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diff --git a/Processd_Data/sars_data.csv b/Processd_Data/sars_data.csv
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--- /dev/null
+++ b/Processd_Data/sars_data.csv
@@ -0,0 +1,1307 @@
+provinceEnglishName,DateTime,city_confirmIncrease,city_confirmedCount,city_curedIncrease,city_curedCount,city_deadIncrease,city_deadCount,city_suspectedIncrease,city_suspectedClear,city_suspectedCount,city_confirmIncrease_fromSuspected,city_confirmClear,city_doctorClear,Note,Ref,city_doctorIncrease,city_doctorCount
+all,2003-03-31,,1190,,,,46,,,,,,,,,,
+all,2003-04-02,,1220,,,,49,,,,,,,#ERROR!,,,
+all,2003-04-06,,1268,,,,53,,,,,,,,,,
+all,2003-04-09,,1290,,1025,,55,,,,,,,,,,
+all,2003-04-15 12:00,,1435,,1094,,64,,,,,,,4月10日以来，全国非典型肺炎的病人数有所增加，其中，山西增加了近50例，原因主要是，卫生部修改和颁发了《传染性非典型肺炎临床诊断标准（试行）》，同时也派出了专家工作组对过去可疑的病人进行确诊，使全国的病例数有所增加,,,
+all,2003-04-18,,1807,,1165,,79,,,,,,,,,,
+all,2003-04-21,,2001,,1201,,92,,,753,,,,最近三天，北京报告病例数增加较多，主要是将疑似病人进一步核实，一部分被确诊为非典型肺炎患者。北京报告的疑似病例数增加较多，主要是采取严格的防疫措施，加大了排查力度，将过去分散在有关医疗机构的隔离观察病例，进行集中收治。,,,456
+all,2003-04-22 20:00,,2305,,1231,,106,,,1093,,,,,,,517
+all,2003-04-23 20:00,,2422,,1254,,110,,,1278,,,,,,,541
+all,2003-04-24 20:00,180,2601,23,1227,5,115,330,,1482,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/f4442707fc3049d2a4d65eebc853cf64.shtml,38,578
+all,2003-04-26 10:00,154,2753,8,1285,7,122,327,,1730,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-04/27/content_5321187.htm,8,588
+all,2003-04-27 10:00,161,2914,14,1299,9,131,303,,1921,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-04/27/content_5321474.htm,22,610
+all,2003-04-28 10:00,203,3106,7,1306,8,139,290,,2106,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-05/07/content_5321948.htm,36,653
+all,2003-04-29 10:00,202,3303,16,1322,9,148,321,,2259,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-05/07/content_5322738.htm,57,709
+all,2003-04-30 10:00,166,3460,8,1332,11,159,224,,2203,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-05/07/content_5323381.htm,21,727
+all,2003-05-01 10:00,187,3638,19,1351,11,170,244,116,2219,40,9,2,,http://www.nhc.gov.cn/wjw/zcjd/201304/7d338c0082a94e908555ff1d553608c4.shtml,28,753
+all,2003-05-02 10:00,176,3799,21,1372,11,181,322,74,2459,80,15,3,,http://www.china.com.cn/zhuanti2005/txt/2003-05/07/content_5324051.htm,28,778
+all,2003-05-03 10:00,181,3971,34,1406,9,190,251,63,2553,94,9,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/07/content_5324285.htm,33,810
+all,2003-05-04 10:00,163,4125,10,1416,7,197,222,93,2599,83,9,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/07/content_5324598.htm,18,832
+all,2003-05-05 10:00,160,4280,17,1433,9,206,177,84,2604,88,5,0,截至5月5日10时，报告有疫情的省份仍为26个。海南、贵州、云南、西藏、青海5个省份尚未发现疫情。在报告有疫情的省份中，福建已经连续27天没有新发病例报告，山东连续11天没有新发病例报告。辽宁、黑龙江、浙江、湖南、新疆5个省份连续5天没有新增临床诊断病例报告。,http://www.china.com.cn/zhuanti2005/txt/2003-05/07/content_5324808.htm,19,851
+all,2003-05-06 10:00,138,4409,27,1460,8,214,189,70,2646,77,9,1,截至5月6日10时，报告有疫情的省份为25个。海南、贵州、云南、西藏、青海5个省份未发现疫情，新疆今天排除了仅剩的1例疑似病例。在报告有疫情的省份中，黑龙江没有临床诊断病例报告；福建已经连续28天没有新发病例报告，山东连续12天没有新发病例报告。4月21日以来，辽宁、浙江、湖南连续15天没有新增临床诊断病例报告。,http://www.nhc.gov.cn/wjw/zcjd/201304/7b70c91314a847e689eeba6146638ad8.shtml,33,883
+all,2003-05-07 10:00,159,4560,27,1487,5,219,204,92,2666,91,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/ccd44d4a5a5e4394ae7b7b0d13be5dfc.shtml,20,901
+all,2003-05-08 10:00,146,4698,43,1529,5,224,207,126,2648,99,8,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/08/content_5326489.htm,16,917
+all,2003-05-09 10:00,118,4805,53,1582,6,230,144,164,2566,62,11,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/09/content_5327148.htm,9,925
+all,2003-05-10 10:00,85,4884,38,1620,5,235,137,128,2526,49,6,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/10/content_5327450.htm,7,931
+all,2003-05-11 10:00,69,4948,32,1652,5,240,145,73,2559,39,5,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/11/content_5327813.htm,5,935
+all,2003-05-12 10:00,75,5013,41,1693,12,252,95,116,2476,62,10,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/12/content_5328349.htm,6,941
+all,2003-05-13 10:00,80,5086,72,1765,10,262,84,91,2412,57,7,4,,http://www.china.com.cn/zhuanti2005/txt/2003-05/13/content_5328992.htm,5,942
+all,2003-05-14 10:00,55,5124,46,1811,5,267,95,127,2349,31,17,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/14/content_5329578.htm,5,947
+all,2003-05-15 10:00,52,5163,47,1858,4,271,86,129,2278,28,13,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/15/content_5330197.htm,3,949
+all,2003-05-16 10:00,39,5191,89,1947,4,275,94,170,2173,29,11,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/16/content_5330855.htm,3,952
+all,2003-05-17 10:00,28,5209,62,2009,7,282,84,107,2132,18,10,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/17/content_5331217.htm,4,954
+all,2003-05-18 10:00,28,5233,70,2079,2,284,71,105,2082,16,4,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/18/content_5331500.htm,5,959
+all,2003-05-19 10:00,12,5236,69,2148,5,289,64,104,2036,6,9,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/19/content_5332042.htm,2,960
+all,2003-05-20 10:00,17,5248,106,2254,5,294,38,122,1936,15,5,2,,http://www.china.com.cn/zhuanti2005/txt/2003-05/20/content_5332683.htm,1,959
+all,2003-05-21 10:00,12,5249,81,2335,2,296,48,116,1857,11,11,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/21/content_5333377.htm,1,959
+all,2003-05-22 10:00,26,5271,110,2445,4,300,41,91,1788,19,5,2,,http://www.china.com.cn/zhuanti2005/txt/2003-05/22/content_5333975.htm,4,961
+all,2003-05-23 10:00,20,5285,99,2544,3,303,40,95,1714,19,8,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/23/content_5334762.htm,2,962
+all,2003-05-24 10:00,34,5309,131,2675,5,308,37,89,1632,30,10,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/24/content_5335323.htm,1,963
+all,2003-05-25 10:00,16,5316,67,2742,7,315,35,81,1573,13,9,2,,http://www.china.com.cn/zhuanti2005/txt/2003-05/25/content_5335673.htm,3,964
+all,2003-05-26 10:00,8,5316,87,2829,2,317,29,85,1510,7,8,1,,http://www.china.com.cn/zhuanti2005/txt/2003-05/26/content_5336231.htm,2,965
+all,2003-05-27 10:00,9,5322,115,2944,4,321,26,136,1393,7,3,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/27/content_5336901.htm,1,966
+all,2003-05-28 10:00,4,5323,92,3036,4,325,23,128,1287,1,3,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/28/content_5337383.htm,0,966
+all,2003-05-29 10:00,3,5325,85,3121,2,327,10,174,1120,3,1,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/29/content_5338074.htm,0,966
+all,2003-05-30 10:00,7,5328,129,3250,1,328,10,82,1042,6,4,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/30/content_5338678.htm,0,966
+all,2003-05-31 10:00,1,5328,121,3371,4,332,10,48,1003,1,1,0,,http://www.china.com.cn/zhuanti2005/txt/2003-05/31/content_5339015.htm,1,967
+all,2003-06-01 10:00,2,5328,62,3431,0,332,7,27,982,2,1,0,合计包括黑龙江、新疆、甘肃、江苏、安徽、陕西、浙江、河南、重庆、江西、宁夏、山东、福建、湖南等14个省份的原有疫情数字(累计临床诊断75例，累计疑似病例21例，累计治愈出院55例，累计死亡3例)。,http://www.china.com.cn/zhuanti2005/txt/2003-06/01/content_5339210.htm,1,968
+all,2003-06-02 10:00,0,5328,64,3495,2,334,9,26,965,0,0,0,合计包括黑龙江、新疆、甘肃、江苏、安徽、陕西、浙江、河南、重庆、江西、宁夏、山东、福建、湖南等14个省份的原有疫情数字（累计临床诊断病例75例，累计疑似病例22例，累计治愈出院57例，累计死亡4例）,http://www.china.com.cn/zhuanti2005/txt/2003-06/02/content_5339724.htm,0,968
+all,2003-06-03 10:00,3,5329,63,3558,0,334,3,36,929,3,2,0,合计包括黑龙江、新疆、甘肃、江苏、安徽、陕西、浙江、河南、重庆、江西、宁夏、山东、福建、湖南等14个省份的原有疫情数字（新增治愈出院2例，累计临床诊断病例75例，累计疑似病例22例，累计治愈出院59例，累计死亡4例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/04/content_5340142.htm,1,969
+all,2003-06-04 10:00,0,5329,116,3674,0,334,4,25,908,0,0,0,合计包括黑龙江、新疆、甘肃、江苏、安徽、陕西、浙江、河南、重庆、江西、宁夏、山东、福建、湖南等14个省份的原有疫情数字（新增治愈出院3例，新排除疑似病例1例，累计临床诊断病例75例，累计疑似病例15例，累计治愈出院62例，累计死亡4例）,http://www.china.com.cn/zhuanti2005/txt/2003-06/04/content_5340807.htm,0,969
+all,2003-06-05 10:00,0,5329,96,3770,2,336,4,17,895,0,0,0,合计包括黑龙江、新疆、甘肃、江苏、安徽、陕西、浙江、河南、重庆、江西、宁夏、山东、福建、湖南等14个省份的原有疫情数字（新增治愈出院3例，累计临床诊断病例75例，累计疑似病例15例，累计治愈出院65例，累计死亡4例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/05/content_5341265.htm,0,969
+all,2003-06-06 10:00,1,5329,99,3869,2,338,4,30,868,1,1,0,合计包括天津、吉林、黑龙江、新疆、甘肃、江苏、安徽、陕西、浙江、河南、重庆、江西、宁夏、山东、福建、湖南、广东等17个省份的原有疫情数字（新增治愈出院2例，新增疑似病例2例，新增排除疑似病例10例，累计临床诊断病例1796例，累计疑似病例101例，累计治愈出院1667例，累计死亡81例）,http://www.china.com.cn/zhuanti2005/txt/2003-06/06/content_5341843.htm,0,969
+all,2003-06-07 10:00,1,5330,65,3934,0,338,4,72,800,0,0,0,合计包括天津、吉林、黑龙江、新疆、甘肃、江苏、安徽、陕西、浙江、河南、重庆、江西、宁夏、山东、福建、湖南、广东、广西等18个省份的原有疫情数字（新增治愈出院4例，新增疑似病例2例，新增排除疑似病例12例，累计临床诊断病例1818例，累计疑似病例101例，累计治愈出院1684例，累计死亡84例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/07/content_5342139.htm,0,969
+all,2003-06-08 10:00,0,5328,124,4057,1,339,3,140,663,0,2,0,合计包括天津、吉林、黑龙江、江苏、浙江、安徽、福建、江西、山东、河南、湖北、湖南、广东、广西、重庆、陕西、甘肃、宁夏、新疆19个省份的原有疫情数字（新增治愈出院7例，新增疑似病例3例，新增排除疑似病例9例，累计临床诊断病例1825例，累计疑似病例88例，累计现住院治疗49例，累计治愈出院1699例，累计死亡85例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/08/content_5342345.htm,,
+all,2003-06-09 10:00,0,5328,129,4186,1,340,1,106,559,0,0,0,合计包括天津、吉林、黑龙江、江苏、浙江、安徽、福建、江西、山东、河南、湖北、湖南、广东、广西、重庆、陕西、甘肃、宁夏、新疆19个省份的原有疫情数字（新增治愈出院4例，新增死亡病例1例，新增疑似病例1例，新增排除疑似病例5例，累计临床诊断病例1825例，累计疑似病例83例（含今日更正新疆6月9日未排除疑似病例1例），累计现住院治疗44例，累计治愈出院1703例，累计死亡86例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/09/content_5342924.htm,,
+all,2003-06-10 10:00,0,5328,108,4294,3,343,0,116,443,0,0,0,合计包括天津、吉林、黑龙江、江苏、浙江、安徽、福建、江西、山东、河南、湖北、湖南、广东、广西、重庆、陕西、甘肃、宁夏、新疆19个省份的原有疫情数字（新增排除疑似病例8例，累计临床诊断病例1825例，累计疑似病例77例，累计现住院治疗34例，累计治愈出院1705例，累计死亡86例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/10/content_5343652.htm,,
+all,2003-06-11 10:00,1,5329,96,4390,0,343,3,118,327,1,0,0,“累计”栏为全国内地非典型肺炎累计数据，其中包括原有疫情省份天津、吉林、黑龙江、江苏、浙江、安徽、福建、江西、山东、河南、湖北、湖南、广东、广西、重庆、陕西、甘肃、宁夏、新疆的数据（当天排除疑似病例19例，累计临床诊断病例1825例，累计疑似病例58例，累计现住院治疗31例，累计治愈出院1708例，累计死亡86例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/11/content_5344472.htm,,
+all,2003-06-12 10:00,0,5328,67,4457,1,343,1,108,220,0,1,0,“累计”栏为全国内地非典型肺炎累计数据，其中包括原有疫情省份天津、吉林、黑龙江、上海、江苏、浙江、安徽、福建、江西、山东、河南、湖北、湖南、广东、广西、重庆、陕西、甘肃、宁夏、新疆的数据（当天新增疑似诊断病例1例，排除疑似病例5例，累计临床诊断病例1833例，累计疑似病例54例，累计现住院治疗31例，累计治愈出院1714例，累计死亡88例）。,http://www.china.com.cn/zhuanti2005/txt/2003-06/13/content_5345309.htm,,
+all,2003-06-13 10:00,0,5327,73,4530,0,343,1,101,120,0,1,0,“累计”栏为全国内地非典型肺炎累计数据，其中包括原有疫情省份天津、吉林、上海、江苏、浙江、安徽、福建、江西、山东、河南、湖北、湖南、广东、广西、重庆、陕西、甘肃、宁夏、新疆的数据（当天新增疑似病例1例，排除疑似病例16例，累计临床诊断病例1833例，累计疑似病例39例，累计现住院治疗27例，累计治愈出院1718例，累计死亡88例）。,china.com.cn/zhuanti2005/txt/2003-06/13/content_5346143.htm,,
+all,2003-06-14 10:00,0,5327,55,4585,2,345,3,70,53,0,0,0,“累计”栏为全国内地非典型肺炎累计数据。,http://www.china.com.cn/zhuanti2005/txt/2003-06/14/content_5346404.htm,,
+all,2003-06-15 10:00,0,5327,29,4614,0,345,0,3,50,0,0,0,“累计”栏为全国内地非典型肺炎累计数据。,http://www.china.com.cn/zhuanti2005/txt/2003-06/15/content_5346614.htm,,
+all,2003-06-16 10:00,0,5326,42,4656,1,346,0,0,50,0,1,0,“累计”栏为全国内地非典型肺炎累计数据。,http://www.china.com.cn/zhuanti2005/txt/2003-06/16/content_5347381.htm,,
+all,2003-06-17 10:00,0,5326,69,4725,0,346,2,0,50,0,0,0,,http://www.china.com.cn/zhuanti2005/txt/2003-06/17/content_5348299.htm,,
+all,2003-06-18 10:00,0,5326,37,4762,1,347,0,3,47,0,0,0,,http://www.china.com.cn/zhuanti2005/txt/2003-06/18/content_5349032.htm,,
+all,2003-06-19 10:00,0,5326,24,4786,0,347,0,23,24,0,0,0,,http://www.china.com.cn/zhuanti2005/txt/2003-06/19/content_5349857.htm,,
+all,2003-06-20 10:00,0,5326,20,4806,0,347,0,1,23,0,0,0,,http://www.china.com.cn/zhuanti2005/txt/2003-06/20/content_5350750.htm,,
+all,2003-06-21 10:00,0,5326,43,4849,0,347,1,1,23,0,0,0,,http://www.china.com.cn/zhuanti2005/txt/2003-06/21/content_5351010.htm,,
+all,2003-06-22 10:00,0,5326,26,4875,0,347,0,0,23,0,0,0,,http://www.china.com.cn/zhuanti2005/txt/2003-06/22/content_5351222.htm,,
+all,2003-06-23 10:00,0,5326,20,4895,0,347,0,0,23,0,0,0,,http://www.china.com.cn/zhuanti2005/txt/2003-06/23/content_5351925.htm,,
+all,2003-06-24 10:00,0,5326,6,4901,0,347,0,0,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-06/24/content_5352763.htm,,
+all,2003-06-25 16:00,1,5327,15,4916,1,348,0,0,,1,,,,http://www.china.com.cn/zhuanti2005/txt/2003-06/25/content_5353571.htm,,
+all,2003-06-26 16:00,0,,5,4921,0,,0,0,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-06/26/content_5354293.htm,,
+all,2003-06-28 16:00,0,,5,4926,0,,0,0,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-06/28/content_5355476.htm,,
+all,2003-06-29 10:00,0,,1,4927,0,,1,0,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-06/29/content_5355736.htm,,
+all,2003-06-30 10:00,0,,3,4930,0,,0,0,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/01/content_5357369.htm,,
+all,2003-07-02 10:00,,,3,4933,0,,1,0,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/02/content_5358150.htm,,
+all,2003-07-04 10:00,0,,1,4934,0,,0,0,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/04/content_5359694.htm,,
+all,2003-07-05 10:00,0,,3,4937,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/05/content_5360013.htm,,
+all,2003-07-08 10:00,,,2,4939,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/08/content_5361675.htm,,
+all,2003-07-10 10:00,,,2,4941,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/10/content_5363388.htm,,
+all,2003-07-12 10:00,,,1,4942,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/12/content_5364494.htm,,
+all,2003-07-13 10:00,,,2,4944,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/13/content_5364734.htm,,
+all,2003-07-27 10:00,,,,,1,349,,,,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/bf2a96c01f3b4c8f8e0bb0b1314f3a58.shtml,,
+all,2003-07-30 10:00,,,1,4948,,,,,,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/01c7d34e555d480eac988e88f7587076.shtml,,
+all,2003-08-02 10:00,,,1,4949,,,,,,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/6d801d1a777440e5b2da5aedb1dc2bc2.shtml,,
+all,2003-08-13 10:00,,,1,4950,,,,,,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/2477950c376f47bdaf5aa5f59ea43626.shtml,,
+all,2003-08-14 10:00,,,3,4953,,,,,,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/ca4172d681714f6184e7e13dd8a24f30.shtml,,
+all,2003-08-15 10:00,,,3,4956,,,,,,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/36ef18dc85b040b0ac8d804ceb90214d.shtml,,
+all,2003-08-16 10:00,,,3,4959,,,,,,,,,,http://www.nhc.gov.cn/wjw/zcjd/201304/a0d4975881e44d389195779773afaabc.shtml,,
+all,2003-07-15 10:00,,,1,4945,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/15/content_5366305.htm,,
+all,2003-07-16 10:00,,,1,4946,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/16/content_5367129.htm,,
+all,2003-07-17 10:00,,,1,4947,,,,,,,,,,http://www.china.com.cn/zhuanti2005/txt/2003-07/17/content_5367975.htm,,
+Anhui,2003-04-22 20:00,,0,,0,,0,,,1,,,,,,,0
+Anhui,2003-04-23 20:00,,1,,0,,0,,,0,,,,,,,0
+Anhui,2003-04-24 20:00,0,1,0,0,0,0,0,,0,,,,,,0,0
+Anhui,2003-04-26 10:00,0,1,0,0,0,0,1,,1,,,,,,0,0
+Anhui,2003-04-27 10:00,3,4,0,0,0,0,0,,1,,,,,,0,0
+Anhui,2003-04-28 10:00,0,4,0,0,0,0,1,,2,,,,,,0,0
+Anhui,2003-04-29 10:00,1,5,0,0,0,0,1,,3,,,,,,0,0
+Anhui,2003-04-30 10:00,2,7,0,0,0,0,1,,2,,,,,,0,0
+Anhui,2003-05-01 10:00,0,7,0,0,0,0,2,0,4,0,0,0,,,0,0
+Anhui,2003-05-02 10:00,2,9,0,0,0,0,4,0,8,0,0,0,,,0,0
+Anhui,2003-05-03 10:00,0,9,0,0,0,0,1,0,9,0,0,0,,,0,0
+Anhui,2003-05-04 10:00,0,8,0,0,0,0,1,2,8,0,1,0,安徽排除原临床诊断病例1例。,,0,0
+Anhui,2003-05-05 10:00,1,9,0,0,0,0,2,0,10,0,0,0,,,0,0
+Anhui,2003-05-06 10:00,0,9,0,0,0,0,3,0,13,0,0,0,,,0,0
+Anhui,2003-05-07 10:00,0,9,0,0,0,0,0,2,11,0,0,0,,,0,0
+Anhui,2003-05-08 10:00,0,9,0,0,0,0,0,0,11,0,0,0,,,0,0
+Anhui,2003-05-09 10:00,0,9,0,0,0,0,2,0,13,0,0,0,,,0,0
+Anhui,2003-05-10 10:00,1,10,0,0,0,0,0,0,13,0,0,0,,,0,0
+Anhui,2003-05-11 10:00,0,10,0,0,0,0,1,3,11,0,0,0,,,0,0
+Anhui,2003-05-12 10:00,0,10,0,0,0,0,0,0,11,0,0,0,,,0,0
+Anhui,2003-05-13 10:00,0,10,0,0,0,0,1,0,12,0,0,0,,,0,0
+Anhui,2003-05-14 10:00,0,10,1,1,0,0,0,2,10,0,0,0,,,0,0
+Anhui,2003-05-15 10:00,0,10,0,1,0,0,1,0,11,0,0,0,,,0,0
+Anhui,2003-05-16 10:00,0,10,2,3,0,0,0,0,11,0,0,0,,,0,0
+Anhui,2003-05-17 10:00,0,10,2,5,0,0,0,3,8,0,0,0,,,0,0
+Anhui,2003-05-18 10:00,0,10,1,6,0,0,0,0,8,0,0,0,,,0,0
+Anhui,2003-05-19 10:00,0,10,0,6,0,0,0,0,8,0,0,0,,,0,0
+Anhui,2003-05-20 10:00,0,10,0,6,0,0,0,0,8,0,0,0,,,0,0
+Anhui,2003-05-21 10:00,0,10,1,7,0,0,0,0,8,0,0,0,,,0,0
+Anhui,2003-05-22 10:00,0,10,0,7,0,0,0,0,8,0,0,0,,,0,0
+Anhui,2003-05-23 10:00,0,10,0,7,0,0,0,0,8,0,0,0,,,0,0
+Anhui,2003-05-24 10:00,0,10,1,8,0,0,0,0,8,0,0,0,,,0,0
+Anhui,2003-05-25 10:00,0,10,0,8,0,0,0,1,7,0,0,0,,,0,0
+Anhui,2003-05-26 10:00,0,10,0,8,0,0,0,0,7,0,0,0,,,0,0
+Anhui,2003-05-27 10:00,0,10,0,8,0,0,0,1,6,0,0,0,,,0,0
+Anhui,2003-05-28 10:00,0,10,1,9,0,0,0,2,4,0,0,0,,,0,0
+Anhui,2003-05-29 10:00,0,10,0,9,0,0,0,0,4,0,0,0,,,0,0
+Anhui,2003-05-30 10:00,0,10,0,9,0,0,0,1,3,0,0,0,,,0,0
+Anhui,2003-05-31 10:00,0,10,0,9,0,0,0,1,2,0,0,0,,,0,0
+Beijing,2003-03-31,,12,,,,3,,,,,,,,,,
+Beijing,2003-04-06,,19,,,,4,,,,,,,,,,
+Beijing,2003-04-09,,22,,1,,4,,,,,,,,,,
+Beijing,2003-04-15 12:00,,37,,8,,4,,,,,,,,,,
+Beijing,2003-04-21,,482,,43,,25,,,610,,,,,,,78
+Beijing,2003-04-22 20:00,,693,,55,,35,,,782,,,,,,,126
+Beijing,2003-04-23 20:00,,774,,64,,39,,,863,,,,今日北京报告诊断病例排除8例。,,,143
+Beijing,2003-04-24 20:00,103,877,9,73,3,42,161,,954,,,,,,17,160
+Beijing,2003-04-26 10:00,113,988,3,76,6,48,173,,1093,,,,北京排除临床诊断病例2例。,,7,167
+Beijing,2003-04-27 10:00,126,1114,2,78,8,56,162,,1191,,,,北京新增诊断病例126例中，76人为新发病例50人为疑似病例转为临床诊断病例。,,20,187
+Beijing,2003-04-28 10:00,96,1199,0,78,3,59,149,,1275,,,,北京新增96例中59人为新发病例，37人为疑似病例转为临床诊断病例。北京总数中排除临床诊断病例11例（含医务人员1例）。,,20,206
+Beijing,2003-04-29 10:00,152,1347,5,83,7,66,149,,1358,,,,北京新增152例中103例为新发病例，49例由疑似病例确诊。北京原诊断病例排除4例（含医务人员1例）。,,50,255
+Beijing,2003-04-30 10:00,101,1440,7,90,9,75,116,,1408,,,,北京101例新发病例中，70例为新收治病例，31例由疑似病例确诊。北京原诊断病例排除8例（含医务人员3例）。,,18,270
+Beijing,2003-05-01 10:00,122,1553,10,100,7,82,96,49,1415,40,9,2,北京122例新发病例中，82例为新收治病例，40例由疑似病例确诊。北京原诊断病例排除9例（含医务人员2例）。,,20,288
+Beijing,2003-05-02 10:00,96,1636,9,109,9,91,145,44,1468,48,13,3,北京排除原临床诊断病例13例（含医务人员3例）。,,15,300
+Beijing,2003-05-03 10:00,114,1741,6,115,5,96,104,31,1493,48,9,1,北京排除原临床诊断病例9例（含医务人员1例）。,,20,319
+Beijing,2003-05-04 10:00,69,1803,3,118,4,100,90,20,1537,26,7,1,北京排除原临床诊断病例7例（含医务人员1例）,,8,326
+Beijing,2003-05-05 10:00,98,1897,3,121,3,103,65,34,1510,58,4,0,北京排除原临床诊断病例4例。,,9,335
+Beijing,2003-05-06 10:00,70,1960,13,134,4,107,80,30,1523,37,7,1,北京排除原临床诊断病例7例（含医务人员1例，转疑似病例1例）。,,14,348
+Beijing,2003-05-07 10:00,97,2049,7,141,3,110,97,49,1514,57,8,2,北京排除原临床诊断病例8例（含医务人员2例，转疑似病例3例）。,,12,358
+Beijing,2003-05-08 10:00,94,2136,11,152,2,112,80,51,1486,57,7,0,北京排除原临床诊断病例7例（其中转疑似病例3例）。,,12,370
+Beijing,2003-05-09 10:00,48,2177,16,168,2,114,54,87,1425,28,7,1,北京排除原临床诊断病例7例（其中医务人员1例，转疑似病例2例）。,,3,372
+Beijing,2003-05-10 10:00,54,2227,7,175,2,116,45,49,1397,24,4,1,北京排除原临床诊断病例4例（其中医务人员1例）。,,4,375
+Beijing,2003-05-11 10:00,42,2265,11,186,4,120,51,16,1411,21,4,0,北京排除原临床诊断病例4例。,,4,379
+Beijing,2003-05-12 10:00,48,2304,17,203,9,129,48,42,1378,39,9,0,北京排除原临床诊断病例9例（其中2例转疑似病例）。,,5,384
+Beijing,2003-05-13 10:00,48,2347,41,244,5,134,35,41,1338,34,5,4,北京排除原临床诊断病例5例（其中医务人员4例，转疑似病例1例）。,,4,384
+Beijing,2003-05-14 10:00,39,2370,8,252,5,139,51,63,1308,18,16,0,北京排除原临床诊断病例16例。,,3,387
+Beijing,2003-05-15 10:00,27,2388,5,257,1,140,41,20,1317,12,9,0,北京排除原临床诊断病例9例（其中3例转为疑似病例）。,,2,389
+Beijing,2003-05-16 10:00,28,2405,16,273,1,141,43,73,1265,22,11,0,北京排除原临床诊断病例11例（其中2例转为疑似病例）。,,2,391
+Beijing,2003-05-17 10:00,19,2420,34,307,4,145,41,43,1250,13,4,0,北京排除原临床诊断病例4例（其中1例转为疑似病例）。,,2,393
+Beijing,2003-05-18 10:00,17,2434,25,332,2,147,32,24,1250,8,3,0,北京排除原临床诊断病例3例（其中1例转为疑似病例）。,,1,394
+Beijing,2003-05-19 10:00,7,2437,17,349,3,150,27,24,1249,4,4,0,北京由原临床诊断病例转疑似病例4例。,,2,396
+Beijing,2003-05-20 10:00,12,2444,46,395,4,154,17,31,1225,10,5,2,北京排除原临床诊断病例5例（其中医务人员2例，转疑似病例1例）。,,1,395
+Beijing,2003-05-21 10:00,8,2444,52,447,2,156,34,31,1221,7,8,0,北京排除原临床诊断病例8例（其中转疑似病例1例）。,,0,395
+Beijing,2003-05-22 10:00,15,2456,81,528,2,158,22,27,1205,11,3,1,"北京排除原临床诊断病例3例（其中转疑似病例1例,医务人员1例）。",,1,395
+Beijing,2003-05-23 10:00,15,2465,54,582,2,160,17,29,1179,14,6,1,北京排除原临床诊断病例6例（其中转疑似病例1例，医务人员1例）。,,1,395
+Beijing,2003-05-24 10:00,26,2490,85,667,3,163,19,40,1134,24,1,0,北京排除原临床诊断病例1例。,,1,396
+Beijing,2003-05-25 10:00,13,2499,37,704,4,167,16,35,1105,10,4,1,北京排除原临床诊断病例4例（其中医务人员1例）。,,1,396
+Beijing,2003-05-26 10:00,5,2504,43,747,1,168,20,52,1069,4,0,0,,,1,397
+Beijing,2003-05-27 10:00,9,2512,81,828,4,172,11,68,1005,7,1,0,北京市排除原临床诊断病例1例（转为疑似病例）。,,1,398
+Beijing,2003-05-28 10:00,3,2514,38,866,3,175,15,79,941,0,1,0,北京排除原临床诊断病例1例（转为疑似病例）。,,0,398
+Beijing,2003-05-29 10:00,3,2517,62,928,1,176,6,141,803,3,0,0,,,0,398
+Beijing,2003-05-30 10:00,6,2520,78,1006,1,177,6,44,760,5,3,0,北京3例原临床诊断病例转为疑似病例。,,0,398
+Beijing,2003-05-31 10:00,1,2521,81,1087,4,181,6,18,747,1,0,0,,,1,399
+Beijing,2003-06-01 10:00,1,2522,37,1124,0,181,4,11,739,1,0,0,,,0,399
+Beijing,2003-06-02 10:00,0,2522,33,1157,0,181,6,11,734,0,0,0,,,0,399
+Beijing,2003-06-03 10:00,2,2522,32,1189,0,181,2,10,724,2,2,0,北京排除原临床诊断病例2例（均转为疑似病例）。,,0,399
+Beijing,2003-06-04 10:00,0,2522,74,1263,0,181,2,8,718,0,0,0,,,0,399
+Beijing,2003-06-05 10:00,0,2522,58,1321,0,181,1,3,716,0,0,0,,,0,399
+Beijing,2003-06-06 10:00,0,2522,82,1403,2,183,2,5,713,0,0,0,,,0,399
+Beijing,2003-06-07 10:00,1,2523,43,1446,0,183,2,47,668,0,0,0,,,0,399
+Beijing,2003-06-08 10:00,0,2522,97,1543,1,184,0,118,550,0,1,0,北京排除1例临床诊断病例。,,,
+Beijing,2003-06-09 10:00,0,2522,110,1653,0,184,0,99,451,0,0,0,不包括7例死于其他疾病的非典型肺炎临床诊断病例。,,,
+Beijing,2003-06-10 10:00,0,2522,94,1747,2,186,0,100,351,0,0,0,不包括7例死于其他疾病的非典型肺炎临床诊断病例。,,,
+Beijing,2003-06-11 10:00,1,2523,74,1821,0,186,2,95,257,1,0,0,,,,
+Beijing,2003-06-12 10:00,0,2523,55,1876,1,187,0,102,155,0,0,0,,,,
+Beijing,2003-06-13 10:00,0,2522,68,1944,0,187,0,84,71,0,1,0,北京市排除原临床诊断病例1例。,,,
+Beijing,2003-06-14 10:00,0,2522,50,1994,2,189,2,69,4,0,0,0,,,,
+Beijing,2003-06-15 10:00,0,2522,21,2015,0,189,0,1,3,0,0,0,,,,
+Beijing,2003-06-16 10:00,0,2521,38,2053,1,190,0,0,3,0,1,0,北京排除原诊断病例1例；,,,
+Beijing,2003-06-17 10:00,0,2521,67,2120,0,190,2,0,5,0,0,0,,,,
+Beijing,2003-06-18 10:00,0,2521,34,2154,1,191,0,1,4,0,0,0,,,,
+Beijing,2003-06-19 10:00,0,2521,17,2171,0,191,0,1,3,0,0,0,经核实，北京临床诊断病例最后报告日期仍为6月11日。,,,
+Beijing,2003-06-20 10:00,0,2521,18,2189,0,191,0,0,3,0,0,0,,,,
+Beijing,2003-06-21 10:00,0,2521,42,2231,0,191,0,1,2,0,0,0,,,,
+Beijing,2003-06-22 10:00,0,2521,26,2257,0,191,0,0,2,0,0,0,,,,
+Beijing,2003-06-23 10:00,0,2521,20,2277,0,191,0,0,2,0,0,0,,,,
+Beijing,2003-06-24 10:00,0,,3,2280,,,,,,,,,,,,
+Beijing,2003-06-25 16:00,0,,3,2283,1,192,0,0,,,,,,,,
+Beijing,2003-06-26 16:00,0,,5,2288,0,,,,,,,,,,,
+Beijing,2003-06-28 16:00,0,,4,2292,0,,0,0,,,,,,,,
+Beijing,2003-06-30 10:00,0,,3,2295,0,,0,0,,,,,,,,
+Beijing,2003-07-04 10:00,0,,1,2296,0,,0,0,,,,,,,,
+Beijing,2003-07-05 10:00,,,3,2299,,,,,,,,,,,,
+Beijing,2003-07-08 10:00,,,2,2301,,,,,,,,,,,,
+Beijing,2003-07-10 10:00,,,2,2303,,,,,,,,,,,,
+Beijing,2003-07-12 10:00,,,1,2304,,,,,,,,,,,,
+Beijing,2003-07-13 10:00,,,2,2306,,,,,,,,,,,,
+Beijing,2003-07-27 10:00,,,,,1,193,,,,,,,,,,
+Beijing,2003-07-30 10:00,,,1,2310,,,,,,,,,,,,
+Beijing,2003-08-02 10:00,,,1,2311,,,,,,,,,,,,
+Beijing,2003-08-13 10:00,,,1,2312,,,,,,,,,,,,
+Beijing,2003-08-14 10:00,,,3,2315,,,,,,,,,,,,
+Beijing,2003-08-15 10:00,,,3,2318,,,,,,,,,,,,
+Beijing,2003-08-16 10:00,,,3,2321,,,,,,,,,,,,
+Beijing,2003-07-15 10:00,,,1,2307,,,,,,,,,,,,
+Beijing,2003-07-16 10:00,,,1,2308,,,,,,,,,,,,
+Beijing,2003-07-17 10:00,,,1,2309,,,,,,,,,,,,
+Chongqing,2003-04-21,,0,,0,,0,,,0,,,,,,,1
+Chongqing,2003-04-22 20:00,,0,,0,,0,,,1,,,,,,,0
+Chongqing,2003-04-23 20:00,,0,,0,,0,,,1,,,,,,,0
+Chongqing,2003-04-24 20:00,0,0,0,0,0,0,1,,2,,,,,,0,0
+Chongqing,2003-04-26 10:00,0,0,0,0,0,0,1,,3,,,,,,0,0
+Chongqing,2003-04-27 10:00,0,0,0,0,0,0,0,,3,,,,,,0,0
+Chongqing,2003-04-28 10:00,0,0,0,0,0,0,1,,4,,,,,,0,0
+Chongqing,2003-04-29 10:00,0,0,0,0,0,0,2,,6,,,,,,0,0
+Chongqing,2003-04-30 10:00,0,0,0,0,0,0,0,,6,,,,,,0,0
+Chongqing,2003-05-01 10:00,0,0,0,0,0,0,0,0,6,0,0,0,,,0,0
+Chongqing,2003-05-02 10:00,0,0,0,0,0,0,1,0,7,0,0,0,,,0,0
+Chongqing,2003-05-03 10:00,0,0,0,0,0,0,0,0,7,0,0,0,,,0,0
+Chongqing,2003-05-04 10:00,1,1,0,0,0,0,2,0,8,1,0,0,,,0,0
+Chongqing,2003-05-05 10:00,0,1,0,0,0,0,0,0,8,0,0,0,,,0,0
+Chongqing,2003-05-06 10:00,0,1,0,0,0,0,0,0,8,0,0,0,,,0,0
+Chongqing,2003-05-07 10:00,2,3,0,0,0,0,1,0,7,2,0,0,,,0,0
+Chongqing,2003-05-08 10:00,0,3,0,0,0,0,0,0,7,0,0,0,,,0,0
+Chongqing,2003-05-09 10:00,0,3,0,0,0,0,0,0,7,0,0,0,,,0,0
+Chongqing,2003-05-10 10:00,0,3,0,0,0,0,1,0,8,0,0,0,,,0,0
+Chongqing,2003-05-11 10:00,0,3,0,0,0,0,1,0,9,0,0,0,,,0,0
+Chongqing,2003-05-12 10:00,0,3,0,0,0,0,0,0,9,0,0,0,,,0,0
+Chongqing,2003-05-13 10:00,0,3,0,0,0,0,0,0,9,0,0,0,,,0,0
+Chongqing,2003-05-14 10:00,0,3,0,0,0,0,0,0,9,0,0,0,,,0,0
+Chongqing,2003-05-15 10:00,0,3,0,0,0,0,0,0,9,0,0,0,,,0,0
+Chongqing,2003-05-16 10:00,0,3,0,0,0,0,0,2,7,0,0,0,,,0,0
+Chongqing,2003-05-17 10:00,0,3,0,0,0,0,0,0,7,0,0,0,,,0,0
+Chongqing,2003-05-18 10:00,0,3,0,0,0,0,0,0,7,0,0,0,,,0,0
+Chongqing,2003-05-19 10:00,0,3,0,0,0,0,0,0,7,0,0,0,,,0,0
+Chongqing,2003-05-20 10:00,0,3,0,0,0,0,0,0,7,0,0,0,,,0,0
+Chongqing,2003-05-21 10:00,0,3,0,0,0,0,0,3,4,0,0,0,,,0,0
+Chongqing,2003-05-22 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-23 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-24 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-25 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-26 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-27 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-28 10:00,0,3,1,1,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-29 10:00,0,3,0,1,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-30 10:00,0,3,0,1,0,0,0,0,4,0,0,0,,,0,0
+Chongqing,2003-05-31 10:00,0,3,0,1,0,0,0,2,2,0,0,0,,,0,0
+Fujian,2003-04-15 12:00,,3,,0,,0,,,,,,,,,,
+Fujian,2003-04-22 20:00,,3,,1,,0,,,0,,,,,,,0
+Fujian,2003-04-23 20:00,,3,,1,,0,,,0,,,,,,,0
+Fujian,2003-04-24 20:00,0,3,0,1,0,0,0,,0,,,,,,0,0
+Fujian,2003-04-26 10:00,0,3,0,1,0,0,0,,0,,,,,,0,0
+Fujian,2003-04-27 10:00,0,3,0,1,0,0,0,,0,,,,,,0,0
+Fujian,2003-04-28 10:00,0,3,0,1,0,0,0,,0,,,,,,0,0
+Fujian,2003-04-29 10:00,0,3,0,1,0,0,0,,0,,,,,,0,0
+Fujian,2003-04-30 10:00,0,3,0,1,0,0,0,,0,,,,,,0,0
+Fujian,2003-05-01 10:00,0,3,1,2,0,0,0,0,0,0,0,0,,,0,0
+Fujian,2003-05-02 10:00,0,3,0,2,0,0,0,0,0,0,0,0,,,0,0
+Fujian,2003-05-03 10:00,0,3,0,2,0,0,0,0,0,0,0,0,,,0,0
+Fujian,2003-05-04 10:00,0,3,0,2,0,0,0,0,0,0,0,0,,,0,0
+Fujian,2003-05-05 10:00,0,3,0,2,0,0,0,0,0,0,0,0,,,0,0
+Fujian,2003-05-06 10:00,0,3,0,2,0,0,0,0,0,0,0,0,,,0,0
+Fujian,2003-05-07 10:00,0,3,0,2,0,0,1,0,1,0,0,0,,,0,0
+Fujian,2003-05-08 10:00,0,3,0,2,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-09 10:00,0,3,1,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-10 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-11 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-12 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-13 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-14 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-15 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-16 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-17 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-18 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-19 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-20 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-21 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-22 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-23 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-24 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-25 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-26 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-27 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-28 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-29 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-30 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Fujian,2003-05-31 10:00,0,3,0,3,0,0,0,0,1,0,0,0,,,0,0
+Gansu,2003-04-22 20:00,,2,,0,,0,,,2,,,,,,,0
+Gansu,2003-04-23 20:00,,2,,0,,0,,,2,,,,,,,0
+Gansu,2003-04-24 20:00,0,2,0,0,0,0,0,,2,,,,,,0,0
+Gansu,2003-04-26 10:00,0,2,0,0,0,0,0,,2,,,,,,0,0
+Gansu,2003-04-27 10:00,0,2,0,0,0,0,0,,2,,,,,,0,0
+Gansu,2003-04-28 10:00,1,3,0,0,1,1,0,,2,,,,,,0,0
+Gansu,2003-04-29 10:00,0,3,0,0,0,1,1,,3,,,,,,0,0
+Gansu,2003-04-30 10:00,0,3,0,0,0,1,0,,3,,,,,,0,0
+Gansu,2003-05-01 10:00,0,3,0,0,0,1,0,1,3,0,0,0,,,0,0
+Gansu,2003-05-02 10:00,0,3,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-03 10:00,0,3,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-04 10:00,2,5,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-05 10:00,0,5,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-06 10:00,1,6,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-07 10:00,0,6,0,0,0,1,1,0,3,0,0,0,,,0,0
+Gansu,2003-05-08 10:00,0,6,0,0,0,1,0,0,3,0,0,0,,,0,0
+Gansu,2003-05-09 10:00,1,7,0,0,0,1,0,0,3,0,0,0,,,0,0
+Gansu,2003-05-10 10:00,0,7,0,0,0,1,0,0,3,0,0,0,,,0,0
+Gansu,2003-05-11 10:00,1,8,0,0,0,1,0,1,2,0,0,0,,,0,0
+Gansu,2003-05-12 10:00,0,8,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-13 10:00,0,8,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-14 10:00,0,8,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-15 10:00,0,8,0,0,0,1,0,0,2,0,0,0,,,0,0
+Gansu,2003-05-16 10:00,0,8,1,1,0,1,0,1,1,0,0,0,,,0,0
+Gansu,2003-05-17 10:00,0,8,0,1,0,1,0,0,1,0,0,0,,,0,0
+Gansu,2003-05-18 10:00,0,8,0,1,0,1,0,0,1,0,0,0,,,0,0
+Gansu,2003-05-19 10:00,0,8,0,1,0,1,0,0,1,0,0,0,,,0,0
+Gansu,2003-05-20 10:00,0,8,0,1,0,1,0,1,0,0,0,0,,,0,0
+Gansu,2003-05-21 10:00,0,8,1,2,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-22 10:00,0,8,0,2,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-23 10:00,0,8,0,2,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-24 10:00,0,8,0,2,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-25 10:00,0,8,1,3,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-26 10:00,0,8,0,3,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-27 10:00,0,8,1,4,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-28 10:00,0,8,0,4,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-29 10:00,0,8,0,4,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-30 10:00,0,8,1,5,0,1,0,0,0,0,0,0,,,0,0
+Gansu,2003-05-31 10:00,0,8,0,5,0,1,0,0,0,0,0,0,,,0,0
+Guangdong,2003-03-31,,1153,,,,40,,,,,,,,,,
+Guangdong,2003-04-06,,1203,,,,43,,,,,,,,,,
+Guangdong,2003-04-09,,1213,,1004,,44,,,,,,,,,,
+Guangdong,2003-04-15 12:00,,1273,,1063,,45,,,,,,,,,,
+Guangdong,2003-04-21,,1317,,1136,,48,,,,,,,,,,329
+Guangdong,2003-04-22 20:00,,1344,,1146,,49,,,83,,,,,,,337
+Guangdong,2003-04-23 20:00,,1359,,1159,,49,,,102,,,,,,,341
+Guangdong,2003-04-24 20:00,15,1374,14,1173,1,50,51,,127,,,,,,1,342
+Guangdong,2003-04-26 10:00,5,1379,5,1178,1,51,61,,176,,,,,,0,342
+Guangdong,2003-04-27 10:00,3,1382,7,1185,0,51,54,,202,,,,,,0,342
+Guangdong,2003-04-28 10:00,13,1395,6,1191,0,51,51,,233,,,,,,0,342
+Guangdong,2003-04-29 10:00,4,1399,10,1201,0,51,54,,277,,,,,,0,342
+Guangdong,2003-04-30 10:00,6,1405,0,1201,0,51,33,,169,,,,,,0,342
+Guangdong,2003-05-01 10:00,7,1412,5,1206,0,51,37,10,196,0,0,0,,,0,342
+Guangdong,2003-05-02 10:00,9,1421,2,1208,0,51,71,0,267,0,0,0,,,1,343
+Guangdong,2003-05-03 10:00,11,1432,25,1233,0,51,69,6,330,0,0,0,,,0,343
+Guangdong,2003-05-04 10:00,9,1441,4,1237,0,51,61,56,326,9,0,0,,,0,343
+Guangdong,2003-05-05 10:00,12,1453,8,1245,3,54,40,4,361,1,0,0,,,0,343
+Guangdong,2003-05-06 10:00,12,1465,6,1251,1,55,50,18,389,4,0,0,,,1,344
+Guangdong,2003-05-07 10:00,13,1478,5,1256,0,55,38,22,403,2,0,0,,,0,344
+Guangdong,2003-05-08 10:00,7,1485,17,1273,1,56,53,31,419,6,0,0,,,0,344
+Guangdong,2003-05-09 10:00,17,1502,15,1288,0,56,38,36,414,7,0,0,,,1,345
+Guangdong,2003-05-10 10:00,2,1504,17,1305,0,56,41,31,422,2,0,0,,,0,345
+Guangdong,2003-05-11 10:00,2,1506,9,1314,0,56,44,24,441,1,0,0,,,0,345
+Guangdong,2003-05-12 10:00,3,1509,5,1319,0,56,23,37,426,1,0,0,,,0,345
+Guangdong,2003-05-13 10:00,0,1509,3,1322,0,56,25,16,435,0,0,0,,,0,345
+Guangdong,2003-05-14 10:00,1,1510,5,1327,0,56,15,34,415,1,0,0,,,0,345
+Guangdong,2003-05-15 10:00,3,1513,15,1342,0,56,14,62,367,0,0,0,,,1,346
+Guangdong,2003-05-16 10:00,2,1515,11,1353,0,56,10,57,320,0,0,0,,,0,346
+Guangdong,2003-05-17 10:00,2,1514,2,1355,0,56,11,34,297,0,3,0,广东临床诊断病例转疑似病例3例。,,0,346
+Guangdong,2003-05-18 10:00,0,1514,8,1363,0,56,17,57,257,0,0,0,,,0,346
+Guangdong,2003-05-19 10:00,0,1514,25,1388,0,56,14,51,220,0,0,0,,,0,346
+Guangdong,2003-05-20 10:00,0,1514,27,1415,0,56,9,56,173,0,0,0,,,0,346
+Guangdong,2003-05-21 10:00,0,1513,4,1419,0,56,9,52,130,0,1,0,广东省排除原临床诊断病例1例。,,0,346
+Guangdong,2003-05-22 10:00,0,1513,4,1423,1,57,8,26,112,0,0,0,,,0,346
+Guangdong,2003-05-23 10:00,0,1513,5,1428,0,57,11,13,110,0,0,0,,,0,346
+Guangdong,2003-05-24 10:00,0,1513,1,1429,0,57,11,18,103,0,0,0,,,0,346
+Guangdong,2003-05-25 10:00,0,1513,3,1432,0,57,14,6,111,0,0,0,,,0,346
+Guangdong,2003-05-26 10:00,0,1513,1,1433,0,57,5,7,109,0,0,0,,,0,346
+Guangdong,2003-05-27 10:00,0,1512,1,1434,0,57,12,40,81,0,1,0,广东省排除原临床诊断病例1例。,,0,346
+Guangdong,2003-05-28 10:00,0,1511,2,1436,0,57,2,22,61,0,1,0,广东排除原临床诊断病例1例。,,0,346
+Guangdong,2003-05-29 10:00,0,1511,2,1438,0,57,2,12,51,0,0,0,,,0,346
+Guangdong,2003-05-30 10:00,0,1511,1,1439,0,57,3,5,49,0,0,0,,,0,346
+Guangdong,2003-05-31 10:00,0,1511,2,1441,0,57,4,14,39,0,0,0,,,0,346
+Guangdong,2003-06-01 10:00,0,1511,1,1442,0,57,3,6,36,0,0,0,,,0,346
+Guangdong,2003-06-02 10:00,0,1511,3,1445,0,57,1,5,32,0,0,0,,,0,346
+Guangdong,2003-06-03 10:00,0,1511,0,1445,0,57,1,13,20,0,0,0,,,0,346
+Guangdong,2003-06-04 10:00,0,1511,2,1447,0,57,1,4,17,0,0,0,,,0,346
+Guangdong,2003-06-05 10:00,0,1511,0,1447,0,57,2,5,14,0,0,0,,,0,346
+Guangdong,2003-06-25 16:00,1,1512,,,,,,,,1,,,,,,
+Guangdong,2003-06-29 10:00,0,,1,,,,1,0,,,,,,,,
+Guangdong,2003-07-02 10:00,0,,3,,,,1,0,,,,,,,,
+Guangxi,2003-03-31,,11,,,,3,,,,,,,,,,
+Guangxi,2003-04-06,,11,,,,3,,,,,,,,,,
+Guangxi,2003-04-09,,12,,8,,3,,,,,,,,,,
+Guangxi,2003-04-15 12:00,,12,,8,,3,,,,,,,,,,
+Guangxi,2003-04-21,,14,,8,,3,,,1,,,,,,,0
+Guangxi,2003-04-22 20:00,,15,,8,,3,,,2,,,,,,,0
+Guangxi,2003-04-23 20:00,,16,,8,,3,,,2,,,,,,,0
+Guangxi,2003-04-24 20:00,1,16,0,8,0,3,0,,2,,,,今天报告排除1例诊断病例，总数为16例,,0,0
+Guangxi,2003-04-26 10:00,0,16,0,8,0,3,2,,4,,,,,,0,0
+Guangxi,2003-04-27 10:00,0,16,0,8,0,3,1,,5,,,,,,0,0
+Guangxi,2003-04-28 10:00,0,16,0,8,0,3,0,,5,,,,,,0,0
+Guangxi,2003-04-29 10:00,1,17,0,8,0,3,0,,4,,,,,,0,0
+Guangxi,2003-04-30 10:00,1,18,0,8,0,3,0,,2,,,,,,0,0
+Guangxi,2003-05-01 10:00,0,18,0,8,0,3,0,0,2,0,0,0,,,0,0
+Guangxi,2003-05-02 10:00,2,20,0,8,0,3,3,0,4,1,0,0,,,0,0
+Guangxi,2003-05-03 10:00,0,20,0,8,0,3,0,1,3,0,0,0,,,0,0
+Guangxi,2003-05-04 10:00,0,20,0,8,0,3,2,0,5,0,0,0,,,0,0
+Guangxi,2003-05-05 10:00,0,20,0,8,0,3,0,1,4,0,0,0,,,0,0
+Guangxi,2003-05-06 10:00,0,20,1,9,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-07 10:00,0,20,0,9,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-08 10:00,0,20,0,9,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-09 10:00,0,20,0,9,0,3,0,1,3,0,0,0,,,0,0
+Guangxi,2003-05-10 10:00,0,20,0,9,0,3,0,0,3,0,0,0,,,0,0
+Guangxi,2003-05-11 10:00,0,20,0,9,0,3,0,0,3,0,0,0,,,0,0
+Guangxi,2003-05-12 10:00,0,20,0,9,0,3,1,0,4,0,0,0,,,0,0
+Guangxi,2003-05-13 10:00,0,20,0,9,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-14 10:00,0,20,0,9,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-15 10:00,0,20,0,9,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-16 10:00,0,20,1,10,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-17 10:00,1,21,2,12,0,3,1,0,5,0,0,0,,,0,0
+Guangxi,2003-05-18 10:00,1,22,1,13,0,3,0,1,4,0,0,0,,,0,0
+Guangxi,2003-05-19 10:00,0,22,0,13,0,3,0,0,4,0,0,0,,,0,0
+Guangxi,2003-05-20 10:00,0,22,0,13,0,3,1,0,5,0,0,0,,,0,0
+Guangxi,2003-05-21 10:00,0,22,0,13,0,3,0,0,5,0,0,0,,,0,0
+Guangxi,2003-05-22 10:00,0,22,0,13,0,3,0,1,4,0,0,0,,,0,0
+Guangxi,2003-05-23 10:00,0,22,0,13,0,3,0,1,3,0,0,0,,,0,0
+Guangxi,2003-05-24 10:00,0,22,0,13,0,3,0,1,2,0,0,0,,,0,0
+Guangxi,2003-05-25 10:00,0,22,0,13,0,3,0,1,1,0,0,0,,,0,0
+Guangxi,2003-05-26 10:00,0,22,0,13,0,3,0,0,1,0,0,0,,,0,0
+Guangxi,2003-05-27 10:00,0,22,0,13,0,3,0,0,1,0,0,0,,,0,0
+Guangxi,2003-05-28 10:00,0,22,0,13,0,3,0,1,0,0,0,0,,,0,0
+Guangxi,2003-05-29 10:00,0,22,0,13,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-05-30 10:00,0,22,3,16,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-05-31 10:00,0,22,0,16,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-06-01 10:00,0,22,0,16,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-06-02 10:00,0,22,1,17,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-06-03 10:00,0,22,0,17,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-06-04 10:00,0,22,0,17,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-06-05 10:00,0,22,0,17,0,3,0,0,0,0,0,0,,,0,0
+Guangxi,2003-06-06 10:00,0,22,0,17,0,3,0,0,0,0,0,0,,,0,0
+Guizhou,2003-04-22 20:00,,0,,0,,0,,,1,,,,,,,0
+Guizhou,2003-04-23 20:00,,0,,0,,0,,,0,,,,贵州原有1例疑似病例，今日被排除。,,,0
+Henan,2003-04-21,,3,,0,,0,,,1,,,,,,,0
+Henan,2003-04-22 20:00,,6,,0,,0,,,1,,,,,,,0
+Henan,2003-04-23 20:00,,8,,0,,0,,,3,,,,,,,1
+Henan,2003-04-24 20:00,1,9,0,0,0,0,1,,4,,,,,,0,1
+Henan,2003-04-26 10:00,1,10,0,0,0,0,1,,4,,,,,,0,1
+Henan,2003-04-27 10:00,0,10,0,0,0,0,3,,7,,,,,,0,1
+Henan,2003-04-28 10:00,1,11,0,0,0,0,3,,10,,,,,,0,1
+Henan,2003-04-29 10:00,1,12,0,0,0,0,3,,13,,,,,,0,1
+Henan,2003-04-30 10:00,0,12,0,0,0,0,3,,16,,,,,,0,1
+Henan,2003-05-01 10:00,1,13,0,0,0,0,2,0,18,0,0,0,,,0,1
+Henan,2003-05-02 10:00,1,14,0,0,0,0,1,6,13,0,0,0,,,0,1
+Henan,2003-05-03 10:00,0,14,0,0,0,0,1,0,14,0,0,0,,,0,1
+Henan,2003-05-04 10:00,0,14,0,0,0,0,1,0,15,0,0,0,,,0,1
+Henan,2003-05-05 10:00,0,14,1,1,0,0,1,1,15,0,0,0,,,0,1
+Henan,2003-05-06 10:00,0,14,0,1,0,0,0,1,14,0,0,0,,,0,1
+Henan,2003-05-07 10:00,1,15,0,1,0,0,1,0,15,0,0,0,,,0,1
+Henan,2003-05-08 10:00,0,15,1,2,0,0,0,1,14,0,0,0,,,0,1
+Henan,2003-05-09 10:00,0,15,1,3,0,0,0,0,14,0,0,0,,,0,1
+Henan,2003-05-10 10:00,0,15,0,3,0,0,1,2,13,0,0,0,,,0,1
+Henan,2003-05-11 10:00,0,15,1,4,0,0,1,0,14,0,0,0,,,0,1
+Henan,2003-05-12 10:00,0,15,1,5,0,0,0,0,14,0,0,0,,,0,1
+Henan,2003-05-13 10:00,0,15,0,5,0,0,0,0,14,0,0,0,,,0,1
+Henan,2003-05-14 10:00,0,15,0,5,0,0,0,1,13,0,0,0,,,0,1
+Henan,2003-05-15 10:00,0,15,0,5,0,0,0,3,10,0,0,0,,,0,1
+Henan,2003-05-16 10:00,0,15,0,5,0,0,0,1,9,0,0,0,,,0,1
+Henan,2003-05-17 10:00,0,15,0,5,0,0,1,0,10,0,0,0,,,0,1
+Henan,2003-05-18 10:00,0,15,0,5,0,0,1,0,11,0,0,0,,,0,1
+Henan,2003-05-19 10:00,0,15,0,5,0,0,0,4,7,0,0,0,,,0,1
+Henan,2003-05-20 10:00,0,15,0,5,0,0,1,1,7,0,0,0,,,0,1
+Henan,2003-05-21 10:00,0,15,0,5,0,0,0,0,7,0,0,0,,,0,1
+Henan,2003-05-22 10:00,0,15,1,6,0,0,0,1,6,0,0,0,,,0,1
+Henan,2003-05-23 10:00,0,15,1,7,0,0,0,1,5,0,0,0,,,0,1
+Henan,2003-05-24 10:00,0,15,0,7,0,0,0,0,5,0,0,0,,,0,1
+Henan,2003-05-25 10:00,0,15,0,7,0,0,0,1,4,0,0,0,,,0,1
+Henan,2003-05-26 10:00,0,15,0,7,0,0,1,0,5,0,0,0,,,0,1
+Henan,2003-05-27 10:00,0,15,0,7,0,0,0,1,4,0,0,0,,,0,1
+Henan,2003-05-28 10:00,0,15,1,8,0,0,0,1,3,0,0,0,,,0,1
+Henan,2003-05-29 10:00,0,15,1,9,0,0,0,0,3,0,0,0,,,0,1
+Henan,2003-05-30 10:00,0,15,1,10,0,0,0,0,3,0,0,0,,,0,1
+Henan,2003-05-31 10:00,0,15,1,11,0,0,0,0,3,0,0,0,,,0,1
+Hebei,2003-04-21,,0,,0,,0,,,7,,,,,,,0
+Hebei,2003-04-22 20:00,,6,,0,,0,,,5,,,,,,,0
+Hebei,2003-04-23 20:00,,6,,0,,0,,,11,,,,,,,1
+Hebei,2003-04-24 20:00,12,18,0,0,0,0,15,,22,,,,原诊断病例中1人经核实不是医务人员，新增5例，故总数为5名,,5,5
+Hebei,2003-04-26 10:00,3,21,0,0,0,0,9,,31,,,,,,0,5
+Hebei,2003-04-27 10:00,6,27,0,0,0,0,16,,45,,,,,,1,6
+Hebei,2003-04-28 10:00,3,30,0,0,3,3,8,,51,,,,河北死亡新增3例为昨日数据，今日补记。,,0,6
+Hebei,2003-04-29 10:00,9,39,0,0,1,4,12,,57,,,,,,1,7
+Hebei,2003-04-30 10:00,9,48,0,0,0,4,19,,67,,,,,,0,7
+Hebei,2003-05-01 10:00,8,56,0,0,0,4,30,5,92,0,0,0,,,0,7
+Hebei,2003-05-02 10:00,14,70,0,0,0,4,11,1,98,4,0,0,,,1,8
+Hebei,2003-05-03 10:00,9,79,0,0,0,4,8,0,100,6,0,0,,,1,9
+Hebei,2003-05-04 10:00,19,98,0,0,2,6,8,0,99,9,0,0,,,1,10
+Hebei,2003-05-05 10:00,9,107,1,1,0,6,21,7,106,6,0,0,河北剔除原重报疑似病例1例。,,1,11
+Hebei,2003-05-06 10:00,6,113,2,3,0,6,10,4,110,2,0,0,,,2,13
+Hebei,2003-05-07 10:00,21,134,2,5,0,6,11,3,106,12,0,0,,,2,15
+Hebei,2003-05-08 10:00,13,147,5,9,0,6,11,0,110,7,0,0,河北剔除原重报治愈出院1例。,,0,15
+Hebei,2003-05-09 10:00,9,156,2,11,2,8,6,3,109,4,0,0,,,0,15
+Hebei,2003-05-10 10:00,1,157,0,11,0,8,13,1,121,0,0,0,,,0,15
+Hebei,2003-05-11 10:00,9,166,2,13,0,8,4,3,117,5,0,0,,,0,15
+Hebei,2003-05-12 10:00,11,177,8,21,0,8,6,3,109,11,0,0,,,1,16
+Hebei,2003-05-13 10:00,14,191,1,22,0,8,6,2,103,10,0,0,,,0,16
+Hebei,2003-05-14 10:00,3,194,5,27,0,8,10,1,109,3,0,0,,,2,18
+Hebei,2003-05-15 10:00,6,200,5,32,1,9,7,14,97,5,0,0,,,0,18
+Hebei,2003-05-16 10:00,2,202,3,35,1,10,10,2,103,2,0,0,,,0,18
+Hebei,2003-05-17 10:00,0,202,8,43,0,10,5,0,108,0,0,0,,,0,18
+Hebei,2003-05-18 10:00,8,210,14,57,0,10,7,9,98,8,0,0,,,4,22
