex: 0 0 auto;\n margin-left: -12px;\n margin-right: -12px;\n padding: 12px;\n}\n\n.jp-Dialog-title {\n overflow: hidden;\n white-space: nowrap;\n text-overflow: ellipsis;\n}\n\n.jp-Dialog-body > .jp-select-wrapper {\n width: 100%;\n}\n\n.jp-Dialog-body > button {\n padding: 0px 16px;\n}\n\n.jp-Dialog-body > label {\n line-height: 1.4;\n color: var(--jp-ui-font-color0);\n}\n\n.jp-Dialog-button.jp-mod-styled:not(:last-child) {\n margin-right: 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-HoverBox {\n position: fixed;\n}\n\n.jp-HoverBox.jp-mod-outofview {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-IFrame {\n width: 100%;\n height: 100%;\n}\n\n.jp-IFrame > iframe {\n border: none;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-IFrame {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-IFrame:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n.jp-Input-Boolean-Dialog {\n flex-direction: row-reverse;\n align-items: end;\n width: 100%;\n}\n\n.jp-Input-Boolean-Dialog > label {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MainAreaWidget > :focus {\n outline: none;\n}\n\n\/**\n * google-material-color v1.2.6\n * https:\/\/github.com\/danlevan\/google-material-color\n *\/\n:root {\n --md-red-50: #ffebee;\n --md-red-100: #ffcdd2;\n --md-red-200: #ef9a9a;\n --md-red-300: #e57373;\n --md-red-400: #ef5350;\n --md-red-500: #f44336;\n --md-red-600: #e53935;\n --md-red-700: #d32f2f;\n --md-red-800: #c62828;\n --md-red-900: #b71c1c;\n --md-red-A100: #ff8a80;\n --md-red-A200: #ff5252;\n --md-red-A400: #ff1744;\n --md-red-A700: #d50000;\n\n --md-pink-50: #fce4ec;\n --md-pink-100: #f8bbd0;\n --md-pink-200: #f48fb1;\n --md-pink-300: #f06292;\n --md-pink-400: #ec407a;\n --md-pink-500: #e91e63;\n --md-pink-600: #d81b60;\n --md-pink-700: #c2185b;\n --md-pink-800: #ad1457;\n --md-pink-900: #880e4f;\n --md-pink-A100: #ff80ab;\n --md-pink-A200: #ff4081;\n --md-pink-A400: #f50057;\n --md-pink-A700: #c51162;\n\n --md-purple-50: #f3e5f5;\n --md-purple-100: #e1bee7;\n --md-purple-200: #ce93d8;\n --md-purple-300: #ba68c8;\n --md-purple-400: #ab47bc;\n --md-purple-500: #9c27b0;\n --md-purple-600: #8e24aa;\n --md-purple-700: #7b1fa2;\n --md-purple-800: #6a1b9a;\n --md-purple-900: #4a148c;\n --md-purple-A100: #ea80fc;\n --md-purple-A200: #e040fb;\n --md-purple-A400: #d500f9;\n --md-purple-A700: #aa00ff;\n\n --md-deep-purple-50: #ede7f6;\n --md-deep-purple-100: #d1c4e9;\n --md-deep-purple-200: #b39ddb;\n --md-deep-purple-300: #9575cd;\n --md-deep-purple-400: #7e57c2;\n --md-deep-purple-500: #673ab7;\n --md-deep-purple-600: #5e35b1;\n --md-deep-purple-700: #512da8;\n --md-deep-purple-800: #4527a0;\n --md-deep-purple-900: #311b92;\n --md-deep-purple-A100: #b388ff;\n --md-deep-purple-A200: #7c4dff;\n --md-deep-purple-A400: #651fff;\n --md-deep-purple-A700: #6200ea;\n\n --md-indigo-50: #e8eaf6;\n --md-indigo-100: #c5cae9;\n --md-indigo-200: #9fa8da;\n --md-indigo-300: #7986cb;\n --md-indigo-400: #5c6bc0;\n --md-indigo-500: #3f51b5;\n --md-indigo-600: #3949ab;\n --md-indigo-700: #303f9f;\n --md-indigo-800: #283593;\n --md-indigo-900: #1a237e;\n --md-indigo-A100: #8c9eff;\n --md-indigo-A200: #536dfe;\n --md-indigo-A400: #3d5afe;\n --md-indigo-A700: #304ffe;\n\n --md-blue-50: #e3f2fd;\n --md-blue-100: #bbdefb;\n --md-blue-200: #90caf9;\n --md-blue-300: #64b5f6;\n --md-blue-400: #42a5f5;\n --md-blue-500: #2196f3;\n --md-blue-600: #1e88e5;\n --md-blue-700: #1976d2;\n --md-blue-800: #1565c0;\n --md-blue-900: #0d47a1;\n --md-blue-A100: #82b1ff;\n --md-blue-A200: #448aff;\n --md-blue-A400: #2979ff;\n --md-blue-A700: #2962ff;\n\n --md-light-blue-50: #e1f5fe;\n --md-light-blue-100: #b3e5fc;\n --md-light-blue-200: #81d4fa;\n --md-light-blue-300: #4fc3f7;\n --md-light-blue-400: #29b6f6;\n --md-light-blue-500: #03a9f4;\n --md-light-blue-600: #039be5;\n --md-light-blue-700: #0288d1;\n --md-light-blue-800: #0277bd;\n --md-light-blue-900: #01579b;\n --md-light-blue-A100: #80d8ff;\n --md-light-blue-A200: #40c4ff;\n --md-light-blue-A400: #00b0ff;\n --md-light-blue-A700: #0091ea;\n\n --md-cyan-50: #e0f7fa;\n --md-cyan-100: #b2ebf2;\n --md-cyan-200: #80deea;\n --md-cyan-300: #4dd0e1;\n --md-cyan-400: #26c6da;\n --md-cyan-500: #00bcd4;\n --md-cyan-600: #00acc1;\n --md-cyan-700: #0097a7;\n --md-cyan-800: #00838f;\n --md-cyan-900: #006064;\n --md-cyan-A100: #84ffff;\n --md-cyan-A200: #18ffff;\n --md-cyan-A400: #00e5ff;\n --md-cyan-A700: #00b8d4;\n\n --md-teal-50: #e0f2f1;\n --md-teal-100: #b2dfdb;\n --md-teal-200: #80cbc4;\n --md-teal-300: #4db6ac;\n --md-teal-400: #26a69a;\n --md-teal-500: #009688;\n --md-teal-600: #00897b;\n --md-teal-700: #00796b;\n --md-teal-800: #00695c;\n --md-teal-900: #004d40;\n --md-teal-A100: #a7ffeb;\n --md-teal-A200: #64ffda;\n --md-teal-A400: #1de9b6;\n --md-teal-A700: #00bfa5;\n\n --md-green-50: #e8f5e9;\n --md-green-100: #c8e6c9;\n --md-green-200: #a5d6a7;\n --md-green-300: #81c784;\n --md-green-400: #66bb6a;\n --md-green-500: #4caf50;\n --md-green-600: #43a047;\n --md-green-700: #388e3c;\n --md-green-800: #2e7d32;\n --md-green-900: #1b5e20;\n --md-green-A100: #b9f6ca;\n --md-green-A200: #69f0ae;\n --md-green-A400: #00e676;\n --md-green-A700: #00c853;\n\n --md-light-green-50: #f1f8e9;\n --md-light-green-100: #dcedc8;\n --md-light-green-200: #c5e1a5;\n --md-light-green-300: #aed581;\n --md-light-green-400: #9ccc65;\n --md-light-green-500: #8bc34a;\n --md-light-green-600: #7cb342;\n --md-light-green-700: #689f38;\n --md-light-green-800: #558b2f;\n --md-light-green-900: #33691e;\n --md-light-green-A100: #ccff90;\n --md-light-green-A200: #b2ff59;\n --md-light-green-A400: #76ff03;\n --md-light-green-A700: #64dd17;\n\n --md-lime-50: #f9fbe7;\n --md-lime-100: #f0f4c3;\n --md-lime-200: #e6ee9c;\n --md-lime-300: #dce775;\n --md-lime-400: #d4e157;\n --md-lime-500: #cddc39;\n --md-lime-600: #c0ca33;\n --md-lime-700: #afb42b;\n --md-lime-800: #9e9d24;\n --md-lime-900: #827717;\n --md-lime-A100: #f4ff81;\n --md-lime-A200: #eeff41;\n --md-lime-A400: #c6ff00;\n --md-lime-A700: #aeea00;\n\n --md-yellow-50: #fffde7;\n --md-yellow-100: #fff9c4;\n --md-yellow-200: #fff59d;\n --md-yellow-300: #fff176;\n --md-yellow-400: #ffee58;\n --md-yellow-500: #ffeb3b;\n --md-yellow-600: #fdd835;\n --md-yellow-700: #fbc02d;\n --md-yellow-800: #f9a825;\n --md-yellow-900: #f57f17;\n --md-yellow-A100: #ffff8d;\n --md-yellow-A200: #ffff00;\n --md-yellow-A400: #ffea00;\n --md-yellow-A700: #ffd600;\n\n --md-amber-50: #fff8e1;\n --md-amber-100: #ffecb3;\n --md-amber-200: #ffe082;\n --md-amber-300: #ffd54f;\n --md-amber-400: #ffca28;\n --md-amber-500: #ffc107;\n --md-amber-600: #ffb300;\n --md-amber-700: #ffa000;\n --md-amber-800: #ff8f00;\n --md-amber-900: #ff6f00;\n --md-amber-A100: #ffe57f;\n --md-amber-A200: #ffd740;\n --md-amber-A400: #ffc400;\n --md-amber-A700: #ffab00;\n\n --md-orange-50: #fff3e0;\n --md-orange-100: #ffe0b2;\n --md-orange-200: #ffcc80;\n --md-orange-300: #ffb74d;\n --md-orange-400: #ffa726;\n --md-orange-500: #ff9800;\n --md-orange-600: #fb8c00;\n --md-orange-700: #f57c00;\n --md-orange-800: #ef6c00;\n --md-orange-900: #e65100;\n --md-orange-A100: #ffd180;\n --md-orange-A200: #ffab40;\n --md-orange-A400: #ff9100;\n --md-orange-A700: #ff6d00;\n\n --md-deep-orange-50: #fbe9e7;\n --md-deep-orange-100: #ffccbc;\n --md-deep-orange-200: #ffab91;\n --md-deep-orange-300: #ff8a65;\n --md-deep-orange-400: #ff7043;\n --md-deep-orange-500: #ff5722;\n --md-deep-orange-600: #f4511e;\n --md-deep-orange-700: #e64a19;\n --md-deep-orange-800: #d84315;\n --md-deep-orange-900: #bf360c;\n --md-deep-orange-A100: #ff9e80;\n --md-deep-orange-A200: #ff6e40;\n --md-deep-orange-A400: #ff3d00;\n --md-deep-orange-A700: #dd2c00;\n\n --md-brown-50: #efebe9;\n --md-brown-100: #d7ccc8;\n --md-brown-200: #bcaaa4;\n --md-brown-300: #a1887f;\n --md-brown-400: #8d6e63;\n --md-brown-500: #795548;\n --md-brown-600: #6d4c41;\n --md-brown-700: #5d4037;\n --md-brown-800: #4e342e;\n --md-brown-900: #3e2723;\n\n --md-grey-50: #fafafa;\n --md-grey-100: #f5f5f5;\n --md-grey-200: #eeeeee;\n --md-grey-300: #e0e0e0;\n --md-grey-400: #bdbdbd;\n --md-grey-500: #9e9e9e;\n --md-grey-600: #757575;\n --md-grey-700: #616161;\n --md-grey-800: #424242;\n --md-grey-900: #212121;\n\n --md-blue-grey-50: #eceff1;\n --md-blue-grey-100: #cfd8dc;\n --md-blue-grey-200: #b0bec5;\n --md-blue-grey-300: #90a4ae;\n --md-blue-grey-400: #78909c;\n --md-blue-grey-500: #607d8b;\n --md-blue-grey-600: #546e7a;\n --md-blue-grey-700: #455a64;\n --md-blue-grey-800: #37474f;\n --md-blue-grey-900: #263238;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Spinner {\n position: absolute;\n display: flex;\n justify-content: center;\n align-items: center;\n z-index: 10;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background: var(--jp-layout-color0);\n outline: none;\n}\n\n.jp-SpinnerContent {\n font-size: 10px;\n margin: 50px auto;\n text-indent: -9999em;\n width: 3em;\n height: 3em;\n border-radius: 50%;\n background: var(--jp-brand-color3);\n background: linear-gradient(\n to right,\n #f37626 10%,\n rgba(255, 255, 255, 0) 42%\n );\n position: relative;\n animation: load3 1s infinite linear, fadeIn 1s;\n}\n\n.jp-SpinnerContent:before {\n width: 50%;\n height: 50%;\n background: #f37626;\n border-radius: 100% 0 0 0;\n position: absolute;\n top: 0;\n left: 0;\n content: '';\n}\n\n.jp-SpinnerContent:after {\n background: var(--jp-layout-color0);\n width: 75%;\n height: 75%;\n border-radius: 50%;\n content: '';\n margin: auto;\n position: absolute;\n top: 0;\n left: 0;\n bottom: 0;\n right: 0;\n}\n\n@keyframes fadeIn {\n 0% {\n opacity: 0;\n }\n 100% {\n opacity: 1;\n }\n}\n\n@keyframes load3 {\n 0% {\n transform: rotate(0deg);\n }\n 100% {\n transform: rotate(360deg);\n }\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\nbutton.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: none;\n box-sizing: border-box;\n text-align: center;\n line-height: 32px;\n height: 32px;\n padding: 0px 12px;\n letter-spacing: 0.8px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput.jp-mod-styled {\n background: var(--jp-input-background);\n height: 28px;\n box-sizing: border-box;\n border: var(--jp-border-width) solid var(--jp-border-color1);\n padding-left: 7px;\n padding-right: 7px;\n font-size: var(--jp-ui-font-size2);\n color: var(--jp-ui-font-color0);\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\ninput[type='checkbox'].jp-mod-styled {\n appearance: checkbox;\n -webkit-appearance: checkbox;\n -moz-appearance: checkbox;\n height: auto;\n}\n\ninput.jp-mod-styled:focus {\n border: var(--jp-border-width) solid var(--md-blue-500);\n box-shadow: inset 0 0 4px var(--md-blue-300);\n}\n\n.jp-FileDialog-Checkbox {\n margin-top: 35px;\n display: flex;\n flex-direction: row;\n align-items: end;\n width: 100%;\n}\n\n.jp-FileDialog-Checkbox > label {\n flex: 1 1 auto;\n}\n\n.jp-select-wrapper {\n display: flex;\n position: relative;\n flex-direction: column;\n padding: 1px;\n background-color: var(--jp-layout-color1);\n height: 28px;\n box-sizing: border-box;\n margin-bottom: 12px;\n}\n\n.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-input-active-background);\n}\n\nselect.jp-mod-styled:hover {\n background-color: var(--jp-layout-color1);\n cursor: pointer;\n color: var(--jp-ui-font-color0);\n background-color: var(--jp-input-hover-background);\n box-shadow: inset 0 0px 1px rgba(0, 0, 0, 0.5);\n}\n\nselect.jp-mod-styled {\n flex: 1 1 auto;\n height: 32px;\n width: 100%;\n font-size: var(--jp-ui-font-size2);\n background: var(--jp-input-background);\n color: var(--jp-ui-font-color0);\n padding: 0 25px 0 8px;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-toolbar-height: calc(\n 28px + var(--jp-border-width)\n ); \/* leave 28px for content *\/\n}\n\n.jp-Toolbar {\n color: var(--jp-ui-font-color1);\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);\n box-shadow: var(--jp-toolbar-box-shadow);\n background: var(--jp-toolbar-background);\n min-height: var(--jp-toolbar-micro-height);\n padding: 2px;\n z-index: 1;\n overflow-x: auto;\n}\n\n\/* Toolbar items *\/\n\n.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\n.jp-Toolbar-item.jp-Toolbar-kernelStatus {\n display: inline-block;\n width: 32px;\n background-repeat: no-repeat;\n background-position: center;\n background-size: 16px;\n}\n\n.jp-Toolbar > .jp-Toolbar-item {\n flex: 0 0 auto;\n display: flex;\n padding-left: 1px;\n padding-right: 1px;\n font-size: var(--jp-ui-font-size1);\n line-height: var(--jp-private-toolbar-height);\n height: 100%;\n}\n\n\/* Toolbar buttons *\/\n\n\/* This is the div we use to wrap the react component into a Widget *\/\ndiv.jp-ToolbarButton {\n color: transparent;\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px;\n margin: 0px;\n}\n\nbutton.jp-ToolbarButtonComponent {\n background: var(--jp-layout-color1);\n border: none;\n box-sizing: border-box;\n outline: none;\n appearance: none;\n -webkit-appearance: none;\n -moz-appearance: none;\n padding: 0px 6px;\n margin: 0px;\n height: 24px;\n border-radius: var(--jp-border-radius);\n display: flex;\n align-items: center;\n text-align: center;\n font-size: 14px;\n min-width: unset;\n min-height: unset;\n}\n\nbutton.jp-ToolbarButtonComponent:disabled {\n opacity: 0.4;\n}\n\nbutton.jp-ToolbarButtonComponent span {\n padding: 0px;\n flex: 0 0 auto;\n}\n\nbutton.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {\n font-size: var(--jp-ui-font-size1);\n line-height: 100%;\n padding-left: 2px;\n color: var(--jp-ui-font-color1);\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar.jp-Toolbar-micro {\n padding: 0;\n min-height: 0;\n}\n\n#jp-main-dock-panel[data-mode='single-document']\n .jp-MainAreaWidget\n > .jp-Toolbar {\n border: none;\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2017, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Copyright (c) 2014-2017, PhosphorJS Contributors\n|\n| Distributed under the terms of the BSD 3-Clause License.\n|\n| The full license is in the file LICENSE, distributed with this software.\n|----------------------------------------------------------------------------*\/\n\n\n\/* <DEPRECATED> *\/ body.p-mod-override-cursor *, \/* <\/DEPRECATED> *\/\nbody.lm-mod-override-cursor * {\n cursor: inherit !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) 2014-2016, Jupyter Development Team.\n|\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-JSONEditor {\n display: flex;\n flex-direction: column;\n width: 100%;\n}\n\n.jp-JSONEditor-host {\n flex: 1 1 auto;\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n border-radius: 0px;\n background: var(--jp-layout-color0);\n min-height: 50px;\n padding: 1px;\n}\n\n.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {\n border-color: red;\n outline-color: red;\n}\n\n.jp-JSONEditor-header {\n display: flex;\n flex: 1 0 auto;\n padding: 0 0 0 12px;\n}\n\n.jp-JSONEditor-header label {\n flex: 0 0 auto;\n}\n\n.jp-JSONEditor-commitButton {\n height: 16px;\n width: 16px;\n background-size: 18px;\n background-repeat: no-repeat;\n background-position: center;\n}\n\n.jp-JSONEditor-host.jp-mod-focused {\n background-color: var(--jp-input-active-background);\n border: 1px solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n.jp-Editor.jp-mod-dropTarget {\n border: var(--jp-border-width) solid var(--jp-input-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n}\n\n\/* BASICS *\/\n\n.CodeMirror {\n \/* Set height, width, borders, and global font properties here *\/\n font-family: monospace;\n height: 300px;\n color: black;\n direction: ltr;\n}\n\n\/* PADDING *\/\n\n.CodeMirror-lines {\n padding: 4px 0; \/* Vertical padding around content *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n padding: 0 4px; \/* Horizontal padding of content *\/\n}\n\n.CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n background-color: white; \/* The little square between H and V scrollbars *\/\n}\n\n\/* GUTTER *\/\n\n.CodeMirror-gutters {\n border-right: 1px solid #ddd;\n background-color: #f7f7f7;\n white-space: nowrap;\n}\n.CodeMirror-linenumbers {}\n.CodeMirror-linenumber {\n padding: 0 3px 0 5px;\n min-width: 20px;\n text-align: right;\n color: #999;\n white-space: nowrap;\n}\n\n.CodeMirror-guttermarker { color: black; }\n.CodeMirror-guttermarker-subtle { color: #999; }\n\n\/* CURSOR *\/\n\n.CodeMirror-cursor {\n border-left: 1px solid black;\n border-right: none;\n width: 0;\n}\n\/* Shown when moving in bi-directional text *\/\n.CodeMirror div.CodeMirror-secondarycursor {\n border-left: 1px solid silver;\n}\n.cm-fat-cursor .CodeMirror-cursor {\n width: auto;\n border: 0 !important;\n background: #7e7;\n}\n.cm-fat-cursor div.CodeMirror-cursors {\n z-index: 1;\n}\n.cm-fat-cursor-mark {\n background-color: rgba(20, 255, 20, 0.5);\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n}\n.cm-animate-fat-cursor {\n width: auto;\n border: 0;\n -webkit-animation: blink 1.06s steps(1) infinite;\n -moz-animation: blink 1.06s steps(1) infinite;\n animation: blink 1.06s steps(1) infinite;\n background-color: #7e7;\n}\n@-moz-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@-webkit-keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n@keyframes blink {\n 0% {}\n 50% { background-color: transparent; }\n 100% {}\n}\n\n\/* Can style cursor different in overwrite (non-insert) mode *\/\n.CodeMirror-overwrite .CodeMirror-cursor {}\n\n.cm-tab { display: inline-block; text-decoration: inherit; }\n\n.CodeMirror-rulers {\n position: absolute;\n left: 0; right: 0; top: -50px; bottom: 0;\n overflow: hidden;\n}\n.CodeMirror-ruler {\n border-left: 1px solid #ccc;\n top: 0; bottom: 0;\n position: absolute;\n}\n\n\/* DEFAULT THEME *\/\n\n.cm-s-default .cm-header {color: blue;}\n.cm-s-default .cm-quote {color: #090;}\n.cm-negative {color: #d44;}\n.cm-positive {color: #292;}\n.cm-header, .cm-strong {font-weight: bold;}\n.cm-em {font-style: italic;}\n.cm-link {text-decoration: underline;}\n.cm-strikethrough {text-decoration: line-through;}\n\n.cm-s-default .cm-keyword {color: #708;}\n.cm-s-default .cm-atom {color: #219;}\n.cm-s-default .cm-number {color: #164;}\n.cm-s-default .cm-def {color: #00f;}\n.cm-s-default .cm-variable,\n.cm-s-default .cm-punctuation,\n.cm-s-default .cm-property,\n.cm-s-default .cm-operator {}\n.cm-s-default .cm-variable-2 {color: #05a;}\n.cm-s-default .cm-variable-3, .cm-s-default .cm-type {color: #085;}\n.cm-s-default .cm-comment {color: #a50;}\n.cm-s-default .cm-string {color: #a11;}\n.cm-s-default .cm-string-2 {color: #f50;}\n.cm-s-default .cm-meta {color: #555;}\n.cm-s-default .cm-qualifier {color: #555;}\n.cm-s-default .cm-builtin {color: #30a;}\n.cm-s-default .cm-bracket {color: #997;}\n.cm-s-default .cm-tag {color: #170;}\n.cm-s-default .cm-attribute {color: #00c;}\n.cm-s-default .cm-hr {color: #999;}\n.cm-s-default .cm-link {color: #00c;}\n\n.cm-s-default .cm-error {color: #f00;}\n.cm-invalidchar {color: #f00;}\n\n.CodeMirror-composing { border-bottom: 2px solid; }\n\n\/* Default styles for common addons *\/\n\ndiv.CodeMirror span.CodeMirror-matchingbracket {color: #0b0;}\ndiv.CodeMirror span.CodeMirror-nonmatchingbracket {color: #a22;}\n.CodeMirror-matchingtag { background: rgba(255, 150, 0, .3); }\n.CodeMirror-activeline-background {background: #e8f2ff;}\n\n\/* STOP *\/\n\n\/* The rest of