{"id":87877,"date":"2021-09-11T18:37:56","date_gmt":"2021-09-11T10:37:56","guid":{"rendered":"http:\/\/www.zhushiyao.com\/?p=87877"},"modified":"2021-09-11T18:38:19","modified_gmt":"2021-09-11T10:38:19","slug":"ad7d1cb422","status":"publish","type":"post","link":"http:\/\/www.zhushiyao.com\/?p=87877","title":{"rendered":"\u5f3a\u65e0\u654c\uff0c\u7528 Python \u590d\u73b0\u57fa\u4e8e\u5317\u5411\u8d44\u91d1\u7684\u62e9\u65f6\u7b56\u7565"},"content":{"rendered":"
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<\/p>\n<\/section>\n

\n
\"\u5f3a\u65e0\u654c\uff0c\u7528<\/section>\n<\/section>\n
\n

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\u5317\u4e0a\u8d44\u91d1?<\/span><\/h4>\n

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<\/span><\/p>\n

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\n<\/span><\/p>\n

\u5e38\u89c1\u7684\uff0c\u4e00\u822c \u6807\u51c6\u7684<\/strong> \u8d22\u7ecf\u7f51\u7ad9\u4f60\u5e94\u8be5\u4f1a\u770b\u5230\u4e0b\u9762\u8fd9\u79cd\u56fe\uff1a<\/span><\/p>\n

\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n

\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n

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\n<\/span><\/p>\n

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<\/p>\n<\/section>\n

\n
\"\u5f3a\u65e0\u654c\uff0c\u7528<\/section>\n<\/section>\n
\n

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\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n

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\"\u5f3a\u65e0\u654c\uff0c\u7528<\/figure>\n