+Hebei,2003-05-19 10:00,4,214,6,63,1,11,12,0,109,1,0,0,,,0,22
+Hebei,2003-05-20 10:00,3,217,16,79,0,11,1,5,102,3,0,0,,,0,22
+Hebei,2003-05-21 10:00,4,221,9,88,0,11,1,6,93,4,0,0,,,1,23
+Hebei,2003-05-22 10:00,6,227,9,97,0,11,1,1,90,3,1,1,河北剔除医务人员1例。,,0,22
+Hebei,2003-05-23 10:00,1,228,11,108,0,11,5,24,70,1,2,0,河北当日排除疑似病例2例，其余22例为回顾性排除。,,1,23
+Hebei,2003-05-24 10:00,1,223,7,115,0,11,2,11,60,1,6,0,河北排除原临床诊断病例6例（其中2例转疑似病例）。,,0,23
+Hebei,2003-05-25 10:00,1,222,5,120,0,11,2,14,47,1,2,0,河北排除原临床诊断病例2例。,,0,23
+Hebei,2003-05-26 10:00,0,216,13,133,0,11,1,7,41,0,6,1,河北排除原临床诊断病例5例（其中医务人员1例，转疑似病例1例），另剔除与外省重报临床诊断病例1例。,,0,22
+Hebei,2003-05-27 10:00,0,216,1,134,0,11,1,14,28,0,0,0,,,0,22
+Hebei,2003-05-28 10:00,1,216,3,137,0,11,0,3,24,1,1,0,河北排除原临床诊断病例1例。,,0,22
+Hebei,2003-05-29 10:00,0,216,3,140,1,12,1,3,22,0,0,0,,,0,22
+Hebei,2003-05-30 10:00,1,216,6,146,0,12,0,8,13,1,1,0,河北排除原临床诊断病例1例。,,0,22
+Hebei,2003-05-31 10:00,0,215,6,152,0,12,0,3,10,0,1,0,河北排除原临床诊断病例1例。,,0,22
+Hebei,2003-06-01 10:00,1,216,3,155,0,12,0,4,6,1,0,0,河北补报临床诊断病例1例(由已排除的原疑似病例确诊)。,,1,23
+Hebei,2003-06-02 10:00,0,216,4,159,0,12,0,1,5,0,0,0,,,0,23
+Hebei,2003-06-03 10:00,0,216,10,169,0,12,0,4,1,0,0,0,,,0,23
+Hebei,2003-06-04 10:00,0,216,10,179,0,12,0,1,0,0,0,0,,,0,23
+Hebei,2003-06-05 10:00,0,216,3,182,0,12,0,0,0,0,0,0,,,0,23
+Hebei,2003-06-06 10:00,0,215,4,186,0,12,0,0,0,0,1,0,河北省排除原临床诊断病例1例。,,0,23
+Hebei,2003-06-07 10:00,0,215,5,191,0,12,0,0,0,0,0,0,,,0,23
+Hebei,2003-06-08 10:00,0,215,6,197,0,12,0,0,0,0,0,0,,,,
+Hebei,2003-06-09 10:00,0,215,1,198,0,12,0,0,0,0,0,0,,,,
+Hebei,2003-06-10 10:00,0,215,1,199,0,12,0,0,0,0,0,0,,,,
+Hebei,2003-06-11 10:00,0,215,1,200,0,12,0,0,0,0,0,0,,,,
+Hebei,2003-06-12 10:00,0,215,2,202,0,12,0,0,0,0,0,0,,,,
+Hebei,2003-06-13 10:00,0,215,0,202,0,12,0,0,0,0,0,0,,,,
+Heilongjiang,2003-04-26 10:00,0,0,0,0,0,0,1,,1,,,,,,0,0
+Heilongjiang,2003-04-27 10:00,0,0,0,0,0,0,0,,1,,,,,,0,0
+Heilongjiang,2003-04-28 10:00,0,0,0,0,0,0,1,,2,,,,,,0,0
+Heilongjiang,2003-04-29 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Heilongjiang,2003-04-30 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Heilongjiang,2003-05-01 10:00,0,0,0,0,0,0,1,0,3,0,0,0,,,0,0
+Heilongjiang,2003-05-02 10:00,0,0,0,0,0,0,0,0,3,0,0,0,,,0,0
+Heilongjiang,2003-05-03 10:00,0,0,0,0,0,0,0,0,3,0,0,0,,,0,0
+Heilongjiang,2003-05-04 10:00,0,0,0,0,0,0,1,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-05 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-06 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-07 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-08 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-09 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-10 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-11 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-12 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-13 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-14 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-15 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-16 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-17 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-18 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-19 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-20 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-21 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-22 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-23 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-24 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-25 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-26 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-27 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-28 10:00,0,0,0,0,0,0,0,0,4,0,0,0,,,0,0
+Heilongjiang,2003-05-29 10:00,0,0,0,0,0,0,0,2,2,0,0,0,,,0,0
+Heilongjiang,2003-05-30 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Heilongjiang,2003-05-31 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Hunan,2003-03-31,,7,,,,0,,,,,,,,,,
+Hunan,2003-04-06,,6,,,,1,,,,,,,,,,
+Hunan,2003-04-09,,6,,5,,1,,,,,,,,,,
+Hunan,2003-04-15 12:00,,6,,5,,1,,,,,,,,,,
+Hunan,2003-04-21,,6,,5,,1,,,1,,,,,,,0
+Hunan,2003-04-22 20:00,,6,,5,,1,,,2,,,,,,,0
+Hunan,2003-04-23 20:00,,6,,5,,1,,,1,,,,,,,0
+Hunan,2003-04-24 20:00,0,6,0,5,0,1,1,,2,,,,,,0,0
+Hunan,2003-04-26 10:00,0,6,0,5,0,1,0,,2,,,,,,0,0
+Hunan,2003-04-27 10:00,0,6,0,5,0,1,0,,2,,,,,,0,0
+Hunan,2003-04-28 10:00,0,6,0,5,0,1,1,,3,,,,,,0,0
+Hunan,2003-04-29 10:00,0,6,0,5,0,1,1,,4,,,,,,0,0
+Hunan,2003-04-30 10:00,0,6,0,5,0,1,0,,4,,,,,,0,0
+Hunan,2003-05-01 10:00,0,6,0,5,0,1,0,0,4,0,0,0,,,0,0
+Hunan,2003-05-02 10:00,0,6,0,5,0,1,1,0,5,0,0,0,,,0,0
+Hunan,2003-05-03 10:00,0,6,0,5,0,1,1,1,5,0,0,0,,,0,0
+Hunan,2003-05-04 10:00,0,6,0,5,0,1,0,0,5,0,0,0,,,0,0
+Hunan,2003-05-05 10:00,0,6,0,5,0,1,0,0,5,0,0,0,,,0,0
+Hunan,2003-05-06 10:00,0,6,0,5,0,1,0,1,4,0,0,0,,,0,0
+Hunan,2003-05-07 10:00,0,6,0,5,0,1,0,1,3,0,0,0,,,0,0
+Hunan,2003-05-08 10:00,0,6,0,5,0,1,0,0,3,0,0,0,,,0,0
+Hunan,2003-05-09 10:00,0,6,0,5,0,1,0,0,3,0,0,0,,,0,0
+Hunan,2003-05-10 10:00,0,6,0,5,0,1,0,1,2,0,0,0,,,0,0
+Hunan,2003-05-11 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-12 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-13 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-14 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-15 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-16 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-17 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-18 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-19 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-20 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-21 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-22 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-23 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-24 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-25 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-26 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-27 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-28 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-29 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-30 10:00,0,6,0,5,0,1,0,0,2,0,0,0,,,0,0
+Hunan,2003-05-31 10:00,0,6,0,5,0,1,0,1,1,0,0,0,,,0,0
+Hubei,2003-04-22 20:00,,1,,0,,0,,,7,,,,,,,0
+Hubei,2003-04-23 20:00,,1,,0,,0,,,10,,,,,,,1
+Hubei,2003-04-24 20:00,0,1,0,0,0,0,1,,10,,,,,,0,1
+Hubei,2003-04-26 10:00,1,2,0,0,0,0,3,,11,,,,,,0,1
+Hubei,2003-04-27 10:00,0,2,0,0,0,0,2,,13,,,,,,0,1
+Hubei,2003-04-28 10:00,1,3,0,0,0,0,2,,14,,,,,,0,1
+Hubei,2003-04-29 10:00,0,3,0,0,0,0,2,,15,,,,,,0,1
+Hubei,2003-04-30 10:00,0,3,0,0,0,0,0,,15,,,,,,0,1
+Hubei,2003-05-01 10:00,0,3,0,0,0,0,3,2,16,0,0,0,,,0,1
+Hubei,2003-05-02 10:00,1,4,0,0,0,0,1,3,13,1,0,0,,,0,1
+Hubei,2003-05-03 10:00,0,4,0,0,0,0,0,0,13,0,0,0,,,0,1
+Hubei,2003-05-04 10:00,0,4,0,0,0,0,1,0,14,0,0,0,,,0,1
+Hubei,2003-05-05 10:00,0,4,0,0,0,0,0,0,14,0,0,0,,,0,1
+Hubei,2003-05-06 10:00,2,6,0,0,0,0,2,0,15,1,0,0,,,0,1
+Hubei,2003-05-07 10:00,0,6,0,0,0,0,0,1,14,0,0,0,,,0,1
+Hubei,2003-05-08 10:00,0,6,0,0,0,0,1,1,14,0,0,0,,,0,1
+Hubei,2003-05-09 10:00,0,6,0,0,0,0,1,0,15,0,0,0,,,0,1
+Hubei,2003-05-10 10:00,0,6,0,0,0,0,0,0,15,0,0,0,,,0,1
+Hubei,2003-05-11 10:00,0,6,0,0,0,0,0,1,14,0,0,0,,,0,1
+Hubei,2003-05-12 10:00,0,6,0,0,0,0,0,0,14,0,0,0,,,0,1
+Hubei,2003-05-13 10:00,0,6,0,0,0,0,0,0,14,0,0,0,,,0,1
+Hubei,2003-05-14 10:00,0,6,0,0,0,0,1,0,15,0,0,0,,,0,1
+Hubei,2003-05-15 10:00,0,6,0,0,0,0,0,0,15,0,0,0,,,0,1
+Hubei,2003-05-16 10:00,0,6,0,0,0,0,0,0,15,0,0,0,,,0,1
+Hubei,2003-05-17 10:00,0,6,0,0,0,0,2,0,17,0,0,0,,,0,1
+Hubei,2003-05-18 10:00,0,6,0,0,0,0,0,0,17,0,0,0,,,0,1
+Hubei,2003-05-19 10:00,1,7,0,0,0,0,0,0,16,1,0,0,,,0,1
+Hubei,2003-05-20 10:00,0,7,0,0,0,0,2,1,17,0,0,0,,,0,1
+Hubei,2003-05-21 10:00,0,7,0,0,0,0,0,0,17,0,0,0,,,0,1
+Hubei,2003-05-22 10:00,0,7,1,1,0,0,0,0,17,0,0,0,,,0,1
+Hubei,2003-05-23 10:00,0,7,2,3,0,0,0,0,17,0,0,0,,,0,1
+Hubei,2003-05-24 10:00,0,7,0,3,0,0,0,2,15,0,0,0,,,0,1
+Hubei,2003-05-25 10:00,0,7,1,4,1,1,1,1,15,0,0,0,,,0,1
+Hubei,2003-05-26 10:00,0,7,0,4,0,1,0,3,12,0,0,0,,,0,1
+Hubei,2003-05-27 10:00,0,7,0,4,0,1,1,1,12,0,0,0,,,0,1
+Hubei,2003-05-28 10:00,0,7,0,4,0,1,1,0,13,0,0,0,,,0,1
+Hubei,2003-05-29 10:00,0,7,0,4,0,1,0,1,12,0,0,0,,,0,1
+Hubei,2003-05-30 10:00,0,7,0,4,0,1,0,2,10,0,0,0,,,0,1
+Hubei,2003-05-31 10:00,0,7,0,4,0,1,0,2,8,0,0,0,,,0,1
+Hubei,2003-06-01 10:00,0,7,0,4,0,1,0,1,7,0,0,0,,,0,1
+Hubei,2003-06-02 10:00,0,7,1,5,0,1,0,0,7,0,0,0,,,0,1
+Hubei,2003-06-03 10:00,0,7,0,5,0,1,0,2,5,0,0,0,,,0,1
+Hubei,2003-06-04 10:00,0,7,0,5,0,1,0,0,5,0,0,0,,,0,1
+Hubei,2003-06-05 10:00,0,7,0,5,0,1,0,0,5,0,0,0,,,0,1
+Hubei,2003-06-06 10:00,0,7,0,5,0,1,0,0,5,0,0,0,,,0,1
+Hubei,2003-06-07 10:00,0,7,1,6,0,1,0,2,3,0,0,0,,,0,1
+Inner Mongolia,2003-04-15 12:00,,17,,0,,3,,,,,,,,,,
+Inner Mongolia,2003-04-21,,30,,0,,6,,,48,,,,,,,4
+Inner Mongolia,2003-04-22 20:00,,36,,0,,6,,,80,,,,,,,5
+Inner Mongolia,2003-04-23 20:00,,47,,0,,6,,,101,,,,,,,6
+Inner Mongolia,2003-04-24 20:00,23,70,0,0,0,6,31,,128,,,,,,5,11
+Inner Mongolia,2003-04-26 10:00,4,74,0,0,0,6,18,,144,,,,内蒙古昨日有2例医务人员未统计，故今日医务人员数为13例。,,0,13
+Inner Mongolia,2003-04-27 10:00,2,76,0,0,0,6,19,,162,,,,,,0,13
+Inner Mongolia,2003-04-28 10:00,38,114,0,0,1,7,24,,186,,,,,,1,14
+Inner Mongolia,2003-04-29 10:00,7,120,0,0,1,8,30,,208,,,,内蒙古昨日重报1例，今日剔除。,,2,16
+Inner Mongolia,2003-04-30 10:00,7,127,0,2,1,9,19,,220,,,,内蒙古补报既往出院2例。,,0,16
+Inner Mongolia,2003-05-01 10:00,27,154,0,2,2,11,25,21,224,0,0,0,,,4,20
+Inner Mongolia,2003-05-02 10:00,26,180,3,5,2,13,23,9,218,20,0,0,,,2,22
+Inner Mongolia,2003-05-03 10:00,10,190,1,6,1,14,13,13,208,10,0,0,,,0,22
+Inner Mongolia,2003-05-04 10:00,35,225,0,6,0,14,14,5,192,25,0,0,内蒙古增加原疑似病例转确诊医务人员5例。,,2,29
+Inner Mongolia,2003-05-05 10:00,6,230,4,10,0,14,15,4,200,4,1,0,内蒙古剔除原重报临床诊断病例1例，恢复疑似病例1例。,,2,31
+Inner Mongolia,2003-05-06 10:00,21,251,0,10,0,14,9,3,188,18,0,0,,,5,36
+Inner Mongolia,2003-05-07 10:00,7,258,3,13,2,16,17,5,197,2,0,0,内蒙古排除原临床诊断病例1例，订正原疑似病例为临床诊断病例1例。,,2,38
+Inner Mongolia,2003-05-08 10:00,9,266,0,13,0,16,13,5,198,7,1,0,内蒙古排除原临床诊断病例1例。,,1,39
+Inner Mongolia,2003-05-09 10:00,20,284,3,16,1,17,10,5,193,10,2,0,内蒙古排除原临床诊断病例2例。,,3,42
+Inner Mongolia,2003-05-10 10:00,6,289,2,18,0,17,7,12,182,6,1,0,内蒙古排除原临床诊断病例1例。,,1,43
+Inner Mongolia,2003-05-11 10:00,0,288,2,20,1,18,7,3,186,0,1,1,内蒙古排除原临床诊断病例1例（为医务人员）。,,0,42
+Inner Mongolia,2003-05-12 10:00,1,288,1,21,2,20,0,8,177,1,1,0,内蒙古排除原临床诊断病例1例。,,0,42
+Inner Mongolia,2003-05-13 10:00,0,288,2,23,3,23,3,9,171,0,0,0,,,0,42
+Inner Mongolia,2003-05-14 10:00,0,288,0,23,0,23,1,1,171,0,0,0,,,0,42
+Inner Mongolia,2003-05-15 10:00,4,288,0,23,1,24,8,2,173,4,4,0,内蒙古排除原临床诊断病例4例（均转为疑似病例，医务人员1例）。,,0,41
+Inner Mongolia,2003-05-16 10:00,0,288,13,36,0,24,3,4,172,0,0,0,,,0,41
+Inner Mongolia,2003-05-17 10:00,2,290,4,40,1,25,4,7,167,2,0,0,,,1,42
+Inner Mongolia,2003-05-18 10:00,0,289,1,41,0,25,5,4,168,0,1,0,内蒙古排除原临床诊断病例1例。,,0,42
+Inner Mongolia,2003-05-19 10:00,0,286,11,52,0,25,5,7,166,0,3,1,内蒙古排除原临床诊断病例3例（其中医务人员1例）。,,0,41
+Inner Mongolia,2003-05-20 10:00,1,287,4,56,0,25,1,6,159,1,0,0,内蒙古剔除原重报疑似病例1例。,,0,41
+Inner Mongolia,2003-05-21 10:00,0,285,2,58,0,25,1,8,152,0,2,1,内蒙古排除原临床诊断病例2例（其中医务人员1例）。,,0,40
+Inner Mongolia,2003-05-22 10:00,1,285,3,61,0,25,1,15,137,1,1,0,内蒙古排除原临床诊断病例1例。,,0,40
+Inner Mongolia,2003-05-23 10:00,1,286,6,67,0,25,2,8,130,1,0,0,,,0,40
+Inner Mongolia,2003-05-24 10:00,2,286,8,75,1,26,1,8,121,2,2,0,内蒙古排除原临床诊断病例2例。,,0,40
+Inner Mongolia,2003-05-25 10:00,2,286,5,80,1,27,0,4,115,2,2,1,内蒙古排除原临床诊断病例2例（其中医务人员1例）。,,2,41
+Inner Mongolia,2003-05-26 10:00,2,286,17,97,1,28,0,8,105,2,2,0,内蒙古排除原临床诊断病例2例。,,0,41
+Inner Mongolia,2003-05-27 10:00,0,285,13,110,0,28,0,3,102,0,1,0,内蒙古排除原临床诊断病例1例。,,0,41
+Inner Mongolia,2003-05-28 10:00,0,285,17,127,0,28,0,12,90,0,0,0,,,0,41
+Inner Mongolia,2003-05-29 10:00,0,284,4,131,0,28,0,8,82,0,1,0,内蒙古排除原临床诊断病例1例。,,0,41
+Inner Mongolia,2003-05-30 10:00,0,284,10,141,0,28,0,4,78,0,0,0,,,0,41
+Inner Mongolia,2003-05-31 10:00,0,284,15,156,0,28,0,5,73,0,0,0,,,0,41
+Inner Mongolia,2003-06-01 10:00,0,284,9,165,0,28,0,2,71,0,0,0,,,0,41
+Inner Mongolia,2003-06-02 10:00,0,284,1,166,1,29,0,1,70,0,0,0,,,0,41
+Inner Mongolia,2003-06-03 10:00,0,284,5,171,0,29,0,3,67,0,0,0,,,0,41
+Inner Mongolia,2003-06-04 10:00,0,284,9,180,0,29,0,7,60,0,0,0,,,0,41
+Inner Mongolia,2003-06-05 10:00,0,284,10,190,0,29,0,4,56,0,0,0,,,0,41
+Inner Mongolia,2003-06-06 10:00,0,284,6,196,0,29,0,13,43,0,0,0,,,0,41
+Inner Mongolia,2003-06-07 10:00,0,284,11,207,0,29,0,11,32,0,0,0,,,0,41
+Inner Mongolia,2003-06-08 10:00,0,283,10,216,0,29,0,12,20,0,1,0,内蒙古排除1例临床诊断病例。,,,
+Inner Mongolia,2003-06-09 10:00,0,283,8,224,0,29,0,2,18,0,0,0,,,,
+Inner Mongolia,2003-06-10 10:00,0,283,7,231,0,29,0,7,11,0,0,0,,,,
+Inner Mongolia,2003-06-11 10:00,0,283,13,244,0,29,0,3,8,0,0,0,,,,
+Inner Mongolia,2003-06-12 10:00,0,282,1,245,0,28,0,0,8,0,1,0,内蒙古排除原临床诊断病例（已死亡）1例，并更正死亡人数；,,,
+Inner Mongolia,2003-06-13 10:00,0,282,0,245,0,28,0,0,8,0,0,0,,,,
+Jiangsu,2003-04-22 20:00,,0,,0,,0,,,1,,,,,,,0
+Jiangsu,2003-04-23 20:00,,0,,0,,0,,,2,,,,,,,0
+Jiangsu,2003-04-24 20:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Jiangsu,2003-04-26 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Jiangsu,2003-04-27 10:00,0,0,0,0,0,0,1,,3,,,,,,0,0
+Jiangsu,2003-04-28 10:00,0,0,0,0,0,0,0,,3,,,,,,0,0
+Jiangsu,2003-04-29 10:00,0,0,0,0,0,0,1,,4,,,,,,0,0
+Jiangsu,2003-04-30 10:00,1,1,0,0,0,0,0,,3,,,,,,0,0
+Jiangsu,2003-05-01 10:00,0,1,0,0,0,0,2,0,5,0,0,0,,,0,0
+Jiangsu,2003-05-02 10:00,3,4,0,0,0,0,1,0,4,2,0,0,,,0,0
+Jiangsu,2003-05-03 10:00,0,4,0,0,0,0,4,0,8,0,0,0,,,0,0
+Jiangsu,2003-05-04 10:00,0,4,0,0,0,0,2,0,10,0,0,0,,,0,0
+Jiangsu,2003-05-05 10:00,0,4,0,0,0,0,1,0,11,0,0,0,,,0,0
+Jiangsu,2003-05-06 10:00,0,4,0,0,0,0,5,0,16,0,0,0,,,0,0
+Jiangsu,2003-05-07 10:00,0,4,0,0,0,0,2,0,18,0,0,0,,,0,0
+Jiangsu,2003-05-08 10:00,1,5,0,0,0,0,5,0,22,1,0,0,,,0,0
+Jiangsu,2003-05-09 10:00,0,5,0,0,0,0,1,0,23,0,0,0,,,0,0
+Jiangsu,2003-05-10 10:00,1,6,0,0,0,0,1,2,21,1,0,0,,,0,0
+Jiangsu,2003-05-11 10:00,1,7,0,0,0,0,1,0,21,1,0,0,,,0,0
+Jiangsu,2003-05-12 10:00,0,7,0,0,0,0,1,2,20,0,0,0,,,0,0
+Jiangsu,2003-05-13 10:00,0,7,0,0,0,0,0,1,19,0,0,0,,,0,0
+Jiangsu,2003-05-14 10:00,0,7,0,0,0,0,0,0,19,0,0,0,,,0,0
+Jiangsu,2003-05-15 10:00,0,7,0,0,0,0,1,1,19,0,0,0,,,0,0
+Jiangsu,2003-05-16 10:00,0,7,0,0,0,0,1,0,20,0,0,0,,,0,0
+Jiangsu,2003-05-17 10:00,0,7,0,0,0,0,0,1,19,0,0,0,,,0,0
+Jiangsu,2003-05-18 10:00,0,7,0,0,0,0,1,1,19,0,0,0,,,0,0
+Jiangsu,2003-05-19 10:00,0,7,1,1,0,0,0,2,17,0,0,0,,,0,0
+Jiangsu,2003-05-20 10:00,0,7,0,1,0,0,0,2,15,0,0,0,,,0,0
+Jiangsu,2003-05-21 10:00,0,7,0,1,0,0,0,0,15,0,0,0,,,0,0
+Jiangsu,2003-05-22 10:00,0,7,0,1,0,0,0,1,14,0,0,0,,,0,0
+Jiangsu,2003-05-23 10:00,0,7,0,1,0,0,0,1,13,0,0,0,,,0,0
+Jiangsu,2003-05-24 10:00,0,7,1,2,0,0,0,0,13,0,0,0,,,0,0
+Jiangsu,2003-05-25 10:00,0,7,0,2,0,0,0,1,12,0,0,0,,,0,0
+Jiangsu,2003-05-26 10:00,0,7,0,2,0,0,0,1,11,0,0,0,,,0,0
+Jiangsu,2003-05-27 10:00,0,7,1,3,0,0,0,1,10,0,0,0,,,0,0
+Jiangsu,2003-05-28 10:00,0,7,0,3,0,0,0,0,10,0,0,0,,,0,0
+Jiangsu,2003-05-29 10:00,0,7,0,3,0,0,0,1,9,0,0,0,,,0,0
+Jiangsu,2003-05-30 10:00,0,7,0,3,0,0,0,1,8,0,0,0,,,0,0
+Jiangsu,2003-05-31 10:00,0,7,0,3,0,0,0,0,8,0,0,0,,,0,0
+Jiangxi,2003-04-22 20:00,,0,,0,,0,,,1,,,,,,,0
+Jiangxi,2003-04-23 20:00,,0,,0,,0,,,1,,,,,,,0
+Jiangxi,2003-04-24 20:00,0,0,0,0,0,0,1,,2,,,,,,0,0
+Jiangxi,2003-04-26 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Jiangxi,2003-04-27 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Jiangxi,2003-04-28 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Jiangxi,2003-04-29 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Jiangxi,2003-04-30 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Jiangxi,2003-05-01 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Jiangxi,2003-05-02 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Jiangxi,2003-05-03 10:00,0,0,0,0,0,0,0,1,1,0,0,0,,,0,0
+Jiangxi,2003-05-04 10:00,1,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-05 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-06 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-07 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-08 10:00,0,1,0,0,0,0,1,0,2,0,0,0,,,0,0
+Jiangxi,2003-05-09 10:00,0,1,0,0,0,0,0,0,2,0,0,0,,,0,0
+Jiangxi,2003-05-10 10:00,0,1,0,0,0,0,0,0,2,0,0,0,,,0,0
+Jiangxi,2003-05-11 10:00,0,1,0,0,0,0,0,0,2,0,0,0,,,0,0
+Jiangxi,2003-05-12 10:00,0,1,0,0,0,0,0,1,1,0,0,0,,,0,0
+Jiangxi,2003-05-13 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-14 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-15 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-16 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-17 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Jiangxi,2003-05-18 10:00,0,1,0,0,0,0,0,1,0,0,0,0,,,0,0
+Jiangxi,2003-05-19 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-20 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-21 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-22 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-23 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-24 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-25 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-26 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-27 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-28 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-29 10:00,0,1,0,0,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-30 10:00,0,1,1,1,0,0,0,0,0,0,0,0,,,0,0
+Jiangxi,2003-05-31 10:00,0,1,0,1,0,0,0,0,0,0,0,0,,,0,0
+Jilin,2003-04-21,,3,,0,,0,,,1,,,,,,,0
+Jilin,2003-04-22 20:00,,7,,0,,0,,,2,,,,,,,2
+Jilin,2003-04-23 20:00,,7,,0,,0,,,8,,,,,,,2
+Jilin,2003-04-24 20:00,0,7,0,0,0,0,0,,7,,,,,,0,2
+Jilin,2003-04-26 10:00,0,7,0,0,0,0,0,,7,,,,,,0,2
+Jilin,2003-04-27 10:00,0,7,0,0,0,0,0,,3,,,,,,0,2
+Jilin,2003-04-28 10:00,0,7,0,0,0,0,0,,3,,,,,,0,2
+Jilin,2003-04-29 10:00,0,7,0,0,0,0,0,,3,,,,,,0,2
+Jilin,2003-04-30 10:00,0,7,0,0,0,0,0,,3,,,,,,0,2
+Jilin,2003-05-01 10:00,2,9,0,0,1,1,2,1,4,0,0,0,,,0,2
+Jilin,2003-05-02 10:00,5,14,0,0,0,1,7,0,8,3,0,0,,,0,2
+Jilin,2003-05-03 10:00,0,14,0,0,0,1,0,0,8,0,0,0,,,0,2
+Jilin,2003-05-04 10:00,4,18,0,0,1,2,3,0,11,0,0,0,,,3,5
+Jilin,2003-05-05 10:00,3,21,0,0,0,2,1,0,9,3,0,0,,,1,6
+Jilin,2003-05-06 10:00,2,23,0,0,0,2,0,0,7,2,0,0,,,0,6
+Jilin,2003-05-07 10:00,2,25,0,0,0,2,2,0,7,2,0,0,,,0,6
+Jilin,2003-05-08 10:00,1,26,0,0,1,3,1,0,7,1,0,0,,,0,6
+Jilin,2003-05-09 10:00,0,26,0,0,0,3,0,0,7,0,0,0,,,0,6
+Jilin,2003-05-10 10:00,0,26,0,0,1,4,0,0,7,0,0,0,,,0,6
+Jilin,2003-05-11 10:00,0,26,0,0,0,4,0,0,7,0,0,0,,,0,6
+Jilin,2003-05-12 10:00,1,27,1,1,0,4,0,2,4,1,0,0,,,0,6
+Jilin,2003-05-13 10:00,0,27,0,1,0,4,0,0,4,0,0,0,,,0,6
+Jilin,2003-05-14 10:00,3,30,0,1,0,4,2,0,5,1,0,0,,,0,6
+Jilin,2003-05-15 10:00,2,32,2,3,0,4,2,1,6,0,0,0,,,0,6
+Jilin,2003-05-16 10:00,1,33,1,4,0,4,0,0,6,0,0,0,,,0,6
+Jilin,2003-05-17 10:00,2,35,0,4,0,4,0,0,4,2,0,0,,,1,7
+Jilin,2003-05-18 10:00,0,35,3,7,0,4,3,0,7,0,0,0,,,0,7
+Jilin,2003-05-19 10:00,0,35,0,7,0,4,0,0,7,0,0,0,,,0,7
+Jilin,2003-05-20 10:00,0,35,1,8,1,5,0,1,6,0,0,0,,,0,7
+Jilin,2003-05-21 10:00,0,35,1,9,0,5,0,0,6,0,0,0,,,0,7
+Jilin,2003-05-22 10:00,0,35,4,13,0,5,0,0,6,0,0,0,,,0,7
+Jilin,2003-05-23 10:00,0,35,0,13,0,5,0,0,6,0,0,0,,,0,7
+Jilin,2003-05-24 10:00,0,35,2,15,0,5,1,0,7,0,0,0,,,0,7
+Jilin,2003-05-25 10:00,0,35,1,16,0,5,0,0,7,0,0,0,,,0,7
+Jilin,2003-05-26 10:00,0,35,3,19,0,5,0,0,7,0,0,0,,,0,7
+Jilin,2003-05-27 10:00,0,35,0,19,0,5,0,0,7,0,0,0,,,0,7
+Jilin,2003-05-28 10:00,0,35,0,19,1,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-05-29 10:00,0,35,0,19,0,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-05-30 10:00,0,35,0,19,0,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-05-31 10:00,0,35,1,20,0,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-06-01 10:00,0,35,0,20,0,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-06-02 10:00,0,35,0,20,0,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-06-03 10:00,0,35,0,20,0,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-06-04 10:00,0,35,1,21,0,6,0,0,7,0,0,0,,,0,7
+Jilin,2003-06-05 10:00,0,35,0,21,0,6,0,0,7,0,0,0,,,0,7
+Liaoning,2003-04-21,,2,,0,,0,,,,,,,,,,0
+Liaoning,2003-04-22 20:00,,1,,0,,0,,,0,,,,,,,0
+Liaoning,2003-04-23 20:00,,1,,0,,0,,,0,,,,,,,0
+Liaoning,2003-04-24 20:00,0,1,0,0,0,0,0,,0,,,,,,0,0
+Liaoning,2003-04-26 10:00,0,1,0,0,0,0,0,,0,,,,,,0,0
+Liaoning,2003-04-27 10:00,0,1,0,0,0,0,2,,2,,,,,,0,0
+Liaoning,2003-04-28 10:00,0,1,0,0,0,0,0,,2,,,,,,0,0
+Liaoning,2003-04-29 10:00,0,1,0,0,0,0,2,,4,,,,,,0,0
+Liaoning,2003-04-30 10:00,0,1,0,0,0,0,0,,4,,,,,,0,0
+Liaoning,2003-05-01 10:00,0,1,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-02 10:00,0,1,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-03 10:00,0,1,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-04 10:00,0,1,0,0,0,0,0,1,3,0,0,0,,,0,0
+Liaoning,2003-05-05 10:00,0,1,0,0,0,0,1,0,4,0,0,0,,,0,0
+Liaoning,2003-05-06 10:00,0,1,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-07 10:00,0,1,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-08 10:00,1,2,0,0,0,0,0,0,3,1,0,0,,,0,0
+Liaoning,2003-05-09 10:00,0,2,0,0,0,0,0,0,3,0,0,0,,,0,0
+Liaoning,2003-05-10 10:00,0,2,0,0,0,0,0,0,3,0,0,0,,,0,0
+Liaoning,2003-05-11 10:00,0,2,0,0,0,0,3,0,6,0,0,0,,,0,0
+Liaoning,2003-05-12 10:00,1,3,0,0,0,0,0,0,5,1,0,0,,,0,0
+Liaoning,2003-05-13 10:00,0,3,0,0,0,0,0,0,5,0,0,0,,,0,0
+Liaoning,2003-05-14 10:00,0,3,0,0,0,0,0,0,5,0,0,0,,,0,0
+Liaoning,2003-05-15 10:00,0,3,0,0,0,0,0,1,4,0,0,0,,,0,0
+Liaoning,2003-05-16 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-17 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-18 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-19 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Liaoning,2003-05-20 10:00,0,3,1,1,0,0,2,0,6,0,0,0,,,0,0
+Liaoning,2003-05-21 10:00,0,3,0,1,0,0,0,0,6,0,0,0,,,0,0
+Liaoning,2003-05-22 10:00,2,5,0,1,0,0,1,0,5,2,0,0,,,2,2
+Liaoning,2003-05-23 10:00,0,5,0,1,0,0,0,0,5,0,0,0,,,0,2
+Liaoning,2003-05-24 10:00,1,6,0,1,1,1,0,0,4,1,0,0,,,0,2
+Liaoning,2003-05-25 10:00,0,6,0,1,1,2,0,1,3,0,0,0,,,0,2
+Liaoning,2003-05-26 10:00,0,6,0,1,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-05-27 10:00,0,6,0,1,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-05-28 10:00,0,6,0,1,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-05-29 10:00,0,6,0,1,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-05-30 10:00,0,6,1,2,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-05-31 10:00,0,6,0,2,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-06-01 10:00,0,6,0,2,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-06-02 10:00,0,6,0,2,0,2,0,0,3,0,0,0,,,0,2
+Liaoning,2003-06-03 10:00,1,7,0,2,0,2,0,0,2,1,0,0,,,1,3
+Liaoning,2003-06-04 10:00,0,7,0,2,0,2,0,1,1,0,0,0,,,0,3
+Liaoning,2003-06-05 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,0,3
+Liaoning,2003-06-06 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,0,3
+Liaoning,2003-06-07 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,0,3
+Liaoning,2003-06-08 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-09 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-10 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-11 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-12 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-13 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-14 10:00,0,7,0,2,0,2,0,0,1,0,0,0,从无当地传播发生；,,,
+Liaoning,2003-06-15 10:00,0,7,0,2,0,2,0,0,1,0,0,0,从无当地传播发生；,,,
+Liaoning,2003-06-16 10:00,0,7,0,2,0,2,0,0,1,0,0,0,从无当地传播发生；,,,
+Liaoning,2003-06-17 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-18 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-19 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-20 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-21 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Liaoning,2003-06-22 10:00,0,7,0,2,0,2,0,0,1,0,0,0,,,,
+Ningxia,2003-04-22 20:00,,5,,0,,1,,,2,,,,,,,0
+Ningxia,2003-04-23 20:00,,5,,0,,1,,,2,,,,,,,0
+Ningxia,2003-04-24 20:00,0,5,0,0,0,1,0,,2,,,,,,0,0
+Ningxia,2003-04-26 10:00,0,5,0,0,0,1,0,,2,,,,,,0,0
+Ningxia,2003-04-27 10:00,0,5,0,0,0,1,1,,3,,,,,,0,0
+Ningxia,2003-04-28 10:00,0,5,0,0,0,1,0,,3,,,,,,0,0
+Ningxia,2003-04-29 10:00,0,5,0,0,0,1,0,,3,,,,,,0,0
+Ningxia,2003-04-30 10:00,0,5,0,0,0,1,2,,5,,,,,,0,0
+Ningxia,2003-05-01 10:00,0,5,0,0,0,1,0,0,5,0,0,0,,,0,0
+Ningxia,2003-05-02 10:00,0,5,0,0,0,1,2,0,7,0,0,0,,,0,0
+Ningxia,2003-05-03 10:00,1,6,0,0,0,1,0,0,7,0,0,0,,,0,0
+Ningxia,2003-05-04 10:00,0,6,0,0,0,1,0,0,7,0,0,0,,,0,0
+Ningxia,2003-05-05 10:00,0,6,0,0,0,1,0,0,7,0,0,0,,,0,0
+Ningxia,2003-05-06 10:00,0,6,0,0,0,1,0,0,7,0,0,0,,,0,0
+Ningxia,2003-05-07 10:00,0,6,0,0,0,1,0,0,7,0,0,0,,,0,0
+Ningxia,2003-05-08 10:00,0,6,2,2,0,1,0,0,7,0,0,0,,,0,0
+Ningxia,2003-05-09 10:00,0,6,0,2,0,1,0,2,5,0,0,0,,,0,0
+Ningxia,2003-05-10 10:00,0,6,0,2,0,1,0,2,3,0,0,0,,,0,0
+Ningxia,2003-05-11 10:00,0,6,0,2,0,1,0,0,3,0,0,0,,,0,0
+Ningxia,2003-05-12 10:00,0,6,0,2,0,1,0,0,3,0,0,0,,,0,0
+Ningxia,2003-05-13 10:00,0,6,0,2,0,1,1,2,2,0,0,0,,,0,0
+Ningxia,2003-05-14 10:00,0,5,2,4,0,1,0,0,2,0,1,0,宁夏排除原临床诊断病例1例。,,0,0
+Ningxia,2003-05-15 10:00,0,5,0,4,0,1,0,0,2,0,0,0,,,0,0
+Ningxia,2003-05-16 10:00,0,5,0,4,0,1,0,0,2,0,0,0,,,0,0
+Ningxia,2003-05-17 10:00,0,5,0,4,0,1,0,0,2,0,0,0,,,0,0
+Ningxia,2003-05-18 10:00,0,5,0,4,0,1,0,0,2,0,0,0,,,0,0
+Ningxia,2003-05-19 10:00,0,5,0,4,0,1,0,0,2,0,0,0,,,0,0
+Ningxia,2003-05-20 10:00,0,5,0,4,0,1,0,0,2,0,0,0,,,0,0
+Ningxia,2003-05-21 10:00,0,5,0,4,0,1,0,1,1,0,0,0,,,0,0
+Ningxia,2003-05-22 10:00,0,5,0,4,0,1,0,0,1,0,0,0,,,0,0
+Ningxia,2003-05-23 10:00,0,5,0,4,0,1,0,0,1,0,0,0,,,0,0
+Ningxia,2003-05-24 10:00,0,5,0,4,0,1,0,0,1,0,0,0,,,0,0
+Ningxia,2003-05-25 10:00,0,5,0,4,0,1,0,1,0,0,0,0,,,0,0
+Ningxia,2003-05-26 10:00,0,5,0,4,0,1,0,0,0,0,0,0,,,0,0
+Ningxia,2003-05-27 10:00,0,5,0,4,0,1,0,0,0,0,0,0,,,0,0
+Ningxia,2003-05-28 10:00,0,5,0,4,0,1,0,0,0,0,0,0,,,0,0
+Ningxia,2003-05-29 10:00,0,5,0,4,0,1,0,0,0,0,0,0,,,0,0
+Ningxia,2003-05-30 10:00,0,5,0,4,0,1,0,0,0,0,0,0,,,0,0
+Ningxia,2003-05-31 10:00,0,5,0,4,0,1,0,0,0,0,0,0,,,0,0
+Shaanxi,2003-04-21,,1,,0,,0,,,4,,,,,,,0
+Shaanxi,2003-04-22 20:00,,2,,0,,0,,,7,,,,,,,0
+Shaanxi,2003-04-23 20:00,,2,,0,,0,,,16,,,,,,,0
+Shaanxi,2003-04-24 20:00,0,2,0,0,0,0,0,,15,,,,,,0,0
+Shaanxi,2003-04-26 10:00,3,5,0,0,0,0,4,,17,,,,,,0,0
+Shaanxi,2003-04-27 10:00,0,5,0,0,0,0,8,,25,,,,,,0,0
+Shaanxi,2003-04-28 10:00,0,5,0,0,0,0,2,,27,,,,,,0,0
+Shaanxi,2003-04-29 10:00,3,8,0,0,0,0,1,,26,,,,,,0,0
+Shaanxi,2003-04-30 10:00,0,8,0,0,0,0,1,,26,,,,,,0,0
+Shaanxi,2003-05-01 10:00,0,8,0,0,0,0,8,5,26,0,0,0,,,0,0
+Shaanxi,2003-05-02 10:00,1,9,0,0,0,0,6,1,34,0,0,0,,,0,0
+Shaanxi,2003-05-03 10:00,0,9,0,0,0,0,3,0,37,0,0,0,,,0,0
+Shaanxi,2003-05-04 10:00,0,9,0,0,0,0,3,0,40,0,0,0,,,0,0
+Shaanxi,2003-05-05 10:00,1,10,0,0,0,0,1,3,38,0,0,0,,,1,1
+Shaanxi,2003-05-06 10:00,0,10,0,0,0,0,4,5,37,0,0,0,,,0,1
+Shaanxi,2003-05-07 10:00,0,10,0,0,0,0,3,0,40,0,0,0,,,0,1
+Shaanxi,2003-05-08 10:00,1,11,2,2,0,0,1,13,27,1,0,0,,,0,1
+Shaanxi,2003-05-09 10:00,1,12,0,2,0,0,1,1,27,0,0,0,,,0,1
+Shaanxi,2003-05-10 10:00,0,12,0,2,0,0,0,2,25,0,0,0,,,0,1
+Shaanxi,2003-05-11 10:00,0,12,1,3,0,0,1,2,24,0,0,0,,,0,1
+Shaanxi,2003-05-12 10:00,0,12,0,3,0,0,0,1,23,0,0,0,,,0,1
+Shaanxi,2003-05-13 10:00,0,12,1,4,0,0,0,0,23,0,0,0,,,0,1
+Shaanxi,2003-05-14 10:00,0,12,0,4,0,0,1,2,22,0,0,0,,,0,1
+Shaanxi,2003-05-15 10:00,0,12,0,4,0,0,1,3,20,0,0,0,,,0,1
+Shaanxi,2003-05-16 10:00,0,12,1,5,0,0,2,5,17,0,0,0,,,0,1
+Shaanxi,2003-05-17 10:00,0,12,0,5,0,0,2,3,16,0,0,0,,,0,1
+Shaanxi,2003-05-18 10:00,0,12,0,5,0,0,0,0,16,0,0,0,,,0,1
+Shaanxi,2003-05-20 10:00,0,12,1,6,0,0,0,4,12,0,0,0,,,0,1
+Shaanxi,2003-05-21 10:00,0,12,1,7,0,0,0,1,11,0,0,0,,,0,1
+Shaanxi,2003-05-22 10:00,0,12,0,7,0,0,0,3,8,0,0,0,,,0,1
+Shaanxi,2003-05-23 10:00,0,12,1,8,0,0,0,2,6,0,0,0,,,0,1
+Shaanxi,2003-05-24 10:00,0,12,0,8,0,0,0,1,5,0,0,0,,,0,1
+Shaanxi,2003-05-25 10:00,0,12,0,8,0,0,0,0,5,0,0,0,,,0,1
+Shaanxi,2003-05-26 10:00,0,12,0,8,0,0,0,1,4,0,0,0,,,0,1
+Shaanxi,2003-05-27 10:00,0,12,0,8,0,0,0,0,4,0,0,0,,,0,1
+Shaanxi,2003-05-28 10:00,0,12,1,9,0,0,0,2,2,0,0,0,,,0,1
+Shaanxi,2003-05-29 10:00,0,12,0,9,0,0,0,2,0,0,0,0,,,0,1
+Shaanxi,2003-05-30 10:00,0,12,0,9,0,0,0,0,0,0,0,0,,,0,1
+Shaanxi,2003-05-31 10:00,0,12,2,11,0,0,0,0,0,0,0,0,,,0,1
+Shandong,2003-04-22 20:00,,1,,0,,0,,,0,,,,,,,0
+Shandong,2003-04-23 20:00,,1,,0,,0,,,0,,,,,,,0
+Shandong,2003-04-24 20:00,0,1,0,0,0,0,1,,1,,,,,,0,0
+Shandong,2003-04-26 10:00,0,1,0,0,0,0,0,,1,,,,,,0,0
+Shandong,2003-04-27 10:00,0,1,0,0,0,0,0,,1,,,,,,0,0
+Shandong,2003-04-28 10:00,0,1,0,0,0,0,0,,1,,,,,,0,0
+Shandong,2003-04-29 10:00,0,1,0,0,0,0,0,,1,,,,,,0,0
+Shandong,2003-04-30 10:00,0,1,0,0,0,0,0,,1,,,,,,0,0
+Shandong,2003-05-01 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-02 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-03 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-04 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-05 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-06 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-07 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-08 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-09 10:00,0,1,0,0,0,0,1,1,1,0,0,0,,,0,0
+Shandong,2003-05-10 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-11 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-12 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-13 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-14 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-15 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-16 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-17 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-18 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-19 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-20 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-21 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-22 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-23 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-24 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-25 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-26 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-27 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-28 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-29 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-30 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shandong,2003-05-31 10:00,0,1,0,0,0,0,0,0,1,0,0,0,,,0,0
+Shanghai,2003-03-31,,0,,,,0,,,,,,,,,,
+Shanghai,2003-04-06,,1,,,,0,,,,,,,,,,
+Shanghai,2003-04-09,,1,,0,,0,,,,,,,,,,
+Shanghai,2003-04-15 12:00,,1,,0,,0,,,,,,,,,,
+Shanghai,2003-04-21,,2,,0,,0,,,8,,,,,,,0
+Shanghai,2003-04-22 20:00,,2,,0,,0,,,10,,,,,,,0
+Shanghai,2003-04-23 20:00,,2,,0,,0,,,16,,,,,,,0
+Shanghai,2003-04-24 20:00,0,2,0,0,0,0,8,,18,,,,,,0,0
+Shanghai,2003-04-26 10:00,0,2,0,0,0,0,4,,15,,,,,,0,0
+Shanghai,2003-04-27 10:00,0,2,0,0,0,0,0,,12,,,,,,0,0
+Shanghai,2003-04-28 10:00,0,2,0,0,0,0,1,,12,,,,,,0,0
+Shanghai,2003-04-29 10:00,0,2,0,0,0,0,1,,7,,,,,,0,0
+Shanghai,2003-04-30 10:00,0,2,0,0,0,0,2,,7,,,,,,0,0
+Shanghai,2003-05-01 10:00,0,2,0,0,0,0,6,1,12,0,0,0,,,0,0
+Shanghai,2003-05-02 10:00,0,2,0,0,0,0,3,2,13,0,0,0,,,0,0
+Shanghai,2003-05-03 10:00,0,2,0,0,0,0,3,1,15,0,0,0,,,0,0
+Shanghai,2003-05-04 10:00,2,4,0,0,0,0,1,1,15,0,0,0,,,0,0
+Shanghai,2003-05-05 10:00,0,4,0,0,0,0,1,4,12,0,0,0,,,0,0
+Shanghai,2003-05-06 10:00,2,6,0,0,0,0,1,0,11,2,0,0,,,0,0
+Shanghai,2003-05-07 10:00,0,6,0,0,0,0,3,2,12,0,0,0,,,0,0
+Shanghai,2003-05-08 10:00,0,6,0,0,1,1,2,2,12,0,0,0,,,0,0
+Shanghai,2003-05-09 10:00,0,6,0,0,0,1,4,4,12,0,0,0,,,0,0
+Shanghai,2003-05-10 10:00,1,7,0,0,0,1,3,4,10,1,0,0,,,0,0
+Shanghai,2003-05-11 10:00,0,7,0,0,0,1,2,1,11,0,0,0,,,0,0
+Shanghai,2003-05-12 10:00,0,7,0,0,0,1,2,0,13,0,0,0,,,0,0
+Shanghai,2003-05-13 10:00,0,7,0,0,0,1,1,1,13,0,0,0,,,0,0
+Shanghai,2003-05-14 10:00,0,7,0,0,0,1,1,4,10,0,0,0,,,0,0
+Shanghai,2003-05-15 10:00,0,7,0,0,0,1,2,2,10,0,0,0,,,0,0
+Shanghai,2003-05-16 10:00,0,7,0,0,1,2,2,0,12,0,0,0,,,0,0
+Shanghai,2003-05-17 10:00,0,7,2,2,0,2,2,3,11,0,0,0,,,0,0
+Shanghai,2003-05-18 10:00,0,7,0,2,0,2,1,0,12,0,0,0,,,0,0
+Shanghai,2003-05-19 10:00,0,7,0,2,0,2,0,2,10,0,0,0,,,0,0
+Shanghai,2003-05-20 10:00,0,7,0,2,0,2,1,2,9,0,0,0,,,0,0
+Shanghai,2003-05-21 10:00,0,7,0,2,0,2,0,6,3,0,0,0,,,0,0
+Shanghai,2003-05-22 10:00,0,7,0,2,0,2,2,2,3,0,0,0,,,0,0
+Shanghai,2003-05-23 10:00,1,8,0,2,0,2,1,3,0,1,0,0,,,0,0
+Shanghai,2003-05-24 10:00,0,8,0,2,0,2,1,0,1,0,0,0,,,0,0
+Shanghai,2003-05-25 10:00,0,8,0,2,0,2,0,0,1,0,0,0,,,0,0
+Shanghai,2003-05-26 10:00,0,8,0,2,0,2,0,1,0,0,0,0,,,0,0
+Shanghai,2003-05-27 10:00,0,8,0,2,0,2,0,0,0,0,0,0,,,0,0
+Shanghai,2003-05-28 10:00,0,8,0,2,0,2,1,0,1,0,0,0,,,0,0
+Shanghai,2003-05-29 10:00,0,8,0,2,0,2,0,0,1,0,0,0,,,0,0
+Shanghai,2003-05-30 10:00,0,8,0,2,0,2,0,0,1,0,0,0,,,0,0
+Shanghai,2003-05-31 10:00,0,8,0,2,0,2,0,0,1,0,0,0,,,0,0
+Shanghai,2003-06-01 10:00,0,8,1,3,0,2,0,0,1,0,0,0,,,0,0
+Shanghai,2003-06-02 10:00,0,8,0,3,0,2,0,0,1,0,0,0,,,0,0
+Shanghai,2003-06-03 10:00,0,8,0,3,0,2,0,1,0,0,0,0,,,0,0
+Shanghai,2003-06-04 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,0,0
+Shanghai,2003-06-05 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,0,0
+Shanghai,2003-06-06 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,0,0
+Shanghai,2003-06-07 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,0,0
+Shanghai,2003-06-08 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,,
+Shanghai,2003-06-09 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,,
+Shanghai,2003-06-10 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,,
+Shanghai,2003-06-11 10:00,0,8,0,3,0,2,0,0,0,0,0,0,,,,
+Shanxi,2003-03-31,,4,,,,0,,,,,,,,,,
+Shanxi,2003-04-06,,24,,,,1,,,,,,,,,,
+Shanxi,2003-04-09,,32,,4,,2,,,,,,,,,,
+Shanxi,2003-04-15 12:00,,82,,7,,7,,,,,,,,,,
+Shanxi,2003-04-21,,120,,6,,7,,,61,,,,,,,45
+Shanxi,2003-04-22 20:00,,157,,13,,7,,,87,,,,,,,45
+Shanxi,2003-04-23 20:00,,162,,14,,7,,,108,,,,,,,45
+Shanxi,2003-04-24 20:00,11,173,0,14,1,8,34,,135,,,,,,1,46
+Shanxi,2003-04-26 10:00,22,195,0,14,0,8,18,,135,,,,,,1,47
+Shanxi,2003-04-27 10:00,19,214,5,19,1,9,29,,156,,,,,,1,48
+Shanxi,2003-04-28 10:00,29,243,1,20,0,9,29,,173,,,,经修正统计山西既往病例中增加8例医务人员。,,2,58
+Shanxi,2003-04-29 10:00,23,266,1,21,0,9,49,,156,,,,,,4,62
+Shanxi,2003-04-30 10:00,34,299,1,22,0,9,17,,130,,,,山西排除1例原临床诊断病例。,,3,65
+Shanxi,2003-05-01 10:00,8,307,3,25,1,10,20,14,136,0,0,0,,,1,66
+Shanxi,2003-05-02 10:00,4,311,7,32,0,10,26,6,155,1,0,0,,,0,66
+Shanxi,2003-05-03 10:00,18,329,1,33,2,12,24,5,160,14,0,0,,,2,68
+Shanxi,2003-05-04 10:00,11,339,3,36,0,12,20,7,165,8,1,0,山西排除原临床诊断病例1例,,0,68
+Shanxi,2003-05-05 10:00,21,360,0,36,2,14,12,20,141,16,0,0,,,2,70
+Shanxi,2003-05-06 10:00,11,369,5,41,3,17,19,6,149,5,2,0,山西省排除原临床诊断病例2例。,,5,75
+Shanxi,2003-05-07 10:00,9,378,10,5,0,17,18,6,154,7,0,0,,,1,76
+Shanxi,2003-05-08 10:00,13,391,3,54,0,17,29,19,152,12,0,0,,,0,76
+Shanxi,2003-05-09 10:00,11,400,15,69,0,17,14,22,138,6,2,0,山西排除原临床诊断病例2例。,,0,76
+Shanxi,2003-05-10 10:00,11,410,12,81,1,18,18,19,129,8,1,0,山西排除原临床诊断病例1例。,,1,77
+Shanxi,2003-05-11 10:00,6,416,6,87,0,18,20,8,138,3,0,0,,,0,77
+Shanxi,2003-05-12 10:00,4,420,8,95,0,18,10,18,128,2,0,0,,,0,77
+Shanxi,2003-05-13 10:00,13,431,24,119,1,19,8,17,110,9,2,0,山西排除原临床诊断病例2例。,,1,78
+Shanxi,2003-05-14 10:00,4,435,23,142,0,19,9,15,100,4,0,0,,,0,78
+Shanxi,2003-05-15 10:00,7,442,18,160,0,19,6,18,84,4,0,0,,,0,78
+Shanxi,2003-05-16 10:00,1,443,37,197,0,19,18,18,83,1,0,0,,,0,78
+Shanxi,2003-05-17 10:00,1,443,6,203,1,20,13,8,87,1,1,0,山西订正1例临床诊断病例为疑似病例。,,0,78
+Shanxi,2003-05-18 10:00,2,445,15,218,0,20,2,8,81,0,0,0,,,0,78
+Shanxi,2003-05-19 10:00,0,444,6,224,0,20,2,11,72,0,1,0,山西排除原临床诊断病例1例。,,0,78
+Shaanxi,2003-05-19 10:00,0,12,0,5,0,0,2,2,16,0,0,0,,,0,1
+Shanxi,2003-05-20 10:00,1,445,8,232,0,20,2,9,64,1,0,0,,,0,78
+Shanxi,2003-05-21 10:00,0,445,10,242,0,20,3,4,63,0,0,0,,,0,78
+Shanxi,2003-05-22 10:00,2,447,5,247,0,20,5,8,58,2,0,0,,,1,79
+Shanxi,2003-05-23 10:00,0,447,12,259,1,21,2,11,49,0,0,0,,,0,79
+Shanxi,2003-05-24 10:00,4,450,16,275,0,21,2,8,41,2,1,0,山西排除原临床诊断病例1例。,,0,79
+Shanxi,2003-05-25 10:00,0,449,9,284,0,21,1,12,30,0,1,0,山西排除原临床诊断病例1例。,,0,79
+Shanxi,2003-05-26 10:00,1,450,5,289,0,21,2,4,27,1,0,0,,,1,80
+Shanxi,2003-05-27 10:00,0,450,14,303,0,21,0,4,23,0,0,0,,,0,80
+Shanxi,2003-05-28 10:00,0,450,13,316,0,21,4,5,22,0,0,0,,,0,80
+Shanxi,2003-05-29 10:00,0,450,9,325,0,21,1,3,20,0,0,0,,,0,80
+Shanxi,2003-05-30 10:00,0,450,10,335,0,21,1,3,18,0,0,0,,,0,80
+Shanxi,2003-05-31 10:00,0,450,3,338,0,21,0,2,16,0,0,0,,,0,80
+Shanxi,2003-06-01 10:00,0,448,3,339,0,21,0,2,14,0,1,0,山西排除原临床诊断病例2例(已出院)。,,0,80
+Shanxi,2003-06-02 10:00,0,448,3,342,0,21,1,4,11,0,0,0,,,0,80
+Shanxi,2003-06-03 10:00,0,448,6,348,0,21,0,0,11,0,0,0,,,0,80
+Shanxi,2003-06-04 10:00,0,448,6,354,0,21,0,3,8,0,0,0,,,0,80
+Shanxi,2003-06-05 10:00,0,448,17,371,2,23,0,3,5,0,0,0,,,0,80
+Shanxi,2003-06-06 10:00,0,448,3,374,0,23,0,1,4,0,0,0,,,0,80
+Shanxi,2003-06-07 10:00,0,448,1,375,0,23,0,0,4,0,0,0,,,0,80
+Shanxi,2003-06-08 10:00,0,448,4,379,0,23,0,1,3,0,0,0,,,,
+Shanxi,2003-06-09 10:00,0,448,6,385,0,23,0,0,3,0,0,0,,,,
+Shanxi,2003-06-10 10:00,0,448,6,391,1,24,0,1,2,0,0,0,,,,
+Shanxi,2003-06-11 10:00,0,448,5,396,0,24,0,0,2,0,0,0,,,,
+Shanxi,2003-06-12 10:00,0,448,6,402,0,24,0,1,1,0,0,0,,,,
+Shanxi,2003-06-13 10:00,0,448,1,403,0,24,0,1,0,0,0,0,,,,
+Sichuan,2003-03-31,,3,,,,0,,,,,,,,,,
+Sichuan,2003-04-06,,4,,,,1,,,,,,,,,,
+Sichuan,2003-04-09,,4,,3,,1,,,,,,,,,,
+Sichuan,2003-04-15 12:00,,4,,3,,1,,,,,,,,,,
+Sichuan,2003-04-21,,8,,3,,2,,,7,,,,,,,0
+Sichuan,2003-04-22 20:00,,8,,3,,2,,,10,,,,,,,0
+Sichuan,2003-04-23 20:00,,8,,3,,2,,,14,,,,,,,0
+Sichuan,2003-04-24 20:00,1,9,0,3,0,2,2,,15,,,,,,0,0
+Sichuan,2003-04-26 10:00,1,10,0,3,0,2,3,,17,,,,,,0,0
+Sichuan,2003-04-27 10:00,2,12,0,3,0,2,2,,17,,,,,,0,0
+Sichuan,2003-04-28 10:00,0,12,0,3,0,2,4,,18,,,,,,0,0
+Sichuan,2003-04-29 10:00,0,12,0,3,0,2,4,,21,,,,,,0,0
+Sichuan,2003-04-30 10:00,0,12,0,3,0,2,3,,21,,,,,,0,0
+Sichuan,2003-05-01 10:00,0,12,0,3,0,2,1,2,21,0,0,0,,,0,0
+Sichuan,2003-05-02 10:00,0,10,0,3,0,2,0,2,18,0,2,0,四川排除原临床诊断病例2例。,,0,0
+Sichuan,2003-05-03 10:00,0,10,0,3,0,2,3,0,21,0,0,0,,,0,0
+Sichuan,2003-05-04 10:00,1,11,0,3,0,2,2,1,21,1,0,0,,,0,0
+Sichuan,2003-05-05 10:00,0,11,0,3,0,2,2,3,20,0,0,0,,,0,0
+Sichuan,2003-05-06 10:00,0,11,0,3,0,2,0,0,20,0,0,0,,,0,0
+Sichuan,2003-05-07 10:00,0,11,0,3,0,2,0,1,19,0,0,0,,,0,0
+Sichuan,2003-05-08 10:00,0,11,1,4,0,2,1,2,18,0,0,0,,,0,0
+Sichuan,2003-05-09 10:00,2,13,0,4,0,2,1,0,17,2,0,0,,,0,0
+Sichuan,2003-05-10 10:00,0,13,0,4,0,2,1,0,18,0,0,0,,,0,0
+Sichuan,2003-05-11 10:00,0,13,0,4,0,2,0,2,16,0,0,0,,,0,0
+Sichuan,2003-05-12 10:00,0,13,0,4,0,2,1,0,17,0,0,0,,,0,0
+Sichuan,2003-05-13 10:00,1,14,0,4,0,2,0,0,16,1,0,0,,,0,0
+Sichuan,2003-05-14 10:00,1,15,2,6,0,2,1,2,14,1,0,0,,,0,0
+Sichuan,2003-05-15 10:00,0,15,0,6,0,2,0,0,14,0,0,0,,,0,0
+Sichuan,2003-05-16 10:00,2,17,1,7,0,2,2,1,13,2,0,0,,,0,0
+Sichuan,2003-05-17 10:00,0,17,0,7,0,2,0,3,10,0,0,0,,,0,0
+Sichuan,2003-05-18 10:00,0,17,0,7,0,2,0,0,10,0,0,0,,,0,0
+Sichuan,2003-05-19 10:00,0,17,1,8,0,2,0,1,9,0,0,0,,,0,0
+Sichuan,2003-05-20 10:00,0,17,0,8,0,2,0,1,8,0,0,0,,,0,0
+Sichuan,2003-05-21 10:00,0,17,0,8,0,2,0,2,6,0,0,0,,,0,0
+Sichuan,2003-05-22 10:00,0,17,1,9,0,2,0,1,5,0,0,0,,,0,0
+Sichuan,2003-05-23 10:00,2,19,3,12,0,2,2,2,3,2,0,0,,,0,0
+Sichuan,2003-05-24 10:00,0,19,0,12,0,2,0,0,3,0,0,0,,,0,0
+Sichuan,2003-05-25 10:00,0,19,0,12,0,2,1,2,2,0,0,0,,,0,0
+Sichuan,2003-05-26 10:00,0,19,0,12,0,2,0,0,2,0,0,0,,,0,0
+Sichuan,2003-05-27 10:00,0,19,0,12,0,2,0,1,1,0,0,0,,,0,0
+Sichuan,2003-05-28 10:00,0,19,0,12,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-05-29 10:00,0,19,0,12,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-05-30 10:00,0,19,0,12,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-05-31 10:00,0,19,0,12,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-06-01 10:00,0,19,0,12,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-06-02 10:00,0,19,1,13,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-06-03 10:00,0,19,0,13,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-06-04 10:00,0,19,0,13,0,2,1,0,2,0,0,0,,,0,0
+Sichuan,2003-06-05 10:00,0,19,1,14,0,2,1,0,3,0,0,0,,,0,0
+Sichuan,2003-06-06 10:00,1,20,2,16,0,2,0,1,1,1,0,0,,,0,0
+Sichuan,2003-06-07 10:00,0,20,0,16,0,2,0,0,1,0,0,0,,,0,0
+Sichuan,2003-06-08 10:00,0,20,0,16,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-09 10:00,0,20,0,16,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-10 10:00,0,20,0,16,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-11 10:00,0,20,0,16,0,2,1,1,1,0,0,0,,,,