this file contains styles related to the mechanics of\n the editor. You probably shouldn't touch them. *\/\n\n.CodeMirror {\n position: relative;\n overflow: hidden;\n background: white;\n}\n\n.CodeMirror-scroll {\n overflow: scroll !important; \/* Things will break if this is overridden *\/\n \/* 50px is the magic margin used to hide the element's real scrollbars *\/\n \/* See overflow: hidden in .CodeMirror *\/\n margin-bottom: -50px; margin-right: -50px;\n padding-bottom: 50px;\n height: 100%;\n outline: none; \/* Prevent dragging from highlighting the element *\/\n position: relative;\n}\n.CodeMirror-sizer {\n position: relative;\n border-right: 50px solid transparent;\n}\n\n\/* The fake, visible scrollbars. Used to force redraw during scrolling\n before actual scrolling happens, thus preventing shaking and\n flickering artifacts. *\/\n.CodeMirror-vscrollbar, .CodeMirror-hscrollbar, .CodeMirror-scrollbar-filler, .CodeMirror-gutter-filler {\n position: absolute;\n z-index: 6;\n display: none;\n outline: none;\n}\n.CodeMirror-vscrollbar {\n right: 0; top: 0;\n overflow-x: hidden;\n overflow-y: scroll;\n}\n.CodeMirror-hscrollbar {\n bottom: 0; left: 0;\n overflow-y: hidden;\n overflow-x: scroll;\n}\n.CodeMirror-scrollbar-filler {\n right: 0; bottom: 0;\n}\n.CodeMirror-gutter-filler {\n left: 0; bottom: 0;\n}\n\n.CodeMirror-gutters {\n position: absolute; left: 0; top: 0;\n min-height: 100%;\n z-index: 3;\n}\n.CodeMirror-gutter {\n white-space: normal;\n height: 100%;\n display: inline-block;\n vertical-align: top;\n margin-bottom: -50px;\n}\n.CodeMirror-gutter-wrapper {\n position: absolute;\n z-index: 4;\n background: none !important;\n border: none !important;\n}\n.CodeMirror-gutter-background {\n position: absolute;\n top: 0; bottom: 0;\n z-index: 4;\n}\n.CodeMirror-gutter-elt {\n position: absolute;\n cursor: default;\n z-index: 4;\n}\n.CodeMirror-gutter-wrapper ::selection { background-color: transparent }\n.CodeMirror-gutter-wrapper ::-moz-selection { background-color: transparent }\n\n.CodeMirror-lines {\n cursor: text;\n min-height: 1px; \/* prevents collapsing before first draw *\/\n}\n.CodeMirror pre.CodeMirror-line,\n.CodeMirror pre.CodeMirror-line-like {\n \/* Reset some styles that the rest of the page might have set *\/\n -moz-border-radius: 0; -webkit-border-radius: 0; border-radius: 0;\n border-width: 0;\n background: transparent;\n font-family: inherit;\n font-size: inherit;\n margin: 0;\n white-space: pre;\n word-wrap: normal;\n line-height: inherit;\n color: inherit;\n z-index: 2;\n position: relative;\n overflow: visible;\n -webkit-tap-highlight-color: transparent;\n -webkit-font-variant-ligatures: contextual;\n font-variant-ligatures: contextual;\n}\n.CodeMirror-wrap pre.CodeMirror-line,\n.CodeMirror-wrap pre.CodeMirror-line-like {\n word-wrap: break-word;\n white-space: pre-wrap;\n word-break: normal;\n}\n\n.CodeMirror-linebackground {\n position: absolute;\n left: 0; right: 0; top: 0; bottom: 0;\n z-index: 0;\n}\n\n.CodeMirror-linewidget {\n position: relative;\n z-index: 2;\n padding: 0.1px; \/* Force widget margins to stay inside of the container *\/\n}\n\n.CodeMirror-widget {}\n\n.CodeMirror-rtl pre { direction: rtl; }\n\n.CodeMirror-code {\n outline: none;\n}\n\n\/* Force content-box sizing for the elements where we expect it *\/\n.CodeMirror-scroll,\n.CodeMirror-sizer,\n.CodeMirror-gutter,\n.CodeMirror-gutters,\n.CodeMirror-linenumber {\n -moz-box-sizing: content-box;\n box-sizing: content-box;\n}\n\n.CodeMirror-measure {\n position: absolute;\n width: 100%;\n height: 0;\n overflow: hidden;\n visibility: hidden;\n}\n\n.CodeMirror-cursor {\n position: absolute;\n pointer-events: none;\n}\n.CodeMirror-measure pre { position: static; }\n\ndiv.CodeMirror-cursors {\n visibility: hidden;\n position: relative;\n z-index: 3;\n}\ndiv.CodeMirror-dragcursors {\n visibility: visible;\n}\n\n.CodeMirror-focused div.CodeMirror-cursors {\n visibility: visible;\n}\n\n.CodeMirror-selected { background: #d9d9d9; }\n.CodeMirror-focused .CodeMirror-selected { background: #d7d4f0; }\n.CodeMirror-crosshair { cursor: crosshair; }\n.CodeMirror-line::selection, .CodeMirror-line > span::selection, .CodeMirror-line > span > span::selection { background: #d7d4f0; }\n.CodeMirror-line::-moz-selection, .CodeMirror-line > span::-moz-selection, .CodeMirror-line > span > span::-moz-selection { background: #d7d4f0; }\n\n.cm-searching {\n background-color: #ffa;\n background-color: rgba(255, 255, 0, .4);\n}\n\n\/* Used to force a border model for a node *\/\n.cm-force-border { padding-right: .1px; }\n\n@media print {\n \/* Hide the cursor when printing *\/\n .CodeMirror div.CodeMirror-cursors {\n visibility: hidden;\n }\n}\n\n\/* See issue #2901 *\/\n.cm-tab-wrap-hack:after { content: ''; }\n\n\/* Help users use markselection to safely style text background *\/\nspan.CodeMirror-selectedtext { background: none; }\n\n.CodeMirror-dialog {\n position: absolute;\n left: 0; right: 0;\n background: inherit;\n z-index: 15;\n padding: .1em .8em;\n overflow: hidden;\n color: inherit;\n}\n\n.CodeMirror-dialog-top {\n border-bottom: 1px solid #eee;\n top: 0;\n}\n\n.CodeMirror-dialog-bottom {\n border-top: 1px solid #eee;\n bottom: 0;\n}\n\n.CodeMirror-dialog input {\n border: none;\n outline: none;\n background: transparent;\n width: 20em;\n color: inherit;\n font-family: monospace;\n}\n\n.CodeMirror-dialog button {\n font-size: 70%;\n}\n\n.CodeMirror-foldmarker {\n color: blue;\n text-shadow: #b9f 1px 1px 2px, #b9f -1px -1px 2px, #b9f 1px -1px 2px, #b9f -1px 1px 2px;\n font-family: arial;\n line-height: .3;\n cursor: pointer;\n}\n.CodeMirror-foldgutter {\n width: .7em;\n}\n.CodeMirror-foldgutter-open,\n.CodeMirror-foldgutter-folded {\n cursor: pointer;\n}\n.CodeMirror-foldgutter-open:after {\n content: \"\\25BE\";\n}\n.CodeMirror-foldgutter-folded:after {\n content: \"\\25B8\";\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.CodeMirror {\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n border: 0;\n border-radius: 0;\n height: auto;\n \/* Changed to auto to autogrow *\/\n}\n\n.CodeMirror pre {\n padding: 0 var(--jp-code-padding);\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-dialog {\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* This causes https:\/\/github.com\/jupyter\/jupyterlab\/issues\/522 *\/\n\/* May not cause it not because we changed it! *\/\n.CodeMirror-lines {\n padding: var(--jp-code-padding) 0;\n}\n\n.CodeMirror-linenumber {\n padding: 0 8px;\n}\n\n.jp-CodeMirrorEditor {\n cursor: text;\n}\n\n.jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n\n\/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height *\/\n@media screen and (min-width: 2138px) and (max-width: 4319px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width1) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n\/* When zoomed out less than 33% *\/\n@media screen and (min-width: 4320px) {\n .jp-CodeMirrorEditor[data-type='inline'] .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width2) solid\n var(--jp-editor-cursor-color);\n }\n}\n\n.CodeMirror.jp-mod-readOnly .CodeMirror-cursor {\n display: none;\n}\n\n.CodeMirror-gutters {\n border-right: 1px solid var(--jp-border-color2);\n background-color: var(--jp-layout-color0);\n}\n\n.jp-CollaboratorCursor {\n border-left: 5px solid transparent;\n border-right: 5px solid transparent;\n border-top: none;\n border-bottom: 3px solid;\n background-clip: content-box;\n margin-left: -5px;\n margin-right: -5px;\n}\n\n.CodeMirror-selectedtext.cm-searching {\n background-color: var(--jp-search-selected-match-background-color) !important;\n color: var(--jp-search-selected-match-color) !important;\n}\n\n.cm-searching {\n background-color: var(\n --jp-search-unselected-match-background-color\n ) !important;\n color: var(--jp-search-unselected-match-color) !important;\n}\n\n.CodeMirror-focused .CodeMirror-selected {\n background-color: var(--jp-editor-selected-focused-background);\n}\n\n.CodeMirror-selected {\n background-color: var(--jp-editor-selected-background);\n}\n\n.jp-CollaboratorCursor-hover {\n position: absolute;\n z-index: 1;\n transform: translateX(-50%);\n color: white;\n border-radius: 3px;\n padding-left: 4px;\n padding-right: 4px;\n padding-top: 1px;\n padding-bottom: 1px;\n text-align: center;\n font-size: var(--jp-ui-font-size1);\n white-space: nowrap;\n}\n\n.jp-CodeMirror-ruler {\n border-left: 1px dashed var(--jp-border-color2);\n}\n\n\/**\n * Here is our jupyter theme for CodeMirror syntax highlighting\n * This is used in our marked.js syntax highlighting and CodeMirror itself\n * The string \"jupyter\" is set in ..\/codemirror\/widget.DEFAULT_CODEMIRROR_THEME\n * This came from the classic notebook, which came form highlight.js\/GitHub\n *\/\n\n\/**\n * CodeMirror themes are handling the background\/color in this way. This works\n * fine for CodeMirror editors outside the notebook, but the notebook styles\n * these things differently.\n *\/\n.CodeMirror.cm-s-jupyter {\n background: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n}\n\n\/* In the notebook, we want this styling to be handled by its container *\/\n.jp-CodeConsole .CodeMirror.cm-s-jupyter,\n.jp-Notebook .CodeMirror.cm-s-jupyter {\n background: transparent;\n}\n\n.cm-s-jupyter .CodeMirror-cursor {\n border-left: var(--jp-code-cursor-width0) solid var(--jp-editor-cursor-color);\n}\n.cm-s-jupyter span.cm-keyword {\n color: var(--jp-mirror-editor-keyword-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-atom {\n color: var(--jp-mirror-editor-atom-color);\n}\n.cm-s-jupyter span.cm-number {\n color: var(--jp-mirror-editor-number-color);\n}\n.cm-s-jupyter span.cm-def {\n color: var(--jp-mirror-editor-def-color);\n}\n.cm-s-jupyter span.cm-variable {\n color: var(--jp-mirror-editor-variable-color);\n}\n.cm-s-jupyter span.cm-variable-2 {\n color: var(--jp-mirror-editor-variable-2-color);\n}\n.cm-s-jupyter span.cm-variable-3 {\n color: var(--jp-mirror-editor-variable-3-color);\n}\n.cm-s-jupyter span.cm-punctuation {\n color: var(--jp-mirror-editor-punctuation-color);\n}\n.cm-s-jupyter span.cm-property {\n color: var(--jp-mirror-editor-property-color);\n}\n.cm-s-jupyter span.cm-operator {\n color: var(--jp-mirror-editor-operator-color);\n font-weight: bold;\n}\n.cm-s-jupyter span.cm-comment {\n color: var(--jp-mirror-editor-comment-color);\n font-style: italic;\n}\n.cm-s-jupyter span.cm-string {\n color: var(--jp-mirror-editor-string-color);\n}\n.cm-s-jupyter span.cm-string-2 {\n color: var(--jp-mirror-editor-string-2-color);\n}\n.cm-s-jupyter span.cm-meta {\n color: var(--jp-mirror-editor-meta-color);\n}\n.cm-s-jupyter span.cm-qualifier {\n color: var(--jp-mirror-editor-qualifier-color);\n}\n.cm-s-jupyter span.cm-builtin {\n color: var(--jp-mirror-editor-builtin-color);\n}\n.cm-s-jupyter span.cm-bracket {\n color: var(--jp-mirror-editor-bracket-color);\n}\n.cm-s-jupyter span.cm-tag {\n color: var(--jp-mirror-editor-tag-color);\n}\n.cm-s-jupyter span.cm-attribute {\n color: var(--jp-mirror-editor-attribute-color);\n}\n.cm-s-jupyter span.cm-header {\n color: var(--jp-mirror-editor-header-color);\n}\n.cm-s-jupyter span.cm-quote {\n color: var(--jp-mirror-editor-quote-color);\n}\n.cm-s-jupyter span.cm-link {\n color: var(--jp-mirror-editor-link-color);\n}\n.cm-s-jupyter span.cm-error {\n color: var(--jp-mirror-editor-error-color);\n}\n.cm-s-jupyter span.cm-hr {\n color: #999;\n}\n\n.cm-s-jupyter span.cm-tab {\n background: url(data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH\/ZOdnZOcM\/sgk\/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j\/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);\n background-position: right;\n background-repeat: no-repeat;\n}\n\n.cm-s-jupyter .CodeMirror-activeline-background,\n.cm-s-jupyter .CodeMirror-gutter {\n background-color: var(--jp-layout-color2);\n}\n\n\/* Styles for shared cursors (remote cursor locations and selected ranges) *\/\n.jp-CodeMirrorEditor .remote-caret {\n position: relative;\n border-left: 2px solid black;\n margin-left: -1px;\n margin-right: -1px;\n box-sizing: border-box;\n}\n\n.jp-CodeMirrorEditor .remote-caret > div {\n white-space: nowrap;\n position: absolute;\n top: -1.15em;\n padding-bottom: 0.05em;\n left: -2px;\n font-size: 0.95em;\n background-color: rgb(250, 129, 0);\n font-family: var(--jp-ui-font-family);\n font-weight: bold;\n line-height: normal;\n user-select: none;\n color: white;\n padding-left: 2px;\n padding-right: 2px;\n z-index: 3;\n transition: opacity 0.3s ease-in-out;\n}\n\n.jp-CodeMirrorEditor .remote-caret.hide-name > div {\n transition-delay: 0.7s;\n opacity: 0;\n}\n\n.jp-CodeMirrorEditor .remote-caret:hover > div {\n opacity: 1;\n transition-delay: 0s;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| RenderedText\n|----------------------------------------------------------------------------*\/\n\n:root {\n \/* This is the padding value to fill the gaps between lines containing spans with background color. *\/\n --jp-private-code-span-padding: calc(\n (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) \/ 2\n );\n}\n\n.jp-RenderedText {\n text-align: left;\n padding-left: var(--jp-code-padding);\n line-height: var(--jp-code-line-height);\n font-family: var(--jp-code-font-family);\n}\n\n.jp-RenderedText pre,\n.jp-RenderedJavaScript pre,\n.jp-RenderedHTMLCommon pre {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-code-font-size);\n border: none;\n margin: 0px;\n padding: 0px;\n}\n\n.jp-RenderedText pre a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n.jp-RenderedText pre a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* console foregrounds and backgrounds *\/\n.jp-RenderedText pre .ansi-black-fg {\n color: #3e424d;\n}\n.jp-RenderedText pre .ansi-red-fg {\n color: #e75c58;\n}\n.jp-RenderedText pre .ansi-green-fg {\n color: #00a250;\n}\n.jp-RenderedText pre .ansi-yellow-fg {\n color: #ddb62b;\n}\n.jp-RenderedText pre .ansi-blue-fg {\n color: #208ffb;\n}\n.jp-RenderedText pre .ansi-magenta-fg {\n color: #d160c4;\n}\n.jp-RenderedText pre .ansi-cyan-fg {\n color: #60c6c8;\n}\n.jp-RenderedText pre .ansi-white-fg {\n color: #c5c1b4;\n}\n\n.jp-RenderedText pre .ansi-black-bg {\n background-color: #3e424d;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-bg {\n background-color: #e75c58;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-bg {\n background-color: #00a250;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-bg {\n background-color: #ddb62b;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-bg {\n background-color: #208ffb;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-bg {\n background-color: #d160c4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-bg {\n background-color: #60c6c8;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-bg {\n background-color: #c5c1b4;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-black-intense-fg {\n color: #282c36;\n}\n.jp-RenderedText pre .ansi-red-intense-fg {\n color: #b22b31;\n}\n.jp-RenderedText pre .ansi-green-intense-fg {\n color: #007427;\n}\n.jp-RenderedText pre .ansi-yellow-intense-fg {\n color: #b27d12;\n}\n.jp-RenderedText pre .ansi-blue-intense-fg {\n color: #0065ca;\n}\n.jp-RenderedText pre .ansi-magenta-intense-fg {\n color: #a03196;\n}\n.jp-RenderedText pre .ansi-cyan-intense-fg {\n color: #258f8f;\n}\n.jp-RenderedText pre .ansi-white-intense-fg {\n color: #a1a6b2;\n}\n\n.jp-RenderedText pre .ansi-black-intense-bg {\n background-color: #282c36;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-red-intense-bg {\n background-color: #b22b31;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-green-intense-bg {\n background-color: #007427;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-yellow-intense-bg {\n background-color: #b27d12;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-blue-intense-bg {\n background-color: #0065ca;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-magenta-intense-bg {\n background-color: #a03196;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-cyan-intense-bg {\n background-color: #258f8f;\n padding: var(--jp-private-code-span-padding) 0;\n}\n.jp-RenderedText pre .ansi-white-intense-bg {\n background-color: #a1a6b2;\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-default-inverse-fg {\n color: var(--jp-ui-inverse-font-color0);\n}\n.jp-RenderedText pre .ansi-default-inverse-bg {\n background-color: var(--jp-inverse-layout-color0);\n padding: var(--jp-private-code-span-padding) 0;\n}\n\n.jp-RenderedText pre .ansi-bold {\n font-weight: bold;\n}\n.jp-RenderedText pre .ansi-underline {\n text-decoration: underline;\n}\n\n.jp-RenderedText[data-mime-type='application\/vnd.jupyter.stderr'] {\n background: var(--jp-rendermime-error-background);\n padding-top: var(--jp-code-padding);\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedLatex\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedLatex {\n color: var(--jp-content-font-color1);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n}\n\n\/* Left-justify outputs.