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1. \u5bfc\u5165\u76f8\u5e94\u7684\u5e93<\/span><\/h5>\n
# \u5bfc\u5165\u76f8\u5e94\u7684\u5e93<\/span>\nimport<\/span> tushare as<\/span> ts\nimport<\/span> datetime\nimport<\/span> pandas as<\/span> pd\nimport<\/span> numpy as<\/span> np\n<\/code><\/pre>\n
2. \u901a\u8fc7\u63a5\u53e3 token \u94fe\u63a5\u5230 tushare<\/span><\/h5>\n
# \u5c06 token \u66ff\u6362\u6210\u4f60\u81ea\u5df1\u7684\u5c31\u884c<\/span>\ntoken = '\u66ff\u6362\u6210\u4f60\u81ea\u5df1\u7684token'<\/span>\npro = ts.pro_api(token)\n<\/code><\/pre>\n
3. \u83b7\u53d6\u4ea4\u6613\u65e5\u7684\u65e5\u671f\u5217\u8868<\/span><\/h5>\n
# \u83b7\u53d6\u6240\u6709\u4ea4\u6613\u65e5\u6570\u636e<\/span>\ntrade_date = pro.trade_cal(start_date='20180101'<\/span>,end_date=datetime.datetime.today().strftime('%Y%m%d'<\/span>))\ndate_list = list(trade_date[trade_date.is_open==1<\/span>]['cal_date'<\/span>].values)\n<\/code><\/pre>\n
4. \u83b7\u53d6\u5317\u4e0a\u8d44\u91d1\u7684\u65e5\u7c92\u5ea6\u6570\u636e<\/span><\/h5>\n
\u56e0\u4e3a\u5355\u6b21\u8bf7\u6c42\u9650\u5236\u4e3a300\u6761\uff0c\u6240\u4ee5\u8fd9\u4e00\u6b65\u53ef\u4ee5\u5206\u591a\u6b21\u83b7\u53d6<\/span><\/p>\n
# \u5355\u6b21\u8bf7\u6c42\u9650\u5236\u4e3a300\u6761\uff0c\u5206\u4e24\u6b21\u83b7\u53d6<\/span>\ndf_data1 = pro.moneyflow_hsgt(start_date=date_list[0<\/span>:300<\/span>][0<\/span>], end_date=date_list[0<\/span>:300<\/span>][-1<\/span>])\ndf_data2 = pro.moneyflow_hsgt(start_date=date_list[300<\/span>:600<\/span>][0<\/span>], end_date=date_list[300<\/span>:600<\/span>][-1<\/span>])\ndf_data3 = pro.moneyflow_hsgt(start_date=date_list[600<\/span>:][0<\/span>], end_date=date_list[600<\/span>:][-1<\/span>])\n# \u5408\u5e76\u6570\u636e<\/span>\ndf_data = df_data1.append([df_data2, df_data3], ignore_index=True<\/span>)\ndf_data = df_data.sort_values('trade_date'<\/span>,ascending=True<\/span>).reset_index(drop=True<\/span>)\n# \u91cd\u547d\u540d<\/span>\ndf_data = df_data.rename(columns={'ggt_ss'<\/span>:'\u6e2f\u80a1\u901a-\u4e0a\u6d77'<\/span>, 'ggt_sz'<\/span>:'\u6e2f\u80a1\u901a-\u6df1\u5733'<\/span>, 'hgt'<\/span>:'\u6caa\u80a1\u901a'<\/span>, 'sgt'<\/span>:'\u6df1\u80a1\u901a'<\/span>, 'north_money'<\/span>:'\u5317\u5411\u8d44\u91d1'<\/span>, 'south_money'<\/span>:'\u5357\u5411\u8d44\u91d1'<\/span>})\n<\/code><\/pre>\n
\u8d44\u91d1\u5bf9\u5e94\u7684\u5355\u4f4d\u662f \u767e\u4e07\uff0c\u4e3a\u4e86\u65b9\u4fbf\u67e5\u770b\uff0c\u8fd9\u91cc\u9700\u8981\u8fdb\u884c\u5355\u4f4d\u7684\u8f6c\u6362<\/span><\/p>\n