+Sichuan,2003-06-12 10:00,0,20,0,16,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-13 10:00,0,20,0,16,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-14 10:00,0,20,0,16,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-15 10:00,0,20,0,16,0,2,0,0,1,0,0,0,从无当地传播发生；,,,
+Sichuan,2003-06-16 10:00,0,20,0,16,0,2,0,0,1,0,0,0,从无当地传播发生；,,,
+Sichuan,2003-06-17 10:00,0,20,1,17,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-18 10:00,0,20,0,17,0,2,0,0,1,0,0,0,,,,
+Sichuan,2003-06-19 10:00,0,20,0,17,0,2,0,1,0,0,0,0,,,,
+Sichuan,2003-06-20 10:00,0,20,0,17,0,2,0,0,0,0,0,0,,,,
+Sichuan,2003-06-21 10:00,0,20,0,17,0,2,0,0,0,0,0,0,,,,
+Sichuan,2003-06-22 10:00,0,20,0,17,0,2,0,0,0,0,0,0,,,,
+Sichuan,2003-06-23 10:00,0,20,0,17,0,2,0,0,0,0,0,0,,,,
+Tianjin,2003-04-21,,0,,0,,0,,,2,,,,,,,0
+Tianjin,2003-04-22 20:00,,7,,0,,2,,,5,,,,,,,0
+Tianjin,2003-04-23 20:00,,8,,0,,2,,,12,,,,,,,1
+Tianjin,2003-04-24 20:00,13,21,0,0,0,2,9,,26,,,,,,9,10
+Tianjin,2003-04-26 10:00,1,22,0,0,0,2,27,,53,,,,,,0,10
+Tianjin,2003-04-27 10:00,0,22,0,0,0,2,2,,55,,,,,,0,10
+Tianjin,2003-04-28 10:00,21,43,0,0,0,2,12,,67,,,,,,13,23
+Tianjin,2003-04-29 10:00,1,44,0,0,0,2,8,,75,,,,,,0,23
+Tianjin,2003-04-30 10:00,5,49,0,0,1,3,8,,81,,,,,,0,23
+Tianjin,2003-05-01 10:00,12,61,0,0,0,3,9,3,87,0,0,0,,,3,26
+Tianjin,2003-05-02 10:00,12,73,0,0,0,3,16,0,103,0,0,0,,,9,35
+Tianjin,2003-05-03 10:00,18,91,1,1,1,4,16,3,100,16,0,0,,,10,45
+Tianjin,2003-05-04 10:00,9,100,0,1,0,4,9,0,105,4,0,0,,,4,49
+Tianjin,2003-05-05 10:00,9,109,0,1,1,5,14,3,116,0,0,0,,,3,52
+Tianjin,2003-05-06 10:00,11,120,0,1,0,5,5,1,114,6,0,0,,,6,58
+Tianjin,2003-05-07 10:00,7,127,0,1,0,5,9,0,116,7,0,0,,,3,61
+Tianjin,2003-05-08 10:00,5,132,1,2,0,5,8,1,118,5,0,0,,,3,64
+Tianjin,2003-05-09 10:00,9,141,0,2,1,6,11,1,123,5,0,0,,,2,66
+Tianjin,2003-05-10 10:00,8,149,0,2,1,7,5,3,118,7,0,0,,,1,67
+Tianjin,2003-05-11 10:00,8,157,0,2,0,7,9,9,110,8,0,0,,,1,68
+Tianjin,2003-05-12 10:00,6,163,0,2,1,8,3,2,105,6,0,0,,,0,68
+Tianjin,2003-05-13 10:00,4,167,0,2,1,9,4,2,104,3,0,0,,,0,68
+Tianjin,2003-05-14 10:00,4,171,0,2,0,9,3,2,102,3,0,0,,,0,68
+Tianjin,2003-05-15 10:00,3,174,2,4,1,10,3,1,101,3,0,0,,,0,68
+Tianjin,2003-05-16 10:00,3,177,2,6,1,11,3,5,97,2,0,0,,,1,69
+Tianjin,2003-05-17 10:00,1,176,2,8,1,12,2,2,97,0,2,0,天津2例医务人员由原临床诊断病例转为疑似病例。,,0,67
+Tianjin,2003-05-18 10:00,0,176,2,10,0,12,2,0,99,0,0,0,,,0,67
+Tianjin,2003-05-19 10:00,0,175,2,12,1,13,2,0,101,0,1,0,天津排除原临床诊断病例1例。,,0,67
+Tianjin,2003-05-20 10:00,0,175,2,14,0,13,1,2,100,0,0,0,,,0,67
+Tianjin,2003-05-21 10:00,0,175,0,14,0,13,0,1,99,0,0,0,,,0,67
+Tianjin,2003-05-22 10:00,0,175,1,15,1,14,0,4,95,0,0,0,,,0,67
+Tianjin,2003-05-23 10:00,0,175,4,19,0,14,0,0,95,0,0,0,,,0,67
+Tianjin,2003-05-24 10:00,0,175,10,29,0,14,0,0,95,0,0,0,,,0,67
+Tianjin,2003-05-25 10:00,0,175,5,34,0,14,0,1,94,0,0,0,,,0,67
+Tianjin,2003-05-26 10:00,0,175,4,38,0,14,0,0,94,0,0,0,,,0,67
+Tianjin,2003-05-27 10:00,0,175,3,41,0,14,0,2,92,0,0,0,,,0,67
+Tianjin,2003-05-28 10:00,0,175,15,56,0,14,0,1,91,0,0,0,,,0,67
+Tianjin,2003-05-29 10:00,0,175,4,60,0,14,0,1,90,0,0,0,,,0,67
+Tianjin,2003-05-30 10:00,0,175,17,77,0,14,0,14,76,0,0,0,,,0,67
+Tianjin,2003-05-31 10:00,0,175,10,87,0,14,0,0,76,0,0,0,,,0,67
+Tianjin,2003-06-01 10:00,0,175,7,94,0,14,0,0,76,0,0,0,,,0,67
+Tianjin,2003-06-02 10:00,0,175,15,109,0,14,0,1,75,0,0,0,,,0,67
+Tianjin,2003-06-03 10:00,0,175,8,117,0,14,0,0,75,0,0,0,,,0,67
+Tianjin,2003-06-04 10:00,0,175,11,128,0,14,0,0,75,0,0,0,,,0,67
+Tianjin,2003-06-05 10:00,0,175,4,132,0,14,0,2,73,0,0,0,,,0,67
+Xinjiang,2003-04-21,,0,,0,,0,,,1,,,,,,,0
+Xinjiang,2003-04-22 20:00,,0,,0,,0,,,1,,,,,,,0
+Xinjiang,2003-04-23 20:00,,0,,0,,0,,,1,,,,,,,0
+Xinjiang,2003-04-24 20:00,0,0,0,0,0,0,0,,1,,,,,,0,0
+Xinjiang,2003-04-26 10:00,0,0,0,0,0,0,0,,1,,,,,,0,0
+Xinjiang,2003-04-27 10:00,0,0,0,0,0,0,1,,2,,,,,,0,0
+Xinjiang,2003-04-28 10:00,0,0,0,0,0,0,0,,2,,,,,,0,0
+Xinjiang,2003-04-29 10:00,0,0,0,0,0,0,0,,1,,,,,,0,0
+Xinjiang,2003-04-30 10:00,0,0,0,0,0,0,0,,1,,,,,,0,0
+Xinjiang,2003-05-01 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-02 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-03 10:00,0,0,0,0,0,0,1,1,1,0,0,0,,,0,0
+Xinjiang,2003-05-04 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-05 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-06 10:00,0,0,0,0,0,0,0,1,0,0,0,0,,,0,0
+Xinjiang,2003-05-22 10:00,0,0,0,0,0,0,1,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-23 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-24 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-25 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-26 10:00,0,0,0,0,0,0,0,0,1,0,0,0,,,0,0
+Xinjiang,2003-05-27 10:00,0,0,0,0,0,0,1,0,2,0,0,0,,,0,0
+Xinjiang,2003-05-28 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Xinjiang,2003-05-29 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Xinjiang,2003-05-30 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Xinjiang,2003-05-31 10:00,0,0,0,0,0,0,0,0,2,0,0,0,,,0,0
+Zhejiang,2003-04-22 20:00,,3,,0,,0,,,0,,,,,,,0
+Zhejiang,2003-04-23 20:00,,3,,0,,0,,,2,,,,,,,0
+Zhejiang,2003-04-24 20:00,0,3,0,0,0,0,3,,5,,,,,,0,0
+Zhejiang,2003-04-26 10:00,0,3,0,0,0,0,1,,6,,,,,,0,0
+Zhejiang,2003-04-27 10:00,0,3,0,0,0,0,0,,6,,,,,,0,0
+Zhejiang,2003-04-28 10:00,0,3,0,0,0,0,1,,6,,,,,,0,0
+Zhejiang,2003-04-29 10:00,0,3,0,0,0,0,0,,6,,,,,,0,0
+Zhejiang,2003-04-30 10:00,0,3,0,0,0,0,0,,5,,,,,,0,0
+Zhejiang,2003-05-01 10:00,0,3,0,0,0,0,0,2,3,0,0,0,,,0,0
+Zhejiang,2003-05-02 10:00,0,3,0,0,0,0,0,0,3,0,0,0,,,0,0
+Zhejiang,2003-05-03 10:00,0,3,0,0,0,0,0,0,3,0,0,0,,,0,0
+Zhejiang,2003-05-04 10:00,0,3,0,0,0,0,1,0,4,0,0,0,,,0,0
+Zhejiang,2003-05-05 10:00,0,3,0,0,0,0,0,0,4,0,0,0,,,0,0
+Zhejiang,2003-05-06 10:00,0,3,0,0,0,0,1,0,5,0,0,0,,,0,0
+Zhejiang,2003-05-07 10:00,0,3,0,0,0,0,0,0,5,0,0,0,,,0,0
+Zhejiang,2003-05-08 10:00,1,4,0,0,0,0,1,0,5,1,0,0,,,0,0
+Zhejiang,2003-05-09 10:00,0,4,0,0,0,0,0,1,4,0,0,0,,,0,0
+Zhejiang,2003-05-10 10:00,0,4,0,0,0,0,1,0,5,0,0,0,,,0,0
+Zhejiang,2003-05-11 10:00,0,4,0,0,0,0,0,0,5,0,0,0,,,0,0
+Zhejiang,2003-05-12 10:00,0,4,0,0,0,0,0,0,5,0,0,0,,,0,0
+Zhejiang,2003-05-13 10:00,0,4,0,0,0,0,0,0,5,0,0,0,,,0,0
+Zhejiang,2003-05-14 10:00,0,4,0,0,0,0,0,0,5,0,0,0,,,0,0
+Zhejiang,2003-05-15 10:00,0,4,0,0,0,0,0,1,4,0,0,0,,,0,0
+Zhejiang,2003-05-16 10:00,0,4,0,0,0,0,0,1,3,0,0,0,,,0,0
+Zhejiang,2003-05-17 10:00,0,4,0,0,0,0,0,0,3,0,0,0,,,0,0
+Zhejiang,2003-05-18 10:00,0,4,0,0,0,0,0,0,3,0,0,0,,,0,0
+Zhejiang,2003-05-19 10:00,0,4,0,0,0,0,0,0,3,0,0,0,,,0,0
+Zhejiang,2003-05-20 10:00,0,4,0,0,0,0,0,0,3,0,0,0,,,0,0
+Zhejiang,2003-05-21 10:00,0,4,0,0,0,0,0,1,2,0,0,0,,,0,0
+Zhejiang,2003-05-22 10:00,0,4,0,0,0,0,0,1,1,0,0,0,,,0,0
+Zhejiang,2003-05-23 10:00,0,4,0,0,0,0,0,0,1,0,0,0,,,0,0
+Zhejiang,2003-05-24 10:00,0,4,0,0,0,0,0,0,1,0,0,0,,,0,0
+Zhejiang,2003-05-25 10:00,0,4,0,0,0,0,0,0,1,0,0,0,,,0,0
+Zhejiang,2003-05-26 10:00,0,4,1,1,0,0,0,1,0,0,0,0,,,0,0
+Zhejiang,2003-05-27 10:00,0,4,0,1,0,0,0,0,0,0,0,0,,,0,0
+Zhejiang,2003-05-28 10:00,0,4,0,1,0,0,0,0,0,0,0,0,,,0,0
+Zhejiang,2003-05-29 10:00,0,4,0,1,0,0,0,0,0,0,0,0,,,0,0
+Zhejiang,2003-05-30 10:00,0,4,0,1,0,0,0,0,0,0,0,0,,,0,0
+Zhejiang,2003-05-31 10:00,0,4,0,1,0,0,0,0,0,0,0,0,,,0,0
\ No newline at end of file
diff --git a/Processd_Data/sars_data.numbers b/Processd_Data/sars_data.numbers
index 3a8b336..12af1d1 100755
Binary files a/Processd_Data/sars_data.numbers and b/Processd_Data/sars_data.numbers differ
diff --git a/Raw/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/Raw/.ipynb_checkpoints/Untitled-checkpoint.ipynb
index 2fd6442..9c2e98e 100644
--- a/Raw/.ipynb_checkpoints/Untitled-checkpoint.ipynb
+++ b/Raw/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -1,6 +1,6862 @@
 {
- "cells": [],
- "metadata": {},
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>iso_code</th>\n",
+       "      <th>location</th>\n",
+       "      <th>date</th>\n",
+       "      <th>total_cases</th>\n",
+       "      <th>new_cases</th>\n",
+       "      <th>total_deaths</th>\n",
+       "      <th>new_deaths</th>\n",
+       "      <th>total_cases_per_million</th>\n",
+       "      <th>new_cases_per_million</th>\n",
+       "      <th>total_deaths_per_million</th>\n",
+       "      <th>...</th>\n",
+       "      <th>aged_65_older</th>\n",
+       "      <th>aged_70_older</th>\n",
+       "      <th>gdp_per_capita</th>\n",
+       "      <th>extreme_poverty</th>\n",
+       "      <th>cvd_death_rate</th>\n",
+       "      <th>diabetes_prevalence</th>\n",
+       "      <th>female_smokers</th>\n",
+       "      <th>male_smokers</th>\n",
+       "      <th>handwashing_facilities</th>\n",
+       "      <th>hospital_beds_per_100k</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>ABW</td>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>2020-03-13</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>18.733</td>\n",
+       "      <td>18.733</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.085</td>\n",
+       "      <td>7.452</td>\n",
+       "      <td>35973.781</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.62</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>ABW</td>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>2020-03-20</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.465</td>\n",
+       "      <td>18.733</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.085</td>\n",
+       "      <td>7.452</td>\n",
+       "      <td>35973.781</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.62</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>ABW</td>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>2020-03-24</td>\n",
+       "      <td>12</td>\n",
+       "      <td>8</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>112.395</td>\n",
+       "      <td>74.930</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.085</td>\n",
+       "      <td>7.452</td>\n",
+       "      <td>35973.781</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.62</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>ABW</td>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>2020-03-25</td>\n",
+       "      <td>17</td>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>159.227</td>\n",
+       "      <td>46.831</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.085</td>\n",
+       "      <td>7.452</td>\n",
+       "      <td>35973.781</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.62</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ABW</td>\n",
+       "      <td>Aruba</td>\n",
+       "      <td>2020-03-26</td>\n",
+       "      <td>19</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>177.959</td>\n",
+       "      <td>18.733</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>13.085</td>\n",
+       "      <td>7.452</td>\n",
+       "      <td>35973.781</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.62</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19491</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>International</td>\n",
+       "      <td>2020-02-28</td>\n",
+       "      <td>705</td>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19492</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>International</td>\n",
+       "      <td>2020-02-29</td>\n",
+       "      <td>705</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19493</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>International</td>\n",
+       "      <td>2020-03-01</td>\n",
+       "      <td>705</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19494</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>International</td>\n",
+       "      <td>2020-03-02</td>\n",
+       "      <td>705</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19495</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>International</td>\n",
+       "      <td>2020-03-10</td>\n",
+       "      <td>696</td>\n",
+       "      <td>-9</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>19496 rows × 32 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      iso_code       location        date  total_cases  new_cases  \\\n",
+       "0          ABW          Aruba  2020-03-13            2          2   \n",
+       "1          ABW          Aruba  2020-03-20            4          2   \n",
+       "2          ABW          Aruba  2020-03-24           12          8   \n",
+       "3          ABW          Aruba  2020-03-25           17          5   \n",
+       "4          ABW          Aruba  2020-03-26           19          2   \n",
+       "...        ...            ...         ...          ...        ...   \n",
+       "19491      NaN  International  2020-02-28          705          0   \n",
+       "19492      NaN  International  2020-02-29          705          0   \n",
+       "19493      NaN  International  2020-03-01          705          0   \n",
+       "19494      NaN  International  2020-03-02          705          0   \n",
+       "19495      NaN  International  2020-03-10          696         -9   \n",
+       "\n",
+       "       total_deaths  new_deaths  total_cases_per_million  \\\n",
+       "0                 0           0                   18.733   \n",
+       "1                 0           0                   37.465   \n",
+       "2                 0           0                  112.395   \n",
+       "3                 0           0                  159.227   \n",
+       "4                 0           0                  177.959   \n",
+       "...             ...         ...                      ...   \n",
+       "19491             4           0                      NaN   \n",
+       "19492             6           2                      NaN   \n",
+       "19493             6           0                      NaN   \n",
+       "19494             6           0                      NaN   \n",
+       "19495             7           1                      NaN   \n",
+       "\n",
+       "       new_cases_per_million  total_deaths_per_million  ...  aged_65_older  \\\n",
+       "0                     18.733                       0.0  ...         13.085   \n",
+       "1                     18.733                       0.0  ...         13.085   \n",
+       "2                     74.930                       0.0  ...         13.085   \n",
+       "3                     46.831                       0.0  ...         13.085   \n",
+       "4                     18.733                       0.0  ...         13.085   \n",
+       "...                      ...                       ...  ...            ...   \n",
+       "19491                    NaN                       NaN  ...            NaN   \n",
+       "19492                    NaN                       NaN  ...            NaN   \n",
+       "19493                    NaN                       NaN  ...            NaN   \n",
+       "19494                    NaN                       NaN  ...            NaN   \n",
+       "19495                    NaN                       NaN  ...            NaN   \n",
+       "\n",
+       "       aged_70_older  gdp_per_capita  extreme_poverty  cvd_death_rate  \\\n",
+       "0              7.452       35973.781              NaN             NaN   \n",
+       "1              7.452       35973.781              NaN             NaN   \n",
+       "2              7.452       35973.781              NaN             NaN   \n",
+       "3              7.452       35973.781              NaN             NaN   \n",
+       "4              7.452       35973.781              NaN             NaN   \n",
+       "...              ...             ...              ...             ...   \n",
+       "19491            NaN             NaN              NaN             NaN   \n",
+       "19492            NaN             NaN              NaN             NaN   \n",
+       "19493            NaN             NaN              NaN             NaN   \n",
+       "19494            NaN             NaN              NaN             NaN   \n",
+       "19495            NaN             NaN              NaN             NaN   \n",
+       "\n",
+       "       diabetes_prevalence  female_smokers male_smokers  \\\n",
+       "0                    11.62             NaN          NaN   \n",
+       "1                    11.62             NaN          NaN   \n",
+       "2                    11.62             NaN          NaN   \n",
+       "3                    11.62             NaN          NaN   \n",
+       "4                    11.62             NaN          NaN   \n",
+       "...                    ...             ...          ...   \n",
+       "19491                  NaN             NaN          NaN   \n",
+       "19492                  NaN             NaN          NaN   \n",
+       "19493                  NaN             NaN          NaN   \n",
+       "19494                  NaN             NaN          NaN   \n",
+       "19495                  NaN             NaN          NaN   \n",
+       "\n",
+       "       handwashing_facilities  hospital_beds_per_100k  \n",
+       "0                         NaN                     NaN  \n",
+       "1                         NaN                     NaN  \n",
+       "2                         NaN                     NaN  \n",
+       "3                         NaN                     NaN  \n",
+       "4                         NaN                     NaN  \n",
+       "...                       ...                     ...  \n",
+       "19491                     NaN                     NaN  \n",
+       "19492                     NaN                     NaN  \n",
+       "19493                     NaN                     NaN  \n",
+       "19494                     NaN                     NaN  \n",
+       "19495                     NaN                     NaN  \n",
+       "\n",
+       "[19496 rows x 32 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = pd.read_csv('owid-covid-data.csv')\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "data_p = data.pivot(index='location',columns='date',values='total_cases')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "data_p.to_csv('world_pivot.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>Country Name</th>\n",
+       "      <th>region</th>\n",
+       "      <th>Image URL</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>https://www.countryflags.io/ao/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Burundi</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>https://www.countryflags.io/bi/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Benin</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>https://www.countryflags.io/bj/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Burkina Faso</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>https://www.countryflags.io/bf/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Botswana</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>https://www.countryflags.io/bw/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>210</th>\n",
+       "      <td>Solomon Islands</td>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>https://www.countryflags.io/sb/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>211</th>\n",
+       "      <td>Tonga</td>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>https://www.countryflags.io/to/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>212</th>\n",
+       "      <td>Tuvalu</td>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>https://www.countryflags.io/tv/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>213</th>\n",
+       "      <td>Vanuatu</td>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>https://www.countryflags.io/vu/flat/64.png</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>214</th>\n",
+       "      <td>Samoa</td>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>https://www.countryflags.io/ws/flat/64.png</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>215 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Country Name   region                                   Image URL\n",
+       "0             Angola   Africa  https://www.countryflags.io/ao/flat/64.png\n",
+       "1            Burundi   Africa  https://www.countryflags.io/bi/flat/64.png\n",
+       "2              Benin   Africa  https://www.countryflags.io/bj/flat/64.png\n",
+       "3       Burkina Faso   Africa  https://www.countryflags.io/bf/flat/64.png\n",
+       "4           Botswana   Africa  https://www.countryflags.io/bw/flat/64.png\n",
+       "..               ...      ...                                         ...\n",
+       "210  Solomon Islands  Oceania  https://www.countryflags.io/sb/flat/64.png\n",
+       "211            Tonga  Oceania  https://www.countryflags.io/to/flat/64.png\n",
+       "212           Tuvalu  Oceania  https://www.countryflags.io/tv/flat/64.png\n",
+       "213          Vanuatu  Oceania  https://www.countryflags.io/vu/flat/64.png\n",
+       "214            Samoa  Oceania  https://www.countryflags.io/ws/flat/64.png\n",
+       "\n",
+       "[215 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "country = pd.read_csv('country.csv')\n",
+    "country"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>location</th>\n",
+       "      <th>2019-12-31</th>\n",
+       "      <th>2020-01-01</th>\n",
+       "      <th>2020-01-02</th>\n",
+       "      <th>2020-01-03</th>\n",
+       "      <th>2020-01-04</th>\n",
+       "      <th>2020-01-05</th>\n",
+       "      <th>2020-01-06</th>\n",
+       "      <th>2020-01-07</th>\n",
+       "      <th>2020-01-08</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2020-05-15</th>\n",
+       "      <th>2020-05-16</th>\n",
+       "      <th>2020-05-17</th>\n",
+       "      <th>2020-05-18</th>\n",
+       "      <th>2020-05-19</th>\n",
+       "      <th>2020-05-20</th>\n",
+       "      <th>2020-05-21</th>\n",
+       "      <th>2020-05-22</th>\n",
+       "      <th>2020-05-23</th>\n",
+       "      <th>2020-05-24</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5339.0</td>\n",
+       "      <td>6402.0</td>\n",
+       "      <td>6402.0</td>\n",
+       "      <td>6664.0</td>\n",
+       "      <td>7072.0</td>\n",
+       "      <td>7653.0</td>\n",
+       "      <td>8145.0</td>\n",
+       "      <td>8676.0</td>\n",
+       "      <td>9216.0</td>\n",
+       "      <td>9998.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Albania</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>898.0</td>\n",
+       "      <td>916.0</td>\n",
+       "      <td>933.0</td>\n",
+       "      <td>946.0</td>\n",
+       "      <td>948.0</td>\n",
+       "      <td>949.0</td>\n",
+       "      <td>964.0</td>\n",
+       "      <td>969.0</td>\n",
+       "      <td>981.0</td>\n",
+       "      <td>989.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Algeria</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6442.0</td>\n",
+       "      <td>6629.0</td>\n",
+       "      <td>6821.0</td>\n",
+       "      <td>7019.0</td>\n",
+       "      <td>7201.0</td>\n",
+       "      <td>7377.0</td>\n",
+       "      <td>7542.0</td>\n",
+       "      <td>7728.0</td>\n",
+       "      <td>7918.0</td>\n",
+       "      <td>8113.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Andorra</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>761.0</td>\n",
+       "      <td>761.0</td>\n",
+       "      <td>761.0</td>\n",
+       "      <td>761.0</td>\n",
+       "      <td>761.0</td>\n",
+       "      <td>761.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>762.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Angola</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>60.0</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206</th>\n",
+       "      <td>Vietnam</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>312.0</td>\n",
+       "      <td>313.0</td>\n",
+       "      <td>318.0</td>\n",
+       "      <td>320.0</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>324.0</td>\n",
+       "      <td>324.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>207</th>\n",
+       "      <td>Western Sahara</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>208</th>\n",
+       "      <td>Yemen</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>87.0</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>128.0</td>\n",
+       "      <td>130.0</td>\n",
+       "      <td>167.0</td>\n",
+       "      <td>180.0</td>\n",
+       "      <td>193.0</td>\n",
+       "      <td>205.0</td>\n",
+       "      <td>212.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>209</th>\n",
+       "      <td>Zambia</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>654.0</td>\n",
+       "      <td>668.0</td>\n",
+       "      <td>679.0</td>\n",
+       "      <td>753.0</td>\n",
+       "      <td>761.0</td>\n",
+       "      <td>772.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>866.0</td>\n",
+       "      <td>920.0</td>\n",
+       "      <td>920.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>210</th>\n",
+       "      <td>Zimbabwe</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>46.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>56.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>211 rows × 147 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           location  2019-12-31  2020-01-01  2020-01-02  2020-01-03  \\\n",
+       "0       Afghanistan         0.0         0.0         0.0         0.0   \n",
+       "1           Albania         NaN         NaN         NaN         NaN   \n",
+       "2           Algeria         0.0         0.0         0.0         0.0   \n",
+       "3           Andorra         NaN         NaN         NaN         NaN   \n",
+       "4            Angola         NaN         NaN         NaN         NaN   \n",
+       "..              ...         ...         ...         ...         ...   \n",
+       "206         Vietnam         0.0         0.0         0.0         0.0   \n",
+       "207  Western Sahara         NaN         NaN         NaN         NaN   \n",
+       "208           Yemen         NaN         NaN         NaN         NaN   \n",
+       "209          Zambia         NaN         NaN         NaN         NaN   \n",
+       "210        Zimbabwe         NaN         NaN         NaN         NaN   \n",
+       "\n",
+       "     2020-01-04  2020-01-05  2020-01-06  2020-01-07  2020-01-08  ...  \\\n",
+       "0           0.0         0.0         0.0         0.0         0.0  ...   \n",
+       "1           NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "2           0.0         0.0         0.0         0.0         0.0  ...   \n",
+       "3           NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "4           NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "..          ...         ...         ...         ...         ...  ...   \n",
+       "206         0.0         0.0         0.0         0.0         0.0  ...   \n",
+       "207         NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "208         NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "209         NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "210         NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "\n",
+       "     2020-05-15  2020-05-16  2020-05-17  2020-05-18  2020-05-19  2020-05-20  \\\n",
+       "0        5339.0      6402.0      6402.0      6664.0      7072.0      7653.0   \n",
+       "1         898.0       916.0       933.0       946.0       948.0       949.0   \n",
+       "2        6442.0      6629.0      6821.0      7019.0      7201.0      7377.0   \n",
+       "3         761.0       761.0       761.0       761.0       761.0       761.0   \n",
+       "4          48.0        48.0        48.0        48.0        48.0        50.0   \n",
+       "..          ...         ...         ...         ...         ...         ...   \n",
+       "206       312.0       313.0       318.0       320.0       324.0       324.0   \n",
+       "207         6.0         6.0         6.0         6.0         6.0         6.0   \n",
+       "208        87.0       106.0       124.0       128.0       130.0       167.0   \n",
+       "209       654.0       668.0       679.0       753.0       761.0       772.0   \n",
+       "210        37.0        42.0        44.0        46.0        46.0        46.0   \n",
+       "\n",
+       "     2020-05-21  2020-05-22  2020-05-23  2020-05-24  \n",
+       "0        8145.0      8676.0      9216.0      9998.0  \n",
+       "1         964.0       969.0       981.0       989.0  \n",
+       "2        7542.0      7728.0      7918.0      8113.0  \n",
+       "3         762.0       762.0       762.0       762.0  \n",
+       "4          52.0        58.0        60.0        60.0  \n",
+       "..          ...         ...         ...         ...  \n",
+       "206       324.0       324.0       324.0       324.0  \n",
+       "207         6.0         6.0         6.0         6.0  \n",
+       "208       180.0       193.0       205.0       212.0  \n",
+       "209       832.0       866.0       920.0       920.0  \n",
+       "210        48.0        51.0        56.0        56.0  \n",
+       "\n",
+       "[211 rows x 147 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data_p = pd.read_csv('world_pivot.csv')\n",
+    "data_p"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'data_p' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-3-924f370c5fd9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mworld_join\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_p\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcountry\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'left'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mleft_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'location'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mright_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Country Name'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mright_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mworld_join\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'data_p' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "world_join = pd.merge(data_p,country,how='left',left_on='location',right_on='Country Name',right_index=False)\n",
+    "world_join"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "world_join.to_csv('world_join.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>Date</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>city_confirmedCount</th>\n",
+       "      <th>city_curedCount</th>\n",
+       "      <th>city_deadCount</th>\n",
+       "      <th>city_suspectedCount</th>\n",
+       "      <th>cityEnglishName</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Ankang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>34.364581</td>\n",
+       "      <td>107.233218</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Baoji</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>31.406634</td>\n",
+       "      <td>121.485158</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Baoshan District</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>40.654916</td>\n",
+       "      <td>109.834459</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Baotou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>40.741187</td>\n",
+       "      <td>107.382611</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Bayannur</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>25527</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>37.506217</td>\n",
+       "      <td>105.169082</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhongwei</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25528</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>33.630630</td>\n",
+       "      <td>114.642362</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhoukou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25529</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>29.987334</td>\n",
+       "      <td>122.203036</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhoushan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25530</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>22.230520</td>\n",
+       "      <td>113.546244</td>\n",
+       "      <td>6.571429</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhuhai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25531</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhuzhou</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>25532 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Date   Latitude   Longitude  city_confirmedCount  city_curedCount  \\\n",
+       "0      05-07  32.716518  108.991299            26.000000             26.0   \n",
+       "1      05-07  34.364581  107.233218            13.000000             13.0   \n",
+       "2      05-07  31.406634  121.485158            22.000000             21.0   \n",
+       "3      05-07  40.654916  109.834459            11.000000             11.0   \n",
+       "4      05-07  40.741187  107.382611             8.000000              7.0   \n",
+       "...      ...        ...         ...                  ...              ...   \n",
+       "25527  01-24  37.506217  105.169082             1.000000              0.0   \n",
+       "25528  01-24  33.630630  114.642362             1.000000              0.0   \n",
+       "25529  01-24  29.987334  122.203036             1.000000              0.0   \n",
+       "25530  01-24  22.230520  113.546244             6.571429              0.0   \n",
+       "25531  01-24  27.839498  113.148217             1.000000              0.0   \n",
+       "\n",
+       "       city_deadCount  city_suspectedCount   cityEnglishName  \n",
+       "0                 0.0                  0.0            Ankang  \n",
+       "1                 0.0                  0.0             Baoji  \n",
+       "2                 1.0                  0.0  Baoshan District  \n",
+       "3                 0.0                  0.0            Baotou  \n",
+       "4                 1.0                  0.0          Bayannur  \n",
+       "...               ...                  ...               ...  \n",
+       "25527             0.0                  0.0          Zhongwei  \n",
+       "25528             0.0                  0.0           Zhoukou  \n",
+       "25529             0.0                  0.0          Zhoushan  \n",
+       "25530             0.0                  0.0            Zhuhai  \n",
+       "25531             0.0                  0.0           Zhuzhou  \n",
+       "\n",
+       "[25532 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid = pd.read_csv('../Processd_Data/DXYcity0507Post.csv')\n",
+    "covid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_p = covid.pivot(index='cityEnglishName',columns='Date',values='city_confirmedCount')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>Date</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>02-02</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-28</th>\n",
+       "      <th>04-29</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cityEnglishName</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>Akesu</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ankang</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Anqing</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>43.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Anshan</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Anshun</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zhuzhou</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zibo</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>11.714286</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zigong</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ziyang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zunyi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 105 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Date             01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "cityEnglishName                                                              \n",
+       "Akesu              NaN       NaN    NaN       NaN    NaN    NaN        NaN   \n",
+       "Ankang             1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "Anqing             1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "Anshan             NaN       NaN    NaN       NaN    NaN    NaN        NaN   \n",
+       "Anshun             NaN       NaN    NaN       NaN    NaN    NaN        NaN   \n",
+       "...                ...       ...    ...       ...    ...    ...        ...   \n",
+       "Zhuzhou            1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "Zibo               NaN       NaN    NaN  2.000000    2.0    4.0   6.666667   \n",
+       "Zigong             NaN  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "Ziyang             NaN       NaN    NaN  2.000000    2.0    2.0   2.000000   \n",
+       "Zunyi              NaN       NaN    NaN       NaN    NaN    NaN   1.000000   \n",
+       "\n",
+       "Date                 01-31   02-01      02-02  ...  04-28  04-29  04-30  \\\n",
+       "cityEnglishName                                ...                        \n",
+       "Akesu                  NaN     NaN        NaN  ...    NaN    NaN    NaN   \n",
+       "Ankang           11.500000  14.000  16.000000  ...   26.0    NaN    NaN   \n",
+       "Anqing           18.000000  29.375  43.000000  ...    NaN    NaN    NaN   \n",
+       "Anshan                 NaN   1.000   1.000000  ...    NaN    NaN    NaN   \n",
+       "Anshun                 NaN     NaN   2.000000  ...    NaN    NaN    NaN   \n",
+       "...                    ...     ...        ...  ...    ...    ...    ...   \n",
+       "Zhuzhou          19.000000  22.000  25.000000  ...    NaN    NaN    NaN   \n",
+       "Zibo              8.666667  10.000  11.714286  ...    NaN   30.0   30.0   \n",
+       "Zigong            9.000000   9.000   9.000000  ...    NaN    NaN    NaN   \n",
+       "Ziyang            2.000000   2.000   2.000000  ...    NaN    NaN    NaN   \n",
+       "Zunyi             2.500000     NaN   5.000000  ...    NaN    NaN    NaN   \n",
+       "\n",
+       "Date             05-01  05-02  05-03  05-04  05-05  05-06  05-07  \n",
+       "cityEnglishName                                                   \n",
+       "Akesu              NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Ankang            26.0   26.0   26.0   26.0    NaN   26.0   26.0  \n",
+       "Anqing             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Anshan             NaN    4.0    NaN    NaN    NaN    NaN    NaN  \n",
+       "Anshun             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "...                ...    ...    ...    ...    ...    ...    ...  \n",
+       "Zhuzhou            NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Zibo               NaN    NaN    NaN   30.0    NaN   30.0    NaN  \n",
+       "Zigong             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Ziyang             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Zunyi              NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "\n",
+       "[375 rows x 105 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_p"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "latlon = covid.groupby(['cityEnglishName','Latitude','Longitude']).size().reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>cityEnglishName</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "      <td>29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>30.535868</td>\n",
+       "      <td>117.104821</td>\n",
+       "      <td>38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>926</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>927</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>61</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>928</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>929</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>930</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>27.729381</td>\n",
+       "      <td>106.923219</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>931 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    cityEnglishName   Latitude   Longitude   0\n",
+       "0             Akesu  41.166667   80.261243  29\n",