*\/\n.jp-OutputArea-output.jp-RenderedLatex {\n padding: var(--jp-code-padding);\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| RenderedHTML\n|----------------------------------------------------------------------------*\/\n\n.jp-RenderedHTMLCommon {\n color: var(--jp-content-font-color1);\n font-family: var(--jp-content-font-family);\n font-size: var(--jp-content-font-size1);\n line-height: var(--jp-content-line-height);\n \/* Give a bit more R padding on Markdown text to keep line lengths reasonable *\/\n padding-right: 20px;\n}\n\n.jp-RenderedHTMLCommon em {\n font-style: italic;\n}\n\n.jp-RenderedHTMLCommon strong {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon u {\n text-decoration: underline;\n}\n\n.jp-RenderedHTMLCommon a:link {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:hover {\n text-decoration: underline;\n color: var(--jp-content-link-color);\n}\n\n.jp-RenderedHTMLCommon a:visited {\n text-decoration: none;\n color: var(--jp-content-link-color);\n}\n\n\/* Headings *\/\n\n.jp-RenderedHTMLCommon h1,\n.jp-RenderedHTMLCommon h2,\n.jp-RenderedHTMLCommon h3,\n.jp-RenderedHTMLCommon h4,\n.jp-RenderedHTMLCommon h5,\n.jp-RenderedHTMLCommon h6 {\n line-height: var(--jp-content-heading-line-height);\n font-weight: var(--jp-content-heading-font-weight);\n font-style: normal;\n margin: var(--jp-content-heading-margin-top) 0\n var(--jp-content-heading-margin-bottom) 0;\n}\n\n.jp-RenderedHTMLCommon h1:first-child,\n.jp-RenderedHTMLCommon h2:first-child,\n.jp-RenderedHTMLCommon h3:first-child,\n.jp-RenderedHTMLCommon h4:first-child,\n.jp-RenderedHTMLCommon h5:first-child,\n.jp-RenderedHTMLCommon h6:first-child {\n margin-top: calc(0.5 * var(--jp-content-heading-margin-top));\n}\n\n.jp-RenderedHTMLCommon h1:last-child,\n.jp-RenderedHTMLCommon h2:last-child,\n.jp-RenderedHTMLCommon h3:last-child,\n.jp-RenderedHTMLCommon h4:last-child,\n.jp-RenderedHTMLCommon h5:last-child,\n.jp-RenderedHTMLCommon h6:last-child {\n margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));\n}\n\n.jp-RenderedHTMLCommon h1 {\n font-size: var(--jp-content-font-size5);\n}\n\n.jp-RenderedHTMLCommon h2 {\n font-size: var(--jp-content-font-size4);\n}\n\n.jp-RenderedHTMLCommon h3 {\n font-size: var(--jp-content-font-size3);\n}\n\n.jp-RenderedHTMLCommon h4 {\n font-size: var(--jp-content-font-size2);\n}\n\n.jp-RenderedHTMLCommon h5 {\n font-size: var(--jp-content-font-size1);\n}\n\n.jp-RenderedHTMLCommon h6 {\n font-size: var(--jp-content-font-size0);\n}\n\n\/* Lists *\/\n\n.jp-RenderedHTMLCommon ul:not(.list-inline),\n.jp-RenderedHTMLCommon ol:not(.list-inline) {\n padding-left: 2em;\n}\n\n.jp-RenderedHTMLCommon ul {\n list-style: disc;\n}\n\n.jp-RenderedHTMLCommon ul ul {\n list-style: square;\n}\n\n.jp-RenderedHTMLCommon ul ul ul {\n list-style: circle;\n}\n\n.jp-RenderedHTMLCommon ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol ol {\n list-style: upper-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol {\n list-style: lower-alpha;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol {\n list-style: lower-roman;\n}\n\n.jp-RenderedHTMLCommon ol ol ol ol ol {\n list-style: decimal;\n}\n\n.jp-RenderedHTMLCommon ol,\n.jp-RenderedHTMLCommon ul {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon ul ul,\n.jp-RenderedHTMLCommon ul ol,\n.jp-RenderedHTMLCommon ol ul,\n.jp-RenderedHTMLCommon ol ol {\n margin-bottom: 0em;\n}\n\n.jp-RenderedHTMLCommon hr {\n color: var(--jp-border-color2);\n background-color: var(--jp-border-color1);\n margin-top: 1em;\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon > pre {\n margin: 1.5em 2em;\n}\n\n.jp-RenderedHTMLCommon pre,\n.jp-RenderedHTMLCommon code {\n border: 0;\n background-color: var(--jp-layout-color0);\n color: var(--jp-content-font-color1);\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n line-height: var(--jp-code-line-height);\n padding: 0;\n white-space: pre-wrap;\n}\n\n.jp-RenderedHTMLCommon :not(pre) > code {\n background-color: var(--jp-layout-color2);\n padding: 1px 5px;\n}\n\n\/* Tables *\/\n\n.jp-RenderedHTMLCommon table {\n border-collapse: collapse;\n border-spacing: 0;\n border: none;\n color: var(--jp-ui-font-color1);\n font-size: 12px;\n table-layout: fixed;\n margin-left: auto;\n margin-right: auto;\n}\n\n.jp-RenderedHTMLCommon thead {\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n vertical-align: bottom;\n}\n\n.jp-RenderedHTMLCommon td,\n.jp-RenderedHTMLCommon th,\n.jp-RenderedHTMLCommon tr {\n vertical-align: middle;\n padding: 0.5em 0.5em;\n line-height: normal;\n white-space: normal;\n max-width: none;\n border: none;\n}\n\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,\n.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {\n max-width: none;\n}\n\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,\n:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {\n text-align: right;\n}\n\n.jp-RenderedHTMLCommon th {\n font-weight: bold;\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {\n background: var(--jp-layout-color0);\n}\n\n.jp-RenderedHTMLCommon tbody tr:nth-child(even) {\n background: var(--jp-rendermime-table-row-background);\n}\n\n.jp-RenderedHTMLCommon tbody tr:hover {\n background: var(--jp-rendermime-table-row-hover-background);\n}\n\n.jp-RenderedHTMLCommon table {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon p {\n text-align: left;\n margin: 0px;\n}\n\n.jp-RenderedHTMLCommon p {\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon img {\n -moz-force-broken-image-icon: 1;\n}\n\n\/* Restrict to direct children as other images could be nested in other content. *\/\n.jp-RenderedHTMLCommon > img {\n display: block;\n margin-left: 0;\n margin-right: 0;\n margin-bottom: 1em;\n}\n\n\/* Change color behind transparent images if they need it... *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {\n background-color: var(--jp-inverse-layout-color1);\n}\n\/* ...or leave it untouched if they don't *\/\n[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-dark-background {\n}\n[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-light-background {\n}\n\n.jp-RenderedHTMLCommon img,\n.jp-RenderedImage img,\n.jp-RenderedHTMLCommon svg,\n.jp-RenderedSVG svg {\n max-width: 100%;\n height: auto;\n}\n\n.jp-RenderedHTMLCommon img.jp-mod-unconfined,\n.jp-RenderedImage img.jp-mod-unconfined,\n.jp-RenderedHTMLCommon svg.jp-mod-unconfined,\n.jp-RenderedSVG svg.jp-mod-unconfined {\n max-width: none;\n}\n\n.jp-RenderedHTMLCommon .alert {\n padding: var(--jp-notebook-padding);\n border: var(--jp-border-width) solid transparent;\n border-radius: var(--jp-border-radius);\n margin-bottom: 1em;\n}\n\n.jp-RenderedHTMLCommon .alert-info {\n color: var(--jp-info-color0);\n background-color: var(--jp-info-color3);\n border-color: var(--jp-info-color2);\n}\n.jp-RenderedHTMLCommon .alert-info hr {\n border-color: var(--jp-info-color3);\n}\n.jp-RenderedHTMLCommon .alert-info > p:last-child,\n.jp-RenderedHTMLCommon .alert-info > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-warning {\n color: var(--jp-warn-color0);\n background-color: var(--jp-warn-color3);\n border-color: var(--jp-warn-color2);\n}\n.jp-RenderedHTMLCommon .alert-warning hr {\n border-color: var(--jp-warn-color3);\n}\n.jp-RenderedHTMLCommon .alert-warning > p:last-child,\n.jp-RenderedHTMLCommon .alert-warning > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-success {\n color: var(--jp-success-color0);\n background-color: var(--jp-success-color3);\n border-color: var(--jp-success-color2);\n}\n.jp-RenderedHTMLCommon .alert-success hr {\n border-color: var(--jp-success-color3);\n}\n.jp-RenderedHTMLCommon .alert-success > p:last-child,\n.jp-RenderedHTMLCommon .alert-success > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon .alert-danger {\n color: var(--jp-error-color0);\n background-color: var(--jp-error-color3);\n border-color: var(--jp-error-color2);\n}\n.jp-RenderedHTMLCommon .alert-danger hr {\n border-color: var(--jp-error-color3);\n}\n.jp-RenderedHTMLCommon .alert-danger > p:last-child,\n.jp-RenderedHTMLCommon .alert-danger > ul:last-child {\n margin-bottom: 0;\n}\n\n.jp-RenderedHTMLCommon blockquote {\n margin: 1em 2em;\n padding: 0 1em;\n border-left: 5px solid var(--jp-border-color2);\n}\n\na.jp-InternalAnchorLink {\n visibility: hidden;\n margin-left: 8px;\n color: var(--md-blue-800);\n}\n\nh1:hover .jp-InternalAnchorLink,\nh2:hover .jp-InternalAnchorLink,\nh3:hover .jp-InternalAnchorLink,\nh4:hover .jp-InternalAnchorLink,\nh5:hover .jp-InternalAnchorLink,\nh6:hover .jp-InternalAnchorLink {\n visibility: visible;\n}\n\n.jp-RenderedHTMLCommon kbd {\n background-color: var(--jp-rendermime-table-row-background);\n border: 1px solid var(--jp-border-color0);\n border-bottom-color: var(--jp-border-color2);\n border-radius: 3px;\n box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);\n display: inline-block;\n font-size: 0.8em;\n line-height: 1em;\n padding: 0.2em 0.5em;\n}\n\n\/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.\n * At the bottom of cells this is a bit too much as there is also spacing\n * between cells. Going all the way to 0 gets too tight between markdown and\n * code cells.\n *\/\n.jp-RenderedHTMLCommon > *:last-child {\n margin-bottom: 0.5em;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-MimeDocument {\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-filebrowser-button-height: 28px;\n --jp-private-filebrowser-button-width: 48px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser {\n display: flex;\n flex-direction: column;\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n border-bottom: none;\n height: auto;\n margin: var(--jp-toolbar-header-margin);\n box-shadow: none;\n}\n\n.jp-BreadCrumbs {\n flex: 0 0 auto;\n margin: 8px 12px 8px 12px;\n}\n\n.jp-BreadCrumbs-item {\n margin: 0px 2px;\n padding: 0px 2px;\n border-radius: var(--jp-border-radius);\n cursor: pointer;\n}\n\n.jp-BreadCrumbs-item:hover {\n background-color: var(--jp-layout-color2);\n}\n\n.jp-BreadCrumbs-item:first-child {\n margin-left: 0px;\n}\n\n.jp-BreadCrumbs-item.jp-mod-dropTarget {\n background-color: var(--jp-brand-color2);\n opacity: 0.7;\n}\n\n\/*-----------------------------------------------------------------------------\n| Buttons\n|----------------------------------------------------------------------------*\/\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n padding: 0px;\n margin: 8px 12px 0px 12px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar {\n justify-content: flex-start;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-Toolbar-item {\n flex: 0 0 auto;\n padding-left: 0px;\n padding-right: 2px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar .jp-ToolbarButtonComponent {\n width: 40px;\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent {\n width: 72px;\n background: var(--jp-brand-color1);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent:focus-visible {\n background-color: var(--jp-brand-color0);\n}\n\n.jp-FileBrowser-toolbar.jp-Toolbar\n .jp-Toolbar-item:first-child\n .jp-ToolbarButtonComponent\n .jp-icon3 {\n fill: white;\n}\n\n\/*-----------------------------------------------------------------------------\n| Other styles\n|----------------------------------------------------------------------------*\/\n\n.jp-FileDialog.jp-mod-conflict input {\n color: var(--jp-error-color1);\n}\n\n.jp-FileDialog .jp-new-name-title {\n margin-top: 12px;\n}\n\n.jp-LastModified-hidden {\n display: none;\n}\n\n.jp-FileBrowser-filterBox {\n padding: 0px;\n flex: 0 0 auto;\n margin: 8px 12px 0px 12px;\n}\n\n\/*-----------------------------------------------------------------------------\n| DirListing\n|----------------------------------------------------------------------------*\/\n\n.jp-DirListing {\n flex: 1 1 auto;\n display: flex;\n flex-direction: column;\n outline: 0;\n}\n\n.jp-DirListing:focus-visible {\n border: 1px solid var(--jp-brand-color1);\n}\n\n.jp-DirListing-header {\n flex: 0 0 auto;\n display: flex;\n flex-direction: row;\n overflow: hidden;\n border-top: var(--jp-border-width) solid var(--jp-border-color2);\n border-bottom: var(--jp-border-width) solid var(--jp-border-color1);\n box-shadow: var(--jp-toolbar-box-shadow);\n z-index: 2;\n}\n\n.jp-DirListing-headerItem {\n padding: 4px 12px 2px 12px;\n font-weight: 500;\n}\n\n.jp-DirListing-headerItem:hover {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-headerItem.jp-id-name {\n flex: 1 0 84px;\n}\n\n.jp-DirListing-headerItem.jp-id-modified {\n flex: 0 0 112px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n}\n\n.jp-id-narrow {\n display: none;\n flex: 0 0 5px;\n padding: 4px 4px;\n border-left: var(--jp-border-width) solid var(--jp-border-color2);\n text-align: right;\n color: var(--jp-border-color2);\n}\n\n.jp-DirListing-narrow .jp-id-narrow {\n display: block;\n}\n\n.jp-DirListing-narrow .jp-id-modified,\n.jp-DirListing-narrow .jp-DirListing-itemModified {\n display: none;\n}\n\n.jp-DirListing-headerItem.jp-mod-selected {\n font-weight: 600;\n}\n\n\/* increase specificity to override bundled default *\/\n.jp-DirListing-content {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-DirListing-content mark {\n color: var(--jp-ui-font-color0);\n background-color: transparent;\n font-weight: bold;\n}\n\n.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {\n color: var(--jp-ui-inverse-font-color0);\n}\n\n\/* Style the directory listing content when a user drops a file to upload *\/\n.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {\n outline: 5px dashed rgba(128, 128, 128, 0.5);\n outline-offset: -10px;\n cursor: copy;\n}\n\n.jp-DirListing-item {\n display: flex;\n flex-direction: row;\n padding: 4px 12px;\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\n.jp-DirListing-item[data-is-dot] {\n opacity: 75%;\n}\n\n.jp-DirListing-item.jp-mod-selected {\n color: var(--jp-ui-inverse-font-color1);\n background: var(--jp-brand-color1);\n}\n\n.jp-DirListing-item.jp-mod-dropTarget {\n background: var(--jp-brand-color3);\n}\n\n.jp-DirListing-item:hover:not(.jp-mod-selected) {\n background: var(--jp-layout-color2);\n}\n\n.jp-DirListing-itemIcon {\n flex: 0 0 20px;\n margin-right: 4px;\n}\n\n.jp-DirListing-itemText {\n flex: 1 0 64px;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n user-select: none;\n}\n\n.jp-DirListing-itemModified {\n flex: 0 0 125px;\n text-align: right;\n}\n\n.jp-DirListing-editor {\n flex: 1 0 64px;\n outline: none;\n border: none;\n}\n\n.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon:before {\n color: var(--jp-success-color1);\n content: '\\25CF';\n font-size: 8px;\n position: absolute;\n left: -8px;\n}\n\n.jp-DirListing-item.jp-mod-running.jp-mod-selected\n .jp-DirListing-itemIcon:before {\n color: var(--jp-ui-inverse-font-color1);\n}\n\n.jp-DirListing-item.lm-mod-drag-image,\n.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {\n font-size: var(--jp-ui-font-size1);\n padding-left: 4px;\n margin-left: 4px;\n width: 160px;\n background-color: var(--jp-ui-inverse-font-color2);\n box-shadow: var(--jp-elevation-z2);\n border-radius: 0px;\n color: var(--jp-ui-font-color1);\n transform: translateX(-40%) translateY(-58%);\n}\n\n.jp-DirListing-deadSpace {\n flex: 1 1 auto;\n margin: 0;\n padding: 0;\n list-style-type: none;\n overflow: auto;\n background-color: var(--jp-layout-color1);\n}\n\n.jp-Document {\n min-width: 120px;\n min-height: 120px;\n outline: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n}\n\n\/*-----------------------------------------------------------------------------\n| Main OutputArea\n| OutputArea has a list of Outputs\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea {\n overflow-y: auto;\n}\n\n.jp-OutputArea-child {\n display: flex;\n flex-direction: row;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child {\n flex-direction: column;\n}\n\n.jp-OutputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-outprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n.jp-OutputArea-output {\n height: auto;\n overflow: auto;\n user-select: text;\n -moz-user-select: text;\n -webkit-user-select: text;\n -ms-user-select: text;\n}\n\n.jp-OutputArea-child .jp-OutputArea-output {\n flex-grow: 1;\n flex-shrink: 1;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n margin-left: var(--jp-notebook-padding);\n}\n\n\/**\n * Isolated output.\n *\/\n.jp-OutputArea-output.jp-mod-isolated {\n width: 100%;\n display: block;\n}\n\n\/*\nWhen drag events occur, `p-mod-override-cursor` is added to the body.\nBecause iframes steal all cursor events, the following two rules are necessary\nto suppress pointer events while resize drags are occurring. There may be a\nbetter solution to this problem.\n*\/\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {\n position: relative;\n}\n\nbody.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated:before {\n content: '';\n position: absolute;\n top: 0;\n left: 0;\n right: 0;\n bottom: 0;\n background: transparent;\n}\n\n\/* pre *\/\n\n.jp-OutputArea-output pre {\n border: none;\n margin: 0px;\n padding: 0px;\n overflow-x: auto;\n overflow-y: auto;\n word-break: break-all;\n word-wrap: break-word;\n white-space: pre-wrap;\n}\n\n\/* tables *\/\n\n.jp-OutputArea-output.jp-RenderedHTMLCommon table {\n margin-left: 0;\n margin-right: 0;\n}\n\n\/* description lists *\/\n\n.jp-OutputArea-output dl,\n.jp-OutputArea-output dt,\n.jp-OutputArea-output dd {\n display: block;\n}\n\n.jp-OutputArea-output dl {\n width: 100%;\n overflow: hidden;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dt {\n font-weight: bold;\n float: left;\n width: 20%;\n padding: 0;\n margin: 0;\n}\n\n.jp-OutputArea-output dd {\n float: left;\n width: 80%;\n padding: 0;\n margin: 0;\n}\n\n\/* Hide the gutter in case of\n * - nested output areas (e.g. in the case of output widgets)\n * - mirrored output areas\n *\/\n.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {\n display: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| executeResult is added to any Output-result for the display of the object\n| returned by a cell\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n margin-left: 0px;\n flex: 1 1 auto;\n}\n\n\/* Text output with the Out[] prompt needs a top padding to match the\n * alignment of the Out[] prompt itself.\n *\/\n.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {\n padding-top: var(--jp-code-padding);\n border-top: var(--jp-border-width) solid transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| The Stdin output\n|----------------------------------------------------------------------------*\/\n\n.jp-OutputArea-stdin {\n line-height: var(--jp-code-line-height);\n padding-top: var(--jp-code-padding);\n display: flex;\n}\n\n.jp-Stdin-prompt {\n color: var(--jp-content-font-color0);\n padding-right: var(--jp-code-padding);\n vertical-align: baseline;\n flex: 0 0 auto;\n}\n\n.jp-Stdin-input {\n font-family: var(--jp-code-font-family);\n font-size: inherit;\n color: inherit;\n background-color: inherit;\n width: 42%;\n min-width: 200px;\n \/* make sure input baseline aligns with prompt *\/\n vertical-align: baseline;\n \/* padding + margin = 0.5em between prompt and cursor *\/\n padding: 0em 0.25em;\n margin: 0em 0.25em;\n flex: 0 0 70%;\n}\n\n.jp-Stdin-input:focus {\n box-shadow: none;\n}\n\n\/*-----------------------------------------------------------------------------\n| Output Area View\n|----------------------------------------------------------------------------*\/\n\n.jp-LinkedOutputView .jp-OutputArea {\n height: 100%;\n display: block;\n}\n\n.jp-LinkedOutputView .jp-OutputArea-output:only-child {\n height: 100%;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n.jp-Collapser {\n flex: 0 0 var(--jp-cell-collapser-width);\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n border-radius: var(--jp-border-radius);\n opacity: 1;\n}\n\n.jp-Collapser-child {\n display: block;\n width: 100%;\n box-sizing: border-box;\n \/* height: 100% doesn't work because the height of its parent is computed from content *\/\n position: absolute;\n top: 0px;\n bottom: 0px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Header\/Footer\n|----------------------------------------------------------------------------*\/\n\n\/* Hidden by zero height by default *\/\n.jp-CellHeader,\n.jp-CellFooter {\n height: 0px;\n width: 100%;\n padding: 0px;\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Input\n|----------------------------------------------------------------------------*\/\n\n\/* All input areas *\/\n.jp-InputArea {\n display: flex;\n flex-direction: row;\n overflow: hidden;\n}\n\nbody[data-format='mobile'] .jp-InputArea {\n flex-direction: column;\n}\n\n.jp-InputArea-editor {\n flex: 1 1 auto;\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n \/* This is the non-active, default styling *\/\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n border-radius: 0px;\n background: var(--jp-cell-editor-background);\n}\n\nbody[data-format='mobile'] .jp-InputArea-editor {\n margin-left: var(--jp-notebook-padding);\n}\n\n.jp-InputPrompt {\n flex: 0 0 var(--jp-cell-prompt-width);\n color: var(--jp-cell-inprompt-font-color);\n font-family: var(--jp-cell-prompt-font-family);\n padding: var(--jp-code-padding);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n opacity: var(--jp-cell-prompt-opacity);\n line-height: var(--jp-code-line-height);\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n opacity: var(--jp-cell-prompt-opacity);\n \/* Right align prompt text, don't wrap to handle large prompt numbers *\/\n text-align: right;\n white-space: nowrap;\n overflow: hidden;\n text-overflow: ellipsis;\n \/* Disable text selection *\/\n -webkit-user-select: none;\n -moz-user-select: none;\n -ms-user-select: none;\n user-select: none;\n}\n\nbody[data-format='mobile'] .jp-InputPrompt {\n flex: 0 0 auto;\n text-align: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Placeholder {\n display: flex;\n flex-direction: row;\n flex: 1 1 auto;\n}\n\n.jp-Placeholder-prompt {\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content {\n flex: 1 1 auto;\n border: none;\n background: transparent;\n height: 20px;\n box-sizing: border-box;\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon {\n width: 32px;\n height: 16px;\n border: 1px solid transparent;\n border-radius: var(--jp-border-radius);\n}\n\n.jp-Placeholder-content .jp-MoreHorizIcon:hover {\n border: 1px solid var(--jp-border-color1);\n box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.25);\n background-color: var(--jp-layout-color0);\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-cell-scrolling-output-offset: 5px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell {\n padding: var(--jp-cell-padding);\n margin: 0px;\n border: none;\n outline: none;\n background: transparent;\n}\n\n\/*-----------------------------------------------------------------------------\n| Common input\/output\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-inputWrapper,\n.jp-Cell-outputWrapper {\n display: flex;\n flex-direction: row;\n padding: 0px;\n margin: 0px;\n \/* Added to reveal the box-shadow on the input and output collapsers. *\/\n overflow: visible;\n}\n\n\/* Only input\/output areas inside cells *\/\n.jp-Cell-inputArea,\n.jp-Cell-outputArea {\n flex: 1 1 auto;\n}\n\n\/*-----------------------------------------------------------------------------\n| Collapser\n|----------------------------------------------------------------------------*\/\n\n\/* Make the output collapser disappear when there is not output, but do so\n * in a manner that leaves it in the layout and preserves its width.