# \u5355\u4f4d\u6362\u7b97\uff1a\u767e\u4e07->\u4ebf<\/span>\ndf_data['\u6e2f\u80a1\u901a-\u4e0a\u6d77'<\/span>] = df_data['\u6e2f\u80a1\u901a-\u4e0a\u6d77'<\/span>]*0.01<\/span>\ndf_data['\u6e2f\u80a1\u901a-\u6df1\u5733'<\/span>] = df_data['\u6e2f\u80a1\u901a-\u6df1\u5733'<\/span>]*0.01<\/span>\ndf_data['\u6caa\u80a1\u901a'<\/span>] = df_data['\u6caa\u80a1\u901a'<\/span>]*0.01<\/span>\ndf_data['\u6df1\u80a1\u901a'<\/span>] = df_data['\u6df1\u80a1\u901a'<\/span>]*0.01<\/span>\ndf_data['\u5317\u5411\u8d44\u91d1'<\/span>] = df_data['\u5317\u5411\u8d44\u91d1'<\/span>]*0.01<\/span>\ndf_data['\u5357\u5411\u8d44\u91d1'<\/span>] = df_data['\u5357\u5411\u8d44\u91d1'<\/span>]*0.01<\/span>\n<\/code><\/pre>\n
\u8fd9\u91cc\u6709\u4e00\u70b9\u9700\u8981\u6ce8\u610f\uff0c\u56e0\u4e3a\u6709\u4e2a\u522b\u65e5\u671f\u5317\u4e0a\u8d44\u91d1\u662f\u65e0\u6cd5\u8fdb\u884c\u4ea4\u6613\u7684\u3002\u4f8b\u5982\uff1a6\u670830\u65e5-7\u67081\u65e5\u9999\u6e2f\u7279\u522b\u884c\u653f\u533a\u7eaa\u5ff5\u65e5\u3001\u91cd\u9633\u8282\u3001\u5723\u8bde\u8282\u7b49\u5747\u4f1a\u6709\u4f11\u5e02\u60c5\u51b5\u53d1\u751f\u3002<\/span><\/p>\n
\u6240\u4ee5\uff0c\u6709\u5fc5\u8981\u5254\u9664\u6389\u8fd9\u4e9b\u5317\u4e0a\u8d44\u91d1\u4f11\u5e02\u7684\u60c5\u51b5\u3002<\/span><\/p>\n
\u89c2\u5bdf\u6570\u636e\u4f60\u4f1a\u53d1\u73b0\uff0c\u5982\u679c\u6839\u636e \u5317\u4e0a\u8d44\u91d1=0<\/strong> \u8fd9\u4e2a\u6761\u4ef6\u53bb\u7b5b\u9009\uff0c\u90a3\u6070\u597d\u67d0\u4e00\u5929\u7684\u4e70\u5165\u5356\u51fa\u521a\u597d\u76f8\u7b49\uff0c\u8fd9\u79cd\u60c5\u51b5\u4e5f\u4f1a\u88ab\u8fc7\u6ee4\u6389\uff0c\u8fd9\u660e\u663e\u662f\u4e0d\u5408\u7406\u7684\u3002<\/span><\/p>\n
\u89e3\u51b3\u65b9\u6cd5\uff1a\u6839\u636e df_data[‘\u6caa\u80a1\u901a’].isna()<\/strong> \u5b57\u6bb5\u662f\u5426\u4e3a\u7a7a\u8fdb\u884c\u5224\u65ad\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/span><\/p>\n
# \u5254\u9664\u5317\u4e0a\u6682\u505c\u4ea4\u6613\u7684\u4ea4\u6613\u65e5<\/span>\ndf_data2 = df_data.loc[~df_data['\u6caa\u80a1\u901a'<\/span>].isna(), :].reset_index(drop=True<\/span>)\n<\/code><\/pre>\n
\u6570\u636e\u5904\u7406\u5b8c\u6bd5\u4e4b\u540e\uff0c\u5bf9\u5e94\u7684\u6570\u636e\u5e94\u8be5\u662f\u8fd9\u4e2a\u6837\u5b50\u7684\uff1a<\/span><\/p>\n
\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n
5. \u6838\u5fc3\u7b56\u7565\u5b9e\u73b0<\/span><\/h5>\n
\u518d\u6765\u56de\u987e\u4e00\u4e0b\u7b56\u7565\u7684\u5185\u5bb9\uff1a<\/span><\/p>\n
\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n
\u5bf9\u4e86\uff0c\u56fe\u4e2d\u7684 252 \u8868\u793a\u5927A\u4e00\u5e74\u4e2d\u7684\u4ea4\u6613\u65e5\uff0c\u4f60\u6ca1\u770b\u9519\uff0c\u5c31\u8fd9\u4e48\u591a
\n<\/span><\/p>\n
\u800c 1.5 \u500d\u6807\u51c6\u5dee\u5219\u662f\u7814\u62a5\u4e2d\u89c4\u5b9a\u7684\uff0c\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9009\u8fd9\u4e2a\u6570\u800c\u4e0d\u662f\u5176\u4ed6 1\u500d\u30012\u500d\u5462\uff1f<\/span><\/p>\n