+       "1            Ankang  32.716518  108.991299   3\n",
+       "2            Ankang  32.716518  108.991299   4\n",
+       "3            Ankang  32.716518  108.991299  64\n",
+       "4            Anqing  30.535868  117.104821  38\n",
+       "..              ...        ...         ...  ..\n",
+       "926          Ziyang  30.123598  104.648114   5\n",
+       "927          Ziyang  30.123598  104.648114  61\n",
+       "928          Ziyang  30.123598  104.648114   1\n",
+       "929          Ziyang  30.123598  104.648114   6\n",
+       "930           Zunyi  27.729381  106.923219  39\n",
+       "\n",
+       "[931 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "latlon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_p.to_csv('DXYcity0507Post_confirmed_pivot.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_array = np.array(covid_p)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[        nan,         nan,         nan, ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       [ 1.        ,  2.16666667,  3.        , ...,         nan,\n",
+       "        26.        , 26.        ],\n",
+       "       [ 1.        ,  2.8       ,  4.5       , ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       ...,\n",
+       "       [        nan,  1.        ,  1.        , ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       [        nan,         nan,         nan, ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       [        nan,         nan,         nan, ...,         nan,\n",
+       "                nan,         nan]])"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "minv = 0\n",
+    "maxv = 0\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a = np.where(np.amax(covid_array,axis=1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "maxindex = np.argmax(covid_array,axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(375,)"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "maxindex.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
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+    "maxindex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Date</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>02-02</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-28</th>\n",
+       "      <th>04-29</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cityEnglishName</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Akesu</th>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "    <tr>\n",
+       "      <th>Ankang</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Anqing</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>43.000000</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
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+       "      <td>0.0</td>\n",
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+       "      <td>0.000000</td>\n",
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+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>0.0</td>\n",
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+       "      <td>0.0</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zhuzhou</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zibo</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>11.714286</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zigong</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ziyang</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zunyi</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 105 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Date             01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "cityEnglishName                                                              \n",
+       "Akesu              0.0  0.000000    0.0  0.000000    0.0    0.0   0.000000   \n",
+       "Ankang             1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "Anqing             1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "Anshan             0.0  0.000000    0.0  0.000000    0.0    0.0   0.000000   \n",
+       "Anshun             0.0  0.000000    0.0  0.000000    0.0    0.0   0.000000   \n",
+       "...                ...       ...    ...       ...    ...    ...        ...   \n",
+       "Zhuzhou            1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "Zibo               0.0  0.000000    0.0  2.000000    2.0    4.0   6.666667   \n",
+       "Zigong             0.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "Ziyang             0.0  0.000000    0.0  2.000000    2.0    2.0   2.000000   \n",
+       "Zunyi              0.0  0.000000    0.0  0.000000    0.0    0.0   1.000000   \n",
+       "\n",
+       "Date                 01-31   02-01      02-02  ...  04-28  04-29  04-30  \\\n",
+       "cityEnglishName                                ...                        \n",
+       "Akesu             0.000000   0.000   0.000000  ...    0.0    0.0    0.0   \n",
+       "Ankang           11.500000  14.000  16.000000  ...   26.0    0.0    0.0   \n",
+       "Anqing           18.000000  29.375  43.000000  ...    0.0    0.0    0.0   \n",
+       "Anshan            0.000000   1.000   1.000000  ...    0.0    0.0    0.0   \n",
+       "Anshun            0.000000   0.000   2.000000  ...    0.0    0.0    0.0   \n",
+       "...                    ...     ...        ...  ...    ...    ...    ...   \n",
+       "Zhuzhou          19.000000  22.000  25.000000  ...    0.0    0.0    0.0   \n",
+       "Zibo              8.666667  10.000  11.714286  ...    0.0   30.0   30.0   \n",
+       "Zigong            9.000000   9.000   9.000000  ...    0.0    0.0    0.0   \n",
+       "Ziyang            2.000000   2.000   2.000000  ...    0.0    0.0    0.0   \n",
+       "Zunyi             2.500000   0.000   5.000000  ...    0.0    0.0    0.0   \n",
+       "\n",
+       "Date             05-01  05-02  05-03  05-04  05-05  05-06  05-07  \n",
+       "cityEnglishName                                                   \n",
+       "Akesu              0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Ankang            26.0   26.0   26.0   26.0    0.0   26.0   26.0  \n",
+       "Anqing             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Anshan             0.0    4.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Anshun             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "...                ...    ...    ...    ...    ...    ...    ...  \n",
+       "Zhuzhou            0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Zibo               0.0    0.0    0.0   30.0    0.0   30.0    0.0  \n",
+       "Zigong             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Ziyang             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Zunyi              0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "\n",
+       "[375 rows x 105 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_p0 = covid_p.fillna(0)\n",
+    "covid_p0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_arr0 = np.array(covid_p0)\n",
+    "maxindex = np.argmax(covid_arr0,axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 15,  28,  24,  67,  14,  28,  15,  14,  15,  30,  22,  16,  14,\n",
+       "        61,  16,  17,  22,  16,  21,  21,  25,  27,   6,  21,  14,  24,\n",
+       "        23,  25,  94,  30,  18,  20,  21,  25,  27,  31,  19,  26,   9,\n",
+       "        83,  59,  15,  85,  22,  21,  23,  21,  24,  18,  21,  18,  69,\n",
+       "        39,  20,  91,  21,  21,  47,  32,  19,  18,  28,  23,  11,  22,\n",
+       "        43,  14,  46,  14,  36,  41,  27,  24,  19,  40,  14,  90,  17,\n",
+       "        26,  34,  17,  22,  21,  35,  15,  18,  11, 104,  17,  29,  53,\n",
+       "        21,  11,  61,  27,   6,  30,  53,  26,  95,  20,  19,  32,  23,\n",
+       "        28,  17,  23,  16,  24,  11,  11,  77,  19,  11,  14,  28,  13,\n",
+       "         7,  76,  22,  43,  15,  40,  19,   7,  41,  26,  23,  98,  41,\n",
+       "        25,  21,  18,  24,  74,  24,  57,  72,  99,  19,   4,  26,  16,\n",
+       "        24,  40,  39,  21,  38,  35,  34,  32,  19,  25,  32,  23,  24,\n",
+       "        23,  26,  17,  23,  68,  16,  14,  11,   7,  23,  23,  19,  64,\n",
+       "        22,  10,   8,  14,  17,   9,  10,  27,  55,  16,  22,  10,  16,\n",
+       "        24,  26,  65,  22,  27,  13,  29,   2,  24,  62,  19,  55,  11,\n",
+       "        53,  28,  19,  98,  21,  58,  31,  26,  21,  29,  21,  22,  34,\n",
+       "        22,   7,  28,  26,   6,  12,  14,  25,  22,  22,  24,   8,  40,\n",
+       "        34,  20,  22,  18,  35,  19,  15,  23,  84,  33,  17,  20,  22,\n",
+       "        15,  10,   7,  14,  25,  32,  19,  18,  23,   8,  24,  20,  14,\n",
+       "        23,  22,  70,  10,  22,  21,  26,  30,  78,  96,  29,  21,  38,\n",
+       "        11,  25,  17,  25,  26,  16,   3,  26,  24,  34,  58,  58,  13,\n",
+       "        29, 100,  47,  58,  25,  16,  69,  14,  31,  28,  25,  25,  23,\n",
+       "        19,  27,  23,  10,  21,  18,  13,  24,  19,  22,  15,  18,  58,\n",
+       "        13,  85,  35,  22,  24,  26,   8,  27,  24,  29,  14,  32,  25,\n",
+       "        32,  17,  36,  27,  24,  13,  24,  30,  27,  17,  14,  13,   0,\n",
+       "        17,  26,  23,  24,  21,  16,  65,  22,  31,  11,  21,  14,  24,\n",
+       "        10,  24,  25,  35,  65,  24,  40,   2,  20,  36,  34,  12,  27,\n",
+       "        39,  18,  15,  22,  14,  35,   5,  22,  63,  55,  23,  48,  16,\n",
+       "        85,  34,  25,  18,  65,  25,  30,  29,   7,  32,  23])"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "maxindex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_pinf = covid_p.fillna(float(\"inf\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_pinf = np.array(covid_pinf)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([15,  0,  0,  8,  9,  4, 15,  0,  0,  8,  1,  4,  2,  3, 12,  3,  5,\n",
+       "       13,  5, 13,  0,  0,  1,  6,  2,  1,  0,  0,  0,  1, 15,  7,  3,  7,\n",
+       "        0,  0,  1,  1,  0,  7,  8,  1,  0,  7,  0,  1,  0,  9, 18,  0, 18,\n",
+       "        0,  2,  1,  0,  1,  7,  5,  0,  2, 18,  0,  1,  7,  2, 11,  7,  1,\n",
+       "        8,  1,  1,  1,  8,  1,  7,  3,  0,  8,  0,  0, 17,  8,  1,  2,  4,\n",
+       "        0,  5,  0,  9,  0,  0,  1, 10,  7,  0,  6,  4,  0,  2,  0,  2,  3,\n",
+       "        0,  2,  0,  6,  9,  4,  1,  2,  3,  4,  1,  6,  4, 18,  3,  3,  2,\n",
+       "        0,  2,  7,  0,  3,  2,  1,  0,  1,  1,  2,  0,  3,  3,  2,  5,  4,\n",
+       "        0,  2, 11,  0,  4,  8,  3,  1,  0,  0,  0,  0, 11,  7,  2,  4,  0,\n",
+       "        0,  5, 10,  3,  0, 13,  3,  0,  7,  2, 11,  4,  3,  0,  1,  4, 11,\n",
+       "        2,  8,  3,  7,  7,  1,  0,  2,  3,  0,  3,  4,  0,  0,  3,  0,  1,\n",
+       "        3,  1,  2,  5, 16,  2,  2,  7,  0,  3, 15,  0,  4,  0,  2,  0,  2,\n",
+       "        2,  2,  0,  1,  1,  7,  0,  0,  6,  1,  2,  7,  1,  7,  0,  5,  3,\n",
+       "        2,  8,  5,  6,  3,  0,  2,  3,  0,  3, 10,  0,  8,  6,  7,  7,  2,\n",
+       "        3,  0,  1,  0,  0,  0,  0,  0,  1,  3,  1,  1,  3,  0,  0,  1,  4,\n",
+       "        0,  0,  0,  7,  0, 11,  3,  7,  3,  5,  7,  0,  0,  0,  1,  1,  0,\n",
+       "       13,  4,  0,  3,  4,  1,  4,  1,  1,  5,  2,  3,  1,  3,  0,  7,  4,\n",
+       "        7,  1,  0, 13,  0,  0,  3, 10, 18,  0, 10,  0,  1, 15,  0,  4,  0,\n",
+       "        0,  0,  0,  2,  1,  2,  0,  0,  0,  7,  3,  1,  1,  0,  0,  8,  2,\n",
+       "        2,  0,  2,  3,  3,  3,  0,  0,  6,  1,  0, 11,  7,  2,  0, 10,  0,\n",
+       "        3,  0,  1,  2,  0,  3,  4,  1,  0, 12,  0,  1,  1,  1,  3,  6,  5,\n",
+       "        3,  0,  0,  0,  2,  0,  2,  0,  0,  0,  0,  0,  1,  0,  3,  1,  3,\n",
+       "        6])"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "minindex = np.argmin(covid_pinf,axis=1)\n",
+    "minindex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "375"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_arr0.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_arr0 = np.array(covid_p.fillna(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       [ 1.        ,  2.16666667,  3.        , ...,  0.        ,\n",
+       "        26.        , 26.        ],\n",
+       "       [ 1.        ,  2.8       ,  4.5       , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       ...,\n",
+       "       [ 0.        ,  1.        ,  1.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ]])"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_arr0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(covid_arr0.shape[0]):\n",
+    "    for j in range(covid_arr0.shape[1]):\n",
+    "        if covid_arr0[i,j] == 0 and j <= minindex[i]:\n",
+    "            covid_arr0[i,j] = covid_arr0[i,minindex[i]]\n",
+    "        elif covid_arr0[i,j] == 0 and j >= maxindex[i]: \n",
+    "            covid_arr0[i,j] = covid_arr0[i,maxindex[i]]\n",
+    "        elif covid_arr0[i,j] == 0:\n",
+    "            covid_arr0[i,j] = covid_arr0[i,j-1]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1.        ,  1.        ,  1.        , ...,  1.        ,\n",
+       "         1.        ,  1.        ],\n",
+       "       [ 1.        ,  2.16666667,  3.        , ..., 26.        ,\n",
+       "        26.        , 26.        ],\n",
+       "       [ 1.        ,  2.8       ,  4.5       , ..., 83.        ,\n",
+       "        83.        , 83.        ],\n",
+       "       ...,\n",
+       "       [ 1.        ,  1.        ,  1.        , ...,  9.        ,\n",
+       "         9.        ,  9.        ],\n",
+       "       [ 2.        ,  2.        ,  2.        , ...,  4.        ,\n",
+       "         4.        ,  4.        ],\n",
+       "       [ 1.        ,  1.        ,  1.        , ..., 32.        ,\n",
+       "        32.        , 32.        ]])"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_arr0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed = pd.DataFrame(covid_arr0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed.columns = covid_p.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed['city'] = covid_p.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\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>Date</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>02-02</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-29</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>city</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Akesu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>Ankang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>43.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>Anqing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Anshan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Anshun</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",
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+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>Zhuzhou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>11.714286</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Zibo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>Zigong</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Ziyang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Zunyi</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 106 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Date  01-24     01-25  01-26     01-27  01-28  01-29      01-30      01-31  \\\n",
+       "0       1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   1.000000   \n",
+       "1       1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000  11.500000   \n",
+       "2       1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000  18.000000   \n",
+       "3       1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   1.000000   \n",
+       "4       2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   2.000000   \n",
+       "..      ...       ...    ...       ...    ...    ...        ...        ...   \n",
+       "370     1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000  19.000000   \n",
+       "371     2.0  2.000000    2.0  2.000000    2.0    4.0   6.666667   8.666667   \n",
+       "372     1.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   9.000000   \n",
+       "373     2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   2.000000   \n",
+       "374     1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   2.500000   \n",
+       "\n",
+       "Date   02-01      02-02  ...  04-29  04-30  05-01  05-02  05-03  05-04  05-05  \\\n",
+       "0      1.000   1.000000  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
+       "1     14.000  16.000000  ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   \n",
+       "2     29.375  43.000000  ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   \n",
+       "3      1.000   1.000000  ...    5.0    5.0    5.0    4.0    5.0    5.0    5.0   \n",
+       "4      2.000   2.000000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "..       ...        ...  ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370   22.000  25.000000  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   \n",
+       "371   10.000  11.714286  ...   30.0   30.0   30.0   30.0   30.0   30.0   30.0   \n",
+       "372    9.000   9.000000  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0   \n",
+       "373    2.000   2.000000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "374    2.500   5.000000  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   \n",
+       "\n",
+       "Date  05-06  05-07     city  \n",
+       "0       1.0    1.0    Akesu  \n",
+       "1      26.0   26.0   Ankang  \n",
+       "2      83.0   83.0   Anqing  \n",
+       "3       5.0    5.0   Anshan  \n",
+       "4       4.0    4.0   Anshun  \n",
+       "..      ...    ...      ...  \n",
+       "370    80.0   80.0  Zhuzhou  \n",
+       "371    30.0   30.0     Zibo  \n",
+       "372     9.0    9.0   Zigong  \n",
+       "373     4.0    4.0   Ziyang  \n",
+       "374    32.0   32.0    Zunyi  \n",
+       "\n",
+       "[375 rows x 106 columns]"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_processed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed_latlon = pd.merge(covid_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed_final = covid_processed_latlon.groupby('city').mean().reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['city', '01-24', '01-25', '01-26', '01-27', '01-28', '01-29', '01-30',\n",
+       "       '01-31', '02-01',\n",
+       "       ...\n",
+       "       '05-04', '05-05', '05-06', '05-07', 'Latitude', 'Longitude',\n",
+       "       'city_confirmedCount', 'city_curedCount', 'city_deadCount',\n",
+       "       'city_suspectedCount'],\n",
+       "      dtype='object', length=112)"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_processed_final.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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",
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+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "0      Akesu    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "1     Ankang    1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "2     Anqing    1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "3     Anshan    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "4     Anshun    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "..       ...    ...       ...    ...       ...    ...    ...        ...   \n",
+       "370  Zhuzhou    1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "371     Zibo    2.0  2.000000    2.0  2.000000    2.0    4.0   6.666667   \n",
+       "372   Zigong    1.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "373   Ziyang    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "374    Zunyi    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "\n",
+       "         01-31   02-01  ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  \\\n",
+       "0     1.000000   1.000  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
+       "1    11.500000  14.000  ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   \n",
+       "2    18.000000  29.375  ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   \n",
+       "3     1.000000   1.000  ...    5.0    5.0    4.0    5.0    5.0    5.0    5.0   \n",
+       "4     2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "..         ...     ...  ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  19.000000  22.000  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   \n",
+       "371   8.666667  10.000  ...   30.0   30.0   30.0   30.0   30.0   30.0   30.0   \n",
+       "372   9.000000   9.000  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0   \n",
+       "373   2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "374   2.500000   2.500  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   \n",
+       "\n",
+       "     05-07   Latitude   Longitude  \n",
+       "0      1.0  41.166667   80.261243  \n",
+       "1     26.0  32.716518  108.991299  \n",
+       "2     83.0  30.535869  117.104821  \n",
+       "3      5.0  41.108124  122.989970  \n",
+       "4      4.0  26.249696  105.927781  \n",
+       "..     ...        ...         ...  \n",
+       "370   80.0  27.839498  113.148217  \n",
+       "371   30.0  36.804783  118.044447  \n",
+       "372    9.0  29.342001  104.776159  \n",
+       "373    4.0  30.123598  104.648114  \n",
+       "374   32.0  27.729382  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed_final.to_csv('DXYcity0507_confirmed.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# cure\n",
+    "cure = covid.pivot(index='cityEnglishName',columns='Date',values='city_curedCount')\n",
+    "\n",
+    "# fillna with 0/inf\n",
+    "cure0 = np.array(cure.fillna(0))\n",
+    "cureinf = np.array(cure.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "cure_maxid = np.argmax(cure0,axis=1)\n",
+    "cure_minid = np.argmin(cureinf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(cure0.shape[0]):\n",
+    "    for j in range(cure0.shape[1]):\n",
+    "        if cure0[i,j] == 0 and j <= cure_minid[i]:\n",
+    "            cure0[i,j] = cure0[i,cure_minid[i]]\n",
+    "        elif cure0[i,j] == 0 and j >= cure_maxid[i]: \n",
+    "            cure0[i,j] = cure0[i,cure_maxid[i]]\n",
+    "        elif cure0[i,j] == 0:\n",
+    "            cure0[i,j] = cure0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "cure_processed = pd.DataFrame(cure0)\n",
+    "cure_processed.columns = cure.columns\n",
+    "cure_processed['city'] = cure.index\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "cure_processed_latlon = pd.merge(cure_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "cure_processed_final = cure_processed_latlon.groupby('city').mean().reset_index()\n",
+    "cure_processed_final = cure_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "cure_processed_final.to_csv('DXYcity0507_cured.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# cure\n",
+    "dead = covid.pivot(index='cityEnglishName',columns='Date',values='city_deadCount')\n",
+    "\n",
+    "# fillna with 0/inf\n",
+    "dead0 = np.array(dead.fillna(0))\n",
+    "deadinf = np.array(dead.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "dead_maxid = np.argmax(dead0,axis=1)\n",
+    "dead_minid = np.argmin(deadinf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(dead0.shape[0]):\n",
+    "    for j in range(dead0.shape[1]):\n",
+    "        if dead0[i,j] == 0 and j <= dead_minid[i]:\n",
+    "            dead0[i,j] = dead0[i,dead_minid[i]]\n",
+    "        elif dead0[i,j] == 0 and j >= dead_maxid[i]: \n",
+    "            dead0[i,j] = dead0[i,dead_maxid[i]]\n",
+    "        elif dead0[i,j] == 0:\n",
+    "            dead0[i,j] = dead0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "dead_processed = pd.DataFrame(dead0)\n",
+    "dead_processed.columns = dead.columns\n",
+    "dead_processed['city'] = dead.index\n",
+    "\n",
+    "# join lat lon\n",
+    "dead_processed_latlon = pd.merge(dead_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "dead_processed_final = dead_processed_latlon.groupby('city').mean().reset_index()\n",
+    "dead_processed_final = dead_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])\n",
+    "\n",
+    "# save\n",
+    "dead_processed_final.to_csv('DXYcity0507_dead.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24  01-25  01-26  01-27  01-28  01-29  01-30  01-31  02-01  \\\n",
+       "0      Akesu    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "1     Ankang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "2     Anqing    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "3     Anshan    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "4     Anshun    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "..       ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  Zhuzhou    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "371     Zibo    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "372   Zigong    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "373   Ziyang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "374    Zunyi    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "\n",
+       "     ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  05-07   Latitude  \\\n",
+       "0    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  41.166667   \n",
+       "1    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  32.716518   \n",
+       "2    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  30.535869   \n",
+       "3    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  41.108124   \n",
+       "4    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  26.249696   \n",
+       "..   ...    ...    ...    ...    ...    ...    ...    ...    ...        ...   \n",
+       "370  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  27.839498   \n",
+       "371  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0  36.804783   \n",
+       "372  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  29.342001   \n",
+       "373  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  30.123598   \n",
+       "374  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  27.729382   \n",
+       "\n",
+       "      Longitude  \n",
+       "0     80.261243  \n",
+       "1    108.991299  \n",
+       "2    117.104821  \n",
+       "3    122.989970  \n",
+       "4    105.927781  \n",
+       "..          ...  \n",
+       "370  113.148217  \n",
+       "371  118.044447  \n",
+       "372  104.776159  \n",
+       "373  104.648114  \n",
+       "374  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dead_processed_final"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# cure\n",
+    "confirm = covid.pivot(index='cityEnglishName',columns='Date',values='city_confirmedCount')\n",
+    "\n",
+    "# fillna with 0/inf\n",
+    "confirm0 = np.array(confirm.fillna(0))\n",
+    "confirminf = np.array(confirm.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "confirm_maxid = np.argmax(confirm0,axis=1)\n",
+    "confirm_minid = np.argmin(confirminf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(confirm0.shape[0]):\n",
+    "    for j in range(confirm0.shape[1]):\n",
+    "        if confirm0[i,j] == 0 and j <= confirm_minid[i]:\n",
+    "            confirm0[i,j] = confirm0[i,confirm_minid[i]]\n",
+    "        elif confirm0[i,j] == 0 and j >= confirm_maxid[i]: \n",
+    "            confirm0[i,j] = confirm0[i,confirm_maxid[i]]\n",
+    "        elif confirm0[i,j] == 0:\n",
+    "            confirm0[i,j] = confirm0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "confirm_processed = pd.DataFrame(confirm0)\n",
+    "confirm_processed.columns = confirm.columns\n",
+    "confirm_processed['city'] = confirm.index\n",
+    "\n",
+    "# join lat lon\n",
+    "confirm_processed_latlon = pd.merge(confirm_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "confirm_processed_final = confirm_processed_latlon.groupby('city').mean().reset_index()\n",
+    "confirm_processed_final = confirm_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])\n",
+    "\n",
+    "# save\n",
+    "confirm_processed_final.to_csv('DXYcity0507_confirmed.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "0      Akesu    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "1     Ankang    1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "2     Anqing    1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "3     Anshan    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "4     Anshun    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "..       ...    ...       ...    ...       ...    ...    ...        ...   \n",
+       "370  Zhuzhou    1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "371     Zibo    2.0  2.000000    2.0  2.000000    2.0    4.0   6.666667   \n",
+       "372   Zigong    1.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "373   Ziyang    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "374    Zunyi    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "\n",
+       "         01-31   02-01  ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  \\\n",
+       "0     1.000000   1.000  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
+       "1    11.500000  14.000  ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   \n",
+       "2    18.000000  29.375  ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   \n",
+       "3     1.000000   1.000  ...    5.0    5.0    4.0    5.0    5.0    5.0    5.0   \n",
+       "4     2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "..         ...     ...  ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  19.000000  22.000  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   \n",
+       "371   8.666667  10.000  ...   30.0   30.0   30.0   30.0   30.0   30.0   30.0   \n",
+       "372   9.000000   9.000  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0   \n",
+       "373   2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "374   2.500000   2.500  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   \n",
+       "\n",
+       "     05-07   Latitude   Longitude  \n",
+       "0      1.0  41.166667   80.261243  \n",
+       "1     26.0  32.716518  108.991299  \n",
+       "2     83.0  30.535869  117.104821  \n",
+       "3      5.0  41.108124  122.989970  \n",
+       "4      4.0  26.249696  105.927781  \n",
+       "..     ...        ...         ...  \n",
+       "370   80.0  27.839498  113.148217  \n",
+       "371   30.0  36.804783  118.044447  \n",
+       "372    9.0  29.342001  104.776159  \n",
+       "373    4.0  30.123598  104.648114  \n",
+       "374   32.0  27.729382  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confirm_processed_final"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "sars = pd.read_csv('../Processd_Data/sars_data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>provinceEnglishName</th>\n",
+       "      <th>DateTime</th>\n",
+       "      <th>city_confirmIncrease</th>\n",
+       "      <th>city_confirmedCount</th>\n",
+       "      <th>city_curedIncrease</th>\n",
+       "      <th>city_curedCount</th>\n",
+       "      <th>city_deadIncrease</th>\n",
+       "      <th>city_deadCount</th>\n",
+       "      <th>city_suspectedIncrease</th>\n",
+       "      <th>city_suspectedClear</th>\n",
+       "      <th>city_suspectedCount</th>\n",
+       "      <th>city_confirmIncrease_fromSuspected</th>\n",
+       "      <th>city_confirmClear</th>\n",
+       "      <th>city_doctorClear</th>\n",
+       "      <th>Note</th>\n",
+       "      <th>Ref</th>\n",
+       "      <th>city_doctorIncrease</th>\n",
+       "      <th>city_doctorCount</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-03-31</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1190.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>46</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-04-02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1220.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>49</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>#ERROR!</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-04-06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1268.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>53</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-04-09</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1290.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1025.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>55</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-04-15 12:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1435.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1094.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>64</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4月10日以来，全国非典型肺炎的病人数有所增加，其中，山西增加了近50例，原因主要是，卫生部...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1301</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-27 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1302</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-28 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1303</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-29 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1304</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-30 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1305</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-31 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1306 rows × 18 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     provinceEnglishName          DateTime  city_confirmIncrease  \\\n",
+       "0                    all        2003-03-31                   NaN   \n",
+       "1                    all        2003-04-02                   NaN   \n",
+       "2                    all        2003-04-06                   NaN   \n",
+       "3                    all        2003-04-09                   NaN   \n",
+       "4                    all  2003-04-15 12:00                   NaN   \n",
+       "...                  ...               ...                   ...   \n",
+       "1301            Zhejiang  2003-05-27 10:00                   0.0   \n",
+       "1302            Zhejiang  2003-05-28 10:00                   0.0   \n",
+       "1303            Zhejiang  2003-05-29 10:00                   0.0   \n",
+       "1304            Zhejiang  2003-05-30 10:00                   0.0   \n",
+       "1305            Zhejiang  2003-05-31 10:00                   0.0   \n",
+       "\n",
+       "      city_confirmedCount  city_curedIncrease  city_curedCount  \\\n",
+       "0                  1190.0                 NaN              NaN   \n",
+       "1                  1220.0                 NaN              NaN   \n",
+       "2                  1268.0                 NaN              NaN   \n",
+       "3                  1290.0                 NaN           1025.0   \n",
+       "4                  1435.0                 NaN           1094.0   \n",
+       "...                   ...                 ...              ...   \n",
+       "1301                  4.0                 0.0              1.0   \n",
+       "1302                  4.0                 0.0              1.0   \n",
+       "1303                  4.0                 0.0              1.0   \n",
+       "1304                  4.0                 0.0              1.0   \n",
+       "1305                  4.0                 0.0              1.0   \n",
+       "\n",
+       "      city_deadIncrease city_deadCount  city_suspectedIncrease  \\\n",
+       "0                   NaN             46                     NaN   \n",
+       "1                   NaN             49                     NaN   \n",
+       "2                   NaN             53                     NaN   \n",
+       "3                   NaN             55                     NaN   \n",
+       "4                   NaN             64                     NaN   \n",
+       "...                 ...            ...                     ...   \n",
+       "1301                0.0              0                     0.0   \n",
+       "1302                0.0              0                     0.0   \n",
+       "1303                0.0              0                     0.0   \n",
+       "1304                0.0              0                     0.0   \n",
+       "1305                0.0              0                     0.0   \n",
+       "\n",
+       "      city_suspectedClear  city_suspectedCount  \\\n",
+       "0                     NaN                  NaN   \n",
+       "1                     NaN                  NaN   \n",
+       "2                     NaN                  NaN   \n",
+       "3                     NaN                  NaN   \n",
+       "4                     NaN                  NaN   \n",
+       "...                   ...                  ...   \n",
+       "1301                  0.0                  0.0   \n",
+       "1302                  0.0                  0.0   \n",
+       "1303                  0.0                  0.0   \n",
+       "1304                  0.0                  0.0   \n",
+       "1305                  0.0                  0.0   \n",
+       "\n",
+       "      city_confirmIncrease_fromSuspected  city_confirmClear  city_doctorClear  \\\n",
+       "0                                    NaN                NaN               NaN   \n",
+       "1                                    NaN                NaN               NaN   \n",
+       "2                                    NaN                NaN               NaN   \n",
+       "3                                    NaN                NaN               NaN   \n",
+       "4                                    NaN                NaN               NaN   \n",
+       "...                                  ...                ...               ...   \n",
+       "1301                                 0.0                0.0               0.0   \n",
+       "1302                                 0.0                0.0               0.0   \n",
+       "1303                                 0.0                0.0               0.0   \n",
+       "1304                                 0.0                0.0               0.0   \n",
+       "1305                                 0.0                0.0               0.0   \n",
+       "\n",
+       "                                                   Note  Ref  \\\n",
+       "0                                                   NaN  NaN   \n",
+       "1                                               #ERROR!  NaN   \n",
+       "2                                                   NaN  NaN   \n",
+       "3                                                   NaN  NaN   \n",
+       "4     4月10日以来，全国非典型肺炎的病人数有所增加，其中，山西增加了近50例，原因主要是，卫生部...  NaN   \n",
+       "...                                                 ...  ...   \n",
+       "1301                                                NaN  NaN   \n",
+       "1302                                                NaN  NaN   \n",
+       "1303                                                NaN  NaN   \n",
+       "1304                                                NaN  NaN   \n",
+       "1305                                                NaN  NaN   \n",
+       "\n",
+       "      city_doctorIncrease  city_doctorCount  \n",
+       "0                     NaN               NaN  \n",
+       "1                     NaN               NaN  \n",
+       "2                     NaN               NaN  \n",
+       "3                     NaN               NaN  \n",
+       "4                     NaN               NaN  \n",
+       "...                   ...               ...  \n",
+       "1301                  0.0               0.0  \n",
+       "1302                  0.0               0.0  \n",
+       "1303                  0.0               0.0  \n",
+       "1304                  0.0               0.0  \n",
+       "1305                  0.0               0.0  \n",
+       "\n",
+       "[1306 rows x 18 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sars"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>DateTime</th>\n",