\n *\/\n.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {\n border: none !important;\n background: transparent !important;\n}\n\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {\n min-height: var(--jp-cell-collapser-min-height);\n}\n\n\/*-----------------------------------------------------------------------------\n| Output\n|----------------------------------------------------------------------------*\/\n\n\/* Put a space between input and output when there IS output *\/\n.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {\n margin-top: 5px;\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {\n overflow-y: auto;\n max-height: 200px;\n box-shadow: inset 0 0 6px 2px rgba(0, 0, 0, 0.3);\n margin-left: var(--jp-private-cell-scrolling-output-offset);\n}\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n flex: 0 0\n calc(\n var(--jp-cell-prompt-width) -\n var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n\/*-----------------------------------------------------------------------------\n| CodeCell\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| MarkdownCell\n|----------------------------------------------------------------------------*\/\n\n.jp-MarkdownOutput {\n flex: 1 1 auto;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: var(--jp-code-padding);\n}\n\n.jp-MarkdownOutput.jp-RenderedHTMLCommon {\n overflow: auto;\n}\n\n.jp-showHiddenCellsButton {\n margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));\n margin-top: var(--jp-code-padding);\n border: 1px solid var(--jp-border-color2);\n background-color: var(--jp-border-color3) !important;\n color: var(--jp-content-font-color0) !important;\n}\n\n.jp-showHiddenCellsButton:hover {\n background-color: var(--jp-border-color2) !important;\n}\n\n.jp-collapseHeadingButton {\n display: none;\n}\n\n.jp-MarkdownCell:hover .jp-collapseHeadingButton {\n display: flex;\n min-height: var(--jp-cell-collapser-min-height);\n position: absolute;\n right: 0;\n top: 0;\n bottom: 0;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Variables\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n\n\/*-----------------------------------------------------------------------------\n| Styles\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel-toolbar {\n padding: 2px;\n}\n\n.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {\n border: none;\n box-shadow: none;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown select {\n height: 24px;\n font-size: var(--jp-ui-font-size1);\n line-height: 14px;\n border-radius: 0;\n display: block;\n}\n\n.jp-Notebook-toolbarCellTypeDropdown span {\n top: 5px !important;\n}\n\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Private CSS variables\n|----------------------------------------------------------------------------*\/\n\n:root {\n --jp-private-notebook-dragImage-width: 304px;\n --jp-private-notebook-dragImage-height: 36px;\n --jp-private-notebook-selected-color: var(--md-blue-400);\n --jp-private-notebook-active-color: var(--md-green-400);\n}\n\n\/*-----------------------------------------------------------------------------\n| Imports\n|----------------------------------------------------------------------------*\/\n\n\/*-----------------------------------------------------------------------------\n| Notebook\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookPanel {\n display: block;\n height: 100%;\n}\n\n.jp-NotebookPanel.jp-Document {\n min-width: 240px;\n min-height: 120px;\n}\n\n.jp-Notebook {\n padding: var(--jp-notebook-padding);\n outline: none;\n overflow: auto;\n background: var(--jp-layout-color0);\n}\n\n.jp-Notebook.jp-mod-scrollPastEnd::after {\n display: block;\n content: '';\n min-height: var(--jp-notebook-scroll-padding);\n}\n\n.jp-MainAreaWidget-ContainStrict .jp-Notebook * {\n contain: strict;\n}\n\n.jp-Notebook-render * {\n contain: none !important;\n}\n\n.jp-Notebook .jp-Cell {\n overflow: visible;\n}\n\n.jp-Notebook .jp-Cell .jp-InputPrompt {\n cursor: move;\n float: left;\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook state related styling\n|\n| The notebook and cells each have states, here are the possibilities:\n|\n| - Notebook\n| - Command\n| - Edit\n| - Cell\n| - None\n| - Active (only one can be active)\n| - Selected (the cells actions are applied to)\n| - Multiselected (when multiple selected, the cursor)\n| - No outputs\n|----------------------------------------------------------------------------*\/\n\n\/* Command or edit modes *\/\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {\n opacity: var(--jp-cell-prompt-not-active-opacity);\n color: var(--jp-cell-prompt-not-active-font-color);\n}\n\n\/* cell is active *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {\n background: var(--jp-brand-color1);\n}\n\n\/* cell is dirty *\/\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {\n color: var(--jp-warn-color1);\n}\n.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt:before {\n color: var(--jp-warn-color1);\n content: '\u2022';\n}\n\n.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {\n background: var(--jp-warn-color1);\n}\n\n\/* collapser is hovered *\/\n.jp-Notebook .jp-Cell .jp-Collapser:hover {\n box-shadow: var(--jp-elevation-z2);\n background: var(--jp-brand-color1);\n opacity: var(--jp-cell-collapser-not-active-hover-opacity);\n}\n\n\/* cell is active and collapser is hovered *\/\n.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {\n background: var(--jp-brand-color0);\n opacity: 1;\n}\n\n\/* Command mode *\/\n\n.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {\n background: var(--jp-notebook-multiselected-color);\n}\n\n.jp-Notebook.jp-mod-commandMode\n .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {\n background: transparent;\n}\n\n\/* Edit mode *\/\n\n.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {\n border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);\n box-shadow: var(--jp-input-box-shadow);\n background-color: var(--jp-cell-editor-active-background);\n}\n\n\/*-----------------------------------------------------------------------------\n| Notebook drag and drop\n|----------------------------------------------------------------------------*\/\n\n.jp-Notebook-cell.jp-mod-dropSource {\n opacity: 0.5;\n}\n\n.jp-Notebook-cell.jp-mod-dropTarget,\n.jp-Notebook.jp-mod-commandMode\n .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {\n border-top-color: var(--jp-private-notebook-selected-color);\n border-top-style: solid;\n border-top-width: 2px;\n}\n\n.jp-dragImage {\n display: block;\n flex-direction: row;\n width: var(--jp-private-notebook-dragImage-width);\n height: var(--jp-private-notebook-dragImage-height);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background);\n overflow: visible;\n}\n\n.jp-dragImage-singlePrompt {\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n.jp-dragImage .jp-dragImage-content {\n flex: 1 1 auto;\n z-index: 2;\n font-size: var(--jp-code-font-size);\n font-family: var(--jp-code-font-family);\n line-height: var(--jp-code-line-height);\n padding: var(--jp-code-padding);\n border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);\n background: var(--jp-cell-editor-background-color);\n color: var(--jp-content-font-color3);\n text-align: left;\n margin: 4px 4px 4px 0px;\n}\n\n.jp-dragImage .jp-dragImage-prompt {\n flex: 0 0 auto;\n min-width: 36px;\n color: var(--jp-cell-inprompt-font-color);\n padding: var(--jp-code-padding);\n padding-left: 12px;\n font-family: var(--jp-cell-prompt-font-family);\n letter-spacing: var(--jp-cell-prompt-letter-spacing);\n line-height: 1.9;\n font-size: var(--jp-code-font-size);\n border: var(--jp-border-width) solid transparent;\n}\n\n.jp-dragImage-multipleBack {\n z-index: -1;\n position: absolute;\n height: 32px;\n width: 300px;\n top: 8px;\n left: 8px;\n background: var(--jp-layout-color2);\n border: var(--jp-border-width) solid var(--jp-input-border-color);\n box-shadow: 2px 2px 4px 0px rgba(0, 0, 0, 0.12);\n}\n\n\/*-----------------------------------------------------------------------------\n| Cell toolbar\n|----------------------------------------------------------------------------*\/\n\n.jp-NotebookTools {\n display: block;\n min-width: var(--jp-sidebar-min-width);\n color: var(--jp-ui-font-color1);\n background: var(--jp-layout-color1);\n \/* This is needed so that all font sizing of children done in ems is\n * relative to this base size *\/\n font-size: var(--jp-ui-font-size1);\n overflow: auto;\n}\n\n.jp-NotebookTools-tool {\n padding: 0px 12px 0 12px;\n}\n\n.jp-ActiveCellTool {\n padding: 12px;\n background-color: var(--jp-layout-color1);\n border-top: none !important;\n}\n\n.jp-ActiveCellTool .jp-InputArea-prompt {\n flex: 0 0 auto;\n padding-left: 0px;\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor {\n flex: 1 1 auto;\n background: var(--jp-cell-editor-background);\n border-color: var(--jp-cell-editor-border-color);\n}\n\n.jp-ActiveCellTool .jp-InputArea-editor .CodeMirror {\n background: transparent;\n}\n\n.jp-MetadataEditorTool {\n flex-direction: column;\n padding: 12px 0px 12px 0px;\n}\n\n.jp-RankedPanel > :not(:first-child) {\n margin-top: 12px;\n}\n\n.jp-KeySelector select.jp-mod-styled {\n font-size: var(--jp-ui-font-size1);\n color: var(--jp-ui-font-color0);\n border: var(--jp-border-width) solid var(--jp-border-color1);\n}\n\n.jp-KeySelector label,\n.jp-MetadataEditorTool label {\n line-height: 1.4;\n}\n\n.jp-NotebookTools .jp-select-wrapper {\n margin-top: 4px;\n margin-bottom: 0px;\n}\n\n.jp-NotebookTools .jp-Collapse {\n margin-top: 16px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Presentation Mode (.jp-mod-presentationMode)\n|----------------------------------------------------------------------------*\/\n\n.jp-mod-presentationMode .jp-Notebook {\n --jp-content-font-size1: var(--jp-content-presentation-font-size1);\n --jp-code-font-size: var(--jp-code-presentation-font-size);\n}\n\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,\n.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {\n flex: 0 0 110px;\n}\n\n\/*-----------------------------------------------------------------------------\n| Placeholder\n|----------------------------------------------------------------------------*\/\n\n.jp-Cell-Placeholder {\n padding-left: 55px;\n}\n\n.jp-Cell-Placeholder-wrapper {\n background: #fff;\n border: 1px solid;\n border-color: #e5e6e9 #dfe0e4 #d0d1d5;\n border-radius: 4px;\n -webkit-border-radius: 4px;\n margin: 10px 15px;\n}\n\n.jp-Cell-Placeholder-wrapper-inner {\n padding: 15px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body {\n background-repeat: repeat;\n background-size: 50% auto;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n background: #f6f7f8;\n background-image: -webkit-linear-gradient(\n left,\n #f6f7f8 0%,\n #edeef1 20%,\n #f6f7f8 40%,\n #f6f7f8 100%\n );\n background-repeat: no-repeat;\n background-size: 800px 104px;\n height: 104px;\n position: relative;\n}\n\n.jp-Cell-Placeholder-wrapper-body div {\n position: absolute;\n right: 15px;\n left: 15px;\n top: 15px;\n}\n\ndiv.jp-Cell-Placeholder-h1 {\n top: 20px;\n height: 20px;\n left: 15px;\n width: 150px;\n}\n\ndiv.jp-Cell-Placeholder-h2 {\n left: 15px;\n top: 50px;\n height: 10px;\n width: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-1,\ndiv.jp-Cell-Placeholder-content-2,\ndiv.jp-Cell-Placeholder-content-3 {\n left: 15px;\n right: 15px;\n height: 10px;\n}\n\ndiv.jp-Cell-Placeholder-content-1 {\n top: 100px;\n}\n\ndiv.jp-Cell-Placeholder-content-2 {\n top: 120px;\n}\n\ndiv.jp-Cell-Placeholder-content-3 {\n top: 140px;\n}\n\n<\/style>\n\n <style type=\"text\/css\">\n\/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*\/\n\n\/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*\/\n\n:root {\n \/* Elevation\n *\n * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:\n *\n * https:\/\/github.com\/material-components\/material-components-web\n * https:\/\/material-components-web.appspot.com\/elevation.html\n *\/\n\n --jp-shadow-base-lightness: 0;\n --jp-shadow-umbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.2\n );\n --jp-shadow-penumbra-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.14\n );\n --jp-shadow-ambient-color: rgba(\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n var(--jp-shadow-base-lightness),\n 0.12\n );\n --jp-elevation-z0: none;\n --jp-elevation-z1: 0px 2px 1px -1px var(--jp-shadow-umbra-color),\n 0px 1px 1px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 3px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z2: 0px 3px 1px -2px var(--jp-shadow-umbra-color),\n 0px 2px 2px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 5px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z4: 0px 2px 4px -1px var(--jp-shadow-umbra-color),\n 0px 4px 5px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 10px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z6: 0px 3px 5px -1px var(--jp-shadow-umbra-color),\n 0px 6px 10px 0px var(--jp-shadow-penumbra-color),\n 0px 1px 18px 0px var(--jp-shadow-ambient-color);\n --jp-elevation-z8: 0px 5px 5px -3px var(--jp-shadow-umbra-color),\n 0px 8px 10px 1px var(--jp-shadow-penumbra-color),\n 0px 3px 14px 2px var(--jp-shadow-ambient-color);\n --jp-elevation-z12: 0px 7px 8px -4px var(--jp-shadow-umbra-color),\n 0px 12px 17px 2px var(--jp-shadow-penumbra-color),\n 0px 5px 22px 4px var(--jp-shadow-ambient-color);\n --jp-elevation-z16: 0px 8px 10px -5px var(--jp-shadow-umbra-color),\n 0px 16px 24px 2px var(--jp-shadow-penumbra-color),\n 0px 6px 30px 5px var(--jp-shadow-ambient-color);\n --jp-elevation-z20: 0px 10px 13px -6px var(--jp-shadow-umbra-color),\n 0px 20px 31px 3px var(--jp-shadow-penumbra-color),\n 0px 8px 38px 7px var(--jp-shadow-ambient-color);\n --jp-elevation-z24: 0px 11px 15px -7px var(--jp-shadow-umbra-color),\n 0px 24px 38px 3px var(--jp-shadow-penumbra-color),\n 0px 9px 46px 8px var(--jp-shadow-ambient-color);\n\n \/* Borders\n *\n * The following variables, specify the visual styling of borders in JupyterLab.\n *\/\n\n --jp-border-width: 1px;\n --jp-border-color0: var(--md-grey-400);\n --jp-border-color1: var(--md-grey-400);\n --jp-border-color2: var(--md-grey-300);\n --jp-border-color3: var(--md-grey-200);\n --jp-border-radius: 2px;\n\n \/* UI Fonts\n *\n * The UI font CSS variables are used for the typography all of the JupyterLab\n * user interface elements that are not directly user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-ui-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-ui-font-scale-factor: 1.2;\n --jp-ui-font-size0: 0.83333em;\n --jp-ui-font-size1: 13px; \/* Base font size *\/\n --jp-ui-font-size2: 1.2em;\n --jp-ui-font-size3: 1.44em;\n\n --jp-ui-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica,\n Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';\n\n \/*\n * Use these font colors against the corresponding main layout colors.\n * In a light theme, these go from dark to light.\n *\/\n\n \/* Defaults use Material Design specification *\/\n --jp-ui-font-color0: rgba(0, 0, 0, 1);\n --jp-ui-font-color1: rgba(0, 0, 0, 0.87);\n --jp-ui-font-color2: rgba(0, 0, 0, 0.54);\n --jp-ui-font-color3: rgba(0, 0, 0, 0.38);\n\n \/*\n * Use these against the brand\/accent\/warn\/error colors.\n * These will typically go from light to darker, in both a dark and light theme.\n *\/\n\n --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);\n --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);\n --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);\n\n \/* Content Fonts\n *\n * Content font variables are used for typography of user generated content.\n *\n * The font sizing here is done assuming that the body font size of --jp-content-font-size1\n * is applied to a parent element. When children elements, such as headings, are sized\n * in em all things will be computed relative to that body size.\n *\/\n\n --jp-content-line-height: 1.6;\n --jp-content-font-scale-factor: 1.2;\n --jp-content-font-size0: 0.83333em;\n --jp-content-font-size1: 14px; \/* Base font size *\/\n --jp-content-font-size2: 1.2em;\n --jp-content-font-size3: 1.44em;\n --jp-content-font-size4: 1.728em;\n --jp-content-font-size5: 2.0736em;\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-content-presentation-font-size1: 17px;\n\n --jp-content-heading-line-height: 1;\n --jp-content-heading-margin-top: 1.2em;\n --jp-content-heading-margin-bottom: 0.8em;\n --jp-content-heading-font-weight: 500;\n\n \/* Defaults use Material Design specification *\/\n --jp-content-font-color0: rgba(0, 0, 0, 1);\n --jp-content-font-color1: rgba(0, 0, 0, 0.87);\n --jp-content-font-color2: rgba(0, 0, 0, 0.54);\n --jp-content-font-color3: rgba(0, 0, 0, 0.38);\n\n --jp-content-link-color: var(--md-blue-700);\n\n --jp-content-font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI',\n Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',\n 'Segoe UI Symbol';\n\n \/*\n * Code Fonts\n *\n * Code font variables are used for typography of code and other monospaces content.