\u7814\u62a5\u4e2d\u4e5f\u6709\u89e3\u91ca\u539f\u56e0\uff1a\u5176\u4e2d\u4e00\u5171\u9009\u53d6\u4e8610\u7ec4\u4e0d\u540c\u7684\u4e0a\u4e0b\u9650\u6807\u6ce8\u5dee\uff0c\u5e76\u4e14\u5206\u522b\u8fdb\u884c\u4e86\u56de\u6d4b\uff0c\u6700\u7ec8 \u4e0a\u9650+1.5 \u4e0b\u9650-1.5<\/strong> \u7684\u5e74\u5316\u6536\u76ca\u7387\u6700\u9ad8\uff0c\u8fbe\u5230\u4e86 37.54%<\/span><\/p>\n
ok\uff0c\u65e2\u7136\u4eba\u5bb6\u5df2\u7ecf\u90fd\u505a\u8fc7\u4e86\u5145\u5206\u7684\u56de\u6d4b\uff0c\u90a3\u6211\u4eec\u5c31\u76f4\u63a5\u5b9e\u73b0\u62ff\u6765\u7528\u5c31\u597d<\/span><\/p>\n
\u6838\u5fc3\u4ee3\u7801\u5982\u4e0b\uff1a<\/span><\/p>\n
\"\"\"\u904d\u5386\u6bcf\u4e00\u4e2a\u4ea4\u6613\u65e5\uff0c\u5bf9\u5317\u4e0a\u8fdb\u884c\u5206\u6790\"\"\"<\/span>\nsignal = '\u65e0\u4fe1\u53f7'<\/span>\nfor<\/span> index, row in<\/span> df_data2.iterrows():\n    if<\/span> index<252<\/span>:\n        continue<\/span>\n    df_data_temp = df_data2.iloc[index-252<\/span>:index]\n    # \u8ba1\u7b97\u8fd1 252 \u5929\u7684\u5e73\u5747\u6570\u548c\u6807\u51c6\u5dee<\/span>\n    average = df_data_temp['\u5317\u5411\u8d44\u91d1'<\/span>].sum()\/252<\/span>\n    std = df_data_temp['\u5317\u5411\u8d44\u91d1'<\/span>].std()\n    # \u8ba1\u7b97\u4e0a\u4e0b\u9650<\/span>\n    up_line = float(format(average + std * 1.5<\/span>, '.4f'<\/span>))\n    down_line = float(format(average - std * 1.5<\/span>, '.4f'<\/span>))\n<\/code><\/pre>\n
\u4ee5\u4e0a\u5206\u522b\u662f\u8ba1\u7b97\u51fa\u5f53\u5929\uff08\u4ece\u6570\u636e\u5f00\u59cb\u4ea4\u6613\u65e5\u7684\u7b2c252\u5929\u8d77\uff09\u4ee5\u524d 252 \u5929\u7684\u5e73\u5747\u503c\u3001\u6807\u51c6\u5dee\u3001\u4e0a\u9650\u548c\u4e0b\u9650<\/span><\/p>\n
\u5269\u4e0b\u7684\u5c31\u662f\u5bf9\u7ed3\u679c\u8fdb\u884c\u5224\u65ad\u548c\u8f93\u51fa\u5c31ok\uff0c\u4ee3\u7801\u5982\u4e0b\uff1a<\/span><\/p>\n
# \u5224\u65ad\u5e76\u8f93\u51fa<\/span>\nif<\/span> row['\u5317\u5411\u8d44\u91d1'<\/span>] >= up_line:\n signal = '\u770b\u591a'<\/span>\n print('{0}:<{1}> \u5317\u4e0a\u51c0\u4e70\u5165:{2}\u4ebf\u5143\uff0c\u770b\u591a\u7ebf:{3}\u4ebf\u5143, \u770b\u7a7a\u7ebf:{4}\u4ebf\u5143'<\/span>.format(row['trade_date'<\/span>], signal, format(row['\u5317\u5411\u8d44\u91d1'<\/span>], '.4f'<\/span>), up_line, down_line))\nelif<\/span> row['\u5317\u5411\u8d44\u91d1'<\/span>] <= down_line:\n signal = '\u770b\u7a7a'<\/span>\n print('{0}:<{1}> \u5317\u4e0a\u51c0\u4e70\u5165:{2}\u4ebf\u5143\uff0c\u770b\u591a\u7ebf:{3}\u4ebf\u5143, \u770b\u7a7a\u7ebf:{4}\u4ebf\u5143'<\/span>.format(row['trade_date'<\/span>], signal, format(row['\u5317\u5411\u8d44\u91d1'<\/span>], '.4f'<\/span>), up_line, down_line))\n\nif<\/span> index == df_data2.shape[0<\/span>]-1<\/span>:\n print('n\u6700\u65b0\u6570\u636en{0}: <{1}> n\u5317\u4e0a\u51c0\u4e70\u5165:{2}\u4ebf\u5143\uff0c\u770b\u591a\u7ebf:{3}\u4ebf\u5143, \u770b\u7a7a\u7ebf:{4}\u4ebf\u5143n'<\/span>.format(row['trade_date'<\/span>], signal, format(row['\u5317\u5411\u8d44\u91d1'<\/span>], '.4f'<\/span>), up_line, down_line))\n<\/code><\/pre>\n
\u622a\u53d6\u4e86\u8f93\u51fa\u7ed3\u679c\u7684\u4eca\u5e74\u7684\u90e8\u5206\uff0c\u5982\u4e0b\u56fe\uff1a<\/span><\/p>\n