+       "      <th>2003-03-31</th>\n",
+       "      <th>2003-04-02</th>\n",
+       "      <th>2003-04-06</th>\n",
+       "      <th>2003-04-09</th>\n",
+       "      <th>2003-04-15 12:00</th>\n",
+       "      <th>2003-04-18</th>\n",
+       "      <th>2003-04-21</th>\n",
+       "      <th>2003-04-22 20:00</th>\n",
+       "      <th>2003-04-23 20:00</th>\n",
+       "      <th>2003-04-24 20:00</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2003-07-15 10:00</th>\n",
+       "      <th>2003-07-16 10:00</th>\n",
+       "      <th>2003-07-17 10:00</th>\n",
+       "      <th>2003-07-27 10:00</th>\n",
+       "      <th>2003-07-30 10:00</th>\n",
+       "      <th>2003-08-02 10:00</th>\n",
+       "      <th>2003-08-13 10:00</th>\n",
+       "      <th>2003-08-14 10:00</th>\n",
+       "      <th>2003-08-15 10:00</th>\n",
+       "      <th>2003-08-16 10:00</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>provinceEnglishName</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>Anhui</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beijing</th>\n",
+       "      <td>12.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>482.0</td>\n",
+       "      <td>693.0</td>\n",
+       "      <td>774.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chongqing</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fujian</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Gansu</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guangdong</th>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1203.0</td>\n",
+       "      <td>1213.0</td>\n",
+       "      <td>1273.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1317.0</td>\n",
+       "      <td>1344.0</td>\n",
+       "      <td>1359.0</td>\n",
+       "      <td>1374.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guangxi</th>\n",
+       "      <td>11.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guizhou</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hebei</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heilongjiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Henan</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hubei</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hunan</th>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Inner Mongolia</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jiangsu</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jiangxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jilin</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Liaoning</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ningxia</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shaanxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shandong</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shanghai</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shanxi</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>157.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>173.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sichuan</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tianjin</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Xinjiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zhejiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>all</th>\n",
+       "      <td>1190.0</td>\n",
+       "      <td>1220.0</td>\n",
+       "      <td>1268.0</td>\n",
+       "      <td>1290.0</td>\n",
+       "      <td>1435.0</td>\n",
+       "      <td>1807.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2305.0</td>\n",
+       "      <td>2422.0</td>\n",
+       "      <td>2601.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>28 rows × 92 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "DateTime             2003-03-31  2003-04-02  2003-04-06  2003-04-09  \\\n",
+       "provinceEnglishName                                                   \n",
+       "Anhui                       NaN         NaN         NaN         NaN   \n",
+       "Beijing                    12.0         NaN        19.0        22.0   \n",
+       "Chongqing                   NaN         NaN         NaN         NaN   \n",
+       "Fujian                      NaN         NaN         NaN         NaN   \n",
+       "Gansu                       NaN         NaN         NaN         NaN   \n",
+       "Guangdong                1153.0         NaN      1203.0      1213.0   \n",
+       "Guangxi                    11.0         NaN        11.0        12.0   \n",
+       "Guizhou                     NaN         NaN         NaN         NaN   \n",
+       "Hebei                       NaN         NaN         NaN         NaN   \n",
+       "Heilongjiang                NaN         NaN         NaN         NaN   \n",
+       "Henan                       NaN         NaN         NaN         NaN   \n",
+       "Hubei                       NaN         NaN         NaN         NaN   \n",
+       "Hunan                       7.0         NaN         6.0         6.0   \n",
+       "Inner Mongolia              NaN         NaN         NaN         NaN   \n",
+       "Jiangsu                     NaN         NaN         NaN         NaN   \n",
+       "Jiangxi                     NaN         NaN         NaN         NaN   \n",
+       "Jilin                       NaN         NaN         NaN         NaN   \n",
+       "Liaoning                    NaN         NaN         NaN         NaN   \n",
+       "Ningxia                     NaN         NaN         NaN         NaN   \n",
+       "Shaanxi                     NaN         NaN         NaN         NaN   \n",
+       "Shandong                    NaN         NaN         NaN         NaN   \n",
+       "Shanghai                    0.0         NaN         1.0         1.0   \n",
+       "Shanxi                      4.0         NaN        24.0        32.0   \n",
+       "Sichuan                     3.0         NaN         4.0         4.0   \n",
+       "Tianjin                     NaN         NaN         NaN         NaN   \n",
+       "Xinjiang                    NaN         NaN         NaN         NaN   \n",
+       "Zhejiang                    NaN         NaN         NaN         NaN   \n",
+       "all                      1190.0      1220.0      1268.0      1290.0   \n",
+       "\n",
+       "DateTime             2003-04-15 12:00  2003-04-18  2003-04-21  \\\n",
+       "provinceEnglishName                                             \n",
+       "Anhui                             NaN         NaN         NaN   \n",
+       "Beijing                          37.0         NaN       482.0   \n",
+       "Chongqing                         NaN         NaN         0.0   \n",
+       "Fujian                            3.0         NaN         NaN   \n",
+       "Gansu                             NaN         NaN         NaN   \n",
+       "Guangdong                      1273.0         NaN      1317.0   \n",
+       "Guangxi                          12.0         NaN        14.0   \n",
+       "Guizhou                           NaN         NaN         NaN   \n",
+       "Hebei                             NaN         NaN         0.0   \n",
+       "Heilongjiang                      NaN         NaN         NaN   \n",
+       "Henan                             NaN         NaN         3.0   \n",
+       "Hubei                             NaN         NaN         NaN   \n",
+       "Hunan                             6.0         NaN         6.0   \n",
+       "Inner Mongolia                   17.0         NaN        30.0   \n",
+       "Jiangsu                           NaN         NaN         NaN   \n",
+       "Jiangxi                           NaN         NaN         NaN   \n",
+       "Jilin                             NaN         NaN         3.0   \n",
+       "Liaoning                          NaN         NaN         2.0   \n",
+       "Ningxia                           NaN         NaN         NaN   \n",
+       "Shaanxi                           NaN         NaN         1.0   \n",
+       "Shandong                          NaN         NaN         NaN   \n",
+       "Shanghai                          1.0         NaN         2.0   \n",
+       "Shanxi                           82.0         NaN       120.0   \n",
+       "Sichuan                           4.0         NaN         8.0   \n",
+       "Tianjin                           NaN         NaN         0.0   \n",
+       "Xinjiang                          NaN         NaN         0.0   \n",
+       "Zhejiang                          NaN         NaN         NaN   \n",
+       "all                            1435.0      1807.0      2001.0   \n",
+       "\n",
+       "DateTime             2003-04-22 20:00  2003-04-23 20:00  2003-04-24 20:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             0.0               1.0               1.0   \n",
+       "Beijing                         693.0             774.0             877.0   \n",
+       "Chongqing                         0.0               0.0               0.0   \n",
+       "Fujian                            3.0               3.0               3.0   \n",
+       "Gansu                             2.0               2.0               2.0   \n",
+       "Guangdong                      1344.0            1359.0            1374.0   \n",
+       "Guangxi                          15.0              16.0              16.0   \n",
+       "Guizhou                           0.0               0.0               NaN   \n",
+       "Hebei                             6.0               6.0              18.0   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             6.0               8.0               9.0   \n",
+       "Hubei                             1.0               1.0               1.0   \n",
+       "Hunan                             6.0               6.0               6.0   \n",
+       "Inner Mongolia                   36.0              47.0              70.0   \n",
+       "Jiangsu                           0.0               0.0               0.0   \n",
+       "Jiangxi                           0.0               0.0               0.0   \n",
+       "Jilin                             7.0               7.0               7.0   \n",
+       "Liaoning                          1.0               1.0               1.0   \n",
+       "Ningxia                           5.0               5.0               5.0   \n",
+       "Shaanxi                           2.0               2.0               2.0   \n",
+       "Shandong                          1.0               1.0               1.0   \n",
+       "Shanghai                          2.0               2.0               2.0   \n",
+       "Shanxi                          157.0             162.0             173.0   \n",
+       "Sichuan                           8.0               8.0               9.0   \n",
+       "Tianjin                           7.0               8.0              21.0   \n",
+       "Xinjiang                          0.0               0.0               0.0   \n",
+       "Zhejiang                          3.0               3.0               3.0   \n",
+       "all                            2305.0            2422.0            2601.0   \n",
+       "\n",
+       "DateTime             ...  2003-07-15 10:00  2003-07-16 10:00  \\\n",
+       "provinceEnglishName  ...                                       \n",
+       "Anhui                ...               NaN               NaN   \n",
+       "Beijing              ...               NaN               NaN   \n",
+       "Chongqing            ...               NaN               NaN   \n",
+       "Fujian               ...               NaN               NaN   \n",
+       "Gansu                ...               NaN               NaN   \n",
+       "Guangdong            ...               NaN               NaN   \n",
+       "Guangxi              ...               NaN               NaN   \n",
+       "Guizhou              ...               NaN               NaN   \n",
+       "Hebei                ...               NaN               NaN   \n",
+       "Heilongjiang         ...               NaN               NaN   \n",
+       "Henan                ...               NaN               NaN   \n",
+       "Hubei                ...               NaN               NaN   \n",
+       "Hunan                ...               NaN               NaN   \n",
+       "Inner Mongolia       ...               NaN               NaN   \n",
+       "Jiangsu              ...               NaN               NaN   \n",
+       "Jiangxi              ...               NaN               NaN   \n",
+       "Jilin                ...               NaN               NaN   \n",
+       "Liaoning             ...               NaN               NaN   \n",
+       "Ningxia              ...               NaN               NaN   \n",
+       "Shaanxi              ...               NaN               NaN   \n",
+       "Shandong             ...               NaN               NaN   \n",
+       "Shanghai             ...               NaN               NaN   \n",
+       "Shanxi               ...               NaN               NaN   \n",
+       "Sichuan              ...               NaN               NaN   \n",
+       "Tianjin              ...               NaN               NaN   \n",
+       "Xinjiang             ...               NaN               NaN   \n",
+       "Zhejiang             ...               NaN               NaN   \n",
+       "all                  ...               NaN               NaN   \n",
+       "\n",
+       "DateTime             2003-07-17 10:00  2003-07-27 10:00  2003-07-30 10:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             NaN               NaN               NaN   \n",
+       "Beijing                           NaN               NaN               NaN   \n",
+       "Chongqing                         NaN               NaN               NaN   \n",
+       "Fujian                            NaN               NaN               NaN   \n",
+       "Gansu                             NaN               NaN               NaN   \n",
+       "Guangdong                         NaN               NaN               NaN   \n",
+       "Guangxi                           NaN               NaN               NaN   \n",
+       "Guizhou                           NaN               NaN               NaN   \n",
+       "Hebei                             NaN               NaN               NaN   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             NaN               NaN               NaN   \n",
+       "Hubei                             NaN               NaN               NaN   \n",
+       "Hunan                             NaN               NaN               NaN   \n",
+       "Inner Mongolia                    NaN               NaN               NaN   \n",
+       "Jiangsu                           NaN               NaN               NaN   \n",
+       "Jiangxi                           NaN               NaN               NaN   \n",
+       "Jilin                             NaN               NaN               NaN   \n",
+       "Liaoning                          NaN               NaN               NaN   \n",
+       "Ningxia                           NaN               NaN               NaN   \n",
+       "Shaanxi                           NaN               NaN               NaN   \n",
+       "Shandong                          NaN               NaN               NaN   \n",
+       "Shanghai                          NaN               NaN               NaN   \n",
+       "Shanxi                            NaN               NaN               NaN   \n",
+       "Sichuan                           NaN               NaN               NaN   \n",
+       "Tianjin                           NaN               NaN               NaN   \n",
+       "Xinjiang                          NaN               NaN               NaN   \n",
+       "Zhejiang                          NaN               NaN               NaN   \n",
+       "all                               NaN               NaN               NaN   \n",
+       "\n",
+       "DateTime             2003-08-02 10:00  2003-08-13 10:00  2003-08-14 10:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             NaN               NaN               NaN   \n",
+       "Beijing                           NaN               NaN               NaN   \n",
+       "Chongqing                         NaN               NaN               NaN   \n",
+       "Fujian                            NaN               NaN               NaN   \n",
+       "Gansu                             NaN               NaN               NaN   \n",
+       "Guangdong                         NaN               NaN               NaN   \n",
+       "Guangxi                           NaN               NaN               NaN   \n",
+       "Guizhou                           NaN               NaN               NaN   \n",
+       "Hebei                             NaN               NaN               NaN   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             NaN               NaN               NaN   \n",
+       "Hubei                             NaN               NaN               NaN   \n",
+       "Hunan                             NaN               NaN               NaN   \n",
+       "Inner Mongolia                    NaN               NaN               NaN   \n",
+       "Jiangsu                           NaN               NaN               NaN   \n",
+       "Jiangxi                           NaN               NaN               NaN   \n",
+       "Jilin                             NaN               NaN               NaN   \n",
+       "Liaoning                          NaN               NaN               NaN   \n",
+       "Ningxia                           NaN               NaN               NaN   \n",
+       "Shaanxi                           NaN               NaN               NaN   \n",
+       "Shandong                          NaN               NaN               NaN   \n",
+       "Shanghai                          NaN               NaN               NaN   \n",
+       "Shanxi                            NaN               NaN               NaN   \n",
+       "Sichuan                           NaN               NaN               NaN   \n",
+       "Tianjin                           NaN               NaN               NaN   \n",
+       "Xinjiang                          NaN               NaN               NaN   \n",
+       "Zhejiang                          NaN               NaN               NaN   \n",
+       "all                               NaN               NaN               NaN   \n",
+       "\n",
+       "DateTime             2003-08-15 10:00  2003-08-16 10:00  \n",
+       "provinceEnglishName                                      \n",
+       "Anhui                             NaN               NaN  \n",
+       "Beijing                           NaN               NaN  \n",
+       "Chongqing                         NaN               NaN  \n",
+       "Fujian                            NaN               NaN  \n",
+       "Gansu                             NaN               NaN  \n",
+       "Guangdong                         NaN               NaN  \n",
+       "Guangxi                           NaN               NaN  \n",
+       "Guizhou                           NaN               NaN  \n",
+       "Hebei                             NaN               NaN  \n",
+       "Heilongjiang                      NaN               NaN  \n",
+       "Henan                             NaN               NaN  \n",
+       "Hubei                             NaN               NaN  \n",
+       "Hunan                             NaN               NaN  \n",
+       "Inner Mongolia                    NaN               NaN  \n",
+       "Jiangsu                           NaN               NaN  \n",
+       "Jiangxi                           NaN               NaN  \n",
+       "Jilin                             NaN               NaN  \n",
+       "Liaoning                          NaN               NaN  \n",
+       "Ningxia                           NaN               NaN  \n",
+       "Shaanxi                           NaN               NaN  \n",
+       "Shandong                          NaN               NaN  \n",
+       "Shanghai                          NaN               NaN  \n",
+       "Shanxi                            NaN               NaN  \n",
+       "Sichuan                           NaN               NaN  \n",
+       "Tianjin                           NaN               NaN  \n",
+       "Xinjiang                          NaN               NaN  \n",
+       "Zhejiang                          NaN               NaN  \n",
+       "all                               NaN               NaN  \n",
+       "\n",
+       "[28 rows x 92 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confirm = sars.pivot(index='provinceEnglishName',columns='DateTime',values='city_confirmedCount')\n",
+    "confirm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "last = confirm.apply(lambda x: sorted(x,key=pd.notnull),1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "ndf = confirm2.apply(lambda x : sorted(x,key=pd.notnull),1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " nan,\n",
+       " 'Anhui',\n",
+       " 0.0,\n",
+       " 1.0,\n",
+       " 1.0,\n",
+       " 1.0,\n",
+       " 4.0,\n",
+       " 4.0,\n",
+       " 5.0,\n",
+       " 7.0,\n",
+       " 7.0,\n",
+       " 9.0,\n",
+       " 9.0,\n",
+       " 8.0,\n",
+       " 9.0,\n",
+       " 9.0,\n",
+       " 9.0,\n",
+       " 9.0,\n",
+       " 9.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0,\n",
+       " 10.0]"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ndf2 = ndf.apply(lambda x: x[-1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       10.0\n",
+       "1     2521.0\n",
+       "2        3.0\n",
+       "3        3.0\n",
+       "4        8.0\n",
+       "5     1512.0\n",
+       "6       22.0\n",
+       "7        0.0\n",
+       "8      215.0\n",
+       "9        0.0\n",
+       "10      15.0\n",
+       "11       7.0\n",
+       "12       6.0\n",
+       "13     282.0\n",
+       "14       7.0\n",
+       "15       1.0\n",
+       "16      35.0\n",
+       "17       7.0\n",
+       "18       5.0\n",
+       "19      12.0\n",
+       "20       1.0\n",
+       "21       8.0\n",
+       "22     448.0\n",
+       "23      20.0\n",
+       "24     175.0\n",
+       "25       0.0\n",
+       "26       4.0\n",
+       "27    5327.0\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 61,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ndf2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# fillna with 0/inf\n",
+    "confirm0 = np.array(confirm.fillna(0))\n",
+    "confirminf = np.array(confirm.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "confirm_maxid = np.argmax(confirm0,axis=1)\n",
+    "confirm_minid = np.argmin(confirminf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(confirm0.shape[0]):\n",
+    "    for j in range(confirm0.shape[1]):\n",
+    "        if confirm0[i,j] == 0 and j <= confirm_minid[i]:\n",
+    "            confirm0[i,j] = confirm0[i,confirm_minid[i]]\n",
+    "        elif confirm0[i,j] == 0 and j >= confirm_maxid[i]: \n",
+    "            confirm0[i,j] = confirm0[i,confirm_maxid[i]]\n",
+    "        elif confirm0[i,j] == 0:\n",
+    "            confirm0[i,j] = confirm0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "confirm_processed = pd.DataFrame(confirm0)\n",
+    "confirm_processed.columns = confirm.columns\n",
+    "confirm_processed['province'] = confirm.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>DateTime</th>\n",
+       "      <th>2003-03-31</th>\n",
+       "      <th>2003-04-02</th>\n",
+       "      <th>2003-04-06</th>\n",
+       "      <th>2003-04-09</th>\n",
+       "      <th>2003-04-15 12:00</th>\n",
+       "      <th>2003-04-18</th>\n",
+       "      <th>2003-04-21</th>\n",
+       "      <th>2003-04-22 20:00</th>\n",
+       "      <th>2003-04-23 20:00</th>\n",
+       "      <th>2003-04-24 20:00</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2003-07-16 10:00</th>\n",
+       "      <th>2003-07-17 10:00</th>\n",
+       "      <th>2003-07-27 10:00</th>\n",
+       "      <th>2003-07-30 10:00</th>\n",
+       "      <th>2003-08-02 10:00</th>\n",
+       "      <th>2003-08-13 10:00</th>\n",
+       "      <th>2003-08-14 10:00</th>\n",
+       "      <th>2003-08-15 10:00</th>\n",
+       "      <th>2003-08-16 10:00</th>\n",
+       "      <th>province</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Anhui</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>482.0</td>\n",
+       "      <td>693.0</td>\n",
+       "      <td>774.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>2523.0</td>\n",
+       "      <td>Beijing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Chongqing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Fujian</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Gansu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>1203.0</td>\n",
+       "      <td>1213.0</td>\n",
+       "      <td>1273.0</td>\n",
+       "      <td>1273.0</td>\n",
+       "      <td>1317.0</td>\n",
+       "      <td>1344.0</td>\n",
+       "      <td>1359.0</td>\n",
+       "      <td>1374.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>1515.0</td>\n",
+       "      <td>Guangdong</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Guangxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Guizhou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>228.0</td>\n",
+       "      <td>Hebei</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Heilongjiang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Henan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Hubei</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Hunan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>290.0</td>\n",
+       "      <td>Inner Mongolia</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Jiangsu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Jiangxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>Jilin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Liaoning</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>Ningxia</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>Shaanxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Shandong</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Shanghai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>157.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>173.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>450.0</td>\n",
+       "      <td>Shanxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Sichuan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>Tianjin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Xinjiang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Zhejiang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>1190.0</td>\n",
+       "      <td>1220.0</td>\n",
+       "      <td>1268.0</td>\n",
+       "      <td>1290.0</td>\n",
+       "      <td>1435.0</td>\n",
+       "      <td>1807.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2305.0</td>\n",
+       "      <td>2422.0</td>\n",
+       "      <td>2601.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>5330.0</td>\n",
+       "      <td>all</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>28 rows × 93 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "DateTime  2003-03-31  2003-04-02  2003-04-06  2003-04-09  2003-04-15 12:00  \\\n",
+       "0                0.0         0.0         0.0         0.0               0.0   \n",
+       "1               12.0        12.0        19.0        22.0              37.0   \n",
+       "2                0.0         0.0         0.0         0.0               0.0   \n",
+       "3                3.0         3.0         3.0         3.0               3.0   \n",
+       "4                2.0         2.0         2.0         2.0               2.0   \n",
+       "5             1153.0      1153.0      1203.0      1213.0            1273.0   \n",
+       "6               11.0        11.0        11.0        12.0              12.0   \n",
+       "7                0.0         0.0         0.0         0.0               0.0   \n",
+       "8                0.0         0.0         0.0         0.0               0.0   \n",
+       "9                0.0         0.0         0.0         0.0               0.0   \n",
+       "10               3.0         3.0         3.0         3.0               3.0   \n",
+       "11               1.0         1.0         1.0         1.0               1.0   \n",
+       "12               7.0         6.0         6.0         6.0               6.0   \n",
+       "13              17.0        17.0        17.0        17.0              17.0   \n",
+       "14               0.0         0.0         0.0         0.0               0.0   \n",
+       "15               0.0         0.0         0.0         0.0               0.0   \n",
+       "16               3.0         3.0         3.0         3.0               3.0   \n",
+       "17               1.0         1.0         1.0         1.0               1.0   \n",
+       "18               5.0         5.0         5.0         5.0               5.0   \n",
+       "19               1.0         1.0         1.0         1.0               1.0   \n",
+       "20               1.0         1.0         1.0         1.0               1.0   \n",
+       "21               0.0         0.0         1.0         1.0               1.0   \n",
+       "22               4.0         4.0        24.0        32.0              82.0   \n",
+       "23               3.0         3.0         4.0         4.0               4.0   \n",
+       "24               0.0         0.0         0.0         0.0               0.0   \n",
+       "25               0.0         0.0         0.0         0.0               0.0   \n",
+       "26               3.0         3.0         3.0         3.0               3.0   \n",
+       "27            1190.0      1220.0      1268.0      1290.0            1435.0   \n",
+       "\n",
+       "DateTime  2003-04-18  2003-04-21  2003-04-22 20:00  2003-04-23 20:00  \\\n",
+       "0                0.0         0.0               0.0               1.0   \n",
+       "1               37.0       482.0             693.0             774.0   \n",
+       "2                0.0         0.0               0.0               0.0   \n",
+       "3                3.0         3.0               3.0               3.0   \n",
+       "4                2.0         2.0               2.0               2.0   \n",
+       "5             1273.0      1317.0            1344.0            1359.0   \n",
+       "6               12.0        14.0              15.0              16.0   \n",
+       "7                0.0         0.0               0.0               0.0   \n",
+       "8                0.0         0.0               6.0               6.0   \n",
+       "9                0.0         0.0               0.0               0.0   \n",
+       "10               3.0         3.0               6.0               8.0   \n",
+       "11               1.0         1.0               1.0               1.0   \n",
+       "12               7.0         6.0               6.0               6.0   \n",
+       "13              17.0        30.0              36.0              47.0   \n",
+       "14               0.0         0.0               0.0               0.0   \n",
+       "15               0.0         0.0               0.0               0.0   \n",
+       "16               3.0         3.0               7.0               7.0   \n",
+       "17               1.0         2.0               1.0               1.0   \n",
+       "18               5.0         5.0               5.0               5.0   \n",
+       "19               1.0         1.0               2.0               2.0   \n",
+       "20               1.0         1.0               1.0               1.0   \n",
+       "21               1.0         2.0               2.0               2.0   \n",
+       "22              82.0       120.0             157.0             162.0   \n",
+       "23               4.0         8.0               8.0               8.0   \n",
+       "24               0.0         0.0               7.0               8.0   \n",
+       "25               0.0         0.0               0.0               0.0   \n",
+       "26               3.0         3.0               3.0               3.0   \n",
+       "27            1807.0      2001.0            2305.0            2422.0   \n",
+       "\n",
+       "DateTime  2003-04-24 20:00  ...  2003-07-16 10:00  2003-07-17 10:00  \\\n",
+       "0                      1.0  ...              10.0              10.0   \n",
+       "1                    877.0  ...            2523.0            2523.0   \n",
+       "2                      0.0  ...               3.0               3.0   \n",
+       "3                      3.0  ...               3.0               3.0   \n",
+       "4                      2.0  ...               8.0               8.0   \n",
+       "5                   1374.0  ...            1515.0            1515.0   \n",
+       "6                     16.0  ...              22.0              22.0   \n",
+       "7                      0.0  ...               0.0               0.0   \n",
+       "8                     18.0  ...             228.0             228.0   \n",
+       "9                      0.0  ...               0.0               0.0   \n",
+       "10                     9.0  ...              15.0              15.0   \n",
+       "11                     1.0  ...               7.0               7.0   \n",
+       "12                     6.0  ...               7.0               7.0   \n",
+       "13                    70.0  ...             290.0             290.0   \n",
+       "14                     0.0  ...               7.0               7.0   \n",
+       "15                     0.0  ...               1.0               1.0   \n",
+       "16                     7.0  ...              35.0              35.0   \n",
+       "17                     1.0  ...               7.0               7.0   \n",
+       "18                     5.0  ...               6.0               6.0   \n",
+       "19                     2.0  ...              12.0              12.0   \n",
+       "20                     1.0  ...               1.0               1.0   \n",
+       "21                     2.0  ...               8.0               8.0   \n",
+       "22                   173.0  ...             450.0             450.0   \n",
+       "23                     9.0  ...              20.0              20.0   \n",
+       "24                    21.0  ...             177.0             177.0   \n",
+       "25                     0.0  ...               0.0               0.0   \n",
+       "26                     3.0  ...               4.0               4.0   \n",
+       "27                  2601.0  ...            5330.0            5330.0   \n",
+       "\n",
+       "DateTime  2003-07-27 10:00  2003-07-30 10:00  2003-08-02 10:00  \\\n",
+       "0                     10.0              10.0              10.0   \n",
+       "1                   2523.0            2523.0            2523.0   \n",
+       "2                      3.0               3.0               3.0   \n",
+       "3                      3.0               3.0               3.0   \n",
+       "4                      8.0               8.0               8.0   \n",
+       "5                   1515.0            1515.0            1515.0   \n",
+       "6                     22.0              22.0              22.0   \n",
+       "7                      0.0               0.0               0.0   \n",
+       "8                    228.0             228.0             228.0   \n",
+       "9                      0.0               0.0               0.0   \n",
+       "10                    15.0              15.0              15.0   \n",
+       "11                     7.0               7.0               7.0   \n",
+       "12                     7.0               7.0               7.0   \n",
+       "13                   290.0             290.0             290.0   \n",
+       "14                     7.0               7.0               7.0   \n",
+       "15                     1.0               1.0               1.0   \n",
+       "16                    35.0              35.0              35.0   \n",
+       "17                     7.0               7.0               7.0   \n",
+       "18                     6.0               6.0               6.0   \n",
+       "19                    12.0              12.0              12.0   \n",
+       "20                     1.0               1.0               1.0   \n",
+       "21                     8.0               8.0               8.0   \n",
+       "22                   450.0             450.0             450.0   \n",
+       "23                    20.0              20.0              20.0   \n",
+       "24                   177.0             177.0             177.0   \n",
+       "25                     0.0               0.0               0.0   \n",
+       "26                     4.0               4.0               4.0   \n",
+       "27                  5330.0            5330.0            5330.0   \n",
+       "\n",
+       "DateTime  2003-08-13 10:00  2003-08-14 10:00  2003-08-15 10:00  \\\n",
+       "0                     10.0              10.0              10.0   \n",
+       "1                   2523.0            2523.0            2523.0   \n",
+       "2                      3.0               3.0               3.0   \n",
+       "3                      3.0               3.0               3.0   \n",
+       "4                      8.0               8.0               8.0   \n",
+       "5                   1515.0            1515.0            1515.0   \n",
+       "6                     22.0              22.0              22.0   \n",
+       "7                      0.0               0.0               0.0   \n",
+       "8                    228.0             228.0             228.0   \n",
+       "9                      0.0               0.0               0.0   \n",
+       "10                    15.0              15.0              15.0   \n",
+       "11                     7.0               7.0               7.0   \n",
+       "12                     7.0               7.0               7.0   \n",
+       "13                   290.0             290.0             290.0   \n",
+       "14                     7.0               7.0               7.0   \n",
+       "15                     1.0               1.0               1.0   \n",
+       "16                    35.0              35.0              35.0   \n",
+       "17                     7.0               7.0               7.0   \n",
+       "18                     6.0               6.0               6.0   \n",
+       "19                    12.0              12.0              12.0   \n",
+       "20                     1.0               1.0               1.0   \n",
+       "21                     8.0               8.0               8.0   \n",
+       "22                   450.0             450.0             450.0   \n",
+       "23                    20.0              20.0              20.0   \n",
+       "24                   177.0             177.0             177.0   \n",
+       "25                     0.0               0.0               0.0   \n",
+       "26                     4.0               4.0               4.0   \n",
+       "27                  5330.0            5330.0            5330.0   \n",
+       "\n",
+       "DateTime  2003-08-16 10:00        province  \n",
+       "0                     10.0           Anhui  \n",
+       "1                   2523.0         Beijing  \n",
+       "2                      3.0       Chongqing  \n",
+       "3                      3.0          Fujian  \n",
+       "4                      8.0           Gansu  \n",
+       "5                   1515.0       Guangdong  \n",
+       "6                     22.0         Guangxi  \n",
+       "7                      0.0         Guizhou  \n",
+       "8                    228.0           Hebei  \n",
+       "9                      0.0    Heilongjiang  \n",
+       "10                    15.0           Henan  \n",