\n *\/\n\n --jp-code-font-size: 13px;\n --jp-code-line-height: 1.3077; \/* 17px for 13px base *\/\n --jp-code-padding: 5px; \/* 5px for 13px base, codemirror highlighting needs integer px value *\/\n --jp-code-font-family-default: Menlo, Consolas, 'DejaVu Sans Mono', monospace;\n --jp-code-font-family: var(--jp-code-font-family-default);\n\n \/* This gives a magnification of about 125% in presentation mode over normal. *\/\n --jp-code-presentation-font-size: 16px;\n\n \/* may need to tweak cursor width if you change font size *\/\n --jp-code-cursor-width0: 1.4px;\n --jp-code-cursor-width1: 2px;\n --jp-code-cursor-width2: 4px;\n\n \/* Layout\n *\n * The following are the main layout colors use in JupyterLab. In a light\n * theme these would go from light to dark.\n *\/\n\n --jp-layout-color0: white;\n --jp-layout-color1: white;\n --jp-layout-color2: var(--md-grey-200);\n --jp-layout-color3: var(--md-grey-400);\n --jp-layout-color4: var(--md-grey-600);\n\n \/* Inverse Layout\n *\n * The following are the inverse layout colors use in JupyterLab. In a light\n * theme these would go from dark to light.\n *\/\n\n --jp-inverse-layout-color0: #111111;\n --jp-inverse-layout-color1: var(--md-grey-900);\n --jp-inverse-layout-color2: var(--md-grey-800);\n --jp-inverse-layout-color3: var(--md-grey-700);\n --jp-inverse-layout-color4: var(--md-grey-600);\n\n \/* Brand\/accent *\/\n\n --jp-brand-color0: var(--md-blue-900);\n --jp-brand-color1: var(--md-blue-700);\n --jp-brand-color2: var(--md-blue-300);\n --jp-brand-color3: var(--md-blue-100);\n --jp-brand-color4: var(--md-blue-50);\n\n --jp-accent-color0: var(--md-green-900);\n --jp-accent-color1: var(--md-green-700);\n --jp-accent-color2: var(--md-green-300);\n --jp-accent-color3: var(--md-green-100);\n\n \/* State colors (warn, error, success, info) *\/\n\n --jp-warn-color0: var(--md-orange-900);\n --jp-warn-color1: var(--md-orange-700);\n --jp-warn-color2: var(--md-orange-300);\n --jp-warn-color3: var(--md-orange-100);\n\n --jp-error-color0: var(--md-red-900);\n --jp-error-color1: var(--md-red-700);\n --jp-error-color2: var(--md-red-300);\n --jp-error-color3: var(--md-red-100);\n\n --jp-success-color0: var(--md-green-900);\n --jp-success-color1: var(--md-green-700);\n --jp-success-color2: var(--md-green-300);\n --jp-success-color3: var(--md-green-100);\n\n --jp-info-color0: var(--md-cyan-900);\n --jp-info-color1: var(--md-cyan-700);\n --jp-info-color2: var(--md-cyan-300);\n --jp-info-color3: var(--md-cyan-100);\n\n \/* Cell specific styles *\/\n\n --jp-cell-padding: 5px;\n\n --jp-cell-collapser-width: 8px;\n --jp-cell-collapser-min-height: 20px;\n --jp-cell-collapser-not-active-hover-opacity: 0.6;\n\n --jp-cell-editor-background: var(--md-grey-100);\n --jp-cell-editor-border-color: var(--md-grey-300);\n --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-cell-editor-active-background: var(--jp-layout-color0);\n --jp-cell-editor-active-border-color: var(--jp-brand-color1);\n\n --jp-cell-prompt-width: 64px;\n --jp-cell-prompt-font-family: var(--jp-code-font-family-default);\n --jp-cell-prompt-letter-spacing: 0px;\n --jp-cell-prompt-opacity: 1;\n --jp-cell-prompt-not-active-opacity: 0.5;\n --jp-cell-prompt-not-active-font-color: var(--md-grey-700);\n \/* A custom blend of MD grey and blue 600\n * See https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:1E88E5:5:hex *\/\n --jp-cell-inprompt-font-color: #307fc1;\n \/* A custom blend of MD grey and orange 600\n * https:\/\/meyerweb.com\/eric\/tools\/color-blend\/#546E7A:F4511E:5:hex *\/\n --jp-cell-outprompt-font-color: #bf5b3d;\n\n \/* Notebook specific styles *\/\n\n --jp-notebook-padding: 10px;\n --jp-notebook-select-background: var(--jp-layout-color1);\n --jp-notebook-multiselected-color: var(--md-blue-50);\n\n \/* The scroll padding is calculated to fill enough space at the bottom of the\n notebook to show one single-line cell (with appropriate padding) at the top\n when the notebook is scrolled all the way to the bottom. We also subtract one\n pixel so that no scrollbar appears if we have just one single-line cell in the\n notebook. This padding is to enable a 'scroll past end' feature in a notebook.\n *\/\n --jp-notebook-scroll-padding: calc(\n 100% - var(--jp-code-font-size) * var(--jp-code-line-height) -\n var(--jp-code-padding) - var(--jp-cell-padding) - 1px\n );\n\n \/* Rendermime styles *\/\n\n --jp-rendermime-error-background: #fdd;\n --jp-rendermime-table-row-background: var(--md-grey-100);\n --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);\n\n \/* Dialog specific styles *\/\n\n --jp-dialog-background: rgba(0, 0, 0, 0.25);\n\n \/* Console specific styles *\/\n\n --jp-console-padding: 10px;\n\n \/* Toolbar specific styles *\/\n\n --jp-toolbar-border-color: var(--jp-border-color1);\n --jp-toolbar-micro-height: 8px;\n --jp-toolbar-background: var(--jp-layout-color1);\n --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0, 0, 0, 0.24);\n --jp-toolbar-header-margin: 4px 4px 0px 4px;\n --jp-toolbar-active-background: var(--md-grey-300);\n\n \/* Statusbar specific styles *\/\n\n --jp-statusbar-height: 24px;\n\n \/* Input field styles *\/\n\n --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);\n --jp-input-active-background: var(--jp-layout-color1);\n --jp-input-hover-background: var(--jp-layout-color1);\n --jp-input-background: var(--md-grey-100);\n --jp-input-border-color: var(--jp-border-color1);\n --jp-input-active-border-color: var(--jp-brand-color1);\n --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);\n\n \/* General editor styles *\/\n\n --jp-editor-selected-background: #d9d9d9;\n --jp-editor-selected-focused-background: #d7d4f0;\n --jp-editor-cursor-color: var(--jp-ui-font-color0);\n\n \/* Code mirror specific styles *\/\n\n --jp-mirror-editor-keyword-color: #008000;\n --jp-mirror-editor-atom-color: #88f;\n --jp-mirror-editor-number-color: #080;\n --jp-mirror-editor-def-color: #00f;\n --jp-mirror-editor-variable-color: var(--md-grey-900);\n --jp-mirror-editor-variable-2-color: #05a;\n --jp-mirror-editor-variable-3-color: #085;\n --jp-mirror-editor-punctuation-color: #05a;\n --jp-mirror-editor-property-color: #05a;\n --jp-mirror-editor-operator-color: #aa22ff;\n --jp-mirror-editor-comment-color: #408080;\n --jp-mirror-editor-string-color: #ba2121;\n --jp-mirror-editor-string-2-color: #708;\n --jp-mirror-editor-meta-color: #aa22ff;\n --jp-mirror-editor-qualifier-color: #555;\n --jp-mirror-editor-builtin-color: #008000;\n --jp-mirror-editor-bracket-color: #997;\n --jp-mirror-editor-tag-color: #170;\n --jp-mirror-editor-attribute-color: #00c;\n --jp-mirror-editor-header-color: blue;\n --jp-mirror-editor-quote-color: #090;\n --jp-mirror-editor-link-color: #00c;\n --jp-mirror-editor-error-color: #f00;\n --jp-mirror-editor-hr-color: #999;\n\n \/* Vega extension styles *\/\n\n --jp-vega-background: white;\n\n \/* Sidebar-related styles *\/\n\n --jp-sidebar-min-width: 250px;\n\n \/* Search-related styles *\/\n\n --jp-search-toggle-off-opacity: 0.5;\n --jp-search-toggle-hover-opacity: 0.8;\n --jp-search-toggle-on-opacity: 1;\n --jp-search-selected-match-background-color: rgb(245, 200, 0);\n --jp-search-selected-match-color: black;\n --jp-search-unselected-match-background-color: var(\n --jp-inverse-layout-color0\n );\n --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);\n\n \/* Icon colors that work well with light or dark backgrounds *\/\n --jp-icon-contrast-color0: var(--md-purple-600);\n --jp-icon-contrast-color1: var(--md-green-600);\n --jp-icon-contrast-color2: var(--md-pink-600);\n --jp-icon-contrast-color3: var(--md-blue-600);\n}\n<\/style>\n\n<style type=\"text\/css\">\n\/* Force rendering true colors when outputing to pdf *\/\n* {\n -webkit-print-color-adjust: exact;\n}\n\n\/* Misc *\/\na.anchor-link {\n display: none;\n}\n\n.highlight {\n margin: 0.4em;\n}\n\n\/* Input area styling *\/\n.jp-InputArea {\n overflow: hidden;\n}\n\n.jp-InputArea-editor {\n overflow: hidden;\n}\n\n.CodeMirror pre {\n margin: 0;\n padding: 0;\n}\n\n\/* Using table instead of flexbox so that we can use break-inside property *\/\n\/* CSS rules under this comment should not be required anymore after we move to the JupyterLab 4.0 CSS *\/\n\n\n.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {\n min-width: calc(\n var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)\n );\n}\n\n.jp-OutputArea-child {\n display: table;\n width: 100%;\n}\n\n.jp-OutputPrompt {\n display: table-cell;\n vertical-align: top;\n min-width: var(--jp-cell-prompt-width);\n}\n\nbody[data-format='mobile'] .jp-OutputPrompt {\n display: table-row;\n}\n\n.jp-OutputArea-output {\n display: table-cell;\n width: 100%;\n}\n\nbody[data-format='mobile'] .jp-OutputArea-child .jp-OutputArea-output {\n display: table-row;\n}\n\n.jp-OutputArea-output.jp-OutputArea-executeResult {\n width: 100%;\n}\n\n\/* Hiding the collapser by default *\/\n.jp-Collapser {\n display: none;\n}\n\n@media print {\n .jp-Cell-inputWrapper,\n .jp-Cell-outputWrapper {\n display: block;\n }\n\n .jp-OutputArea-child {\n break-inside: avoid-page;\n }\n}\n<\/style>\n\n<!-- Load mathjax -->\n <script src=\"https:\/\/cdnjs.cloudflare.com\/ajax\/libs\/mathjax\/2.7.7\/latest.js?config=TeX-AMS_CHTML-full,Safe\"> <\/script>\n <!-- MathJax configuration -->\n <script type=\"text\/x-mathjax-config\">\n init_mathjax = function() {\n if (window.MathJax) {\n \/\/ MathJax loaded\n MathJax.Hub.Config({\n TeX: {\n equationNumbers: {\n autoNumber: \"AMS\",\n useLabelIds: true\n }\n },\n tex2jax: {\n inlineMath: [ ['$','$'], [\"\\\\(\",\"\\\\)\"] ],\n displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ],\n processEscapes: true,\n processEnvironments: true\n },\n displayAlign: 'center',\n CommonHTML: {\n linebreaks: {\n automatic: true\n }\n }\n });\n\n MathJax.Hub.Queue([\"Typeset\", MathJax.Hub]);\n }\n }\n init_mathjax();\n <\/script>\n <!-- End of mathjax configuration --><\/head>\n<body class=\"jp-Notebook\" data-jp-theme-light=\"true\" data-jp-theme-name=\"JupyterLab Light\">\n\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1><center>\u5fc3\u5f8b\u5931\u5e38\u7684\u5206\u7c7b : \u6a21\u578b\u8bad\u7ec3\u7bc7<\/center><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u8be5\u9879\u76ee\u4e2d\u4f7f\u7528\u7684\u6570\u636e\u96c6\u53ef\u5728 UCI \u673a\u5668\u5b66\u4e60\u5b58\u50a8\u5e93\u4e2d\u627e\u5230\u3002<\/p>\n<ul>\n<li>\u5b83\u7531\u5206\u5e03\u5728 16 \u4e2a\u7c7b\u522b\u7684 452 \u4e2a\u4e0d\u540c\u793a\u4f8b\u7ec4\u6210\u3002\u5728 452 \u4e2a\u4f8b\u5b50\u4e2d\uff0c245 \u4e2a\u662f\u201c\u6b63\u5e38\u201d\u4eba\u3002\u6211\u4eec\u8fd8\u6709 12 \u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u5fc3\u5f8b\u5931\u5e38\u3002\u5728\u6240\u6709\u8fd9\u4e9b\u7c7b\u578b\u7684\u5fc3\u5f8b\u5931\u5e38\u4e2d\uff0c\u6700\u5177\u4ee3\u8868\u6027\u7684\u662f\u201c\u51a0\u72b6\u52a8\u8109\u75be\u75c5\u201d\u548c\u201cRjgbt \u675f\u652f\u4f20\u5bfc\u963b\u6ede\u201d\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u6211\u4eec\u6709279\u4e2a\u7279\u5f81\uff0c\u5305\u62ec\u60a3\u8005\u7684\u5e74\u9f84\u3001\u6027\u522b\u3001\u4f53\u91cd\u3001\u8eab\u9ad8\u4ee5\u53ca\u5fc3\u7535\u56fe\u7684\u76f8\u5173\u4fe1\u606f\u3002\u6211\u4eec\u660e\u786e\u5730\u89c2\u5bdf\u5230\uff0c\u4e0e\u53ef\u7528\u7684\u793a\u4f8b\u6570\u91cf\u76f8\u6bd4\uff0c\u7279\u5f81\u6570\u91cf\u76f8\u5bf9\u8f83\u591a\u3002<\/li>\n<\/ul>\n<ul>\n<li>\u6211\u4eec\u7684\u76ee\u6807\u662f\u9884\u6d4b\u4e00\u4e2a\u4eba\u662f\u5426\u60a3\u6709\u5fc3\u5f8b\u5931\u5e38\uff0c\u5982\u679c\u6709\u7c7b\u522b\uff0c\u5219\u5c06\u5176\u5206\u4e3a 12 \u4e2a\u53ef\u7528\u7ec4\u4e4b\u4e00\u3002<\/li>\n<\/ul>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h3 id=\"%E5%AF%BC%E5%85%A5%E5%BF%85%E8%A6%81%E7%9A%84%E5%BA%93\">导入必要的库<a class=\"anchor-link\" href=\"#%E5%AF%BC%E5%85%A5%E5%BF%85%E8%A6%81%E7%9A%84%E5%BA%93\">¶<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [1]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">pd<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">np<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">scipy<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">sp<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">math<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">mt<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">plt<\/span>\n<span class=\"o\">%<\/span><span class=\"k\">matplotlib<\/span> inline\n<span class=\"kn\">import<\/span> <span class=\"nn\">seaborn<\/span> <span class=\"k\">as<\/span> <span class=\"nn\">sns<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.impute<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">SimpleImputer<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"1.-%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86\">1. 数据预处理<a class=\"anchor-link\" href=\"#1.-%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u68c0\u67e5\u6570\u636e\u96c6\u4e2d\u7684\u7a7a\u503c<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [2]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">df<\/span><span class=\"o\">=<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"arrhythmia.csv\"<\/span><span class=\"p\">,<\/span><span class=\"n\">header<\/span><span class=\"o\">=<\/span><span class=\"kc\">None<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">replace<\/span><span class=\"p\">(<\/span><span class=\"s1\">'?'<\/span><span class=\"p\">,<\/span> <span class=\"n\">np<\/span><span class=\"o\">.<\/span><span class=\"n\">NaN<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u7b2c 13 \u5217\u5305\u542b\u603b\u5171 452 \u4e2a\u5b9e\u4f8b\u4e2d\u7684 350 \u591a\u4e2a\u7f3a\u5931\u503c\u3002\u56e0\u6b64\u6211\u4eec\u5c06\u5220\u9664\u7b2c 13 \u5217\u3002\u5176\u4ed6\u5c5e\u6027\u7684\u7a7a\u503c\u76f8\u5bf9\u8f83\u5c11\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4e0d\u4f1a\u5220\u9664\u5176\u4ed6\u5c5e\u6027\uff0c\u800c\u662f\u5c06\u5176\u5e73\u5747\u503c\u66ff\u6362\u4e3a\u7a7a\u503c\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [3]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5220\u9664\u7b2c13\u5217<\/span>\n\n<span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">13<\/span><span class=\"p\">,<\/span> <span class=\"n\">inplace<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u4f7f\u7528\u5747\u503c\u63d2\u8865\u7b56\u7565<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [4]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u8fdb\u884c\u590d\u5236\u4ee5\u907f\u514d\u66f4\u6539\u539f\u59cb\u6570\u636e\uff08\u63d2\u8865\u65f6\uff09<\/span>\n\n<span class=\"n\">new_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">copy<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [5]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u521b\u5efa\u65b0\u5217\u6765\u6307\u793a\u5c06\u4f30\u7b97\u7684\u5185\u5bb9<\/span>\n\n<span class=\"n\">cols_with_missing<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"n\">col<\/span> <span class=\"k\">for<\/span> <span class=\"n\">col<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span> <span class=\"k\">if<\/span> <span class=\"n\">new_df<\/span><span class=\"p\">[<\/span><span class=\"n\">col<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">any<\/span><span class=\"p\">())<\/span>\n<span class=\"k\">for<\/span> <span class=\"n\">col<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">cols_with_missing<\/span><span class=\"p\">:<\/span>\n <span class=\"n\">new_df<\/span><span class=\"p\">[<\/span><span class=\"n\">col<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"p\">[<\/span><span class=\"n\">col<\/span><span class=\"p\">]<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [6]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u63d2\u8865<\/span>\n<span class=\"c1\"># my_imputer = SimpleImputer(missing_values=np.nan, Strategy='mean')<\/span>\n\n<span class=\"n\">my_imputer<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SimpleImputer<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">new_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">my_imputer<\/span><span class=\"o\">.<\/span><span class=\"n\">fit_transform<\/span><span class=\"p\">(<\/span><span class=\"n\">new_df<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [7]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u4f30\u7b97\u6570\u636e\u6846<\/span>\n\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[7]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>0<\/th>\n <th>1<\/th>\n <th>2<\/th>\n <th>3<\/th>\n <th>4<\/th>\n <th>5<\/th>\n <th>6<\/th>\n <th>7<\/th>\n <th>8<\/th>\n <th>9<\/th>\n <th>...<\/th>\n <th>270<\/th>\n <th>271<\/th>\n <th>272<\/th>\n <th>273<\/th>\n <th>274<\/th>\n <th>275<\/th>\n <th>276<\/th>\n <th>277<\/th>\n <th>278<\/th>\n <th>279<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>91.0<\/td>\n <td>193.0<\/td>\n <td>371.0<\/td>\n <td>174.0<\/td>\n <td>121.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.0<\/td>\n <td>-0.9<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.9<\/td>\n <td>2.9<\/td>\n <td>23.3<\/td>\n <td>49.4<\/td>\n <td>8.0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>56.0<\/td>\n <td>1.0<\/td>\n <td>165.0<\/td>\n <td>64.0<\/td>\n <td>81.0<\/td>\n <td>174.0<\/td>\n <td>401.0<\/td>\n <td>149.0<\/td>\n <td>39.0<\/td>\n <td>25.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>8.5<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.2<\/td>\n <td>2.1<\/td>\n <td>20.4<\/td>\n <td>38.8<\/td>\n <td>6.0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>54.0<\/td>\n <td>0.0<\/td>\n <td>172.0<\/td>\n <td>95.0<\/td>\n <td>138.0<\/td>\n <td>163.0<\/td>\n <td>386.0<\/td>\n <td>185.0<\/td>\n <td>102.0<\/td>\n <td>96.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.5<\/td>\n <td>-2.4<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.3<\/td>\n <td>3.4<\/td>\n <td>12.3<\/td>\n <td>49.0<\/td>\n <td>10.0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>55.0<\/td>\n <td>0.0<\/td>\n <td>175.0<\/td>\n <td>94.0<\/td>\n <td>100.0<\/td>\n <td>202.0<\/td>\n <td>380.0<\/td>\n <td>179.0<\/td>\n <td>143.0<\/td>\n <td>28.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>12.2<\/td>\n <td>-2.2<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.4<\/td>\n <td>2.6<\/td>\n <td>34.6<\/td>\n <td>61.6<\/td>\n <td>1.0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>88.0<\/td>\n <td>181.0<\/td>\n <td>360.0<\/td>\n <td>177.0<\/td>\n <td>103.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>13.1<\/td>\n <td>-3.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>-0.1<\/td>\n <td>3.9<\/td>\n <td>25.4<\/td>\n <td>62.8<\/td>\n <td>7.0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 279 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [8]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u5177\u6709\u96f6 null \u503c\u7684\u6570\u636e\u96c6\u3002<\/span>\n\n<span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">(<\/span><span class=\"n\">new_df<\/span><span class=\"p\">)<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span><span class=\"o\">.