\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n
\u53ef\u4ee5\u770b\u5230\uff0c\u622a\u6b62\u5230\u76ee\u524d\uff088\u670830\u65e5\u6536\u76d8\uff09\uff0c\u7b56\u7565\u7ed9\u51fa\u7684\u89c2\u70b9\u662f\u770b\u7a7a\uff0c\u5e76\u4e14\u662f\u4ece 7\u670826\u65e5 \u8d77\u5c31\u4e00\u76f4\u770b\u7a7a\u4e86\uff0c\u76f4\u5230\u4eca\u5929\u4e5f\u662f\u770b\u7a7a\u9636\u6bb5\u3002
\n<\/span><\/p>\n
\u53bb\u5238\u5546\u7f51\u7ad9\u4e0a\u770b\u4e00\u4e0b\u5317\u4e0a\u8d44\u91d1\u7684\u5386\u53f2\u6570\u636e\uff0c\u56fe\u662f\u8fd9\u6837\u7684\uff1a<\/span><\/p>\n
\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n
\u4ece7\u670826\u53f7\u4e4b\u540e\u7684\uff08\u56fe\u4e2d\u7684\u7ea2\u7bad\u5934\uff09\u8be5\u7b56\u7565\u7ed9\u51fa\u7684\u89c2\u70b9\u5c31\u662f\u770b\u7a7a\uff0c\u4f46\u662f\u4f60\u4ed4\u7ec6\u770b\u4e00\u4e0b\u7814\u62a5\u7ed9\u7684\u7b56\u7565\u6761\u4ef6\u662f\uff0c\u4eba\u5bb6\u8bf4\u7684\u662f\uff1a\u8be5\u65e5\u5317\u5411\u8d44\u91d1\u6d41\u5165\u89c4\u6a21<\/strong>\uff0c\u800c\u6211\u4eec\u901a\u8fc7 tushare \u83b7\u53d6\u5230\u7684\u662f\uff1a\u5317\u5411\u8d44\u91d1\u7684\u51c0\u4e70\u5165\u91d1\u989d<\/strong>
\n<\/span><\/p>\n
\u56e0\u4e3a\u6bcf\u65e5\u7684\u51c0\u6d41\u5165\u8f83\u51c0\u4e70\u5165\u5927\u5f88\u591a\uff0c\u6240\u4ee5\u5bf9\u5e94\u7684 1.5\u500d\u6807\u51c6\u5dee\u5c31\u9700\u8981\u76f8\u5e94\u7684\u6539\u52a8\u4e00\u4e0b\u3002<\/span><\/p>\n
\u6bd4\u5982\u8bf4\uff0c\u5f53\u4f60\u6539\u6210 \u4e0a\u9650+0.8 \u4e0b\u9650-0.8<\/strong>\uff0c\u5b83\u5bf9\u5e94\u7684\u7b56\u7565\u662f\u8fd9\u6837\u7684\uff1a<\/span><\/p>\n
\"\u5f3a\u65e0\u654c\uff0c\u7528<\/p>\n
\u5f53\u7136\u4e86\uff0c\u8fd9\u91cc\u7684 0.8 \u5176\u5b9e\u662f\u6211\u81ea\u5df1\u4e71\u6539\u7684\uff0c\u5e76\u6ca1\u6709\u7ecf\u8fc7\u56de\u6d4b\u9a8c\u8bc1\uff0c\u5728\u8fd9\u53ea\u662f\u4e3a\u4e86\u8bf4\u660e\u5bf9\u5e94\u7684\u6570\u636e\u4e0d\u540c\uff0c\u53c2\u6570\u4e5f\u8981\u6709\u6240\u8c03\u6574\u3002
\n<\/span><\/p>\n
\u611f\u5174\u8da3\u7684\u8bdd\u5927\u5bb6\u53ef\u4ee5\u53bb\u56de\u6d4b\u4e00\u4e0b\u51c0\u4e70\u5165\u91d1\u989d\u5bf9\u5e94\u7684\u4e0d\u540c\u53c2\u6570\u7684\u6536\u76ca\u7ed3\u679c\uff0c\u9009\u4e00\u4e2a\u6700\u5927\u7684\u7ed3\u679c\u5bf9\u5e94\u7684\u53c2\u6570\uff0c\u7136\u540e\u5c31\u53ef\u4ee5\u5f00\u542f\u8f7b\u677e\u7684\u5b9a\u6295\u6a21\u5f0f\u4e86\u3002<\/span><\/p>\n