+       "11                     7.0           Hubei  \n",
+       "12                     7.0           Hunan  \n",
+       "13                   290.0  Inner Mongolia  \n",
+       "14                     7.0         Jiangsu  \n",
+       "15                     1.0         Jiangxi  \n",
+       "16                    35.0           Jilin  \n",
+       "17                     7.0        Liaoning  \n",
+       "18                     6.0         Ningxia  \n",
+       "19                    12.0         Shaanxi  \n",
+       "20                     1.0        Shandong  \n",
+       "21                     8.0        Shanghai  \n",
+       "22                   450.0          Shanxi  \n",
+       "23                    20.0         Sichuan  \n",
+       "24                   177.0         Tianjin  \n",
+       "25                     0.0        Xinjiang  \n",
+       "26                     4.0        Zhejiang  \n",
+       "27                  5330.0             all  \n",
+       "\n",
+       "[28 rows x 93 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confirm_processed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# join lat lon\n",
+    "confirm_processed_latlon = pd.merge(confirm_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "confirm_processed_final = confirm_processed_latlon.groupby('city').mean().reset_index()\n",
+    "confirm_processed_final = confirm_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])\n",
+    "\n",
+    "# save\n",
+    "confirm_processed_final.to_csv('DXYcity0507_confirmed.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.0"
+  }
+ },
  "nbformat": 4,
  "nbformat_minor": 2
 }
diff --git a/Raw/DXYcity0507Post_confirmed_pivot.csv b/Raw/DXYcity0507Post_confirmed_pivot.csv
new file mode 100644
index 0000000..4303ffa
--- /dev/null
+++ b/Raw/DXYcity0507Post_confirmed_pivot.csv
@@ -0,0 +1,376 @@
+cityEnglishName,01-24,01-25,01-26,01-27,01-28,01-29,01-30,01-31,02-01,02-02,02-03,02-04,02-05,02-06,02-07,02-08,02-09,02-10,02-11,02-12,02-13,02-14,02-15,02-16,02-17,02-18,02-19,02-20,02-21,02-22,02-23,02-24,02-25,02-26,02-27,02-28,02-29,03-01,03-02,03-03,03-04,03-05,03-06,03-07,03-08,03-09,03-10,03-11,03-12,03-13,03-14,03-15,03-16,03-17,03-18,03-19,03-20,03-21,03-22,03-23,03-24,03-25,03-26,03-27,03-28,03-29,03-30,03-31,04-01,04-02,04-03,04-04,04-05,04-06,04-07,04-08,04-09,04-10,04-11,04-12,04-13,04-14,04-15,04-16,04-17,04-18,04-19,04-20,04-21,04-22,04-23,04-24,04-25,04-26,04-27,04-28,04-29,04-30,05-01,05-02,05-03,05-04,05-05,05-06,05-07
+Akesu,,,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Ankang,1.0,2.1666666666666665,3.0,5.0,8.0,10.0,10.0,11.5,14.0,16.0,17.0,17.0,19.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,23.0,24.0,24.0,25.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,26.0,26.0,26.0,,26.0,,26.0,26.0,26.0,,,,26.0,26.0,26.0,,26.0,26.0,,,26.0,26.0,26.0,,,,,,26.0,,26.0,26.0,,26.0,,,,,26.0,,,,26.0,,26.0,,,,26.0,26.0,,,26.0,,,26.0,,,26.0,26.0,26.0,26.0,,26.0,26.0
+Anqing,1.0,2.8,4.5,8.0,8.0,14.0,18.0,18.0,29.375,43.0,47.0,55.0,55.85714285714285,60.0,66.0,71.0,75.0,78.0,80.0,80.0,80.0,81.0,82.0,82.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,,83.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,83.0,,,,,,,,,,,,,,,83.0,,,,,,,,,,,,,
+Anshan,,,,,,,,,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.333333333333333,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,4.0,,,,4.0,4.0,,4.0,,4.0,,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,4.0,,,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,,5.0,5.0,5.0,5.0,5.0,5.0,,5.0,5.0,,4.0,,4.0,4.0,4.0,,4.0,,,,,,,,,,,,4.0,,,,,
+Anshun,,,,,,,,,,2.0,2.0,2.0,2.833333333333333,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,,,4.0,,,,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,,,,,,,,,,,,,,,,,,
+Anyang,,,,,11.0,,,20.0,24.0,24.0,28.714285714285715,33.0,35.0,37.0,40.0,43.0,44.0,45.0,46.0,49.0,49.91666666666666,50.0,51.0,51.0,51.0,52.0,52.0,52.9,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,,,53.0,53.0,,53.0,,,,,,,,,53.0,,,53.0,,53.0,53.0,,,,,,,,53.0,,,,,,53.0,,53.0,,,,,,,,,,,,,,,,,,,,,,,
+Baicheng,,,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,,,1.0,,,1.0,,,,,,,,,,,,,1.0,1.0,,1.0,1.0,,,,,,,,,,1.0,,1.0,1.0,1.0,1.0,,1.0,,1.0,,1.0,,1.0,1.0,1.0,1.0,1.0,,1.0,,,1.0,1.0,1.0,1.0,,,,
+Baise,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,3.0,3.0,3.0,,3.0,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Baiyin,1.0,1.0,,1.0,1.0,,,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,4.0,,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,,4.0,4.0,,,,4.0,4.0,4.0,4.0,,4.0,,4.0,4.0,4.0,4.0,,,4.0,,,4.0,,4.0,,4.0,4.0,,,,,4.0,,4.0,,,,,,,,,,,,,,,,,,,,,
+Baodi District,,,,,,,,,2.2,4.428571428571429,8.25,13.0,15.0,18.0,21.5,25.4,29.66666666666667,34.25,39.0,40.833333333333336,43.42857142857143,46.0,47.0,49.0,50.0,52.33333333333334,54.0,55.5,57.0,59.25,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,,60.0,,60.0,,,,60.0,60.0,,60.0,,,60.0,,,,,60.0,,,60.0,60.0,,60.0,60.0,60.0,60.0,60.0,60.0,60.0,,60.0,60.0,,,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,,60.0,,60.0,,60.0,60.0,60.0,60.0,,,60.0,,60.0,60.0,60.0,,,,
+Baoding,,1.0,3.0,3.0,3.0,6.0,7.0,11.0,11.0,13.0,13.0,13.0,17.0,17.0,18.0,18.0,21.0,26.0,30.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,,,,,32.0,32.0,,,,,,,,,32.0,32.0,,,,,,,32.0,,32.0,32.0,32.0,,32.0,,32.0,,32.0,,,,,32.0,,32.0,32.0,,,32.0,,,,,32.0,,,,,,,,,,32.0,,
+Baoji,,,,,3.0,4.0,4.0,4.0,6.0,7.0,8.0,9.333333333333334,10.0,10.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,13.0,13.0,13.0,,13.0,,13.0,13.0,13.0,,,,13.0,13.0,13.0,,13.0,13.0,,,13.0,13.0,13.0,,,,,,13.0,,13.0,13.0,,13.0,,,,,13.0,,,,13.0,,13.0,,,,13.0,13.0,,,13.0,,,13.0,,,13.0,13.0,13.0,13.0,,13.0,13.0
+Baoshan,,,2.0,2.333333333333333,4.0,4.0,5.0,5.833333333333332,7.2857142857142865,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,,9.0,,,,,,,,,9.0,9.0,9.0,,,,,,,,,9.0,9.0,,,,9.0,9.0,9.0,9.0,,,,9.0,,,,9.0,,,9.0,9.0,,9.0,,9.0,,,,,9.0,9.0,9.0,,,,,,,,,,,
+Baoshan District,,,,1.0,1.0,1.8571428571428568,2.0,2.0,6.8,8.0,10.0,11.4,12.0,15.0,16.0,16.142857142857142,17.0,18.0,20.0,20.0,20.0,20.0,20.0,20.5,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.66666666666667,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,22.0,22.0,,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,22.0,22.0,22.0,,22.0
+Baoting Li and Miao Autonomous County,,,,,,,,,,,,,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,,,3.0,,,,3.0,,,,3.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Baotou,,,,2.0,3.0,3.0,3.0,3.0,3.0,5.0,6.0,6.0,6.75,9.0,9.0,10.0,10.0,11.0,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,,11.0,,,,,11.0,,,11.0,,,,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0
+Bayannur,,,,,,1.0,1.5,2.0,3.0,3.0,3.0,3.0,3.75,4.0,4.0,4.0,6.0,6.0,,6.0,6.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,8.0,,,,,8.0,,,8.0,,,,,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,,,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,8.0
+Bayingolin Mongol Autonomous Prefecture,,,,,,,,,,,,,,1.0,1.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Bazhong,,,,,,2.0,3.0,5.0,8.0,8.0,12.0,12.0,15.0,19.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,,24.0,24.0,24.0,24.0,24.0,24.0,,24.0,24.0,,24.0,,24.0,24.0,,24.0,24.0,24.0,24.0,24.0,24.0,24.0,,,24.0,24.0,,24.0,,24.0,24.0,,24.0,24.0,,,24.0,24.0,24.0,,,,,,,,,,,,,
+Beichen District,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,2.888888888888889,4.666666666666667,5.7142857142857135,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,,6.0,,,,6.0,6.0,,6.0,,,6.0,,,,,6.0,,,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,,6.0,,6.0,6.0,6.0,6.0,,,6.0,,6.0,6.0,6.0,,,,
+Beihai,5.0,6.0,8.333333333333334,9.0,11.0,13.0,14.333333333333336,17.0,23.0,23.0,26.0,27.0,29.0,30.2,31.0,32.0,33.0,35.0,36.0,39.0,39.0,40.0,43.0,43.0,43.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,,,44.0,44.0,44.0,,44.0,,,,,,,,,,,,,44.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Bengbu,1.0,1.0,1.0,3.0,3.0,3.0,8.0,15.0,15.75,26.0,37.0,43.0,47.28571428571429,61.714285714285715,88.0,99.0,115.0,126.0,134.0,141.0,145.44444444444446,149.0,153.0,157.0,158.0,158.0,159.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,,160.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,160.0,,,,,,,,,,,,,,,160.0,,,,,,,,,,,,,
+Benxi,,1.0,1.25,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,,,,3.0,3.0,,3.0,,3.0,,3.0,3.0,3.0,3.0,3.0,,3.0,,3.0,3.0,,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,,3.0,,3.0,3.0,3.0,,3.0,,,,,,,,,,,,3.0,,,,,
+Bijie,,,,,,,1.0,2.0,,4.0,4.0,8.666666666666666,11.0,13.0,15.0,21.0,21.0,21.0,21.0,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,,23.0,,23.0,,,,23.0,,,,,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,,23.0,23.0,23.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23.0,,,,,,,,,,,,,,,,,,
+Binhai New Area,,,1.0,1.0,1.0,1.0,1.125,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,,3.0,,,,3.0,3.0,,3.0,,,3.0,,,,,3.0,,,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,,3.0,,3.0,3.0,3.0,3.0,,,3.0,,3.0,3.0,3.0,,,,
+Binzhou,,1.0,1.5,3.0,4.0,6.2,8.333333333333334,9.0,9.0,9.857142857142858,10.5,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,15.0,,,15.0,15.0,,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,,15.0,15.0,15.0,,15.0,15.0,,,,15.0,,,15.0,,15.0,,15.0,15.0,,,,15.0,,15.0,
+Bozhou,1.0,3.4,5.0,6.0,8.0,15.0,20.0,20.0,24.375,30.0,39.0,48.0,56.57142857142857,66.0,72.0,81.0,87.0,92.0,92.0,97.0,99.66666666666669,106.0,107.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,,108.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,108.0,,,,,,,,,,,,,,,108.0,,,,,,,,,,,,,
+Cangzhou,0.5,1.6666666666666667,2.0,2.0,5.0,8.0,12.0,18.0,19.0,19.0,19.0,20.0,20.0,21.0,23.0,28.0,28.0,28.0,32.0,37.0,41.375,45.0,46.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,,,,,48.0,48.0,,,,,,,,,48.0,48.0,,,,,,,48.0,,48.0,48.0,48.0,,48.0,,48.0,,48.0,,,,,48.0,,48.0,48.0,,,48.0,,,,,48.0,,,,,,,,,,48.0,,
+Changchun,1.0,1.0,,1.0,1.0,1.0,4.0,4.0,7.0,12.5,17.0,18.0,28.0,29.0,32.0,32.0,37.0,39.0,40.0,42.0,42.0,43.0,44.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,,45.0,45.0,45.0,,,45.0,,,45.0,,,,,,,,,,,,,46.0,46.0,,46.0,46.0,,,,,,,,,,46.0,,46.0,46.0,46.0,46.0,,47.0,,47.0,,48.0,,48.0,48.0,48.0,48.0,48.0,,49.0,,,49.0,49.0,49.0,49.0,,,,
+Changde,,3.0,5.0,10.333333333333334,19.0,26.0,30.0,37.0,39.0,42.0,45.0,50.0,54.28571428571429,62.0,64.0,66.0,66.0,72.0,73.0,74.71428571428571,76.75,78.0,78.0,79.0,79.0,79.0,79.0,79.0,80.0,80.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,,,,,,,,,,,,,,,,,,,82.0,,,,,,,,,,,,,,,,82.0,,,,,,,,,,,,,,,,,,,
+Changji,,,,,,,,,,,,,,,,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Changjiang Li Autonomous County,,,,,,,,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.5384615384615383,5.0,5.0,6.0,6.0,6.666666666666668,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,,,7.0,,,,7.0,,,,7.0,,,,,,,,7.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Changning District,,,,5.0,5.0,5.0,5.0,6.0,6.8,7.0,7.5,8.0,9.0,10.0,11.0,11.0,11.0,11.0,11.0,12.0,12.8,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,13.0,13.0,,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,13.0,13.0,13.0,,13.0
+Changping District,,,,,,,,12.0,12.0,12.0,12.666666666666664,14.0,14.666666666666664,15.0,16.2,17.0,17.0,18.0,19.0,19.0,22.33333333333333,24.0,24.0,25.0,25.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,,29.0,29.0,29.0,29.0,29.0,29.0,29.0,,29.0,29.0,,29.0,29.0,,29.0,29.0,29.0,29.0,29.0
+Changsha,7.384615384615384,8.0,13.0,20.666666666666668,24.0,46.0,57.0,68.0,86.0,112.0,125.0,148.0,164.0,179.0,190.0,196.0,205.0,213.0,219.0,222.42857142857144,227.375,238.0,241.0,241.0,241.0,241.0,241.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,,,,,,,,,,,,,,,,,,,242.0,,,,,,,,,,,,,,,,242.0,,,,,,,,,,,,,,,,,,,
+Changshou District,2.2,4.428571428571429,5.0,5.75,7.0,7.0,7.0,8.2,10.0,10.666666666666666,11.0,12.0,12.0,12.0,12.0,12.0,15.0,15.0,15.833333333333336,16.0,16.88888888888889,17.0,18.0,20.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,,,,,,22.0,,22.0,,,,,22.0,,,,,,,,,,,,,,,,,,,,,,,,,,22.0,,,,,,,,,,,,,
+Changzhi,,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,5.0,5.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,,8.0,8.0,8.0,8.0,8.0,,,,,,,,,,,8.0,,8.0,,,8.0,,,8.0,,,,8.0,,,8.0,8.0,8.0,8.0,,8.0,,8.0,8.0,8.0,,,,8.0,,8.0,,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0
+Changzhou,,5.0,5.0,6.0,8.0,8.0,10.0,13.0,14.0,15.0,15.0,19.0,23.285714285714285,27.0,29.0,31.0,31.0,31.0,31.0,36.0,37.6,43.0,43.0,46.0,49.0,50.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,,51.0,51.0,,51.0,,,,,,,51.0,51.0,51.0,51.0,51.0,51.0,,51.0,51.0,51.0,,51.0,51.0,,51.0,,,,,51.0,51.0,51.0,,51.0,51.0,,51.0,,,,51.0,51.0,,51.0,,,,,51.0,51.0,51.0,,,,,,51.0
+Chaoyang,1.0,1.9090909090909087,2.0,2.0,2.0,3.4,4.0,5.0,5.833333333333332,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,6.0,,,,6.0,6.0,,6.0,,6.0,,6.0,6.0,6.0,6.0,6.0,,6.0,,6.0,6.0,,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,6.0,,6.0,6.0,6.0,,6.0,,,,,,,,,,,,6.0,,,,,
+Chaoyang District,,,,,,,,23.33333333333333,27.5,35.0,31.88888888888889,36.0,40.66666666666666,46.75,49.8,53.0,54.6,56.0,56.0,56.0,56.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,60.0,60.0,60.0,61.0,61.0,70.0,70.0,71.0,71.0,71.0,71.0,71.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,75.0,75.0,,75.0,75.0,75.0,75.0,75.0,75.0,75.0,,75.0,75.0,,75.0,75.0,,75.0,75.0,75.0,75.0,75.0
+Chaozhou,,,,,,,,,3.0,3.5,4.0,4.0,4.4,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,6.0
+Chengde,,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,5.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,,,7.0,7.0,,,,,,,,,7.0,7.0,,,,,,,7.0,,7.0,7.0,7.0,,7.0,,7.0,,7.0,,,,,7.0,,7.0,7.0,,,7.0,,,,,7.0,,,,,,,,,,7.0,,
+Chengdu,5.8,13.0,20.285714285714285,33.0,37.0,46.0,52.5,69.0,72.0,73.0,77.0,87.0,92.0,97.0,102.0,109.0,120.0,123.0,124.0,125.0,130.25,135.0,139.0,140.0,140.0,140.0,141.0,141.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,,144.0,145.0,145.0,146.0,147.0,148.0,,150.0,152.0,,153.0,,153.0,155.0,,157.0,159.0,160.0,162.0,163.0,164.0,165.0,,,165.0,165.0,,165.0,,165.0,165.0,,166.0,166.0,,,166.0,166.0,166.0,,,,,,,,,,,,,
+Chengmai County,,,,,,,,2.0,2.0,2.0,2.0,3.0,3.9,4.0,5.538461538461538,7.0,7.0,7.0,7.333333333333332,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,9.0,,,9.0,,,,9.0,,,,9.0,,,,,,,,9.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Chenzhou,1.0,1.0,2.0,4.0,7.0,7.0,10.0,12.0,13.0,18.0,21.0,22.0,23.714285714285715,25.0,29.0,31.0,32.0,32.0,33.0,37.285714285714285,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,,,,,,,,,,,,,,,,,,,39.0,,,,,,,,,,,,,,,,39.0,,,,,,,,,,,,,,,,,,,
+Chifeng,,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,4.0,4.0,4.0,4.0,,5.0,5.0,7.0,7.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,,9.0,,,,,9.0,,,9.0,,,,,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,9.0,9.0
+Chizhou,1.0,1.0,1.0,1.0,1.0,1.0,2.0,4.0,4.0,6.0,6.0,10.0,10.857142857142858,11.0,11.0,11.0,12.0,15.0,15.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.0,,,,,,,,,,,,,,,17.0,,,,,,,,,,,,,
+Chongming District,,,,,,,,,,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.8,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,,4.0
+Chuxiong,,,,,,,,,,,,,,,,,,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,,4.0,,,,,,,,,4.0,4.0,4.0,,,,,,,,,4.0,4.0,,,,4.0,4.0,4.0,4.0,,,,4.0,,,,4.0,,,4.0,4.0,,4.0,,4.0,,,,,4.0,4.0,4.0,,,,,,,,,,,
+Chuzhou,1.0,1.8,2.0,2.0,4.0,4.0,4.0,4.0,5.75,6.0,8.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.888888888888891,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,13.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13.0,,,,,,,,,,,,,,,13.0,,,,,,,,,,,,,
+Dali,,,,,,,,,,,,,,,,,,,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,,13.0,,,,,,,,,13.0,13.0,13.0,,,,,,,,,13.0,13.0,,,,13.0,13.0,13.0,13.0,,,,13.0,,,,13.0,,,13.0,13.0,,13.0,,13.0,,,,,13.0,13.0,13.0,,,,,,,,,,,
+Dalian,1.0,2.1818181818181817,4.0,4.5,5.0,5.0,5.0,7.0,8.5,10.625,12.0,13.0,13.833333333333336,14.0,14.0,15.5,16.0,16.0,16.0,16.0,16.2,17.333333333333332,18.0,18.666666666666668,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,,19.0,19.0,19.0,19.0,,,,19.0,19.0,,19.0,,19.0,,19.0,19.0,19.0,19.0,19.0,,19.0,,19.0,19.0,,,19.0,19.5,21.0,24.0,24.0,24.0,24.0,27.0,,27.0,27.0,27.0,27.0,27.0,27.0,,27.0,27.0,,18.0,,18.0,18.0,18.0,,18.0,,,,,,,,,,,,18.0,,,,,
+Dandong,,,1.0,1.5,5.0,5.0,5.0,5.0,5.166666666666667,6.0,6.0,6.0,6.666666666666668,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,8.0,8.0,11.0,,,,11.0,11.0,,11.0,,11.0,,11.0,11.0,11.0,11.0,11.0,,11.0,,11.0,11.0,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,,11.0,,11.0,11.0,11.0,,11.0,,,,,,,,,,,,11.0,,,,,
+Danzhou,,3.0,3.0,4.5,5.0,5.0,5.0,5.0,5.9,6.0,7.0,8.0,9.2,10.0,10.538461538461537,11.0,11.0,11.0,11.0,13.666666666666664,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,15.0,,,15.0,,,,15.0,,,,15.0,,,,,,,,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Daqing,1.0,1.0,3.0,3.6666666666666665,5.0,5.0,5.0,7.0,8.0,8.0,11.0,11.0,11.0,12.5,13.0,13.0,13.0,13.0,14.0,15.0,15.0,18.0,19.0,19.0,20.0,20.0,23.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,26.0,26.0,26.0,,26.0,,,,,,,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,27.0,27.0,27.0,27.0,27.0,27.0,,27.0,27.0,27.0,27.0,27.0,27.0,27.0
+Datong,,1.0,1.0,1.0,1.0,2.6666666666666665,4.0,5.0,6.0,8.0,9.0,9.0,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,11.666666666666664,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,,,12.0,12.0,12.0,12.0,12.0,,,,,,,,,,,12.0,,12.0,,,12.0,,,12.0,,,,12.0,,,12.0,12.0,12.0,12.0,,12.0,,12.0,12.0,12.0,,,,12.0,,12.0,,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0
+Daxing District,,,,,,,,16.333333333333332,19.33333333333333,21.0,26.66666666666667,29.0,29.0,29.75,33.2,34.0,34.8,36.0,36.0,37.0,37.66666666666666,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,,39.0,39.0,39.0,39.0,39.0,39.0,39.0,,39.0,39.0,,39.0,39.0,,39.0,39.0,39.0,39.0,39.0
+Daxinganling,,,,,,1.0,1.3333333333333333,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,,3.0,,,,,,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0
+Dazhou,1.0,1.0,1.0,3.0,3.0,4.0,5.0,8.0,9.0,9.0,11.0,13.0,17.0,20.0,23.0,25.0,25.0,28.0,30.0,33.0,35.625,36.0,36.0,36.0,38.0,39.0,40.0,40.0,41.0,41.0,41.0,41.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,,42.0,42.0,42.0,42.0,42.0,42.0,,42.0,42.0,,42.0,,42.0,42.0,,42.0,42.0,42.0,42.0,42.0,42.0,42.0,,,42.0,42.0,,42.0,,42.0,42.0,,42.0,42.0,,,42.0,42.0,42.0,,,,,,,,,,,,,
+Dazu District,,,1.0,1.0,1.0,1.0,3.0,4.0,4.0,4.0,5.0,7.0,7.0,7.0,8.666666666666666,10.0,10.8,12.2,13.833333333333336,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,,,,,,14.0,,14.0,,,,,14.0,,,,,,,,,,,,,,,,,,,,,,,,,,14.0,,,,,,,,,,,,,
+Dehong,,,,,,,,,,,,,,,,,,,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,,,5.0,,,,,,,,,5.0,5.0,5.0,,,,,,,,,5.0,5.0,,,,5.0,5.0,5.0,5.0,,,,5.0,,,,5.0,,,5.0,5.0,,5.0,,5.0,,,,,5.0,5.0,5.0,,,,,,,,,,,
+Deyang,1.0,1.0,1.0,1.0,1.0,2.0,2.5,7.0,7.0,10.0,10.0,12.0,12.0,12.0,12.0,13.0,16.0,16.0,16.0,16.0,16.875,17.0,17.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,18.0,18.0,18.0,18.0,18.0,18.0,,18.0,18.0,,18.0,,18.0,18.0,,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,,18.0,18.0,,18.0,,18.0,18.0,,18.0,18.0,,,18.0,18.0,18.0,,,,,,,,,,,,,
+Dezhou,,1.0,3.0,6.0,8.0,11.0,13.666666666666664,16.0,17.0,18.714285714285715,19.0,19.0,20.5,26.0,27.0,28.4,30.0,32.0,32.0,33.0,34.5,35.0,36.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,,37.0,37.0,,37.0,37.0,37.0,37.0,37.0,,37.0,37.0,37.0,,,37.0,37.0,,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,,37.0,,37.0,37.0,37.0,,37.0,37.0,,,,37.0,,,37.0,,37.0,,37.0,37.0,,,,37.0,,37.0,
+Ding'an County,,,,,,,,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,,,3.0,,,,3.0,,,,3.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Dingxi,,,1.0,1.0,1.0,1.0,2.0,2.0,2.333333333333333,3.0,3.0,3.0,3.0,5.0,5.0,8.0,8.0,8.0,8.0,8.0,8.142857142857142,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,9.0,,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,,9.0,9.0,,,,9.0,9.0,9.0,9.0,,9.0,,9.0,9.0,9.0,9.0,,,9.0,,,9.0,,9.0,,9.0,9.0,,,,,9.0,,9.0,,,,,,,,,,,,,,,,,,,,,
+Dongcheng District,,,,,,,,3.0,3.0,3.0,2.333333333333333,2.0,3.333333333333333,6.75,7.0,8.0,8.8,9.0,9.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,,14.0,14.0,,14.0,14.0,14.0,14.0,14.0
+Dongfang,,,,,,,,1.0,1.0,1.0,1.0,1.6666666666666667,2.0,2.833333333333333,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,,,3.0,,,,3.0,,,,3.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Dongguan,,1.0,1.8333333333333333,2.0,4.142857142857143,7.0,9.285714285714286,16.0,21.0,25.5,31.0,37.0,43.3,47.0,53.0,56.0,58.0,60.0,62.0,66.28571428571429,69.625,73.0,81.0,89.0,89.0,91.0,91.0,92.0,93.0,93.0,94.0,96.0,97.0,97.0,97.0,98.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,,100.0,100.0,100.0,100.0
+Dongli District,,,,,,,,,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,,,4.0,4.0,,4.0,,,4.0,,,,,4.0,,,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,4.0,4.0,4.0,4.0,,,4.0,,4.0,4.0,4.0,,,,
+Enshi Tujia and Miao Autonomous Prefecture,,11.0,16.0,21.363636363636363,38.0,51.0,59.57142857142857,75.0,87.0,105.0,111.0,123.0,138.0,143.5,157.0,160.0,169.625,187.0,195.0,203.0,225.28571428571428,237.0,244.0,247.0,248.6,250.0,249.0769230769231,244.0,244.85714285714286,249.66666666666663,251.0,251.0,251.0,251.0,251.0,251.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,,,,,,,,,,
+Ezhou,,1.0,1.0,11.363636363636365,57.0,84.0,106.28571428571428,189.0,227.0,278.0,306.0,332.0,382.0,419.58333333333326,471.0,569.0,630.25,725.0,790.0,861.0,1035.857142857143,1125.0,1192.0,1230.0,1265.2,1339.0,1342.6923076923074,1338.0,1342.2857142857142,1367.888888888889,1378.428571428571,1381.666666666667,1385.0,1386.75,1389.0,1389.0,1390.0,1390.8,1391.0,1391.0,1391.5,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,,,,,,,,,,
+Fangchenggang,,2.0,2.0,3.0,3.0,5.0,5.0,7.0,8.0,8.0,9.0,11.0,13.0,14.2,15.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,,,19.0,19.0,19.0,,19.0,,,,,,,,,,,,,19.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Fangshan District,,,,,,,,,2.0,2.0,3.111111111111111,4.666666666666667,7.0,11.0,11.8,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,,16.0,16.0,,16.0,16.0,16.0,16.0,16.0
+Fengdu County,,1.0,1.0,2.0,3.0,3.0,3.0,3.0,4.111111111111111,5.0,5.0,6.0,6.0,9.0,9.0,9.0,9.0,9.0,9.833333333333334,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,,,,,,10.0,,10.0,,,,,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,10.0,,,,,,,,,,,,,
+Fengtai District,,,,,,,,11.0,14.0,16.0,16.77777777777778,18.0,19.33333333333333,20.0,21.2,26.0,26.8,30.0,30.0,32.0,34.666666666666664,36.0,37.333333333333336,39.0,39.0,40.0,40.0,40.0,41.0,41.0,41.0,41.0,41.0,41.0,42.0,42.0,42.0,42.0,42.0,42.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,,43.0,43.0,43.0,43.0,43.0,43.0,43.0,,43.0,43.0,,43.0,43.0,,43.0,43.0,43.0,43.0,43.0
+Fengxian District,,,,1.0,1.0,3.2857142857142856,5.0,5.0,5.0,5.0,5.0,5.4,6.5,7.222222222222222,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,9.0,,9.0
+Foshan,4.785714285714286,7.125,10.0,13.2,16.857142857142858,20.4,25.0,32.166666666666664,38.75,41.0,44.0,47.8,49.5,54.9,57.90909090909091,62.33333333333334,66.23076923076923,68.85714285714286,70.0,76.85714285714286,80.625,82.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.25,85.0,85.0,85.0,85.0,87.0,87.0,87.0,89.0,91.0,91.0,91.0,91.0,92.0,92.0,92.0,93.0,94.0,94.0,94.0,95.0,95.0,95.0,95.0,96.0,96.0,96.0,96.0,96.0,96.0,96.66666666666669,97.0,98.0,98.0,98.0,98.0,98.0,99.0,99.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,,100.0,100.0,100.0,100.0
+Fuxin,,,,,,,,,1.5,2.375,5.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,8.0,,,,8.0,8.0,,8.0,,8.0,,8.0,8.0,8.0,8.0,8.0,,8.0,,8.0,8.0,,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,,8.0,,8.0,8.0,8.0,,8.0,,,,,,,,,,,,8.0,,,,,
+Fuyang,1.4285714285714286,6.0,8.5,10.0,21.0,23.0,28.0,38.0,45.875,59.0,65.0,79.0,83.28571428571429,95.0,105.0,113.0,118.0,125.0,132.0,138.0,141.55555555555554,146.0,150.0,152.0,153.0,154.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,,155.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,155.0,,,,,,,,,,,,,,,155.0,,,,,,,,,,,,,
+Fuzhou,3.0,4.1,9.166666666666666,12.0,11.25,20.25,15.833333333333336,27.25,25.0,30.66666666666667,41.0,43.5,50.0,53.5,56.85714285714285,59.0,62.36363636363637,63.4,64.6,65.0,66.33333333333333,67.0,66.85714285714286,69.6,70.0,71.33333333333333,71.14285714285714,71.25,71.25,71.28571428571429,71.42857142857143,71.33333333333333,71.33333333333333,71.33333333333333,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,,,,,,,,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,,72.0,72.0,,72.0,72.0,,,,72.0,72.0,72.0,,,,,,72.0
+Ganjiang New District,,,,,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,,,,,,,,1.0,1.0,,,,,,1.0,1.0,,,,,,,,,,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Gannan,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.5,2.25,4.0,6.0,6.0,6.0,6.0,7.0,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,,8.0,,8.0,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,8.0,8.0,,,,8.0,8.0,8.0,8.0,,8.0,,8.0,8.0,8.0,8.0,,,8.0,,,8.0,,8.0,,8.0,8.0,,,,,8.0,,8.0,,,,,,,,,,,,,,,,,,,,,
+Ganzhou,,2.0,7.0,7.0,10.0,16.0,21.0,27.0,30.0,34.0,35.0,42.0,46.5,52.0,59.0,64.0,69.0,71.0,72.0,72.0,74.66666666666667,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,,,,,,,,,,76.0,76.0,,,,,,76.0,76.0,,,,,,,,,,,76.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Garzê Tibetan Autonomous Prefecture,,,2.0,2.0,3.0,3.0,4.0,5.0,5.0,5.0,6.0,8.0,10.0,12.0,17.0,17.0,17.0,23.0,27.0,36.0,36.875,43.0,44.0,50.0,57.0,62.0,65.0,67.0,68.0,69.0,69.0,69.0,69.0,71.0,74.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,,78.0,78.0,78.0,78.0,78.0,78.0,,78.0,78.0,,78.0,,78.0,78.0,,78.0,78.0,78.0,78.0,78.0,78.0,78.0,,,78.0,78.0,,78.0,,78.0,78.0,,78.0,78.0,,,78.0,78.0,78.0,,,,,,,,,,,,,
+Gongzhuling,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,,,6.0,,,6.0,,,,,,,,,,,,,6.0,6.0,,6.0,6.0,,,,,,,,,,6.0,,6.0,6.0,6.0,6.0,,6.0,,6.0,,6.0,,6.0,6.0,6.0,6.0,6.0,,6.0,,,6.0,6.0,6.0,6.0,,,,
+Guang'an,1.6,2.0,2.0,6.0,7.0,7.0,8.0,13.0,16.0,20.0,21.0,24.0,24.0,24.0,27.0,28.0,28.0,28.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,,30.0,30.0,30.0,30.0,30.0,30.0,,30.0,30.0,,30.0,,30.0,30.0,,30.0,30.0,30.0,30.0,30.0,30.0,30.0,,,30.0,30.0,,30.0,,30.0,30.0,,30.0,30.0,,,30.0,30.0,30.0,,,,,,,,,,,,,
+Guangyuan,,,,,,1.0,2.0,2.0,2.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,6.0,,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,,6.0,6.0,,6.0,,6.0,6.0,,6.0,6.0,,,6.0,6.0,6.0,,,,,,,,,,,,,
+Guangzhou,5.285714285714286,10.5,15.5,35.4,48.14285714285714,63.0,88.7142857142857,107.0,146.75,170.75,196.33333333333331,220.8,244.2,267.0,284.45454545454544,299.75,305.84615384615387,313.42857142857144,317.0,322.14285714285717,326.5,328.0,335.0,338.0,339.0,339.0,339.0,339.0,339.0,343.0,345.0,345.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.4,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.5,348.0,351.0,354.0,359.0,365.2,366.0,369.0,372.5,384.0,388.0,398.0,406.0,414.0,420.0,427.0,432.0,440.0,446.0,451.0,451.0,456.0,463.0,463.0,464.0,467.0,471.0,475.0,479.0,482.0,488.0,490.0,494.0,499.0,499.0,499.0,499.5,500.0,500.0,501.0,502.0,502.0,503.0,504.0,504.0,504.0,504.0,504.0,504.0,,504.0,504.0,504.0,505.0
+Guigang,,,,,,,,,,4.0,5.0,5.0,5.0,5.8,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,8.0,8.0,8.0,,8.0,,,,,,,,,,,,,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Guilin,2.0,5.0,11.0,14.0,15.0,16.0,17.333333333333332,18.0,21.0,23.0,24.0,24.0,26.0,26.6,28.0,29.0,29.0,30.0,30.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,,,32.0,32.0,32.0,,32.0,,,,,,,,,,,,,32.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Guiyang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.25,,6.0,7.0,10.0,12.0,15.0,18.0,18.0,23.33333333333333,27.0,29.0,30.0,32.5,34.0,34.0,34.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,,36.0,,36.0,,,,36.0,,,,,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,,36.0,37.0,36.5,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36.0,,,,,,,,,,,,,,,,,,
+Guyuan,,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,,2.0,2.0,2.0,2.0,3.0,3.0,3.0,4.0,5.0,5.0,,5.0,5.0,5.0,5.0,5.0,,5.0,5.0,5.0,5.0,5.0,,5.0,,5.0,,5.0,,5.0,,,,,5.0,,,5.0,,5.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Haibei,,,,,,,,,,,1.0,3.0,3.0,3.0,,,,,3.0,3.0,3.0,,3.0,,,3.0,3.0,,3.0,,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Haidian District,,,,,,,,26.25,37.0,41.0,41.333333333333336,45.0,45.0,46.5,47.0,49.0,51.4,54.0,57.0,56.0,56.0,58.0,58.66666666666666,60.0,60.0,60.0,61.0,61.0,61.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.66666666666666,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,,64.0,64.0,64.0,64.0,64.0,64.0,64.0,,64.0,64.0,,64.0,64.0,,64.0,64.0,64.0,64.0,64.0
+Haikou,2.0,3.0,3.0,6.0,7.0,9.0,9.0,9.0,10.8,11.0,13.0,14.0,15.8,16.0,18.53846153846154,23.0,23.0,28.0,29.0,29.0,29.0,30.4,33.0,33.0,34.0,34.0,34.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,,39.0,39.0,39.0,,,39.0,,,,39.0,,,,39.0,,,,,,,,39.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hancheng,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,,1.0,,1.0,1.0,1.0,,,,1.0,1.0,1.0,,1.0,1.0,,,1.0,1.0,1.0,,,,,,1.0,,1.0,1.0,,1.0,,,,,1.0,,,,1.0,,1.0,,,,1.0,1.0,,,1.0,,,1.0,,,1.0,1.0,1.0,1.0,,1.0,1.0
+Handan,,,,,4.0,4.0,6.0,7.0,10.0,11.0,11.0,14.0,14.0,18.0,22.0,26.0,27.0,27.0,27.0,29.0,30.75,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,,,,,32.0,32.0,,,,,,,,,32.0,32.0,,,,,,,32.0,,32.0,32.0,32.0,,32.0,,32.0,,32.0,,,,,32.0,,32.0,32.0,,,32.0,,,,,32.0,,,,,,,,,,32.0,,
+Hangzhou,6.0,10.5,17.0,27.0,32.0,51.0,69.0,85.0,94.75,110.0,118.0,132.0,141.0,151.0,156.0,162.0,165.0,155.0,157.0,158.6,161.57142857142858,165.0,166.0,166.0,168.0,168.0,168.88888888888889,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,,181.0,182.0,182.0,183.0,,183.0,183.0,183.0,183.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,,181.0,181.0,181.0,181.0,181.0,,181.0,,181.0,181.0,181.0,181.0,181.0,181.0,,181.0,181.0,181.0,181.0,181.0,181.0,181.0,,,181.0,,
+Hanzhong,,,1.0,2.0,4.0,6.0,6.0,8.5,13.0,15.0,15.0,15.666666666666664,18.25,19.83333333333333,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,26.0,26.0,26.0,,26.0,,26.0,26.0,26.0,,,,26.0,26.0,26.0,,26.0,26.0,,,26.0,26.0,26.0,,,,,,26.0,,26.0,26.0,,26.0,,,,,26.0,,,,26.0,,26.0,,,,26.0,26.0,,,26.0,,,26.0,,,26.0,26.0,26.0,26.0,,26.0,26.0
+Harbin,1.0,3.5,8.0,8.0,10.0,10.6,13.0,18.0,25.0,34.0,45.0,63.0,71.57142857142857,79.75,94.0,100.0,114.0,128.0,146.0,150.0,157.2,164.0,167.0,182.0,188.0,190.0,192.0,194.0,197.0,197.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,199.0,198.0,,198.0,198.0,198.0,,198.0,,,,,,,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,199.0,200.0,202.0,209.0,209.0,217.0,221.0,224.0,231.0,235.0,238.0,244.0,251.0,254.0,256.0,257.0,259.0,260.0,263.0,263.0,,263.0,263.0,263.0,263.0,263.0,263.0,263.0
+Hebei District,,,5.0,6.5,7.0,7.0,8.875,8.0,9.0,9.0,9.0,9.666666666666666,10.0,10.0,10.0,10.0,10.0,10.0,10.444444444444443,11.666666666666664,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,,12.0,,,,12.0,12.0,,12.0,,,12.0,,,,,12.0,,,12.0,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,,12.0,,12.0,12.0,12.0,12.0,,,12.0,,12.0,12.0,12.0,,,,
+Hebi,,,,2.0,2.0,5.0,6.0,6.0,6.0,8.0,8.0,10.0,10.0,10.0,11.0,13.0,17.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,,,19.0,19.0,,19.0,,,,,,,,,19.0,,,19.0,,19.0,19.0,,,,,,,,19.0,,,,,,19.0,,19.0,,,,,,,,,,,,,,,,,,,,,,,
+Hechi,1.0,2.0,3.0,3.0,3.0,3.0,4.333333333333333,6.0,6.0,6.0,6.0,7.0,9.0,10.2,11.0,15.0,19.0,21.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,23.0,23.0,24.0,25.0,25.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,,,28.0,28.0,28.0,,28.0,,,,,,,,,,,,,28.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hedong District,,,3.0,3.5,5.666666666666668,6.0,6.0,5.333333333333333,5.6,8.428571428571429,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.25,12.222222222222221,13.0,13.428571428571427,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,,15.0,,,,15.0,15.0,,15.0,,,15.0,,,,,15.0,,,15.0,15.0,,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,,,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,,15.0,,15.0,15.0,15.0,15.0,,,15.0,,15.0,15.0,15.0,,,,
+Hefei,5.7142857142857135,9.2,7.0,13.0,16.0,29.0,39.0,50.0,59.0,59.0,75.0,81.0,93.0,104.0,115.0,128.0,136.0,147.0,150.0,157.0,160.55555555555554,166.0,168.0,169.0,171.0,173.0,173.0,173.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,,174.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,174.0,,,,,,,,,,,,,,,174.0,,,,,,,,,,,,,
+Hegang,,,,,,,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,,5.0,5.0,5.0,,5.0,,,,,,,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,,5.0,5.0,5.0,5.0,5.0,5.0,5.0
+Heihe,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,4.0,4.0,6.0,9.2,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,,14.0,,,,,,,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,14.0,14.0,14.0
+Hengshui,,,,,2.0,3.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,,,8.0,8.0,,,,,,,,,8.0,8.0,,,,,,,8.0,,8.0,8.0,8.0,,8.0,,8.0,,8.0,,,,,8.0,,8.0,8.0,,,8.0,,,,,8.0,,,,,,,,,,8.0,,
+Hengyang,,3.0,3.0,3.6666666666666665,7.0,17.0,20.0,25.0,26.0,30.0,32.0,35.0,37.857142857142854,43.0,43.0,43.0,45.0,45.0,45.0,45.0,45.0,46.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,,,,,,,,,,,,,,,,,,,48.0,,,,,,,,,,,,,,,,48.0,,,,,,,,,,,,,,,,,,,
+Heping District,,,1.0,1.0,1.0,1.6666666666666667,2.625,3.0,3.0,4.0,4.875,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,,6.0,,,,6.0,6.0,,6.0,,,6.0,,,,,6.0,,,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,,6.0,,6.0,6.0,6.0,6.0,,,6.0,,6.0,6.0,6.0,,,,
+Hexi District,,,,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,,,4.0,4.0,,4.0,,,4.0,,,,,4.0,,,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,4.0,4.0,4.0,4.0,,,4.0,,4.0,4.0,4.0,,,,
+Heyuan,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.4545454545454546,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,,5.0,5.0,5.0,5.0
+Heze,,1.0,1.0,3.6,4.2,7.0,7.0,7.666666666666668,8.0,8.142857142857142,9.5,10.0,11.4,12.333333333333336,13.0,14.0,15.090909090909092,16.0,16.857142857142858,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,18.0,18.0,,18.0,18.0,18.0,18.0,18.0,,18.0,18.0,18.0,,,18.0,18.0,,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,18.0,,18.0,18.0,18.0,,18.0,18.0,,,,18.0,,,18.0,,18.0,,18.0,18.0,,,,18.0,,18.0,
+Hezhou,,,,,,,1.0,1.0,1.0,3.0,4.0,4.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,,4.0,4.0,4.0,,4.0,,,,,,,,,,,,,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Hohhot,,,,,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,5.0,5.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,7.0,,,,,7.0,,,7.0,,,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0
+Honghe,,,,,,,,,,,,,,,,,,,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,,9.0,,,,,,,,,9.0,9.0,9.0,,,,,,,,,9.0,9.0,,,,9.0,9.0,9.0,9.0,,,,9.0,,,,9.0,,,9.0,9.0,,9.0,,9.0,,,,,9.0,9.0,9.0,,,,,,,,,,,
+Hongkou District,,,,2.0,2.0,2.0,2.0,4.0,5.0,5.0,5.0,5.0,6.5,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,,7.0
+Hongqiao District,,,,1.0,1.0,1.0,1.375,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,,2.0,,2.0,,,,2.0,2.0,,2.0,,,2.0,,,,,2.0,,,2.0,2.0,,2.0,2.0,2.0,2.0,2.0,2.0,2.0,,2.0,2.0,,,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,,2.0,,2.0,,2.0,2.0,2.0,2.0,,,2.0,,2.0,2.0,2.0,,,,
+Huaibei,,,1.0,1.0,2.0,2.0,2.0,2.0,4.5,6.0,8.0,11.0,13.571428571428573,17.0,22.0,22.0,23.0,23.0,24.0,24.0,24.88888888888889,25.0,26.0,26.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,,27.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28.0,,,,,,,,,,,,,,,28.0,,,,,,,,,,,,,
+Huaihua,3.0,4.5,6.5,9.0,16.0,18.0,23.0,26.0,28.0,31.0,32.0,35.0,35.0,36.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,,,,,,,,,,,,,,,,,,,40.0,,,,,,,,,,,,,,,,40.0,,,,,,,,,,,,,,,,,,,
+Huainan,,,1.0,1.5,2.0,2.142857142857143,6.5,8.666666666666666,8.0,8.333333333333334,11.714285714285715,15.0,18.142857142857142,22.153846153846153,26.777777777777782,28.6,30.461538461538463,34.5,35.0,36.54545454545455,32.785714285714285,41.333333333333336,38.41666666666666,46.28571428571429,47.85714285714285,44.0625,49.75,46.5,46.5,46.5,44.33333333333334,51.375,34.8,46.5,43.714285714285715,50.4,53.0,50.4,42.6,46.5,50.4,56.25,53.0,66.0,50.4,66.0,66.0,,66.0,66.0,,66.0,,,,,,,66.0,66.0,66.0,66.0,66.0,66.0,,66.0,66.0,66.0,,66.0,66.0,,66.0,,,,27.0,66.0,66.0,66.0,,66.0,66.0,,66.0,,,,66.0,66.0,,46.5,,,,,66.0,66.0,66.0,,,,,,66.0
+Huairou District,,,,,,,,1.0,1.0,1.0,2.1111111111111107,3.0,3.333333333333333,4.25,5.8,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,,7.0,7.0,,7.0,7.0,7.0,7.0,7.0
+Huanggang,12.0,58.22222222222222,112.33333333333331,145.27272727272728,213.0,324.0,422.28571428571433,573.0,726.0,1002.0,1246.0,1422.0,1645.0,1793.5,1897.0,2041.0,2128.5,2252.0,2332.0,2398.0,2624.285714285714,2791.0,2817.0,2823.0,2829.4,2828.0,2842.769230769231,2839.0,2853.5714285714284,2889.444444444445,2903.285714285714,2904.0,2904.0,2904.0,2904.0,2904.0,2904.0,2904.8,2905.0,2906.5,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,,,,,,,,,,
+Huangpu District,,,,1.0,1.75,2.8571428571428568,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,,6.0
+Huangshan,,,1.0,1.0,4.0,7.0,7.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9.0,,,,,,,,,,,,,,,9.0,,,,,,,,,,,,,
+Huangshi,,31.0,31.0,33.72727272727273,53.0,86.0,101.42857142857143,168.0,209.0,252.0,334.0,405.0,509.0,561.25,635.0,703.0,752.875,805.0,835.0,874.0,905.7142857142856,943.0,980.0,988.0,984.0,985.0,983.1538461538463,967.0,973.0,991.8888888888887,1000.4285714285713,1003.6666666666665,1008.0,1010.625,1013.0,1013.0,1013.0,1013.8,1014.0,1014.0,1014.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,,,,,,,,,,
+Huizhou,3.2857142857142856,5.75,7.833333333333332,8.0,10.142857142857142,12.0,17.0,17.5,20.0,22.25,28.0,29.0,32.5,35.0,39.0,44.0,47.615384615384606,50.85714285714285,53.0,53.85714285714285,54.875,56.0,58.0,58.0,58.0,59.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,,62.0,62.0,62.0,62.0
+Huludao,,2.0,2.0,2.0,2.0,3.8,4.0,4.0,4.833333333333333,5.0,5.0,5.333333333333333,6.666666666666668,7.0,7.333333333333332,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,,,,12.0,12.0,,12.0,,12.0,,12.0,12.0,12.0,12.0,12.0,,12.0,,12.0,12.0,,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,,12.0,,12.0,12.0,12.0,,12.0,,,,,,,,,,,,12.0,,,,,
+Hulunbuir,,1.0,,,2.0,2.0,2.0,1.6666666666666667,2.0,2.0,2.0,3.0,3.0,5.0,5.0,5.0,5.0,5.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,7.0,,,,,7.0,,,7.0,,,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,8.0,8.0,,,,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,,9.0,9.0,9.0,9.0
+Huzhou,,,1.0,2.0,3.0,5.0,5.0,6.0,6.0,6.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,10.0,10.0,10.0,10.0,,10.0,,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,,10.0,,
+Ji'an,1.0,1.0,2.0,2.75,3.0,4.0,5.0,8.0,11.0,12.0,13.0,15.0,15.0,15.0,16.0,17.0,17.0,18.0,19.0,20.0,20.33333333333333,20.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,,,,,,,,,22.0,22.0,,,,,,22.0,22.0,,,,,,,,,,,22.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Jiading District,,,,1.0,1.0,1.4285714285714286,2.0,2.0,2.0,2.0,2.0,3.0,3.75,4.0,5.0,5.142857142857143,6.666666666666668,7.166666666666668,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,9.0,,9.0
+Jiamusi,,,,1.0,1.0,4.2,5.0,8.0,11.0,11.0,11.0,11.0,11.0,11.75,13.0,13.0,13.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,15.0,,15.0,,,,,,,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,15.0,15.0,15.0,15.0,15.0
+Jiangbei District,,,2.0,2.75,4.0,5.0,7.5,8.0,12.0,13.0,16.0,16.0,16.0,18.0,19.0,20.0,23.0,24.0,24.83333333333333,25.0,25.0,25.33333333333333,26.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,,,,,,,28.0,,28.0,,,,,28.0,,,,,,,,,,,,,,,,,,,,,,,,,,28.0,,,,,,,,,,,,,
+Jiangmen,,,,,,1.0,1.0,1.1666666666666667,3.0,3.0,4.0,6.0,6.7,9.0,12.090909090909092,14.5,18.23076923076923,19.428571428571427,20.0,20.857142857142858,21.875,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,,24.0,24.0,24.0,24.0