<\/span><span class=\"n\">sum<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[8]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>0<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p><strong>\u751f\u6210\u6700\u7ec8\u6570\u636e\u96c6<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [9]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u521b\u5efa\u5217\u540d<\/span>\n\n<span class=\"n\">final_df_columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"Age\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Sex\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Height\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Weight\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"QRS_Dur\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"P-R_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Q-T_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P_Int\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"QRS\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"J\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Heart_Rate\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"Q_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R'_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S'_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Int_Def\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_R_Nom\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"Diph_R_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_P_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Diph_P_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Rag_T_Nom\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Diph_T_Nom\"<\/span><span class=\"p\">,<\/span> \n<span class=\"s2\">\"DII00\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII02\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII03\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DII04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"DIII00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII02\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DIII03\"<\/span><span class=\"p\">,<\/span> <span class=\"s2\">\"DIII04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVR00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVL00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVF00\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF01\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF02\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF03\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF04\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF05\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF06\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF07\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF08\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF09\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF10\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF11\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V100\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V101\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V102\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V103\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V104\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V105\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V106\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V107\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V108\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V109\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V110\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V111\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V200\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V201\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V202\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V203\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V204\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V205\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V206\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V207\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V208\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V209\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V210\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V211\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V300\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V301\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V302\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V303\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V304\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V305\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V306\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V307\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V308\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V309\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V310\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V311\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V400\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V401\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V402\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V403\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V404\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V405\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V406\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V407\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V408\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V409\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V410\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V411\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V500\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V501\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V502\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V503\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V504\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V505\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V506\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V507\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V508\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V509\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V510\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V511\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V600\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V601\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V602\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V603\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V604\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V605\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V606\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V607\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V608\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V609\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V610\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V611\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"JJ_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_Q_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_R_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"Amp_S_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"R_Prime_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"S_Prime_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"P_Wave\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"T_Wave\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"QRSA\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"QRSTA\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII170\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII171\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII172\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII173\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII174\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII175\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII176\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII177\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII178\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DII179\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"DIII180\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII181\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII182\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII183\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII184\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII185\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII186\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII187\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII188\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"DIII189\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVR190\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR191\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR192\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR193\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR194\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR195\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR196\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR197\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR198\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVR199\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVL200\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL201\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL202\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL203\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL204\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL205\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL206\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL207\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL208\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVL209\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"AVF210\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF211\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF212\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF213\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF214\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF215\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF216\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF217\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF218\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"AVF219\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V1220\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1221\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1222\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1223\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1224\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1225\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1226\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1227\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1228\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V1229\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V2230\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2231\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2232\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2233\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2234\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2235\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2236\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2237\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2238\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V2239\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V3240\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3241\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3242\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3243\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3244\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3245\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3246\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3247\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3248\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V3249\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V4250\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4251\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4252\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4253\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4254\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4255\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4256\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4257\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4258\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V4259\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V5260\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5261\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5262\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5263\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5264\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5265\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5266\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5267\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5268\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V5269\"<\/span><span class=\"p\">,<\/span>\n<span class=\"s2\">\"V6270\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6271\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6272\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6273\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6274\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6275\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6276\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6277\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6278\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"V6279\"<\/span><span class=\"p\">,<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">]<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [10]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u5c06\u5217\u540d\u79f0\u6dfb\u52a0\u5230\u6570\u636e\u96c6<\/span>\n\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"n\">final_df_columns<\/span>\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">to_csv<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"new data with target class.csv\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">()<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[10]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Age<\/th>\n <th>Sex<\/th>\n <th>Height<\/th>\n <th>Weight<\/th>\n <th>QRS_Dur<\/th>\n <th>P-R_Int<\/th>\n <th>Q-T_Int<\/th>\n <th>T_Int<\/th>\n <th>P_Int<\/th>\n <th>QRS<\/th>\n <th>...<\/th>\n <th>V6271<\/th>\n <th>V6272<\/th>\n <th>V6273<\/th>\n <th>V6274<\/th>\n <th>V6275<\/th>\n <th>V6276<\/th>\n <th>V6277<\/th>\n <th>V6278<\/th>\n <th>V6279<\/th>\n <th>class<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>91.0<\/td>\n <td>193.0<\/td>\n <td>371.0<\/td>\n <td>174.0<\/td>\n <td>121.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.0<\/td>\n <td>-0.9<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.9<\/td>\n <td>2.9<\/td>\n <td>23.3<\/td>\n <td>49.4<\/td>\n <td>8.0<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>56.0<\/td>\n <td>1.0<\/td>\n <td>165.0<\/td>\n <td>64.0<\/td>\n <td>81.0<\/td>\n <td>174.0<\/td>\n <td>401.0<\/td>\n <td>149.0<\/td>\n <td>39.0<\/td>\n <td>25.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>8.5<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.2<\/td>\n <td>2.1<\/td>\n <td>20.4<\/td>\n <td>38.8<\/td>\n <td>6.0<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>54.0<\/td>\n <td>0.0<\/td>\n <td>172.0<\/td>\n <td>95.0<\/td>\n <td>138.0<\/td>\n <td>163.0<\/td>\n <td>386.0<\/td>\n <td>185.0<\/td>\n <td>102.0<\/td>\n <td>96.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>9.5<\/td>\n <td>-2.4<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.3<\/td>\n <td>3.4<\/td>\n <td>12.3<\/td>\n <td>49.0<\/td>\n <td>10.0<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>55.0<\/td>\n <td>0.0<\/td>\n <td>175.0<\/td>\n <td>94.0<\/td>\n <td>100.0<\/td>\n <td>202.0<\/td>\n <td>380.0<\/td>\n <td>179.0<\/td>\n <td>143.0<\/td>\n <td>28.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>12.2<\/td>\n <td>-2.2<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>0.4<\/td>\n <td>2.6<\/td>\n <td>34.6<\/td>\n <td>61.6<\/td>\n <td>1.0<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>75.0<\/td>\n <td>0.0<\/td>\n <td>190.0<\/td>\n <td>80.0<\/td>\n <td>88.0<\/td>\n <td>181.0<\/td>\n <td>360.0<\/td>\n <td>177.0<\/td>\n <td>103.0<\/td>\n <td>-16.0<\/td>\n <td>...<\/td>\n <td>0.0<\/td>\n <td>13.1<\/td>\n <td>-3.6<\/td>\n <td>0.0<\/td>\n <td>0.0<\/td>\n <td>-0.1<\/td>\n <td>3.9<\/td>\n <td>25.4<\/td>\n <td>62.8<\/td>\n <td>7.0<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<p>5 rows \u00d7 279 columns<\/p>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u56e0\u4e3a\u6211\u4eec\u7684\u6570\u636e\u6846\u5df2\u5b8c\u5168\u6e05\u7406\u548c\u9884\u5904\u7406\u3002\u6211\u4eec\u5c06\u5220\u9664\u76ee\u6807\u5c5e\u6027\u5e76\u5b58\u50a8\u6700\u7ec8\u7684\u6570\u636e\u5e27\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [11]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">target<\/span><span class=\"o\">=<\/span><span class=\"n\">new_df<\/span><span class=\"p\">[<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">]<\/span>\n\n<span class=\"n\">final_df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">new_df<\/span><span class=\"o\">.<\/span><span class=\"n\">drop<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span><span class=\"s2\">\"class\"<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"2.-%E7%89%B9%E5%BE%81%E7%BC%A9%E6%94%BE%E5%92%8C%E5%88%86%E5%89%B2%E6%95%B0%E6%8D%AE%E9%9B%86\">2. 特征缩放和分割数据集<a class=\"anchor-link\" href=\"#2.-%E7%89%B9%E5%BE%81%E7%BC%A9%E6%94%BE%E5%92%8C%E5%88%86%E5%89%B2%E6%95%B0%E6%8D%AE%E9%9B%86\">¶<\/a><\/h1><p><br\/>\n\u6211\u4eec\u5c06\u4f7f\u7528 80% \u7684\u6570\u636e\u96c6\u7528\u4e8e\u8bad\u7ec3\u76ee\u7684\uff0c20% \u7528\u4e8e\u6d4b\u8bd5\u76ee\u7684\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [12]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">train_test_split<\/span>\n<span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">target<\/span> <span class=\"p\">,<\/span><span class=\"n\">test_size<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [13]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.preprocessing<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">StandardScaler<\/span>\n<span class=\"n\">scaler<\/span> <span class=\"o\">=<\/span> <span class=\"n\">StandardScaler<\/span><span class=\"p\">()<\/span>\n\n<span class=\"n\">scaler<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_train<\/span> <span class=\"o\">=<\/span> <span class=\"n\">scaler<\/span><span class=\"o\">.<\/span><span class=\"n\">transform<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">scaler<\/span><span class=\"o\">.