\u5176\u5b9e\uff0c\u6211\u662f\u6709\u56de\u6d4b\u51fa\u6700\u4f18\u53c2\u6570\u7684\uff0c\u4f46\u662f\u62c5\u5fc3\u4f60\u4eec\u7528\u6211\u7684\u53c2\u6570\u5230\u65f6\u5019\u4e8f\u94b1\u4e86\u8f93\u4e0d\u8d77\uff0c\u76ee\u524d\u8fd8\u662f\u4e0d\u516c\u5f00\u51fa\u6765\u4e86\u3002<\/span><\/p>\n
\u5efa\u8bae\u81ea\u5df1\u591a\u8bd5\u8bd5\uff0c\u6295\u8d44\u672c\u5c31\u6ca1\u6709\u4e0d\u52b3\u800c\u83b7\u7684\u4e1c\u897f\uff01\u6216\u8bb8\u4f60\u7684\u53c2\u6570\u6536\u76ca\u4f1a\u6bd4\u6211\u66f4\u4f18\u5462\uff01<\/span><\/p>\n
\n
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\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n
1. <\/span><\/em>pandas100\u4e2a\u9a9a\u64cd\u4f5c<\/span><\/p>\n
2. <\/span><\/em><\/span>\u673a\u5668\u5b66\u4e60\u539f\u521b\u7cfb\u5217<\/span><\/p>\n
3. <\/span><\/em><\/span>\u6570\u636e\u79d1\u5b66\u5e72\u8d27\u4e0b\u8f7d<\/span><\/p>\n
\u6700\u540e\u7ed9\u5927\u5bb6<\/span>\u5206\u4eab\u300a10\u672c\u6570\u636e\u6316\u6398\u7535\u5b50\u4e66\u300b<\/span><\/strong>\uff0c\u5305\u62ec\u6570\u636e\u5206\u6790\u3001\u7edf\u8ba1\u5b66\u3001\u6570\u636e\u6316\u6398\u3001\u673a\u5668\u5b66\u4e60\u3002<\/span><\/span><\/section>\n
\u73b0\u5728\u514d\u8d39\u5206\u4eab\u51fa\u6765\uff0c\u6709\u9700\u8981\u7684\u8bfb\u8005\u53ef\u4ee5\u4e0b\u8f7d\u5b66\u4e60\uff0c\u5728\u4e0b\u9762\u7684\u516c\u4f17\u53f7\u300c\u6570\u636e\u6316\u6398\u5de5\u7a0b\u5e08<\/strong>\u300d\u91cc\u56de\u590d\u5173\u952e\u5b57\uff1a<\/span>\u6570\u636e\u6316\u6398<\/strong><\/span>\uff0c\u5c31\u884c\u3002<\/span><\/section>\n
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\u5927\u5bb6\u597d\uff0c\u6211\u662f\u5e05\u4e1c\u54e5\u3002 \u6700\u8fd1\u81ea\u5df1\u4e00\u76f4\u5728\u5b66\u4e60\u7406\u8d22\u76f8\u5173\u7684\u4e1c\u897f\uff0c\u6240\u4ee5\u540e\u9762\u4e00\u6bb5\u65f6\u95f4\uff0c\u53ef\u80fd\u4f1a\u591a\u5206\u4eab\u4e00\u4e9b\u8fd9\u65b9\u9762\u7684\u5b66\u4e60\u7b14\u8bb0 \u5176 … \u7ee7\u7eed\u9605\u8bfb\u201c\u5f3a\u65e0\u654c\uff0c\u7528 Python \u590d\u73b0\u57fa\u4e8e\u5317\u5411\u8d44\u91d1\u7684\u62e9\u65f6\u7b56\u7565\u201d<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[2],"tags":[8,185,281],"_links":{"self":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts\/87877"}],"collection":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=87877"}],"version-history":[{"count":2,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts\/87877\/revisions"}],"predecessor-version":[{"id":87892,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts\/87877\/revisions\/87892"}],"wp:attachment":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=87877"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=87877"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=87877"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}