+Jiaozuo,,,,,2.0,2.0,2.0,2.0,2.0,7.0,8.0,12.0,15.0,17.0,18.0,20.0,24.0,25.0,28.0,28.0,28.91666666666667,29.0,30.0,30.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,,,32.0,32.0,,32.0,,,,,,,,,32.0,,,32.0,,32.0,32.0,,,,,,,,32.0,,,,,,32.0,,32.0,,,,,,,,,,,,,,,,,,,,,,,
+Jiaxing,3.0,3.5,5.333333333333333,8.0,11.0,14.0,16.0,16.0,17.5,19.0,19.0,23.0,27.0,30.0,35.0,37.0,38.0,40.0,40.0,41.6,42.0,42.0,43.0,43.0,43.0,43.0,44.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,,45.0,45.0,45.0,45.0,,45.0,45.0,46.0,46.0,45.0,45.0,45.0,45.0,45.5,46.0,46.0,46.0,46.0,,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,,46.0,46.0,46.0,46.0,46.0,,46.0,,46.0,46.0,46.0,46.0,46.0,46.0,,46.0,46.0,46.0,46.0,46.0,46.0,46.0,,,46.0,,
+Jieyang,,,3.0,3.0,3.7142857142857135,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0
+Jilin,,,,,,,,,,,,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,,5.0,5.0,5.0,,,5.0,,,5.0,,,,,,,,,,,,,5.0,5.0,,6.0,6.0,,,,,,,,,,6.0,,6.0,6.0,7.0,8.0,,9.0,,9.0,,10.0,,12.0,12.0,13.0,14.0,15.0,,15.0,,,16.0,16.0,17.0,17.0,,,,
+Jinan,2.0,2.7,4.0,7.0,10.0,11.0,14.0,16.0,18.0,18.857142857142858,22.0,25.0,28.6,33.5,40.142857142857146,42.0,42.54545454545455,44.0,45.714285714285715,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,,47.0,47.0,,47.0,47.0,47.0,47.0,47.0,,47.0,47.0,47.0,,,47.0,47.0,,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,,47.0,,47.0,47.0,47.0,,47.0,47.0,,,,47.0,,,47.0,,47.0,,47.0,47.0,,,,47.0,,47.0,
+Jinchang,,,,,1.0,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,,1.0,,1.0,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,1.0,1.0,,,,1.0,1.0,1.0,1.0,,1.0,,1.0,1.0,1.0,1.0,,,1.0,,,1.0,,1.0,,1.0,1.0,,,,,1.0,,1.0,,,,,,,,,,,,,,,,,,,,,
+Jincheng,,,,,,,,,2.0,3.0,6.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,,,10.0,10.0,10.0,10.0,10.0,,,,,,,,,,,10.0,,10.0,,,10.0,,,10.0,,,,10.0,,,10.0,10.0,10.0,10.0,,10.0,,10.0,10.0,10.0,,,,10.0,,10.0,,10.0,10.0,10.0,10.0,,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0
+Jing'an District,,,,5.0,5.0,6.7142857142857135,8.0,8.0,8.0,9.0,9.0,9.6,12.75,14.0,14.333333333333336,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,16.0,,16.0
+Jingdezhen,,1.0,1.0,1.5,2.0,2.0,2.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,,,,,,,,,6.0,6.0,,,,,,6.0,6.0,,,,,,,,,,,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Jingmen,8.0,18.11111111111111,35.166666666666664,71.0909090909091,114.0,142.0,170.0,227.0,251.0,329.0,345.0,400.0,422.0,500.83333333333326,553.0,588.0,653.625,641.0,656.0,696.0,894.0,901.0,902.0,909.0,913.8,900.0,900.9230769230768,794.0,799.1428571428571,888.6666666666665,917.4285714285713,919.3333333333335,920.0,921.75,923.0,924.0,924.0,924.8,926.3333333333335,927.75,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,928.0,,,,,,,,,,
+Jingzhou,8.0,8.888888888888891,29.16666666666667,41.90909090909091,71.0,101.0,129.57142857142858,221.0,287.0,333.0,499.0,613.0,713.0,793.6666666666665,885.0,941.0,990.0,1045.0,1075.0,1110.0,1385.142857142857,1447.0,1478.0,1490.0,1498.8,1537.0,1540.6923076923074,1510.0,1516.0,1555.111111111111,1572.857142857143,1574.0,1576.0,1576.875,1579.0,1579.0,1579.0,1579.0,1579.666666666667,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,1580.0,,,,,,,,,,
+Jinhua,1.0,1.5,2.333333333333333,4.0,7.0,13.0,20.0,27.0,32.25,34.0,36.0,40.0,44.0,47.0,48.0,52.0,53.0,53.0,53.0,53.8,54.85714285714285,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,,55.0,55.0,55.0,55.0,,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,,55.0,55.0,55.0,55.0,55.0,,55.0,,55.0,55.0,55.0,55.0,55.0,55.0,,55.0,55.0,55.0,55.0,55.0,55.0,55.0,,,55.0,,
+Jining,1.0,1.1,4.25,5.0,5.0,5.0,8.0,8.0,10.75,13.571428571428573,18.0,21.0,23.6,32.0,35.0,38.0,39.0,39.0,40.714285714285715,42.0,42.75,46.0,49.0,51.0,52.0,52.0,52.0,52.0,212.8,253.0,257.0,257.0,257.8,258.0,258.0,258.0,258.0,259.2,260.0,260.0,260.0,260.0,260.0,260.0,260.0,260.0,260.0,260.0,260.0,260.0,260.0,,260.0,260.0,,260.0,260.0,260.0,260.0,260.0,,260.0,260.0,260.0,,,260.0,260.0,,260.0,260.0,260.0,260.0,260.0,260.0,260.0,260.0,,260.0,,260.0,260.0,260.0,,260.0,260.0,,,,260.0,,,260.0,,260.0,,260.0,260.0,,,,260.0,,260.0,
+Jinnan District,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,,2.0,,2.0,,,,2.0,2.0,,2.0,,,2.0,,,,,2.0,,,2.0,2.0,,2.0,2.0,2.0,2.0,2.0,2.0,2.0,,2.0,2.0,,,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,,2.0,,2.0,,2.0,2.0,2.0,2.0,,,2.0,,2.0,2.0,2.0,,,,
+Jinshan District,,,,,,,,1.0,1.0,1.0,1.0,1.4,2.0,2.0,2.0,2.0,2.0,2.1666666666666665,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,,4.0
+Jinzhong,,,2.0,2.0,5.0,8.333333333333334,9.0,9.0,11.0,13.0,15.0,19.0,21.0,26.0,27.0,30.0,32.0,32.0,33.0,34.0,34.666666666666664,35.0,35.0,35.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,,,,37.0,37.0,37.0,37.0,37.0,,,,,,,,,,,37.0,,37.0,,,37.0,,,37.0,,,,37.0,,,37.0,37.0,37.0,37.0,,37.0,,37.0,37.0,37.0,,,,37.0,,37.0,,37.0,37.0,37.0,37.0,,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0
+Jinzhou,,,,,4.0,4.0,4.0,4.333333333333333,6.666666666666668,7.0,7.0,7.0,7.0,7.0,7.166666666666668,9.0,10.111111111111109,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,,,,12.0,12.0,,12.0,,12.0,,12.0,12.0,12.0,12.0,12.0,,12.0,,12.0,12.0,,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,,12.0,,12.0,12.0,12.0,,12.0,,,,,,,,,,,,12.0,,,,,
+Jiujiang,1.0,1.6666666666666667,2.0,3.5,9.0,16.0,31.0,42.0,43.0,55.0,64.0,78.0,84.0,92.0,95.0,97.0,100.0,101.0,101.0,103.0,107.66666666666669,114.0,115.0,117.0,117.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,118.0,,,,,,,,,,118.0,118.0,,,,,,118.0,118.0,,,,,,,,,,,118.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Jiulongpo District,2.0,2.7142857142857144,3.0,3.75,5.0,5.0,5.0,8.0,8.888888888888891,11.0,13.0,15.0,19.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,,,,,,,21.0,,21.0,,,,,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,21.0,,,,,,,,,,,,,
+Jixi,,,,,,1.0,1.0,2.0,4.0,4.0,6.0,9.0,11.142857142857142,18.75,29.0,31.0,34.0,34.0,38.0,43.0,43.8,44.0,45.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,,46.0,46.0,46.0,,46.0,,,,,,,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,,46.0,46.0,46.0,46.0,46.0,46.0,46.0
+Jiyuan,,,,,,,,,,,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,,,5.0,5.0,,5.0,,,,,,,,,5.0,,,5.0,,5.0,5.0,,,,,,,,5.0,,,,,,5.0,,5.0,,,,,,,,,,,,,,,,,,,,,,,
+Kaifeng,,,,1.0,2.0,3.0,4.0,6.0,8.0,11.0,11.0,12.0,17.0,18.0,20.0,21.0,24.0,24.0,25.0,25.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,,26.0,26.0,,26.0,,,,,,,,,26.0,,,26.0,,26.0,26.0,,,,,,,,26.0,,,,,,26.0,,26.0,,,,,,,,,,,,,,,,,,,,,,,
+Kunming,2.333333333333333,4.0,4.0,7.0,12.0,15.0,21.0,23.5,30.0,31.0,32.0,34.0,34.5,38.0,40.75,41.0,41.6,42.75,45.66666666666666,46.0,47.33333333333334,48.0,48.0,50.0,51.0,52.0,53.0,52.33333333333334,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,,,53.0,,,,,,,,,53.0,53.0,53.0,,,,,,,,,53.0,53.0,,,,53.0,53.0,53.0,53.0,,,,53.0,,,,53.0,,,53.0,53.0,,53.0,,53.0,,,,,53.0,53.0,53.0,,,,,,,,,,,
+Laibin,,,,,,,,,,,,,,1.0,1.0,3.0,7.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,,11.0,11.0,11.0,,11.0,,,,,,,,,,,,,11.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Langfang,,,,2.0,6.0,9.0,9.0,9.0,11.0,11.0,12.0,12.0,13.0,14.0,15.0,20.0,22.0,24.0,26.0,28.0,28.875,29.0,29.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,,,,,30.0,30.0,,,,,,,,,30.0,30.0,,,,,,,30.0,,30.0,30.0,30.0,,30.0,,30.0,,30.0,,,,,30.0,,30.0,30.0,,,30.0,,,,,30.0,,,,,,,,,,30.0,,
+Lanzhou,1.0,1.1666666666666667,3.0,8.0,11.0,14.0,14.0,15.0,21.0,23.0,26.0,29.0,30.0,30.0,30.5,32.333333333333336,33.0,33.0,35.0,35.0,35.0,,35.0,35.0,35.5,36.0,36.0,36.0,36.0,,36.0,36.0,,36.0,,36.0,,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,,,36.0,36.0,,,,36.0,36.0,36.0,36.0,,36.0,,36.0,36.0,36.0,36.5,,,37.0,,,36.0,,36.0,,36.0,36.0,,,,,36.0,,36.0,,,,,,,,,,,,,,,,,,,,,
+Ledong Li Autonomous County,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,,2.0,2.0,2.0,,,2.0,,,,2.0,,,,2.0,,,,,,,,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Leshan,,,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,,3.0,,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,3.0,3.0,,3.0,,3.0,3.0,,3.0,3.0,,,3.0,3.0,3.0,,,,,,,,,,,,,
+Lhasa,,,,,,,,,,,,1.0,,,,,,,,1.0,1.0,,,,,,,,,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Liangshan,,,,,2.0,2.0,2.0,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Liangshan Yi Autonomous Prefecture,,,,1.0,,,,,5.0,5.0,6.0,6.0,7.0,7.0,7.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,11.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,13.0,13.0,13.0,13.0,13.0,13.0,,13.0,13.0,,13.0,,13.0,13.0,,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,,13.0,13.0,,13.0,,13.0,13.0,,13.0,13.0,,,13.0,13.0,13.0,,,,,,,,,,,,,
+Lianyungang,1.0,1.0,2.0,3.0,3.0,3.0,6.0,9.0,13.0,13.0,14.0,17.0,19.571428571428573,22.0,24.0,27.0,32.0,35.0,37.0,39.0,41.4,45.0,46.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,,48.0,48.0,,48.0,,,,,,,48.0,48.0,48.0,48.0,48.0,48.0,,48.0,48.0,48.0,,48.0,48.0,,48.0,,,,,48.0,48.0,48.0,,48.0,48.0,,48.0,,,,48.0,48.0,,48.0,,,,,48.0,48.0,48.0,,,,,,48.0
+Liaocheng,,1.0,1.0,1.0,3.0,3.2,5.0,7.0,7.75,8.857142857142858,9.5,10.0,11.6,15.0,20.0,27.0,33.0,34.0,36.57142857142857,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,,38.0,38.0,,38.0,38.0,38.0,38.0,38.0,,38.0,38.0,38.0,,,38.0,38.0,,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,,38.0,,38.0,38.0,38.0,,38.0,38.0,,,,38.0,,,38.0,,38.0,,38.0,38.0,,,,38.0,,38.0,
+Liaoyang,,,,,1.0,1.0,1.0,1.0,1.0,1.375,2.0,2.0,2.0,2.0,2.0,2.75,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,,,,3.0,3.0,,3.0,,3.0,,3.0,3.0,3.0,3.0,3.0,,3.0,,3.0,3.0,,,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,3.0,,3.0,3.0,3.0,,3.0,,,,,,,,,,,,3.0,,,,,
+Liaoyuan,,,,,,,,,,,,3.0,3.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,,,7.0,,,7.0,,,,,,,,,,,,,7.0,7.0,,7.0,7.0,,,,,,,,,,7.0,,7.0,7.0,7.0,7.0,,7.0,,7.0,,7.0,,7.0,7.0,7.0,7.0,7.0,,7.0,,,7.0,7.0,7.0,7.0,,,,
+Lijiang,,,2.0,4.0,6.0,6.0,6.0,6.0,6.0,6.428571428571429,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,7.0,,,,,,,,,7.0,7.0,7.0,,,,,,,,,7.0,7.0,,,,7.0,7.0,7.0,7.0,,,,7.0,,,,7.0,,,7.0,7.0,,7.0,,7.0,,,,,7.0,7.0,7.0,,,,,,,,,,,
+Lincang,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,1.0,,,,,,,,,1.0,1.0,1.0,,,,,,,,,1.0,1.0,,,,1.0,1.0,1.0,1.0,,,,1.0,,,,1.0,,,1.0,1.0,,1.0,,1.0,,,,,1.0,1.0,1.0,,,,,,,,,,,
+Linfen,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,,,,2.0,2.0,2.0,2.0,2.0,,,,,,,,,,,2.0,,2.0,,,2.0,,,2.0,,,,2.0,,,2.0,2.0,2.0,2.0,,2.0,,2.0,2.0,2.0,,,,2.0,,2.0,,2.0,2.0,2.0,2.0,,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0
+Lingao County,,,,,,,,1.3333333333333333,2.5,3.888888888888889,4.0,4.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,,,6.0,,,,6.0,,,,6.0,,,,,,,,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Lingshui Li Autonomous County,,,,,,,,3.0,4.0,5.0,5.0,5.0,4.3,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,,,4.0,,,,4.0,,,,4.0,,,,,,,,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Linxia,,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,,3.0,,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,3.0,3.0,,,,3.0,3.0,3.0,3.0,,3.0,,3.0,3.0,3.0,3.0,,,3.0,,,3.0,,3.0,,3.0,3.0,,,,,3.0,,3.0,,,,,,,,,,,,,,,,,,,,,
+Linyi,2.0,2.8,7.0,7.0,8.0,15.2,16.0,22.0,23.0,23.857142857142854,24.5,27.83333333333333,30.0,32.0,35.0,38.8,40.0,42.0,43.714285714285715,45.0,45.0,47.0,47.0,47.0,47.0,48.0,48.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,,49.0,49.0,,49.0,49.0,49.0,49.0,49.0,,49.0,49.0,49.0,,,49.0,49.0,,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,,49.0,,49.0,49.0,49.0,,49.0,49.0,,,,49.0,,,49.0,,49.0,,49.0,49.0,,,,49.0,,49.0,
+Lishui,,,3.0,3.0,5.0,6.0,6.0,7.0,7.75,14.0,16.0,16.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,,25.0,28.0,28.0,28.0,,29.0,29.0,29.0,29.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,17.0,17.0,17.0,17.0,,17.0,,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,,17.0,,
+Liupanshui,,,,1.0,1.0,1.0,1.0,7.0,,8.0,9.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,,10.0,,,,10.0,,,,,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,10.0,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.0,,,,,,,,,,,,,,,,,,
+Liuzhou,1.5,3.0,4.333333333333333,6.0,6.0,6.0,8.666666666666666,11.0,12.0,12.0,14.0,15.0,17.0,18.8,20.0,20.0,20.0,22.0,22.0,22.0,22.0,22.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,,,24.0,24.0,24.0,,24.0,,,,,,,,,,,,,24.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Longnan,,,,1.0,1.0,1.0,1.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,4.0,,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,,4.0,4.0,,,,4.0,4.0,4.0,4.0,,4.0,,4.0,4.0,4.0,4.0,,,4.0,,,4.0,,4.0,,4.0,4.0,,,,,4.0,,4.0,,,,,,,,,,,,,,,,,,,,,
+Longyan,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,3.6666666666666665,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,,,,,,,,,,,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,6.0,6.0,,,,6.0,6.0,6.0,,,,,,6.0
+Loudi,3.0,4.5,5.0,5.666666666666668,9.0,13.0,16.0,20.0,26.0,29.0,35.0,40.0,44.28571428571429,51.0,53.0,59.0,64.0,66.0,69.0,69.0,71.625,73.0,75.0,75.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,,,,,,,,,,,,,,,,,,,76.0,,,,,,,,,,,,,,,,76.0,,,,,,,,,,,,,,,,,,,
+Lu'an,1.5714285714285714,2.0,2.5,3.0,4.0,6.0,8.0,9.0,12.5,13.0,20.0,30.0,34.0,36.0,41.0,51.0,54.0,57.0,59.0,59.0,59.88888888888889,61.0,63.0,65.0,68.0,68.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,69.0,,69.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,69.0,,,,,,,,,,,,,,,69.0,,,,,,,,,,,,,
+Luohe,,,,6.0,9.0,,,13.0,14.0,16.0,20.0,23.0,24.0,26.0,26.0,29.0,30.0,30.0,31.0,33.0,33.0,33.0,34.0,34.0,34.0,34.0,34.0,34.9,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,,,35.0,35.0,,35.0,,,,,,,,,35.0,,,35.0,,35.0,36.0,,,,,,,,36.0,,,,,,36.0,,36.0,,,,,,,,,,,,,,,,,,,,,,,
+Luoyang,1.0,1.0,1.0,1.8333333333333333,2.0,2.0,2.0,3.0,5.0,7.0,7.0,12.0,17.0,21.0,24.0,25.0,25.0,27.0,28.0,29.0,29.91666666666667,30.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,,,31.0,31.0,,31.0,,,,,,,,,31.0,,,31.0,,31.0,31.0,,,,,,,,31.0,,,,,,31.0,,31.0,,,,,,,,,,,,,,,,,,,,,,,
+Luzhou,,1.0,1.2857142857142858,3.0,4.0,5.0,5.0,5.0,5.0,6.0,7.0,9.0,10.0,12.0,13.0,13.0,16.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,20.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,,24.0,24.0,24.0,24.0,24.0,24.0,,24.0,24.0,,24.0,,24.0,24.0,,24.0,24.0,24.0,24.0,24.0,24.0,24.0,,,24.0,24.0,,24.0,,24.0,24.0,,24.0,24.0,,,24.0,24.0,24.0,,,,,,,,,,,,,
+Lüliang,,,,1.0,3.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,,,6.0,6.0,6.0,6.0,6.0,,,,,,,,,,,6.0,,6.0,,,6.0,,,6.0,,,,6.0,,,6.0,6.0,6.0,6.0,,6.0,,6.0,6.0,6.0,,,,6.0,,6.0,,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0
+Ma'anshan,,4.0,5.5,7.0,10.0,11.0,14.0,14.0,20.0,27.0,28.0,28.0,29.714285714285715,34.57142857142857,30.0,31.0,31.0,31.0,32.0,32.0,32.0,34.0,35.0,36.0,36.0,36.0,37.0,37.0,37.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,,38.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,38.0,,,,,,,,,,,,,,,38.0,,,,,,,,,,,,,
+Macau,,,2.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Maoming,,,,,,2.6,3.0,3.0,3.0,3.0,4.0,5.0,5.7,6.0,6.0,7.0,9.615384615384617,10.0,11.0,12.714285714285715,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0
+Meihekou,,,,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,,,1.0,,,1.0,,,,,,,,,,,,,1.0,2.0,,2.0,2.0,,,,,,,,,,2.0,,2.0,2.0,2.0,2.0,,2.0,,2.0,,2.0,,2.0,2.0,2.0,2.0,2.0,,2.0,,,2.0,2.0,2.0,2.0,,,,
+Meishan,,,1.0,1.0,1.0,1.0,1.5,2.0,2.0,2.0,3.0,5.0,5.0,5.0,5.0,6.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,,8.0,,8.0,8.0,,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,8.0,8.0,,8.0,,8.0,8.0,,8.0,8.0,,,8.0,8.0,8.0,,,,,,,,,,,,,
+Meizhou,,,1.0,1.8,3.2857142857142856,4.0,5.0,5.0,5.75,6.5,7.5,9.0,9.9,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,17.0,17.0,17.0
+Mentougou District,,,,,,,,1.0,1.0,1.3333333333333333,2.555555555555556,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,,3.0,3.0,,3.0,3.0,3.0,3.0,3.0
+Mianyang,2.0,2.0,4.142857142857143,7.0,8.0,8.0,8.5,11.0,12.0,14.0,17.0,17.0,17.0,18.0,19.0,20.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,22.5,22.0,22.0,22.0,22.0,22.0,,22.0,22.0,,22.0,,22.0,22.0,,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,,22.0,22.0,,22.0,,22.0,22.0,,22.0,22.0,,,22.0,22.0,22.0,,,,,,,,,,,,,
+Minhang District,,,,2.0,2.0,2.0,3.1666666666666665,5.0,7.0,7.666666666666668,9.5,10.0,11.75,12.0,12.0,12.571428571428573,14.0,15.333333333333336,17.0,17.4,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.25,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,,19.0,19.0,,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,,19.0,19.0,19.0,,19.0
+Miyun District,,,,,,,,,,,,,,,,4.0,4.8,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,,7.0,7.0,,7.0,7.0,7.0,7.0,7.0
+Mudanjiang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,6.0,7.0,8.0,8.0,9.0,9.75,11.0,13.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,15.0,,15.0,,,,,,,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,20.0,20.0,20.0,20.0,,25.0,25.0,25.0,25.0,25.0,25.0,25.0
+Nan'an District,,,,,1.0,1.0,2.0,3.0,3.0,4.0,6.5,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.833333333333334,9.666666666666666,12.555555555555555,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,,,,,,15.0,,15.0,,,,,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,15.0,,,,,,,,,,,,,
+Nanchang,1.75,2.833333333333333,4.0,7.0,17.0,25.0,46.0,67.0,83.0,89.0,103.0,121.0,134.0,149.0,162.0,168.0,179.0,189.0,195.0,199.5,208.0,217.0,222.0,227.0,228.0,229.0,230.0,229.0,229.0,229.0,229.0,229.0,229.0,229.0,229.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,,,,,,,,,,231.0,230.0,,,,,,230.0,230.0,,,,,,,,,,,230.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Nanchong,,,2.0,2.0,4.0,5.0,7.0,11.0,16.0,23.0,26.0,27.0,28.0,29.0,30.0,31.0,32.0,33.0,34.0,34.0,34.875,35.0,35.0,35.0,35.0,38.0,38.0,38.0,38.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,,39.0,39.0,39.0,39.0,39.0,39.0,,39.0,39.0,,39.0,,39.0,39.0,,39.0,39.0,39.0,39.0,39.0,39.0,39.0,,,39.0,39.0,,39.0,,39.0,39.0,,39.0,39.0,,,39.0,39.0,39.0,,,,,,,,,,,,,
+Nanjing,2.5,3.75,5.5,7.0,10.0,14.0,19.0,25.0,28.0,35.0,40.0,44.0,47.0,52.0,57.0,65.0,71.0,78.0,84.0,87.0,89.4,91.0,91.0,92.0,92.0,92.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,,93.0,93.0,,93.0,,,,,,,93.0,93.0,93.0,93.0,93.0,93.0,,93.0,93.0,93.0,,93.0,93.0,,93.0,,,,,93.0,93.0,93.0,,93.0,93.0,,93.0,,,,93.0,93.0,,93.0,,,,,93.0,93.0,93.0,,,,,,93.0
+Nankai District,,,1.0,1.0,1.0,1.0,1.0,1.6666666666666667,2.0,2.0,2.625,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.857142857142857,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,,6.0,,,,6.0,6.0,,6.0,,,6.0,,,,,6.0,,,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,,6.0,,6.0,6.0,6.0,6.0,,,6.0,,6.0,6.0,6.0,,,,
+Nanning,,,1.0,5.0,5.0,7.0,12.333333333333336,16.0,16.0,16.0,22.0,27.0,28.0,29.6,31.0,32.0,35.0,37.0,41.0,44.0,44.0,47.0,49.0,50.0,51.0,54.0,54.0,54.0,54.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,,,55.0,55.0,55.0,,55.0,,,,,,,,,,,,,55.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Nanping,,,1.0,1.75,3.0,3.0,3.0,3.0,8.0,8.0,11.0,11.0,11.375,12.0,12.0,14.0,16.0,18.0,19.0,19.0,19.666666666666668,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,,,,,,,,,,,,,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,,20.0,20.0,,20.0,20.0,,,,20.0,20.0,20.0,,,,,,20.0
+Nantong,1.0,1.0,1.5,2.4,6.0,6.0,9.0,10.0,12.0,17.0,19.0,22.0,24.57142857142857,27.0,29.0,31.0,32.0,33.0,35.0,37.0,37.8,39.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,,40.0,40.0,,40.0,,,,,,,40.0,40.0,40.0,40.0,40.0,40.0,,40.0,40.0,40.0,,40.0,40.0,,40.0,,,,,40.0,40.0,40.0,,40.0,40.0,,40.0,,,,40.0,40.0,,40.0,,,,,40.0,40.0,40.0,,,,,,40.0
+Nanyang,,8.0,13.25,17.0,26.0,31.0,51.0,61.0,66.0,67.57142857142857,81.66666666666667,99.0,107.0,111.0,118.0,128.0,133.0,134.0,136.0,138.0,144.41666666666666,146.0,150.0,151.0,154.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,,,156.0,156.0,,156.0,,,,,,,,,156.0,,,156.0,,156.0,156.0,,,,,,,,156.0,,,,,,156.0,,156.0,,,,,,,,,,,,,,,,,,,,,,,
+Neijiang,,1.0,1.0,1.0,3.0,4.0,4.0,6.0,10.0,11.0,12.0,15.0,15.0,16.0,17.0,17.0,17.0,17.0,18.0,20.0,20.875,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,22.0,22.0,22.0,22.0,22.0,22.0,,22.0,22.0,,22.0,,22.0,22.0,,22.0,22.0,22.0,22.0,22.0,22.0,22.0,,,22.0,22.0,,22.0,,22.0,22.0,,22.0,22.0,,,22.0,22.0,22.0,,,,,,,,,,,,,
+Ngawa Tibetan and Qiang Autonomous Prefecture,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,,1.0,,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,1.0,1.0,,1.0,,1.0,1.0,,1.0,1.0,,,1.0,1.0,1.0,,,,,,,,,,,,,
+Ningbo,5.0,5.5,8.333333333333334,13.0,17.0,20.0,41.0,46.0,52.75,66.0,75.0,102.0,120.0,126.0,136.0,141.0,146.0,149.0,151.0,152.6,153.0,153.0,154.0,155.0,156.0,156.0,156.0,156.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,,157.0,157.0,157.0,157.0,,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,,157.0,157.0,157.0,157.0,157.0,,157.0,,157.0,157.0,157.0,157.0,157.0,157.0,,157.0,157.0,157.0,157.0,157.0,157.0,157.0,,,157.0,,
+Ningde,1.0,1.75,2.8,5.25,6.0,7.0,8.0,8.666666666666666,9.0,9.0,12.0,12.0,13.0,16.0,16.0,21.0,23.0,24.0,24.0,24.0,24.66666666666667,25.0,25.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,,,,,,,,,,,,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,26.0,26.0,,26.0,26.0,,,,26.0,26.0,26.0,,,,,,26.0
+Ningdong County,,,,,,,1.0,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,,1.0,,1.0,,1.0,,1.0,,,,,1.0,,,1.0,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Ordos,,2.0,2.0,2.0,2.0,2.0,2.5,3.0,5.0,6.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,,11.0,,,,,11.0,,,11.0,,,,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0
+Panjin,,,1.0,1.8333333333333333,2.0,2.0,3.0,3.333333333333333,6.5,5.875,7.333333333333332,8.0,8.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0,,,,11.0,11.0,,11.0,,11.0,,11.0,11.0,11.0,11.0,11.0,,11.0,,11.0,11.0,,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,,11.0,,11.0,11.0,11.0,,11.0,,,,,,,,,,,,11.0,,,,,
+Panzhihua,,,,,,,,1.0,7.0,9.0,10.0,10.0,11.0,11.0,11.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,,16.0,,16.0,16.0,,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,,16.0,16.0,,16.0,,16.0,16.0,,16.0,16.0,,,16.0,16.0,16.0,,,,,,,,,,,,,
+Pingdingshan,,1.0,1.75,4.5,5.0,5.0,8.0,10.0,11.0,14.0,19.0,28.0,34.0,41.0,46.0,48.0,50.0,52.0,54.0,55.0,55.91666666666666,57.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,,,58.0,58.0,,58.0,,,,,,,,,58.0,,,58.0,,58.0,58.0,,,,,,,,58.0,,,,,,58.0,,58.0,,,,,,,,,,,,,,,,,,,,,,,
+Pingliang,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.5,4.0,7.0,8.0,8.0,8.142857142857142,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,9.0,,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,,9.0,9.0,,,,9.0,9.0,9.0,9.0,,9.0,,9.0,9.0,9.0,9.0,,,9.0,,,9.0,,9.0,,9.0,9.0,,,,,9.0,,9.0,,,,,,,,,,,,,,,,,,,,,
+Pingxiang,1.0,1.0,2.0,2.0,2.0,2.0,5.0,8.0,9.0,15.0,18.0,20.0,21.5,23.0,24.0,24.0,24.0,25.0,26.0,27.5,29.0,31.0,32.0,32.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,,,,,,,,,,33.0,33.0,,,,,,33.0,33.0,,,,,,,,,,,33.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Pu'er,,,,,,1.0,3.0,3.6666666666666665,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,,4.0,,,,,,,,,4.0,4.0,4.0,,,,,,,,,4.0,4.0,,,,4.0,4.0,4.0,4.0,,,,4.0,,,,4.0,,,4.0,4.0,,4.0,,4.0,,,,,4.0,4.0,4.0,,,,,,,,,,,
+Pudong District,,,,7.0,8.5,11.571428571428573,13.666666666666664,23.2,31.0,33.5,39.333333333333336,41.8,45.75,47.0,51.0,52.14285714285714,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.5,59.33333333333334,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,,61.0,61.0,,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,,61.0,61.0,61.0,,61.0
+Putian,,,1.0,7.25,14.0,14.0,17.0,18.666666666666668,25.0,26.0,34.0,37.0,37.5,42.0,43.66666666666666,47.0,47.0,51.0,51.0,52.0,53.33333333333334,54.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,,,,,,,,,,,,,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,,56.0,56.0,,56.0,56.0,,,,56.0,56.0,56.0,,,,,,56.0
+Putuo District,,,,,,,,,2.0,3.0,5.333333333333333,6.0,6.0,6.111111111111112,7.0,7.0,8.0,8.0,8.0,9.2,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,,11.0,11.0,11.0,,11.0
+Puyang,,,,,,1.0,1.0,3.0,3.0,3.0,3.0,4.0,4.0,5.0,5.0,7.0,9.0,10.0,11.0,13.0,13.0,13.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,,17.0,17.0,,17.0,,,,,,,,,17.0,,,17.0,,17.0,17.0,,,,,,,,17.0,,,,,,17.0,,17.0,,,,,,,,,,,,,,,,,,,,,,,
+Qiandongnan,,,,,,,1.0,1.5,,4.0,4.0,4.0,5.0,5.0,5.0,5.0,6.333333333333332,8.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,,10.0,,,,10.0,,,,,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,10.0,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.0,,,,,,,,,,,,,,,,,,
+Qianjiang,,,,5.0,7.0,8.0,9.142857142857142,12.0,27.0,35.0,35.0,44.0,54.0,63.16666666666666,74.0,80.0,81.75,85.0,90.0,90.0,93.42857142857143,104.0,116.0,166.0,178.8,185.0,185.0,185.0,187.57142857142856,188.77777777777774,190.7142857142857,193.0,195.0,195.875,197.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,,,,,,,,,,
+Qiannan,1.0,1.0,1.0,1.5,4.0,4.0,4.0,4.0,,5.0,5.0,6.0,6.0,6.0,7.0,7.0,7.0,8.0,14.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,,17.0,,,,17.0,,,,,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,17.0,17.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17.0,,,,,,,,,,,,,,,,,,
+Qianxinan,,,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,2.333333333333333,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,,,4.0,,,,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,,,,,,,,,,,,,,,,,,
+Qijiang District,,,,1.0,2.0,4.0,4.0,4.0,4.0,4.0,7.5,10.0,12.0,13.0,14.0,15.0,15.0,15.0,15.0,17.333333333333332,20.666666666666668,21.33333333333333,22.5,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,,,,,,,23.0,,23.0,,,,,23.0,,,,,,,,,,,,,,,,,,,,,,,,,,23.0,,,,,,,,,,,,,
+Qingdao,3.4444444444444446,5.0,7.0,12.4,13.8,15.8,20.0,21.0,21.0,22.428571428571423,25.75,31.5,34.4,41.0,43.714285714285715,46.0,48.09090909090909,52.75,53.14285714285714,53.0,53.0,53.85714285714285,56.0,57.0,57.0,58.0,59.0,59.0,59.0,59.0,59.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.75,61.0,61.0,61.0,,61.0,61.0,,61.0,61.0,61.0,61.0,61.0,,61.0,61.0,61.0,,,61.0,61.0,,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,,63.0,,63.0,63.0,63.0,,65.0,65.0,,,,65.0,,,65.0,,65.0,,65.0,65.0,,,,65.0,,65.0,
+Qingpu District,,,,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.6,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.5,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,,6.0
+Qingyang,,,,,,,,,,,1.0,1.0,1.0,1.5,2.0,2.0,2.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,,3.0,,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,3.0,3.0,,,,3.0,3.0,3.0,3.0,,3.0,,3.0,3.0,3.0,3.0,,,3.0,,,3.0,,3.0,,3.0,3.0,,,,,3.0,,3.0,,,,,,,,,,,,,,,,,,,,,
+Qingyuan,1.0,1.25,2.833333333333333,3.0,4.714285714285714,6.0,6.0,6.0,6.0,6.0,6.5,8.0,9.8,10.0,10.0,10.0,10.0,10.0,10.0,11.714285714285715,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0
+Qinhuangdao,,,,,,,,,1.0,1.0,2.0,2.0,3.4285714285714284,3.0,5.0,7.0,7.0,7.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,,,,10.0,10.0,,,,,,,,,10.0,10.0,,,,,,,10.0,,10.0,10.0,10.0,,10.0,,10.0,,10.0,,,,,10.0,,10.0,10.0,,,10.0,,,,,10.0,,,,,,,,,,10.0,,
+Qinzhou,,,,,,,1.0,1.0,1.0,2.0,2.0,3.0,4.0,5.8,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,,8.0,8.0,8.0,,8.0,,,,,,,,,,,,,8.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Qionghai,,,,,,,,4.0,4.5,5.4444444444444455,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,,,6.0,,,,6.0,,,,6.0,,,,,,,,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Qiongzhong Li and Miao Autonomous County,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,,,1.0,,,,1.0,,,,1.0,,,,,,,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Qiqihar,,,1.0,1.0,2.0,3.0,3.0,3.0,3.0,3.0,4.0,6.0,18.0,24.5,62.714285714285715,27.0,27.0,30.0,32.0,33.0,33.0,36.0,36.0,38.0,42.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,,43.0,43.0,43.0,,43.0,,,,,,,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,,43.0,43.0,43.0,43.0,43.0,43.0,43.0
+Qitaihe,,,,1.0,2.0,2.0,2.0,3.0,5.0,6.0,7.0,8.0,8.714285714285714,9.0,10.0,11.0,13.0,14.0,15.0,15.0,15.8,16.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,17.0,17.0,,17.0,,,,,,,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,,17.0,17.0,17.0,17.0,17.0,17.0,17.0
+Quanzhou,1.0,2.5,4.0,10.0,13.0,13.0,18.0,20.666666666666668,24.0,26.5,31.0,35.0,38.75,39.0,40.0,40.0,42.0,42.0,43.0,43.0,43.66666666666666,44.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,,,,,,,,,,,,,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,,47.0,47.0,,47.0,47.0,,,,47.0,47.0,47.0,,,,,,47.0
+Qujing,,1.0,1.0,1.6666666666666667,2.0,5.0,5.0,5.0,5.0,5.0,6.0,8.5,10.0,10.0,10.0,11.0,11.0,11.25,12.666666666666664,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,,13.0,,,,,,,,,13.0,13.0,13.0,,,,,,,,,13.0,13.0,,,,13.0,13.0,13.0,13.0,,,,13.0,,,,13.0,,,13.0,13.0,,13.0,,13.0,,,,,13.0,13.0,13.0,,,,,,,,,,,
+Quzhou,1.6,2.0,2.333333333333333,4.0,5.0,8.0,10.0,12.0,12.75,13.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,14.0,,14.0,,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,,14.0,,
+Rizhao,1.0,2.2,4.0,5.0,6.0,7.2,8.666666666666666,9.0,10.0,10.857142857142858,13.0,14.0,14.0,14.0,14.0,14.4,15.0,15.0,15.0,15.0,15.0,15.0,15.444444444444445,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,,16.0,16.0,16.0,16.0,16.0,,16.0,16.0,16.0,,,16.0,16.0,,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,,16.0,,16.0,16.0,16.0,,16.0,16.0,,,,16.0,,,16.0,,16.0,,16.0,16.0,,,,16.0,,16.0,
+Sanmenxia,1.0,1.0,1.75,2.5,3.0,4.0,5.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,7.0,7.0,,7.0,,,,,,,,,7.0,,,7.0,,7.0,7.0,,,,,,,,7.0,,,,,,7.0,,7.0,,,,,,,,,,,,,,,,,,,,,,,
+Sanming,0.0,1.0,2.8,4.0,8.0,8.333333333333334,10.0,10.0,10.0,10.5,11.0,11.0,11.0,11.0,11.833333333333336,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,,,,,,,,,,,,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,,14.0,14.0,,,,14.0,14.0,14.0,,,,,,14.0
+Sanya,2.0,4.2,8.0,10.5,14.0,14.0,14.0,14.0,14.9,17.0,17.5,18.0,21.6,30.0,31.23076923076923,37.0,40.111111111111114,42.0,45.33333333333334,51.33333333333334,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,,54.0,54.0,54.0,,,54.0,,,,54.0,,,,54.0,,,,,,,,54.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Shangluo,,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,,7.0,,7.0,7.0,7.0,,,,7.0,7.0,7.0,,7.0,7.0,,,7.0,7.0,7.0,,,,,,7.0,,7.0,7.0,,7.0,,,,,7.0,,,,7.0,,7.0,,,,7.0,7.0,,,7.0,,,7.0,,,7.0,7.0,7.0,7.0,,7.0,7.0
+Shangqiu,,,,6.0,7.0,14.0,18.0,27.0,29.0,36.0,47.714285714285715,60.0,61.0,65.0,72.0,76.0,82.0,83.0,86.0,86.0,86.91666666666669,88.0,90.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,91.0,,,91.0,91.0,,91.0,,,,,,,,,91.0,,,91.0,,91.0,91.0,,,,,,,,91.0,,,,,,91.0,,91.0,,,,,,,,,,,,,,,,,,,,,,,
+Shangrao,,2.0,6.0,6.0,7.0,9.0,11.0,12.0,16.0,19.0,32.0,50.0,64.25,78.0,86.0,92.0,98.0,103.0,111.0,113.5,118.0,122.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,123.0,,,,,,,,,,123.0,123.0,,,,,,123.0,123.0,,,,,,,,,,,123.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Shantou,,1.0,1.8333333333333333,2.0,4.142857142857143,7.6,12.0,12.0,14.0,14.5,17.5,18.0,19.6,20.7,22.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,26.5,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,,26.0,26.0,26.0,26.0
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+Tacheng,,,,,,,,,,,,,,4.0,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Tai'an,,,,,1.0,3.0,3.0,3.6666666666666665,5.75,8.571428571428571,11.75,12.0,13.2,18.0,20.0,20.0,23.54545454545455,29.75,31.857142857142854,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,33.0,33.8,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,,35.0,35.0,,35.0,35.0,35.0,35.0,35.0,,35.0,35.0,35.0,,,35.0,35.0,,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,,35.0,,35.0,35.0,35.0,,35.0,35.0,,,,35.0,,,35.0,,35.0,,35.0,35.0,,,,35.0,,35.0,
+Taiyuan,1.0,1.6666666666666667,2.0,2.0,3.0,3.0,3.0,4.0,4.0,6.0,6.0,6.0,9.0,9.0,11.0,12.0,15.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,,,,20.0,20.0,20.0,20.0,20.0,,,,,,,,,,,20.0,,20.0,,,20.0,,,20.0,,,,20.0,,,20.0,20.0,20.0,20.0,,20.0,,20.0,20.0,20.0,,,,20.0,,20.0,,20.0,20.0,20.0,20.0,,20.0,20.0,20.0,21.0,21.0,21.0,21.0,21.0
+Taizhou,14.4,19.0,9.0,7.142857142857142,16.0,24.0,36.5,58.0,54.25,83.4,71.28571428571429,75.57142857142857,69.30769230769229,60.0,102.68421052631581,103.57142857142857,96.46153846153848,101.0,106.66666666666669,84.63636363636364,99.25,99.41666666666669,91.0,91.5,109.66666666666669,87.30769230769229,98.3125,87.30769230769229,83.71428571428571,102.4,106.36363636363636,68.14285714285714,118.75,91.5,105.125,105.125,109.66666666666669,99.28571428571428,114.85714285714286,105.125,80.6,99.28571428571428,102.4,73.33333333333333,91.5,102.4,109.66666666666669,146.0,73.33333333333333,37.0,146.0,91.5,146.0,146.0,,146.0,146.0,146.0,91.5,91.5,91.5,91.5,91.5,109.66666666666669,146.0,91.5,91.5,91.5,,91.5,73.33333333333333,146.0,91.5,146.0,146.0,146.0,146.0,37.0,91.5,91.5,146.0,91.5,109.66666666666669,,91.5,,146.0,146.0,91.5,91.5,146.0,91.5,,146.0,146.0,146.0,91.5,91.5,91.5,146.0,,,146.0,,37.0
+Tangshan,,,,,1.0,3.0,3.0,7.0,8.0,11.0,11.0,11.0,12.0,17.0,19.0,23.0,27.0,28.0,31.0,33.0,34.75,43.0,46.0,51.0,51.0,51.0,55.0,56.0,57.0,57.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,,,,,58.0,58.0,,,,,,,,,59.0,58.0,,,,,,,58.0,,58.0,58.0,58.0,,58.0,,58.0,,58.0,,,,,58.0,,58.0,58.0,,,58.0,,,,,58.0,,,,,,,,,,58.0,,
+Tianmen,,3.0,4.666666666666667,9.363636363636363,23.0,34.0,39.714285714285715,67.0,82.0,99.0,115.0,117.0,128.0,137.16666666666666,163.0,179.0,194.75,217.0,261.0,293.0,352.1428571428572,416.0,422.0,447.0,477.4,500.0,487.07692307692315,473.0,476.4285714285714,489.4444444444445,493.8571428571428,494.0,495.0,495.875,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,496.0,,,,,,,,,,
+Tianshui,,,,,1.0,,,2.0,3.0,3.0,8.0,10.0,10.0,10.0,10.0,10.666666666666666,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,,12.0,,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,,12.0,12.0,,,,12.0,12.0,12.0,12.0,,12.0,,12.0,12.0,12.0,12.0,,,12.0,,,12.0,,12.0,,12.0,12.0,,,,,12.0,,12.0,,,,,,,,,,,,,,,,,,,,,
+Tieling,,2.0,2.0,2.0,2.0,2.0,2.0,2.333333333333333,2.5,2.25,2.6666666666666665,3.0,3.0,3.0,3.0,3.0,3.4444444444444446,4.0,4.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,,,,7.0,7.0,,7.0,,7.0,,7.0,7.0,7.0,7.0,7.0,,7.0,,7.0,7.0,,,7.0,7.5,8.0,8.0,8.0,8.0,8.0,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,7.0,,7.0,7.0,7.0,,7.0,,,,,,,,,,,,7.0,,,,,
+Tongchuan,,3.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,,8.0,,8.0,8.0,8.0,,,,8.0,8.0,8.0,,8.0,8.0,,,8.0,8.0,8.0,,,,,,8.0,,8.0,8.0,,8.0,,,,,8.0,,,,8.0,,8.0,,,,8.0,8.0,,,8.0,,,8.0,,,8.0,8.0,8.0,8.0,,8.0,8.0
+Tonghua,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,6.0,6.0,,,6.0,,,6.0,,,,,,,,,,,,,6.0,6.0,,6.0,6.0,,,,,,,,,,6.0,,6.0,6.0,6.0,6.0,,6.0,,6.0,,6.0,,6.0,6.0,6.0,6.0,6.0,,6.0,,,6.0,6.0,6.0,6.0,,,,
+Tongliang District,,,1.0,1.0,2.0,2.0,2.0,2.0,2.0,4.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,,,,,,10.0,,10.0,,,,,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,10.0,,,,,,,,,,,,,
+Tongliao,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,3.0,4.5,,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,7.0,,,,,7.0,,,7.0,,,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,,,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0
+Tongling,,3.0,3.0,3.0,9.0,9.0,10.0,14.0,15.5,16.0,18.0,19.0,19.0,20.0,22.0,23.0,24.0,25.0,27.0,27.0,27.88888888888889,28.0,28.0,28.0,28.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,,29.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,29.0,,,,,,,,,,,,,,,29.0,,,,,,,,,,,,,
+Tongnan District,,,,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.25,4.333333333333333,7.0,10.0,13.0,13.0,13.0,13.0,13.833333333333336,15.0,15.555555555555555,16.0,17.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,,,,,,18.0,,18.0,,,,,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,18.0,,,,,,,,,,,,,
+Tongren,1.0,1.5,2.0,2.0,2.0,2.0,2.0,2.75,,3.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,8.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,,10.0,,,,10.0,,,,,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,,10.0,10.0,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.0,,,,,,,,,,,,,,,,,,
+Tongzhou District,,,,,,,,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.6,15.0,15.8,16.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,,19.0,19.0,19.0,19.0,19.0,19.0,19.0,,19.0,19.0,,19.0,19.0,,19.0,19.0,19.0,19.0,19.0
+Turpan,,,,,1.0,1.0,,,,,,,,,,,,,,1.0,1.0,1.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Ulanqab,,,,,,,,1.8,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,3.0,,,,,3.0,,,3.0,,,,,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,,,,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,3.0
+Urumqi,,3.0,3.0,4.0,5.0,6.0,7.0,8.0,8.0,8.0,10.0,12.0,12.0,15.0,18.0,19.0,20.0,20.0,20.0,20.0,20.8,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Wanning,1.5,3.8,5.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.75,11.0,11.0,11.0,11.230769230769232,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,,13.0,13.0,13.0,,,13.0,,,,13.0,,,,13.0,,,,,,,,13.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+Wansheng District,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,,,,,1.0,,1.0,,,,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,,,,,,,,,,,,,
+Weifang,1.0,1.0,2.0,3.0,3.0,5.0,7.0,8.0,9.0,10.0,13.0,13.833333333333336,15.8,21.0,27.0,29.8,35.09090909090909,37.0,37.857142857142854,38.0,39.125,41.0,42.0,43.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,,44.0,44.0,,44.0,44.0,44.0,44.0,44.0,,44.0,44.0,44.0,,,44.0,44.0,,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,,44.0,,44.0,44.0,44.0,,44.0,44.0,,,,44.0,,,44.0,,44.0,,44.0,44.0,,,,44.0,,44.0,
+Weihai,1.7777777777777777,2.8,4.0,8.6,10.0,11.2,14.0,19.0,24.0,24.0,25.0,25.0,26.8,28.33333333333333,30.714285714285715,32.4,34.0,35.0,36.714285714285715,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,,38.0,38.0,,38.0,38.0,38.0,38.0,38.0,,38.0,38.0,38.0,,,38.0,38.0,,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,,38.0,,38.0,38.0,38.0,,38.0,38.0,,,,38.0,,,38.0,,38.0,,38.0,38.0,,,,38.0,,38.0,
+Weinan,,,,1.0,3.0,3.0,3.6666666666666665,4.5,5.0,5.0,6.0,6.0,8.25,9.0,9.0,9.0,13.0,14.0,14.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,15.0,15.0,15.0,,15.0,,15.0,15.0,15.0,,,,15.0,15.0,15.0,,15.0,15.0,,,15.0,15.0,15.0,,,,,,15.0,,15.0,15.0,,15.0,,,,,15.0,,,,15.0,,15.0,,,,15.0,15.0,,,15.0,,,15.0,,,15.0,15.0,15.0,15.0,,15.0,15.0
+Wenchang,,,,,,,,,,,1.0,1.0,1.0,1.0,2.0769230769230766,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,,3.0,3.0,3.0,,,3.0,,,,3.0,,,,3.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+Xiqing District,,,1.0,1.0,1.3333333333333333,2.0,2.0,2.0,2.0,2.0,2.125,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,,,4.0,4.0,,4.0,,,4.0,,,,,4.0,,,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,4.0,,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,4.0,,4.0,,4.0,4.0,4.0,4.0,,,4.0,,4.0,4.0,4.0,,,,
+Xishuangbanna,,,1.0,1.0,6.0,8.0,10.0,11.666666666666664,12.0,12.0,13.0,13.0,14.5,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,,,15.0,,,,,,,,,15.0,15.0,15.0,,,,,,,,,15.0,15.0,,,,15.0,15.0,15.0,15.0,,,,15.0,,,,15.0,,,15.0,15.0,,15.0,,15.0,,,,,15.0,15.0,15.0,,,,,,,,,,,
+Xiushan Tujia and Miao Autonomous County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,,,,,,1.0,,1.0,,,,,1.0,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,,,,,,,,,,,,,
+Xuancheng,,,1.0,1.0,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,,6.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.0,,,,,,,,,,,,,,,6.0,,,,,,,,,,,,,
+Xuchang,,,,1.0,2.0,2.0,3.0,8.0,12.0,13.0,15.0,19.0,24.0,26.0,28.0,30.0,31.0,31.0,32.0,34.0,34.0,37.0,37.0,38.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,,,39.0,39.0,,39.0,,,,,,,,,39.0,,,39.0,,39.0,39.0,,,,,,,,39.0,,,,,,39.0,,39.0,,,,,,,,,,,,,,,,,,,,,,,
+Xuhui District,,,,3.0,3.0,4.142857142857143,5.0,5.0,6.2,7.0,8.333333333333334,11.0,12.0,14.0,15.333333333333336,16.0,16.0,16.0,16.0,16.4,17.0,17.0,17.8,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,18.0,18.0,,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,18.0,18.0,18.0,,18.0