<\/span><span class=\"n\">transform<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [14]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">import<\/span> <span class=\"nn\">warnings<\/span>\n<span class=\"n\">warnings<\/span><span class=\"o\">.<\/span><span class=\"n\">filterwarnings<\/span><span class=\"p\">(<\/span><span class=\"s1\">'ignore'<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E8%AF%84%E4%BB%B7%E7%AD%96%E7%95%A5\">评价策略<a class=\"anchor-link\" href=\"#%E8%AF%84%E4%BB%B7%E7%AD%96%E7%95%A5\">¶<\/a><\/h2><p>\u7531\u4e8e\u56e0\u53d8\u91cf\u662f\u5206\u7c7b\u53d8\u91cf\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u5206\u7c7b\u6a21\u578b\u3002\u5206\u7c7b\u6a21\u578b\u7684\u6700\u4f73\u8bc4\u4f30\u7b56\u7565\u662f\u6bd4\u8f83\u7cbe\u5ea6\u548c\u53ec\u56de\u7387\u3002\u8003\u8651\u5206\u7c7b\u8bc4\u4f30\u6307\u6807\u3001\u6211\u4eec\u6a21\u578b\u9884\u6d4b\u7684\u91cd\u8981\u6027\uff08\u6211\u4eec\u4e0d\u80fd\u63a5\u53d7\u6709\u53ef\u80fd\u5bf9\u5065\u5eb7\u4eba\u8bf4\u60a8\u60a3\u6709\u5fc3\u5f8b\u5931\u5e38 (FN) \u7684\u7ed3\u679c\uff09\u3002<\/p>\n<p>\u6211\u4eec\u80af\u5b9a\u4f1a\u5173\u6ce8\u654f\u611f\u6027\uff08\u88ab\u6b63\u786e\u8bc6\u522b\u4e3a\u60a3\u6709\u8be5\u75be\u75c5\u7684\u75c5\u4eba\u7684\u767e\u5206\u6bd4\uff09\u800c\u4e0d\u662f\u7279\u5f02\u6027\uff08\u88ab\u6b63\u786e\u8bc6\u522b\u4e3a\u6ca1\u6709\u8be5\u75be\u75c5\u7684\u5065\u5eb7\u4eba\u7684\u767e\u5206\u6bd4\uff09\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [15]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u5bfc\u5165\u8bc4\u4f30\u6307\u6807\u3002<\/span>\n\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.metrics<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">r2_score<\/span><span class=\"p\">,<\/span><span class=\"n\">mean_squared_error<\/span><span class=\"p\">,<\/span><span class=\"n\">accuracy_score<\/span><span class=\"p\">,<\/span><span class=\"n\">recall_score<\/span><span class=\"p\">,<\/span><span class=\"n\">precision_score<\/span><span class=\"p\">,<\/span><span class=\"n\">confusion_matrix<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"3.%E6%A8%A1%E5%9E%8B%E9%80%89%E6%8B%A9\"><strong>3.模型选择<\/strong><a class=\"anchor-link\" href=\"#3.%E6%A8%A1%E5%9E%8B%E9%80%89%E6%8B%A9\">¶<\/a><\/h1>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [16]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\"># \u5c06\u5b58\u50a8\u6bcf\u4e2a\u6a21\u578b\u7684\u7ed3\u679c\u3002<\/span>\n\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">])<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"KNN%E5%88%86%E7%B1%BB%E5%99%A8\">KNN分类器<a class=\"anchor-link\" href=\"#KNN%E5%88%86%E7%B1%BB%E5%99%A8\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [17]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.neighbors<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">KNeighborsClassifier<\/span>\n<span class=\"n\">knnclassifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KNeighborsClassifier<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">knnclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">knnclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [18]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">knn_train_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">knnclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">knn_test_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">knnclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">))<\/span>\n\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'KNN Classifier'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">knn_train_accuracy<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">knn_test_accuracy<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[18]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.65097<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92\">逻辑回归<a class=\"anchor-link\" href=\"#%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [19]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.linear_model<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">LogisticRegression<\/span>\n<span class=\"n\">lgclassifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">solver<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'saga'<\/span><span class=\"p\">,<\/span><span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">lgclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">lgclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [20]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">lg_train_recall<\/span> <span class=\"o\">=<\/span> <span class=\"n\">recall_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">lgclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">),<\/span><span class=\"n\">average<\/span><span class=\"o\">=<\/span><span class=\"s1\">'weighted'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">lg_test_recall<\/span> <span class=\"o\">=<\/span> <span class=\"n\">recall_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">lgclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">),<\/span><span class=\"n\">average<\/span><span class=\"o\">=<\/span><span class=\"s1\">'weighted'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">lg_train_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">lgclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">lg_test_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">lgclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Logestic Regression'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lg_train_accuracy<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lg_test_accuracy<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[20]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E5%86%B3%E7%AD%96%E6%A0%91%E5%88%86%E7%B1%BB%E5%99%A8\">决策树分类器<a class=\"anchor-link\" href=\"#%E5%86%B3%E7%AD%96%E6%A0%91%E5%88%86%E7%B1%BB%E5%99%A8\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [21]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.tree<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">DecisionTreeClassifier<\/span> \n<span class=\"n\">dtclassifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">DecisionTreeClassifier<\/span><span class=\"p\">(<\/span><span class=\"n\">criterion<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'entropy'<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"n\">max_depth<\/span><span class=\"o\">=<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">dtclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">y_pred_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dtclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_train<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dtclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [22]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">dt_train_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span><span class=\"n\">y_pred_train<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">dt_test_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Decision Tree Classifier'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">dt_train_accuracy<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">dt_test_accuracy<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[22]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E7%BA%BF%E6%80%A7%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA\">线性支持向量机<a class=\"anchor-link\" href=\"#%E7%BA%BF%E6%80%A7%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [23]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.svm<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">LinearSVC<\/span> \n<span class=\"n\">lsvclassifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LinearSVC<\/span><span class=\"p\">(<\/span><span class=\"n\">C<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.01<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">lsvclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">y_pred_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">lsvclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_train<\/span> <span class=\"o\">=<\/span> <span class=\"n\">lsvclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [24]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">lsvc_train_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">lsvc_test_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Linear SVC'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lsvc_train_accuracy_score<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lsvc_test_accuracy_score<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[24]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E6%A0%B8%E5%8C%96%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA\">核化支持向量机<a class=\"anchor-link\" href=\"#%E6%A0%B8%E5%8C%96%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [25]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">svm<\/span>\n<span class=\"n\">KSVC_clf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">svm<\/span><span class=\"o\">.<\/span><span class=\"n\">SVC<\/span><span class=\"p\">(<\/span><span class=\"n\">kernel<\/span><span class=\"o\">=<\/span><span class=\"s1\">'sigmoid'<\/span><span class=\"p\">,<\/span><span class=\"n\">C<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span><span class=\"n\">gamma<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.001<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">KSVC_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_train<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KSVC_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KSVC_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [26]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">ksvc_train_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ksvc_test_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Kernelized SVC'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">ksvc_train_accuracy_score<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">ksvc_test_accuracy_score<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[26]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E9%9A%8F%E6%9C%BA%E6%A3%AE%E6%9E%97%E5%88%86%E7%B1%BB%E5%99%A8\">随机森林分类器<a class=\"anchor-link\" href=\"#%E9%9A%8F%E6%9C%BA%E6%A3%AE%E6%9E%97%E5%88%86%E7%B1%BB%E5%99%A8\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [27]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.ensemble<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">RandomForestClassifier<\/span>\n<span class=\"n\">rf_clf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">RandomForestClassifier<\/span><span class=\"p\">(<\/span><span class=\"n\">n_estimators<\/span><span class=\"o\">=<\/span><span class=\"mi\">300<\/span><span class=\"p\">,<\/span> <span class=\"n\">criterion<\/span><span class=\"o\">=<\/span><span class=\"s1\">'gini'<\/span><span class=\"p\">,<\/span><span class=\"n\">max_features<\/span><span class=\"o\">=<\/span><span class=\"mi\">100<\/span><span class=\"p\">,<\/span><span class=\"n\">max_depth<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span><span class=\"n\">max_leaf_nodes<\/span><span class=\"o\">=<\/span><span class=\"mi\">30<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">rf_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[27]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"\u25b8\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"\u25be\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {\/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https:\/\/github.com\/scikit-learn\/scikit-learn\/issues\/21755 *\/display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}<\/style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(max_depth=10, max_features=100, max_leaf_nodes=30,\n n_estimators=300)<\/pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br \/>On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.<\/b><\/div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier<\/label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(max_depth=10, max_features=100, max_leaf_nodes=30,\n n_estimators=300)<\/pre><\/div><\/div><\/div><\/div><\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [28]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">y_pred_train<\/span> <span class=\"o\">=<\/span> <span class=\"n\">rf_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">rf_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">rf_train_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">rf_test_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Random Forest Classifier'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">rf_train_accuracy_score<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">rf_test_accuracy_score<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[28]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>5<\/th>\n <td>Random Forest Classifier<\/td>\n <td>0.886427<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<p>\u6211\u4eec\u53d1\u73b0\uff0c\u5728\u53ec\u56de\u7387\u65b9\u9762\u6700\u597d\u7684\u6a21\u578b\u662f\u6838\u5316 SVM\uff0c\u4e0e\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\uff0c\u51c6\u786e\u7387\u8fbe\u5230 <strong>79.12<\/strong>\u3002\u6211\u4eec\u8fd8\u53d1\u73b0\u903b\u8f91\u56de\u5f52\u5177\u6709\u66f4\u597d\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"4.-%E5%B9%B3%E8%A1%A1%E6%95%B0%E6%8D%AE%E9%9B%86%E4%B8%8EPCA%E7%89%B9%E5%BE%81%E9%99%8D%E7%BB%B4\">4. 平衡数据集与PCA特征降维<a class=\"anchor-link\" href=\"#4.-%E5%B9%B3%E8%A1%A1%E6%95%B0%E6%8D%AE%E9%9B%86%E4%B8%8EPCA%E7%89%B9%E5%BE%81%E9%99%8D%E7%BB%B4\">¶<\/a><\/h1><p>\u7531\u4e8e\u6211\u4eec\u7684\u6570\u636e\u96c6\u4e0d\u5e73\u8861\uff0c\u7c7b\u522b 7 \u548c\u7c7b\u522b 8 \u7684\u5b9e\u4f8b\u6570\u91cf\u5206\u522b\u4e3a 2,3\uff0c\u800c\u7c7b\u522b 1 \u7684\u5b9e\u4f8b\u6570\u91cf\u4e3a 245\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u5c1d\u8bd5\u901a\u8fc7\u4f7f\u7528\u8fc7\u91c7\u6837\u5bf9\u8bad\u7ec3\u6570\u636e\u96c6\u968f\u673a\u91cd\u65b0\u91c7\u6837\u6765\u89e3\u51b3\u7c7b\u522b\u4e0d\u5e73\u8861\u95ee\u9898\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u4f7f\u7528 PCA\uff08\u4e3b\u6210\u5206\u5206\u6790\uff09\u6765\u51cf\u5c11\u91c7\u6837\u6570\u636e\u96c6\u7684\u7ef4\u5ea6\uff0c\u4ee5\u83b7\u5f97\u6700\u4f73\u7279\u5f81\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E9%9A%8F%E6%9C%BA%E8%BF%87%E9%87%87%E6%A0%B7\">随机过采样<a class=\"anchor-link\" href=\"#%E9%9A%8F%E6%9C%BA%E8%BF%87%E9%87%87%E6%A0%B7\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [29]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u6267\u884c\u8fc7\u91c7\u6837<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">imblearn.over_sampling<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">RandomOverSampler<\/span>\n<span class=\"n\">ros<\/span> <span class=\"o\">=<\/span> <span class=\"n\">RandomOverSampler<\/span><span class=\"p\">(<\/span><span class=\"n\">random_state<\/span><span class=\"o\">=<\/span><span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_resampled<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_resampled<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ros<\/span><span class=\"o\">.<\/span><span class=\"n\">fit_resample<\/span><span class=\"p\">(<\/span><span class=\"n\">final_df<\/span><span class=\"p\">,<\/span> <span class=\"n\">target<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">X_resampled<\/span><span class=\"o\">.<\/span><span class=\"n\">shape<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[29]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>(3185, 278)<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [30]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#\u6c42\u5404\u7c7b\u522b\u7684\u9891\u7387<\/span>\n\n<span class=\"kn\">import<\/span> <span class=\"nn\">collections<\/span>\n<span class=\"n\">counter<\/span> <span class=\"o\">=<\/span> <span class=\"n\">collections<\/span><span class=\"o\">.<\/span><span class=\"n\">Counter<\/span><span class=\"p\">(<\/span><span class=\"n\">y_resampled<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">counter<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[30]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>Counter({8.0: 245,\n 6.0: 245,\n 10.0: 245,\n 1.0: 245,\n 7.0: 245,\n 14.0: 245,\n 3.0: 245,\n 16.0: 245,\n 2.0: 245,\n 4.0: 245,\n 5.0: 245,\n 9.0: 245,\n 15.0: 245})<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [32]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X_resampled<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_resampled<\/span> <span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.2<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [33]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">scaler<\/span> <span class=\"o\">=<\/span> <span class=\"n\">StandardScaler<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">scaler<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_train1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">scaler<\/span><span class=\"o\">.<\/span><span class=\"n\">transform<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_test1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">scaler<\/span><span class=\"o\">.<\/span><span class=\"n\">transform<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90\">主成分分析<a class=\"anchor-link\" href=\"#%E4%B8%BB%E6%88%90%E5%88%86%E5%88%86%E6%9E%90\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [34]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.decomposition<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">PCA<\/span>\n<span class=\"n\">pca<\/span> <span class=\"o\">=<\/span> <span class=\"n\">PCA<\/span><span class=\"p\">(<\/span><span class=\"mf\">.98<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">pca<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">pca<\/span><span class=\"o\">.<\/span><span class=\"n\">n_components_<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[34]:<\/div>\n\n\n\n\n<div class=\"jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/plain\">\n<pre>99<\/pre>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [35]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">X_train1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pca<\/span><span class=\"o\">.<\/span><span class=\"n\">transform<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">X_test1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pca<\/span><span class=\"o\">.<\/span><span class=\"n\">transform<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"KNN-%E4%B8%8E-PCA\">KNN 与 PCA<a class=\"anchor-link\" href=\"#KNN-%E4%B8%8E-PCA\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [36]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">classifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KNeighborsClassifier<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">classifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">Y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">classifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [37]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">knnp_train_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span><span class=\"n\">classifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">knnp_test_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test1<\/span><span class=\"p\">,<\/span><span class=\"n\">Y_pred<\/span><span class=\"p\">)<\/span>\n<span class=\"c1\">#print(knnp_train_accuracy,knnp_test_accuracy)<\/span>\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Knn with PCA'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">knnp_train_accuracy<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">knnp_test_accuracy<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[37]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>5<\/th>\n <td>Random Forest Classifier<\/td>\n <td>0.886427<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>6<\/th>\n <td>Knn with PCA<\/td>\n <td>0.967818<\/td>\n <td>0.943485<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E4%BD%BF%E7%94%A8-PCA-%E8%BF%9B%E8%A1%8C%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92\">使用 PCA 进行逻辑回归<a class=\"anchor-link\" href=\"#%E4%BD%BF%E7%94%A8-PCA-%E8%BF%9B%E8%A1%8C%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [38]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.linear_model<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">LogisticRegression<\/span>\n<span class=\"n\">lgpclassifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LogisticRegression<\/span><span class=\"p\">(<\/span><span class=\"n\">C<\/span><span class=\"o\">=<\/span><span class=\"mi\">10<\/span><span class=\"p\">,<\/span><span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">lgpclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train1<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">y_pred_train1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">lgpclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_test1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">lgpclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [39]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">lgp_train_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span><span class=\"n\">y_pred_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">lgp_test_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test1<\/span><span class=\"p\">,<\/span><span class=\"n\">y_pred_test1<\/span><span class=\"p\">)<\/span>\n<span class=\"c1\">#print(lgp_train_accuracy,knnp_test_accuracy)<\/span>\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Logestic Regression PCA'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lgp_train_accuracy<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lgp_test_accuracy<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[39]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>5<\/th>\n <td>Random Forest Classifier<\/td>\n <td>0.886427<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>6<\/th>\n <td>Knn with PCA<\/td>\n <td>0.967818<\/td>\n <td>0.943485<\/td>\n <\/tr>\n <tr>\n <th>7<\/th>\n <td>Logestic Regression PCA<\/td>\n <td>0.999215<\/td>\n <td>0.968603<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E4%BD%BF%E7%94%A8-PCA-%E7%9A%84%E5%86%B3%E7%AD%96%E6%A0%91%E5%88%86%E7%B1%BB%E5%99%A8\">使用 PCA 的决策树分类器<a class=\"anchor-link\" href=\"#%E4%BD%BF%E7%94%A8-PCA-%E7%9A%84%E5%86%B3%E7%AD%96%E6%A0%91%E5%88%86%E7%B1%BB%E5%99%A8\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [40]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.tree<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">DecisionTreeClassifier<\/span> \n<span class=\"n\">dtpclassifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">DecisionTreeClassifier<\/span><span class=\"p\">(<\/span><span class=\"n\">criterion<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'entropy'<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">dtpclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train1<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">y_pred_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dtpclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_train<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dtpclassifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [41]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">dtp_train_recall_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">recall_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">average<\/span><span class=\"o\">=<\/span><span class=\"s1\">'weighted'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">dtp_test_recall_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">recall_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">average<\/span><span class=\"o\">=<\/span><span class=\"s1\">'weighted'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"n\">dtp_train_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_train<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">dtp_test_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [42]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Decision Tree with PCA'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">dtp_train_accuracy_score<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">dtp_test_accuracy_score<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[42]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>5<\/th>\n <td>Random Forest Classifier<\/td>\n <td>0.886427<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>6<\/th>\n <td>Knn with PCA<\/td>\n <td>0.967818<\/td>\n <td>0.943485<\/td>\n <\/tr>\n <tr>\n <th>7<\/th>\n <td>Logestic Regression PCA<\/td>\n <td>0.999215<\/td>\n <td>0.968603<\/td>\n <\/tr>\n <tr>\n <th>8<\/th>\n <td>Decision Tree with PCA<\/td>\n <td>1.000000<\/td>\n <td>0.962323<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E5%B8%A6%E6%9C%89-PCA-%E7%9A%84%E7%BA%BF%E6%80%A7-SVM\">带有 PCA 的线性 SVM<a class=\"anchor-link\" href=\"#%E5%B8%A6%E6%9C%89-PCA-%E7%9A%84%E7%BA%BF%E6%80%A7-SVM\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [43]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.svm<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">SVC<\/span> \n<span class=\"n\">classifier<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SVC<\/span><span class=\"p\">(<\/span><span class=\"n\">kernel<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'linear'<\/span><span class=\"p\">,<\/span> <span class=\"n\">random_state<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">0<\/span><span class=\"p\">,<\/span><span class=\"n\">probability<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">classifier<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train1<\/span><span class=\"p\">)<\/span> \n<span class=\"n\">y_pred<\/span> <span class=\"o\">=<\/span> <span class=\"n\">classifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [44]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"c1\">#print(\"\u51c6\u786e\u7387\u5f97\u5206\",accuracy_score(y_test1,y_pred)*100)<\/span>\n<span class=\"n\">lsvcp_train_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span><span class=\"n\">classifier<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">lsvcp_test_accuracy<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test1<\/span><span class=\"p\">,<\/span><span class=\"n\">y_pred<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Linear SVM with PCA'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lsvcp_train_accuracy<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">lsvcp_test_accuracy<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[44]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>5<\/th>\n <td>Random Forest Classifier<\/td>\n <td>0.886427<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>6<\/th>\n <td>Knn with PCA<\/td>\n <td>0.967818<\/td>\n <td>0.943485<\/td>\n <\/tr>\n <tr>\n <th>7<\/th>\n <td>Logestic Regression PCA<\/td>\n <td>0.999215<\/td>\n <td>0.968603<\/td>\n <\/tr>\n <tr>\n <th>8<\/th>\n <td>Decision Tree with PCA<\/td>\n <td>1.000000<\/td>\n <td>0.962323<\/td>\n <\/tr>\n <tr>\n <th>9<\/th>\n <td>Linear SVM with PCA<\/td>\n <td>0.999608<\/td>\n <td>0.973312<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E5%B8%A6%E6%9C%89-PCA-%E7%9A%84%E6%A0%B8%E5%8C%96-SVM\">带有 PCA 的核化 SVM<a class=\"anchor-link\" href=\"#%E5%B8%A6%E6%9C%89-PCA-%E7%9A%84%E6%A0%B8%E5%8C%96-SVM\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [45]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">svm<\/span>\n\n<span class=\"n\">KSVC_clf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">svm<\/span><span class=\"o\">.<\/span><span class=\"n\">SVC<\/span><span class=\"p\">(<\/span><span class=\"n\">kernel<\/span><span class=\"o\">=<\/span><span class=\"s1\">'rbf'<\/span><span class=\"p\">,<\/span><span class=\"n\">C<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span><span class=\"n\">gamma<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">KSVC_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_train1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KSVC_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_test1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">KSVC_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [46]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">ksvcp_train_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">ksvcp_test_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Kernelized SVM with PCA'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">ksvcp_train_accuracy_score<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">ksvcp_test_accuracy_score<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[46]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>5<\/th>\n <td>Random Forest Classifier<\/td>\n <td>0.886427<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>6<\/th>\n <td>Knn with PCA<\/td>\n <td>0.967818<\/td>\n <td>0.943485<\/td>\n <\/tr>\n <tr>\n <th>7<\/th>\n <td>Logestic Regression PCA<\/td>\n <td>0.999215<\/td>\n <td>0.968603<\/td>\n <\/tr>\n <tr>\n <th>8<\/th>\n <td>Decision Tree with PCA<\/td>\n <td>1.000000<\/td>\n <td>0.962323<\/td>\n <\/tr>\n <tr>\n <th>9<\/th>\n <td>Linear SVM with PCA<\/td>\n <td>0.999608<\/td>\n <td>0.973312<\/td>\n <\/tr>\n <tr>\n <th>10<\/th>\n <td>Kernelized SVM with PCA<\/td>\n <td>1.000000<\/td>\n <td>0.995290<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h2 id=\"%E4%BD%BF%E7%94%A8-PCA-%E7%9A%84%E9%9A%8F%E6%9C%BA%E6%A3%AE%E6%9E%97\">使用 PCA 的随机森林<a class=\"anchor-link\" href=\"#%E4%BD%BF%E7%94%A8-PCA-%E7%9A%84%E9%9A%8F%E6%9C%BA%E6%A3%AE%E6%9E%97\">¶<\/a><\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [47]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.ensemble<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">RandomForestClassifier<\/span>\n<span class=\"n\">rfp_clf<\/span> <span class=\"o\">=<\/span> <span class=\"n\">RandomForestClassifier<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">rfp_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[47]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"\u25b8\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"\u25be\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {\/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https:\/\/github.com\/scikit-learn\/scikit-learn\/issues\/21755 *\/display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}<\/style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier()<\/pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br \/>On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.<\/b><\/div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier<\/label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier()<\/pre><\/div><\/div><\/div><\/div><\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [48]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">y_pred_train1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">rfp_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">y_pred_test1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">rfp_clf<\/span><span class=\"o\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">rfp_train_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_train1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_train1<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">rfp_test_accuracy_score<\/span> <span class=\"o\">=<\/span> <span class=\"n\">accuracy_score<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_pred_test1<\/span><span class=\"p\">)<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [49]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"o\">.<\/span><span class=\"n\">Series<\/span><span class=\"p\">({<\/span><span class=\"s1\">'Model'<\/span><span class=\"p\">:<\/span><span class=\"s1\">'Random Forest with PCA'<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Train Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">rfp_train_accuracy_score<\/span><span class=\"p\">,<\/span><span class=\"s1\">'Test Accuracy'<\/span><span class=\"p\">:<\/span><span class=\"n\">rfp_test_accuracy_score<\/span><span class=\"p\">}),<\/span><span class=\"n\">ignore_index<\/span><span class=\"o\">=<\/span><span class=\"kc\">True<\/span> <span class=\"p\">)<\/span>\n<span class=\"n\">result<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\">Out[49]:<\/div>\n\n\n\n<div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-OutputArea-output jp-OutputArea-executeResult\" data-mime-type=\"text\/html\">\n<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n<\/style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th><\/th>\n <th>Model<\/th>\n <th>Train Accuracy<\/th>\n <th>Test Accuracy<\/th>\n <\/tr>\n <\/thead>\n <tbody>\n <tr>\n <th>0<\/th>\n <td>KNN Classifier<\/td>\n <td>0.650970<\/td>\n <td>0.648352<\/td>\n <\/tr>\n <tr>\n <th>1<\/th>\n <td>Logestic Regression<\/td>\n <td>0.939058<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>2<\/th>\n <td>Decision Tree Classifier<\/td>\n <td>0.789474<\/td>\n <td>0.681319<\/td>\n <\/tr>\n <tr>\n <th>3<\/th>\n <td>Linear SVC<\/td>\n <td>0.880886<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>4<\/th>\n <td>Kernelized SVC<\/td>\n <td>0.847645<\/td>\n <td>0.780220<\/td>\n <\/tr>\n <tr>\n <th>5<\/th>\n <td>Random Forest Classifier<\/td>\n <td>0.886427<\/td>\n <td>0.747253<\/td>\n <\/tr>\n <tr>\n <th>6<\/th>\n <td>Knn with PCA<\/td>\n <td>0.967818<\/td>\n <td>0.943485<\/td>\n <\/tr>\n <tr>\n <th>7<\/th>\n <td>Logestic Regression PCA<\/td>\n <td>0.999215<\/td>\n <td>0.968603<\/td>\n <\/tr>\n <tr>\n <th>8<\/th>\n <td>Decision Tree with PCA<\/td>\n <td>1.000000<\/td>\n <td>0.962323<\/td>\n <\/tr>\n <tr>\n <th>9<\/th>\n <td>Linear SVM with PCA<\/td>\n <td>0.999608<\/td>\n <td>0.973312<\/td>\n <\/tr>\n <tr>\n <th>10<\/th>\n <td>Kernelized SVM with PCA<\/td>\n <td>1.000000<\/td>\n <td>0.995290<\/td>\n <\/tr>\n <tr>\n <th>11<\/th>\n <td>Random Forest with PCA<\/td>\n <td>1.000000<\/td>\n <td>0.995290<\/td>\n <\/tr>\n <\/tbody>\n<\/table>\n<\/div>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div><div class=\"jp-Cell jp-CodeCell jp-Notebook-cell \">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\">In [50]:<\/div>\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\">\n <div class=\"CodeMirror cm-s-jupyter\">\n<div class=\" highlight hl-ipython3\"><pre><span><\/span><span class=\"n\">result<\/span><span class=\"o\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">kind<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"bar\"<\/span><span class=\"p\">,<\/span><span class=\"n\">figsize<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mi\">15<\/span><span class=\"p\">,<\/span><span class=\"mi\">4<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Train&Test Scores of Classifiers'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Models'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s1\">'Scores'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">(<\/span><span class=\"n\">loc<\/span><span class=\"o\">=<\/span><span class=\"mi\">4<\/span> <span class=\"p\">,<\/span> <span class=\"n\">bbox_to_anchor<\/span><span class=\"o\">=<\/span><span class=\"p\">(<\/span><span class=\"mf\">1.2<\/span><span class=\"p\">,<\/span> <span class=\"mi\">0<\/span><span class=\"p\">))<\/span>\n<span class=\"n\">plt<\/span><span class=\"o\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">();<\/span>\n<\/pre><\/div>\n\n <\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"jp-Cell-outputWrapper\">\n<div class=\"jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser\">\n<\/div>\n\n\n<div class=\"jp-OutputArea jp-Cell-outputArea\">\n\n<div class=\"jp-OutputArea-child\">\n\n \n <div class=\"jp-OutputPrompt jp-OutputArea-prompt\"><\/div>\n\n\n\n\n<div class=\"jp-RenderedImage jp-OutputArea-output \">\n<img decoding=\"async\" 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class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\">\n<\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\"><div class=\"jp-InputPrompt jp-InputArea-prompt\">\n<\/div><div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput \" data-mime-type=\"text\/markdown\">\n<h1 id=\"%E7%BB%93%E6%9E%9C\">结果<a class=\"anchor-link\" href=\"#%E7%BB%93%E6%9E%9C\">¶<\/a><\/h1><p>\u5728\u6211\u4eec\u5bf9\u91cd\u91c7\u6837\u6570\u636e\u5e94\u7528 PCA \u540e\uff0c\u6a21\u578b\u5f00\u59cb\u8868\u73b0\u5f97\u66f4\u597d\u3002\u8fd9\u80cc\u540e\u7684\u539f\u56e0\u662f\uff0cPCA\u964d\u4f4e\u4e86\u6570\u636e\u7684\u590d\u6742\u6027\u3002\u5b83\u57fa\u4e8e\u5bf9\u5177\u6709\u5927\u65b9\u5dee\u7684\u53d8\u91cf\u7684\u91cd\u89c6\u6765\u521b\u5efa\u7ec4\u4ef6\uff0c\u5e76\u4e14\u5b83\u521b\u5efa\u7684\u7ec4\u4ef6\u672c\u8d28\u4e0a\u662f\u975e\u5171\u7ebf\u7684\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u7167\u987e\u5927\u6570\u636e\u96c6\u4e2d\u7684\u5171\u7ebf\u6027\u3002 PCA \u8fd8\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u6574\u4f53\u6267\u884c\u65f6\u95f4\u548c\u8d28\u91cf\uff0c\u5f53\u6211\u4eec\u5904\u7406\u5927\u91cf\u53d8\u91cf\u65f6\uff0c\u5b83\u975e\u5e38\u6709\u76ca\u3002<\/p>\n<p>\u6700\u4f73\u6a21\u578b\u53ec\u56de\u5206\u6570\u662f\u5e26\u6709 PCA \u7684 Kernalized SVM\uff0c\u51c6\u786e\u5ea6\u4e3a <strong>99.52%\u3002<\/strong><\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/body>\n\n\n\n\n\n\n\n<\/html>\n\n\n\n\n<h2 class=\"wp-block-heading\">\u4ee3\u7801\u4e0e\u6570\u636e\u96c6\u4e0b\u8f7d<\/h2>\n\n\n\n<div class=\"wp-block-file\"><a id=\"wp-block-file--media-bd77f053-2ddc-4794-a556-af983439273f\" href=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2024\/09\/20240919221623614.zip\">20240109223918812<\/a><a href=\"https:\/\/gnnclub-1311496010.cos.ap-beijing.myqcloud.com\/wp-content\/uploads\/2024\/09\/20240919221623614.zip\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-bd77f053-2ddc-4794-a556-af983439273f\">\u4e0b\u8f7d<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u9879\u76ee\u80cc\u666f \u5fc3\u810f\u75be\u75c5\u4e00\u76f4\u662f\u5168\u7403\u5065\u5eb7\u7684\u4e3b\u8981\u6311\u6218\u4e4b\u4e00\uff0c\u5b83\u4e0d\u4ec5\u5f71\u54cd\u7740\u6570\u767e\u4e07\u4eba\u7684\u751f\u6d3b\u8d28\u91cf\uff0c\u800c\u4e14\u8fd8\u662f\u4e16\u754c\u8303\u56f4\u5185\u4e3b\u8981\u7684\u6b7b\u56e0\u4e4b 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