+Xuzhou,,,,3.0,8.0,8.0,15.0,20.0,23.0,30.0,36.0,39.0,42.42857142857143,45.0,49.0,52.0,56.0,60.0,63.0,66.0,70.0,76.0,77.0,78.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,,79.0,79.0,,79.0,,,,,,,79.0,79.0,79.0,79.0,79.0,79.0,,79.0,79.0,79.0,,79.0,79.0,,79.0,,,,,79.0,79.0,79.0,,79.0,79.0,,79.0,,,,79.0,79.0,,79.0,,,,,79.0,79.0,79.0,,,,,,79.0
+Ya'an,1.0,1.0,1.0,1.0,2.0,2.0,2.0,3.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.875,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,,7.0,7.0,,7.0,,7.0,7.0,,7.0,7.0,7.0,7.0,7.0,7.0,7.0,,,7.0,7.0,,7.0,,7.0,7.0,,7.0,7.0,,,7.0,7.0,7.0,,,,,,,,,,,,,
+Yan'an,1.0,1.0,1.0,1.5,2.0,2.5,3.0,5.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.857142857142858,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,,8.0,8.0,8.0,,8.0,,8.0,8.0,8.0,,,,8.0,8.0,8.0,,8.0,8.0,,,8.0,8.0,8.0,,,,,,8.0,,8.0,8.0,,8.0,,,,,8.0,,,,8.0,,8.0,,,,8.0,8.0,,,8.0,,,8.0,,,8.0,8.0,8.0,8.0,,8.0,8.0
+Yanbian,,,,,,,2.0,2.0,2.0,2.0,2.0,3.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,,5.0,5.0,5.0,,,5.0,,,5.0,,,,,,,,,,,,,5.0,5.0,,6.0,7.0,,,,,,,,,,7.0,,7.0,7.0,7.0,7.0,,7.0,,7.0,,7.0,,7.0,7.0,7.0,7.0,7.0,,7.0,,,7.0,7.0,7.0,7.0,,,,
+Yancheng,,1.0,1.0,1.0,1.0,6.0,6.0,8.0,13.0,15.0,15.0,15.0,15.0,16.0,16.0,17.0,17.0,18.0,18.0,21.0,24.2,26.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,,27.0,27.0,,27.0,,,,,,,27.0,27.0,27.0,27.0,27.0,27.0,,27.0,27.0,27.0,,27.0,27.0,,27.0,,,,,27.0,27.0,27.0,,27.0,27.0,,27.0,,,,27.0,27.0,,27.0,,,,,27.0,27.0,27.0,,,,,,27.0
+Yangjiang,3.0,3.5,6.5,8.0,8.285714285714286,10.0,10.0,10.0,10.0,10.0,10.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,,14.0,14.0,14.0,14.0
+Yangling District in Xianyang,,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,,1.0,,1.0,1.0,1.0,,,,1.0,1.0,1.0,,1.0,1.0,,,1.0,1.0,1.0,,,,,,1.0,,1.0,1.0,,1.0,,,,,1.0,,,,1.0,,1.0,,,,1.0,1.0,,,1.0,,,1.0,,,1.0,1.0,1.0,1.0,,1.0,1.0
+Yangpu District,,,,,,,,1.0,2.0,2.0,4.0,5.0,6.0,6.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,9.0,,9.0
+Yangquan,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,,,,4.0,4.0,4.0,4.0,4.0,,,,,,,,,,,4.0,,4.0,,,4.0,,,4.0,,,,4.0,,,4.0,4.0,4.0,4.0,,4.0,,4.0,4.0,4.0,,,,4.0,,4.0,,4.0,4.0,4.0,4.0,,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0
+Yangzhou,1.0,1.0,1.0,2.8,5.0,8.0,8.0,8.0,13.0,13.0,14.0,15.0,15.0,15.0,17.0,17.0,18.0,18.0,18.0,18.0,19.6,20.0,21.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,,23.0,23.0,,23.0,,,,,,,23.0,23.0,23.0,23.0,23.0,23.0,,23.0,23.0,23.0,,23.0,23.0,,23.0,,,,,23.0,23.0,23.0,,23.0,23.0,,23.0,,,,23.0,23.0,,23.0,,,,,23.0,23.0,23.0,,,,,,23.0
+Yanqing District,,,,,,,,,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,,1.0,1.0,,1.0,1.0,1.0,1.0,1.0
+Yantai,2.0,2.0,2.0,7.2,8.8,10.8,13.0,18.0,20.0,20.0,25.0,26.0,26.4,29.33333333333333,32.714285714285715,34.4,36.54545454545455,39.0,40.714285714285715,43.0,45.25,46.0,46.0,46.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,,47.0,47.0,,47.0,47.0,47.0,47.0,47.0,,47.0,47.0,47.0,,,47.0,47.0,,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,,47.0,,47.0,47.0,47.0,,47.0,47.0,,,,47.0,,,47.0,,47.0,,47.0,47.0,,,,47.0,,47.0,
+Yibin,,,,1.0,1.0,2.0,3.5,7.0,7.0,7.0,7.0,7.0,7.0,8.0,9.0,9.0,9.0,9.0,9.0,10.0,10.875,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,,12.0,12.0,,12.0,,12.0,12.0,,12.0,12.0,12.0,12.0,12.0,12.0,12.0,,,12.0,12.0,,12.0,,12.0,12.0,,12.0,12.0,,,12.0,12.0,12.0,,,,,,,,,,,,,
+Yichang,1.0,1.0,16.833333333333332,27.0,51.0,63.0,93.85714285714286,167.0,276.0,353.0,392.0,452.0,496.0,557.4166666666666,610.0,633.0,701.25,749.0,772.0,784.0,806.2857142857142,877.0,906.0,901.0,896.2,904.0,906.7692307692308,891.0,894.4285714285713,909.7777777777777,916.5714285714287,921.6666666666665,926.0,926.875,929.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,931.0,,,,,,,,,,
+Yichun,,1.0,5.0,5.75,10.0,14.0,14.0,26.0,29.0,31.0,36.0,45.0,46.5,54.0,62.0,67.0,74.0,77.0,83.0,85.5,92.66666666666669,51.0,17.833333333333332,26.75,22.0,14.125,22.0,31.0,16.0,24.33333333333333,36.0,36.0,43.0,27.25,27.25,36.0,27.25,36.0,22.0,27.25,36.0,53.5,36.0,36.0,53.5,22.0,53.5,36.0,36.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,53.5,53.5,1.0,,1.0,,,106.0,106.0,,,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,53.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,,1.0,1.0,1.0,1.0,1.0,1.0,1.0
+Yili,,,1.0,1.0,2.0,4.0,4.0,5.0,5.0,5.0,6.0,7.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,12.0,13.6,14.0,16.0,16.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
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+Zibo,,,,2.0,2.0,4.0,6.666666666666668,8.666666666666666,10.0,11.714285714285715,12.0,12.0,13.4,14.0,15.0,15.0,16.0,16.75,19.142857142857142,20.142857142857142,22.25,26.857142857142854,28.444444444444446,29.0,29.0,29.0,29.0,29.0,29.8,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,,30.0,30.0,,30.0,30.0,30.0,30.0,30.0,,30.0,30.0,30.0,,,30.0,30.0,,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,,30.0,,30.0,30.0,30.0,,30.0,30.0,,,,30.0,,,30.0,,30.0,,30.0,30.0,,,,30.0,,30.0,
+Zigong,,1.0,1.0,2.0,7.0,7.0,7.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,,9.0,9.0,,9.0,,9.0,9.0,,9.0,9.0,9.0,9.0,9.0,9.0,9.0,,,9.0,9.0,,9.0,,9.0,9.0,,9.0,9.0,,,9.0,9.0,9.0,,,,,,,,,,,,,
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+Zunyi,,,,,,,1.0,2.5,,5.0,8.0,9.0,9.0,10.333333333333334,12.0,15.0,15.0,19.0,23.75,25.0,25.0,28.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,,32.0,,32.0,,,,32.0,,,,,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,,32.0,32.0,32.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,32.0,,,,,,,,,,,,,,,,,,
diff --git a/Raw/DXYcity0507_confirmed.csv b/Raw/DXYcity0507_confirmed.csv
new file mode 100644
index 0000000..1a9fdda
--- /dev/null
+++ b/Raw/DXYcity0507_confirmed.csv
@@ -0,0 +1,376 @@
+,city,01-24,01-25,01-26,01-27,01-28,01-29,01-30,01-31,02-01,02-02,02-03,02-04,02-05,02-06,02-07,02-08,02-09,02-10,02-11,02-12,02-13,02-14,02-15,02-16,02-17,02-18,02-19,02-20,02-21,02-22,02-23,02-24,02-25,02-26,02-27,02-28,02-29,03-01,03-02,03-03,03-04,03-05,03-06,03-07,03-08,03-09,03-10,03-11,03-12,03-13,03-14,03-15,03-16,03-17,03-18,03-19,03-20,03-21,03-22,03-23,03-24,03-25,03-26,03-27,03-28,03-29,03-30,03-31,04-01,04-02,04-03,04-04,04-05,04-06,04-07,04-08,04-09,04-10,04-11,04-12,04-13,04-14,04-15,04-16,04-17,04-18,04-19,04-20,04-21,04-22,04-23,04-24,04-25,04-26,04-27,04-28,04-29,04-30,05-01,05-02,05-03,05-04,05-05,05-06,05-07,Latitude,Longitude
+0,Akesu,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,41.16666710000003,80.26124309999999
+1,Ankang,1.0,2.166666666666667,3.0,5.0,8.0,10.0,10.0,11.5,14.0,16.0,17.0,17.0,19.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,23.0,24.0,24.0,25.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,32.71651840000003,108.99129890000017
+2,Anqing,1.0,2.7999999999999985,4.5,8.0,8.0,14.0,18.0,18.0,29.375,43.0,47.0,55.0,55.85714285714283,60.0,66.0,71.0,75.0,78.0,80.0,80.0,80.0,81.0,82.0,82.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,30.535868500000028,117.10482140000013
+3,Anshan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.333333333333336,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,4.0,5.0,4.0,4.0,4.0,5.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,4.0,5.0,5.0,5.0,5.0,5.0,41.10812420000001,122.98997049999986
+4,Anshun,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.833333333333332,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,26.249695800000012,105.92778050000005
+5,Anyang,11.0,11.0,11.0,11.0,11.0,11.0,11.0,20.0,24.0,24.0,28.714285714285715,33.0,35.0,37.0,40.0,43.0,44.0,45.0,46.0,49.0,49.916666666666664,50.0,51.0,51.0,51.0,52.0,52.0,52.90000000000004,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,36.10235519999998,114.33633000000007
+6,Baicheng,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,45.61562750000001,122.83608110000016
+7,Baise,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,23.90511040000001,106.61538670000003
+8,Baiyin,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,36.545910799999994,104.13395599999996
+9,Baodi District,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,4.428571428571427,8.25,13.0,15.0,18.0,21.5,25.400000000000027,29.6666666666667,34.25,39.0,40.83333333333335,43.42857142857144,46.0,47.0,49.0,50.0,52.333333333333385,54.0,55.5,57.0,59.25,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,39.58983159999996,117.41230952752545
+10,Baoding,1.0,1.0,3.0,3.0,3.0,6.0,7.0,11.0,11.0,13.0,13.0,13.0,17.0,17.0,18.0,18.0,21.0,26.0,30.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,38.8579735,115.4906959999999
+11,Baoji,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,6.0,7.0,8.0,9.333333333333334,10.0,10.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,34.36458109999997,107.23321839999991
+12,Baoshan,2.0,2.0,2.0,2.3333333333333317,4.0,4.0,5.0,5.833333333333331,7.285714285714281,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,31.406633800000005,121.48515769999996
+13,Baoshan District,1.0,1.0,1.0,1.0,1.0,1.8571428571428592,2.0,2.0,6.799999999999995,8.0,10.0,11.399999999999993,12.0,15.0,16.0,16.142857142857125,17.0,18.0,20.0,20.0,20.0,20.0,20.0,20.5,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.666666666666693,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,31.40663379999993,121.48515770000024
+14,Baoting Li and Miao Autonomous County,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,18.594444,109.64833300000006
+15,Baotou,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,5.0,6.0,6.0,6.75,9.0,9.0,10.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.65491569999996,109.8344586000001
+16,Bayannur,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,3.0,3.0,3.0,3.0,3.75,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,40.74118670000004,107.3826112999998
+17,Bayingolin Mongol Autonomous Prefecture,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.5912926,88.09897710871338
+18,Bazhong,2.0,2.0,2.0,2.0,2.0,2.0,3.0,5.0,8.0,8.0,12.0,12.0,15.0,19.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,31.86893220000001,106.74166179999993
+19,Beichen District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.8888888888888866,4.666666666666666,5.714285714285718,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.249310549999976,117.19869893359004
+20,Beihai,5.0,6.0,8.333333333333327,9.0,11.0,13.0,14.333333333333343,17.0,23.0,23.0,26.0,27.0,29.0,30.200000000000028,31.0,32.0,33.0,35.0,36.0,39.0,39.0,40.0,43.0,43.0,43.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,21.479908100000006,109.10680609999993
+21,Bengbu,1.0,1.0,1.0,3.0,3.0,3.0,8.0,15.0,15.75,26.0,37.0,43.0,47.28571428571426,61.71428571428575,88.0,99.0,115.0,126.0,134.0,141.0,145.44444444444437,149.0,153.0,157.0,158.0,158.0,159.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,32.917642200000024,117.38256730000003
+22,Benxi,1.0,1.0,1.25,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,41.29757699999996,123.76465620000005
+23,Bijie,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,4.0,4.0,8.666666666666668,11.0,13.0,15.0,21.0,21.0,21.0,21.0,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,27.305313199999993,105.27780190000011
+24,Binhai New Area,1.0,1.0,1.0,1.0,1.0,1.0,1.125,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.00157720000003,117.7116386999999
+25,Binzhou,1.0,1.0,1.5,3.0,4.0,6.199999999999992,8.333333333333337,9.0,9.0,9.857142857142863,10.5,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,45.77749510000003,127.66467829999982
+26,Bozhou,1.0,3.4000000000000026,5.0,6.0,8.0,15.0,20.0,20.0,24.375,30.0,39.0,48.0,56.57142857142858,66.0,72.0,81.0,87.0,92.0,92.0,97.0,99.66666666666666,106.0,107.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,33.85795940000002,115.77245299999993
+27,Cangzhou,0.5,1.6666666666666679,2.0,2.0,5.0,8.0,12.0,18.0,19.0,19.0,19.0,20.0,20.0,21.0,23.0,28.0,28.0,28.0,32.0,37.0,41.375,45.0,46.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,38.30427959999998,116.85115969999991
+28,Changchun,1.0,1.0,1.0,1.0,1.0,1.0,4.0,4.0,7.0,12.5,17.0,18.0,28.0,29.0,32.0,32.0,37.0,39.0,40.0,42.0,42.0,43.0,44.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,47.0,47.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,43.8882168,125.31825779999984
+29,Changde,3.0,3.0,5.0,10.333333333333327,19.0,26.0,30.0,37.0,39.0,42.0,45.0,50.0,54.285714285714256,62.0,64.0,66.0,66.0,72.0,73.0,74.71428571428575,76.75,78.0,78.0,79.0,79.0,79.0,79.0,79.0,80.0,80.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,29.03820100000001,111.68820529999995
+30,Changji,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,44.34780120000003,86.68700659999999
+31,Changjiang Li Autonomous County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.5384615384615365,5.0,5.0,6.0,6.0,6.666666666666664,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,19.21972200000001,108.99777799999995
+32,Changning District,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.799999999999995,7.0,7.5,8.0,9.0,10.0,11.0,11.0,11.0,11.0,11.0,12.0,12.799999999999976,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,31.209276200000055,121.38998589999987
+33,Changping District,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.666666666666664,14.0,14.666666666666675,15.0,16.200000000000028,17.0,17.0,18.0,19.0,19.0,22.333333333333307,24.0,24.0,25.0,25.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,40.21414289999994,116.17226818842013
+34,Changsha,7.384615384615377,8.0,13.0,20.666666666666657,24.0,46.0,57.0,68.0,86.0,112.0,125.0,148.0,164.0,179.0,190.0,196.0,205.0,213.0,219.0,222.42857142857127,227.375,238.0,241.0,241.0,241.0,241.0,241.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,28.197948300000004,112.97133000000005
+35,Changshou District,2.200000000000002,4.4285714285714235,5.0,5.75,7.0,7.0,7.0,8.199999999999992,10.0,10.666666666666668,11.0,12.0,12.0,12.0,12.0,12.0,15.0,15.0,15.833333333333346,16.0,16.888888888888907,17.0,18.0,20.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,29.956916000000028,107.13537499999991
+36,Changzhi,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,5.0,5.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,36.182933600000034,113.09853939999996
+37,Changzhou,5.0,5.0,5.0,6.0,8.0,8.0,10.0,13.0,14.0,15.0,15.0,19.0,23.285714285714274,27.0,29.0,31.0,31.0,31.0,31.0,36.0,37.59999999999995,43.0,43.0,46.0,49.0,50.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,31.81298640000003,119.96920450000003
+38,Chaoyang,1.0,1.9090909090909074,2.0,2.0,2.0,3.400000000000004,4.0,5.0,5.833333333333328,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.92044979999994,116.43691089999996
+39,Chaoyang District,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,27.5,35.0,31.888888888888843,36.0,40.66666666666661,46.75,49.80000000000008,53.0,54.60000000000002,56.0,56.0,56.0,56.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,60.0,60.0,60.0,61.0,61.0,70.0,70.0,71.0,71.0,71.0,71.0,71.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,39.920449799999936,116.43691089999994
+40,Chaozhou,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.399999999999993,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,23.656614600000008,116.62054819999997
+41,Chengde,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,5.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.957718000000064,117.9543248
+42,Chengdu,5.800000000000007,13.0,20.285714285714274,33.0,37.0,46.0,52.5,69.0,72.0,73.0,77.0,87.0,92.0,97.0,102.0,109.0,120.0,123.0,124.0,125.0,130.25,135.0,139.0,140.0,140.0,140.0,141.0,141.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,145.0,145.0,146.0,147.0,148.0,148.0,150.0,152.0,152.0,153.0,153.0,153.0,155.0,155.0,157.0,159.0,160.0,162.0,163.0,164.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,30.662420500000003,104.06332190000008
+43,Chengmai County,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.9000000000000026,4.0,5.53846153846154,7.0,7.0,7.0,7.333333333333334,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,19.69111099999999,109.98611100000007
+44,Chenzhou,1.0,1.0,2.0,4.0,7.0,7.0,10.0,12.0,13.0,18.0,21.0,22.0,23.714285714285705,25.0,29.0,31.0,32.0,32.0,33.0,37.28571428571427,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,25.795308900000006,113.02872939999999
+45,Chifeng,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,7.0,7.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,42.27999289999993,118.94261309999999
+46,Chizhou,1.0,1.0,1.0,1.0,1.0,1.0,2.0,4.0,4.0,6.0,6.0,10.0,10.857142857142847,11.0,11.0,11.0,12.0,15.0,15.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,30.66710880000003,117.48598849999993
+47,Chongming District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.8000000000000047,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,31.631339300000025,121.5337768000002
+48,Chuxiong,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,25.43203549999999,101.7047854000001
+49,Chuzhou,1.0,1.7999999999999985,2.0,2.0,4.0,4.0,4.0,4.0,5.75,6.0,8.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.888888888888902,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,32.254590100000016,118.32804860000006
+50,Dali,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.92254200000001,44.768268999999975
+51,Dalian,1.0,2.1818181818181843,4.0,4.5,5.0,5.0,5.0,7.0,8.5,10.625,12.0,13.0,13.83333333333335,14.0,14.0,15.5,16.0,16.0,16.0,16.0,16.20000000000002,17.333333333333332,18.0,18.666666666666675,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.5,21.0,24.0,24.0,24.0,24.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,18.0,27.0,18.0,18.0,18.0,27.0,18.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,18.0,27.0,27.0,27.0,27.0,27.0,38.91817139999999,121.6282945000001
+52,Dandong,1.0,1.0,1.0,1.5,5.0,5.0,5.0,5.0,5.16666666666667,6.0,6.0,6.0,6.666666666666673,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.12866799999997,124.38634040000015
+53,Danzhou,3.0,3.0,3.0,4.5,5.0,5.0,5.0,5.0,5.900000000000003,6.0,7.0,8.0,9.199999999999992,10.0,10.538461538461544,11.0,11.0,11.0,11.0,13.666666666666664,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,19.51737949999998,109.5697188
+54,Daqing,1.0,1.0,3.0,3.666666666666669,5.0,5.0,5.0,7.0,8.0,8.0,11.0,11.0,11.0,12.5,13.0,13.0,13.0,13.0,14.0,15.0,15.0,18.0,19.0,19.0,20.0,20.0,23.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,46.59690279999996,125.1014811000003
+55,Datong,1.0,1.0,1.0,1.0,1.0,2.6666666666666647,4.0,5.0,6.0,8.0,9.0,9.0,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,11.666666666666655,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,40.092175799999964,113.29509529999999
+56,Daxing District,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,19.333333333333307,21.0,26.666666666666664,29.0,29.0,29.75,33.19999999999996,34.0,34.800000000000054,36.0,36.0,37.0,37.666666666666615,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.63606984999991,116.46452139471874
+57,Daxinganling,1.0,1.0,1.0,1.0,1.0,1.0,1.3333333333333315,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,52.34135129999998,124.5619384000001
+58,Dazhou,1.0,1.0,1.0,3.0,3.0,4.0,5.0,8.0,9.0,9.0,11.0,13.0,17.0,20.0,23.0,25.0,25.0,28.0,30.0,33.0,35.625,36.0,36.0,36.0,38.0,39.0,40.0,40.0,41.0,41.0,41.0,41.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,31.21603599999998,107.5027564000001
+59,Dazu District,1.0,1.0,1.0,1.0,1.0,1.0,3.0,4.0,4.0,4.0,5.0,7.0,7.0,7.0,8.666666666666673,10.0,10.8,12.200000000000005,13.833333333333341,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,29.63481660000002,105.7461506999999
+60,Dehong,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,36.0823059,101.71361320000004
+61,Deyang,1.0,1.0,1.0,1.0,1.0,2.0,2.5,7.0,7.0,10.0,10.0,12.0,12.0,12.0,12.0,13.0,16.0,16.0,16.0,16.0,16.875,17.0,17.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,31.124402800000052,104.39012999999984
+62,Dezhou,1.0,1.0,3.0,6.0,8.0,11.0,13.66666666666666,16.0,17.0,18.714285714285722,19.0,19.0,20.5,26.0,27.0,28.40000000000004,30.0,32.0,32.0,33.0,34.5,35.0,36.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.44866760000002,116.30541599999997
+63,Ding'an County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,19.485832999999992,110.30555599999991
+64,Dingxi,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.333333333333332,3.0,3.0,3.0,3.0,5.0,5.0,8.0,8.0,8.0,8.0,8.0,8.142857142857153,8.142857142857153,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,35.57828079999996,104.61738210000014
+65,Dongcheng District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,2.333333333333336,2.0,3.333333333333333,6.75,7.0,8.0,8.799999999999986,9.0,9.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,39.92690119999998,116.41003949999997
+66,Dongfang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.6666666666666659,2.0,2.833333333333332,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,19.09792860000001,108.64823530000002
+67,Dongguan,1.0,1.0,1.833333333333335,2.0,4.142857142857151,7.0,9.285714285714306,16.0,21.0,25.5,31.0,37.0,43.30000000000008,47.0,53.0,56.0,58.0,60.0,62.0,66.28571428571442,69.625,73.0,81.0,89.0,89.0,91.0,91.0,92.0,93.0,93.0,94.0,96.0,97.0,97.0,97.0,98.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,23.04447120000001,113.74655119999991
+68,Dongli District,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.12330225000004,117.36387376345192
+69,Enshi Tujia and Miao Autonomous Prefecture,11.0,11.0,16.0,21.363636363636317,38.0,51.0,59.57142857142851,75.0,87.0,105.0,111.0,123.0,138.0,143.5,157.0,160.0,169.625,187.0,195.0,203.0,225.28571428571405,237.0,244.0,247.0,248.59999999999974,250.0,249.07692307692292,244.0,244.85714285714255,249.66666666666683,251.0,251.0,251.0,251.0,251.0,251.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,30.198096499999952,109.67554620000008
+70,Ezhou,1.0,1.0,1.0,11.363636363636367,57.0,84.0,106.28571428571432,189.0,227.0,278.0,306.0,332.0,382.0,419.58333333333326,471.0,569.0,630.25,725.0,790.0,861.0,1035.857142857144,1125.0,1192.0,1230.0,1265.199999999998,1339.0,1342.6923076923092,1338.0,1342.2857142857129,1367.8888888888903,1378.4285714285686,1381.6666666666688,1385.0,1386.75,1389.0,1389.0,1390.0,1390.800000000002,1391.0,1391.0,1391.5,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,30.407908399999997,114.87842970000015
+71,Fangchenggang,2.0,2.0,2.0,3.0,3.0,5.0,5.0,7.0,8.0,8.0,9.0,11.0,13.0,14.20000000000001,15.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,21.617753200000006,108.3453556000001
+72,Fangshan District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.1111111111111103,4.666666666666672,7.0,11.0,11.79999999999998,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,39.714531799999925,115.86050079650408
+73,Fengdu County,1.0,1.0,1.0,2.0,3.0,3.0,3.0,3.0,4.111111111111113,5.0,5.0,6.0,6.0,9.0,9.0,9.0,9.0,9.0,9.833333333333329,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,29.889273,107.82278700000005
+74,Fengtai District,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,14.0,16.0,16.77777777777781,18.0,19.333333333333307,20.0,21.20000000000003,26.0,26.800000000000008,30.0,30.0,32.0,34.66666666666663,36.0,37.33333333333338,39.0,39.0,40.0,40.0,40.0,41.0,41.0,41.0,41.0,41.0,41.0,42.0,42.0,42.0,42.0,42.0,42.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,39.85711760000003,116.28041719999982
+75,Fengxian District,1.0,1.0,1.0,1.0,1.0,3.285714285714282,5.0,5.0,5.0,5.0,5.0,5.39999999999999,6.5,7.2222222222222126,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,30.920448700000037,121.46938340000027
+76,Foshan,4.78571428571428,7.125,10.0,13.200000000000026,16.857142857142875,20.400000000000038,25.0,32.16666666666662,38.75,41.0,44.0,47.8000000000001,49.5,54.89999999999994,57.90909090909098,62.333333333333265,66.2307692307693,68.85714285714292,70.0,76.85714285714295,80.625,82.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.25,85.0,85.0,85.0,85.0,87.0,87.0,87.0,89.0,91.0,91.0,91.0,91.0,92.0,92.0,92.0,93.0,94.0,94.0,94.0,95.0,95.0,95.0,95.0,96.0,96.0,96.0,96.0,96.0,96.0,96.66666666666666,97.0,98.0,98.0,98.0,98.0,98.0,99.0,99.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,23.024768700000045,113.11463349999991
+77,Fuxin,1.5,1.5,1.5,1.5,1.5,1.5,1.5,1.5,1.5,2.375,5.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,42.01517329999996,121.6452867999999
+78,Fuyang,1.428571428571429,6.0,8.5,10.0,21.0,23.0,28.0,38.0,45.875,59.0,65.0,79.0,83.28571428571425,95.0,105.0,113.0,118.0,125.0,132.0,138.0,141.55555555555563,146.0,150.0,152.0,153.0,154.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,32.89267629999997,115.80900010000003
+79,Fuzhou,3.0,4.100000000000004,9.166666666666657,12.0,11.25,20.25,15.833333333333325,27.25,25.0,30.666666666666657,41.0,43.5,50.0,53.5,56.857142857142826,59.0,62.36363636363632,63.39999999999995,64.60000000000005,65.0,66.33333333333329,67.0,66.85714285714288,69.60000000000008,70.0,71.33333333333327,71.14285714285711,71.25,71.25,71.28571428571439,71.4285714285715,71.33333333333327,71.33333333333327,71.33333333333327,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,27.99579509999998,116.3532450000001
+80,Ganjiang New District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,24.8347205,107.86966149999992
+81,Gannan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.25,4.0,6.0,6.0,6.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,34.51778609999998,102.6590876
+82,Ganzhou,2.0,2.0,7.0,7.0,10.0,16.0,21.0,27.0,30.0,34.0,35.0,42.0,46.5,52.0,59.0,64.0,69.0,71.0,72.0,72.0,74.66666666666661,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,25.833210300000015,114.92873619999986
+83,Garzê Tibetan Autonomous Prefecture,2.0,2.0,2.0,2.0,3.0,3.0,4.0,5.0,5.0,5.0,6.0,8.0,10.0,12.0,17.0,17.0,17.0,23.0,27.0,36.0,36.875,43.0,44.0,50.0,57.0,62.0,65.0,67.0,68.0,69.0,69.0,69.0,69.0,71.0,74.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,30.641893900000007,100.5623286
+84,Gongzhuling,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,43.77037840000002,124.76567489999985
+85,Guang'an,1.5999999999999974,2.0,2.0,6.0,7.0,7.0,8.0,13.0,16.0,20.0,21.0,24.0,24.0,24.0,27.0,28.0,28.0,28.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.459305100000012,106.62866459999995
+86,Guangyuan,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,32.43296370000004,105.85634019999999
+87,Guangzhou,5.285714285714284,10.5,15.5,35.40000000000006,48.14285714285716,63.0,88.71428571428562,107.0,146.75,170.75,196.3333333333333,220.79999999999959,244.20000000000044,267.0,284.4545454545449,299.75,305.8461538461533,313.4285714285718,317.0,322.1428571428578,326.5,328.0,335.0,338.0,339.0,339.0,339.0,339.0,339.0,343.0,345.0,345.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.40000000000066,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.5,348.0,351.0,354.0,359.0,365.20000000000005,366.0,369.0,372.5,384.0,388.0,398.0,406.0,414.0,420.0,427.0,432.0,440.0,446.0,451.0,451.0,456.0,463.0,463.0,464.0,467.0,471.0,475.0,479.0,482.0,488.0,490.0,494.0,499.0,499.0,499.0,499.5,500.0,500.0,501.0,502.0,502.0,503.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,505.0,23.13019639999997,113.25929449999983
+88,Guigang,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.800000000000004,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,23.115193999999985,109.5960462
+89,Guilin,2.0,5.0,11.0,14.0,15.0,16.0,17.333333333333346,18.0,21.0,23.0,24.0,24.0,26.0,26.599999999999984,28.0,29.0,29.0,30.0,30.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,25.277750599999994,110.29180400000011
+90,Guiyang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.25,3.25,6.0,7.0,10.0,12.0,15.0,18.0,18.0,23.333333333333343,27.0,29.0,30.0,32.5,34.0,34.0,34.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,37.0,36.5,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,36.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,26.581411200000023,106.70525439999993
+91,Guyuan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,36.01630320000002,106.24086290000004
+92,Haibei,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,37.719188499999994,100.45655899999998
+93,Haidian District,26.25,26.25,26.25,26.25,26.25,26.25,26.25,26.25,37.0,41.0,41.333333333333385,45.0,45.0,46.5,47.0,49.0,51.39999999999999,54.0,57.0,56.0,56.0,58.0,58.6666666666667,60.0,60.0,60.0,61.0,61.0,61.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.66666666666672,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,39.95807180000008,116.2924050000001
+94,Haikou,2.0,3.0,3.0,6.0,7.0,9.0,9.0,9.0,10.800000000000008,11.0,13.0,14.0,15.799999999999992,16.0,18.538461538461544,23.0,23.0,28.0,29.0,29.0,29.0,30.40000000000001,33.0,33.0,34.0,34.0,34.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,20.042362600000015,110.34099359999992
+95,Hancheng,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,35.47625190000003,110.45080289999993
+96,Handan,4.0,4.0,4.0,4.0,4.0,4.0,6.0,7.0,10.0,11.0,11.0,14.0,14.0,18.0,22.0,26.0,27.0,27.0,27.0,29.0,30.75,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,36.583333000000025,114.48333300000007
+97,Hangzhou,6.0,10.5,17.0,27.0,32.0,51.0,69.0,85.0,94.75,110.0,118.0,132.0,141.0,151.0,156.0,162.0,165.0,155.0,157.0,158.60000000000025,161.5714285714289,165.0,166.0,166.0,168.0,168.0,168.88888888888872,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,181.0,182.0,182.0,183.0,183.0,183.0,183.0,183.0,183.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,183.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,183.0,181.0,181.0,181.0,181.0,181.0,183.0,181.0,183.0,181.0,181.0,181.0,181.0,181.0,181.0,183.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,183.0,183.0,181.0,183.0,183.0,30.24896339999999,120.20523420000009
+98,Hanzhong,1.0,1.0,1.0,2.0,4.0,6.0,6.0,8.5,13.0,15.0,15.0,15.666666666666654,18.25,19.833333333333325,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,33.069048999999985,107.01888899999996
+99,Harbin,1.0,3.5,8.0,8.0,10.0,10.600000000000016,13.0,18.0,25.0,34.0,45.0,63.0,71.5714285714285,79.75,94.0,100.0,114.0,128.0,146.0,150.0,157.20000000000024,164.0,167.0,182.0,188.0,190.0,192.0,194.0,197.0,197.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,199.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,199.0,200.0,202.0,209.0,209.0,217.0,221.0,224.0,231.0,235.0,238.0,244.0,251.0,254.0,256.0,257.0,259.0,260.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,45.76566659999994,126.61605840000023
+100,Hebei District,5.0,5.0,5.0,6.5,7.0,7.0,8.875,8.0,9.0,9.0,9.0,9.66666666666666,10.0,10.0,10.0,10.0,10.0,10.0,10.444444444444454,11.666666666666655,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,39.16174090000003,117.21320426420903
+101,Hebi,2.0,2.0,2.0,2.0,2.0,5.0,6.0,6.0,6.0,8.0,8.0,10.0,10.0,10.0,11.0,13.0,17.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,35.74795769999997,114.29159569999986
+102,Hechi,1.0,2.0,3.0,3.0,3.0,3.0,4.333333333333337,6.0,6.0,6.0,6.0,7.0,9.0,10.199999999999996,11.0,15.0,19.0,21.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,23.0,23.0,24.0,25.0,25.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,24.498113699999983,108.62962489999995
+103,Hedong District,3.0,3.0,3.0,3.5,5.666666666666672,6.0,6.0,5.333333333333329,5.600000000000007,8.428571428571436,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.25,12.222222222222202,13.0,13.42857142857144,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,35.0900603,118.39725449999986
+104,Hefei,5.714285714285716,9.199999999999992,7.0,13.0,16.0,29.0,39.0,50.0,59.0,59.0,75.0,81.0,93.0,104.0,115.0,128.0,136.0,147.0,150.0,157.0,160.55555555555563,166.0,168.0,169.0,171.0,173.0,173.0,173.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,31.751524349999976,117.33189367636774
+105,Hegang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,47.33558559999993,130.2836717999999
+106,Heihe,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,4.0,4.0,6.0,9.200000000000012,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,48.00000469999996,127.99999199999978
+107,Hengshui,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,37.73643050000004,115.66772289999994
+108,Hengyang,3.0,3.0,3.0,3.6666666666666647,7.0,17.0,20.0,25.0,26.0,30.0,32.0,35.0,37.857142857142875,43.0,43.0,43.0,45.0,45.0,45.0,45.0,45.0,46.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,26.901801900000006,112.60585900000011
+109,Heping District,1.0,1.0,1.0,1.0,1.0,1.6666666666666685,2.625,3.0,3.0,4.0,4.875,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.11805259999997,117.194096580576
+110,Hexi District,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.08100425000005,117.2136866411583
+111,Heyuan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.45454545454546,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,23.746776999999998,114.69544820000009
+112,Heze,1.0,1.0,1.0,3.5999999999999996,4.199999999999993,7.0,7.0,7.666666666666666,8.0,8.142857142857144,9.5,10.0,11.399999999999986,12.33333333333335,13.0,14.0,15.090909090909083,16.0,16.857142857142872,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,35.24772660000004,115.44647609999996
+113,Hezhou,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,4.0,4.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.5,4.5,4.0,4.0,4.0,4.5,4.0,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.0,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,4.5,24.41537300000002,111.54357230000004
+114,Hohhot,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,5.0,5.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.83379629999994,111.67307880000023
+115,Honghe,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,23.234737,102.30113600000001
+116,Hongkou District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,5.0,5.0,5.0,5.0,6.5,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,31.26670299999993,121.50175099999983
+117,Hongqiao District,1.0,1.0,1.0,1.0,1.0,1.0,1.375,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,39.164544950000035,117.14646733034283
+118,Huaibei,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,4.5,6.0,8.0,11.0,13.571428571428566,17.0,22.0,22.0,23.0,23.0,24.0,24.0,24.888888888888903,25.0,26.0,26.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,33.95660980000002,116.79289160000006
+119,Huaihua,3.0,4.5,6.5,9.0,16.0,18.0,23.0,26.0,28.0,31.0,32.0,35.0,35.0,36.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,27.55459900000003,109.96415660000001
+120,Huainan,1.0,1.0,1.0,1.5,2.0,2.142857142857141,6.5,8.666666666666666,8.0,8.333333333333332,11.714285714285698,15.0,18.142857142857128,22.153846153846175,26.777777777777814,28.599999999999966,30.461538461538517,34.5,35.0,36.54545454545452,32.785714285714256,41.333333333333364,38.41666666666664,46.28571428571425,47.85714285714278,44.0625,49.75,46.5,46.5,46.5,44.33333333333337,51.375,34.80000000000002,46.5,43.71428571428575,50.40000000000006,53.0,50.40000000000006,42.599999999999945,46.5,50.40000000000006,56.25,53.0,66.0,50.40000000000006,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,27.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,46.5,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,32.58668259999998,117.01300189999994
+121,Huairou District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.111111111111114,3.0,3.333333333333333,4.25,5.800000000000004,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.645758650000055,116.624596525
+122,Huanggang,12.0,58.22222222222229,112.33333333333339,145.2727272727275,213.0,324.0,422.28571428571456,573.0,726.0,1002.0,1246.0,1422.0,1645.0,1793.5,1897.0,2041.0,2128.5,2252.0,2332.0,2398.0,2624.2857142857115,2791.0,2817.0,2823.0,2829.399999999997,2828.0,2842.7692307692273,2839.0,2853.5714285714257,2889.44444444444,2903.285714285713,2904.0,2904.0,2904.0,2904.0,2904.0,2904.0,2904.799999999995,2905.0,2906.5,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,30.44942429999995,114.86533779999992
+123,Huangpu District,1.0,1.0,1.0,1.0,1.75,2.857142857142857,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,31.233592500000064,121.4798640000002
+124,Huangshan,1.0,1.0,1.0,1.0,4.0,7.0,7.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,30.13439210000001,118.16126890000004
+125,Huangshi,31.0,31.0,31.0,33.72727272727266,53.0,86.0,101.42857142857139,168.0,209.0,252.0,334.0,405.0,509.0,561.25,635.0,703.0,752.875,805.0,835.0,874.0,905.7142857142856,943.0,980.0,988.0,984.0,985.0,983.153846153845,967.0,973.0,991.8888888888902,1000.42857142857,1003.6666666666673,1008.0,1010.625,1013.0,1013.0,1013.0,1013.8000000000017,1014.0,1014.0,1014.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,30.213439900000015,115.06701350000002
+126,Huizhou,3.285714285714282,5.75,7.833333333333342,8.0,10.142857142857132,12.0,17.0,17.5,20.0,22.25,28.0,29.0,32.5,35.0,39.0,44.0,47.61538461538468,50.85714285714285,53.0,53.85714285714286,54.875,56.0,58.0,58.0,58.0,59.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,29.831086099999997,118.33584410000002
+127,Huludao,2.0,2.0,2.0,2.0,2.0,3.800000000000005,4.0,4.0,4.833333333333331,5.0,5.0,5.3333333333333295,6.666666666666674,7.0,7.333333333333327,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,40.75154430000005,120.84047889999985
+128,Hulunbuir,1.0,1.0,1.0,1.0,2.0,2.0,2.0,1.6666666666666683,2.0,2.0,2.0,3.0,3.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,49.21879949999995,119.7431227999999
+129,Huzhou,1.0,1.0,1.0,2.0,3.0,5.0,5.0,6.0,6.0,6.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,10.0,10.0,10.0,10.0,10.0,12.0,10.0,12.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,12.0,10.0,12.0,12.0,30.894299500000052,120.08511139999987
+130,Ji'an,1.0,1.0,2.0,2.75,3.0,4.0,5.0,8.0,11.0,12.0,13.0,15.0,15.0,15.0,16.0,17.0,17.0,18.0,19.0,20.0,20.33333333333334,20.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,27.114478799999986,114.98357440000011
+131,Jiading District,1.0,1.0,1.0,1.0,1.0,1.4285714285714286,2.0,2.0,2.0,2.0,2.0,3.0,3.75,4.0,5.0,5.142857142857154,6.666666666666664,7.1666666666666625,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,31.3838958,121.2461722999998
+132,Jiamusi,1.0,1.0,1.0,1.0,1.0,4.199999999999993,5.0,8.0,11.0,11.0,11.0,11.0,11.0,11.75,13.0,13.0,13.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,46.80877939999994,130.37345559999997
+133,Jiangbei District,2.0,2.0,2.0,2.75,4.0,5.0,7.5,8.0,12.0,13.0,16.0,16.0,16.0,18.0,19.0,20.0,23.0,24.0,24.833333333333325,25.0,25.0,25.333333333333325,26.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,29.966730000000027,121.46569605204338
+134,Jiangmen,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.1666666666666683,3.0,3.0,4.0,6.0,6.700000000000004,9.0,12.090909090909086,14.5,18.230769230769265,19.428571428571388,20.0,20.85714285714288,21.875,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,22.576629399999998,113.07904699999989
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+185,Luoyang,1.0,1.0,1.0,1.8333333333333321,2.0,2.0,2.0,3.0,5.0,7.0,7.0,12.0,17.0,21.0,24.0,25.0,25.0,27.0,28.0,29.0,29.91666666666669,30.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,34.65568729999997,112.42096289999995
+186,Luzhou,1.0,1.0,1.2857142857142876,3.0,4.0,5.0,5.0,5.0,5.0,6.0,7.0,9.0,10.0,12.0,13.0,13.0,16.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,20.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,28.874514500000007,105.43941830000017
+187,Lüliang,1.0,1.0,1.0,1.0,3.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,37.5200946,111.14448910000007
+188,Ma'anshan,4.0,4.0,5.5,7.0,10.0,11.0,14.0,14.0,20.0,27.0,28.0,28.0,29.714285714285715,34.5714285714286,30.0,31.0,31.0,31.0,32.0,32.0,32.0,34.0,35.0,36.0,36.0,36.0,37.0,37.0,37.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,31.68661049999998,118.50483770000002
+189,Macau,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,22.17576050000001,113.5514142
+190,Maoming,2.5999999999999965,2.5999999999999965,2.5999999999999965,2.5999999999999965,2.5999999999999965,2.5999999999999965,3.0,3.0,3.0,3.0,4.0,5.0,5.6999999999999975,6.0,6.0,7.0,9.615384615384633,10.0,11.0,12.71428571428571,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,21.665656200000033,110.91963150000016
+191,Meihekou,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,42.566859499999985,125.7838795999999
+192,Meishan,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,2.0,2.0,3.0,5.0,5.0,5.0,5.0,6.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,30.076535700000015,103.8432022999998
+193,Meizhou,1.0,1.0,1.0,1.8000000000000018,3.285714285714282,4.0,5.0,5.0,5.75,6.5,7.5,9.0,9.899999999999984,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,24.30535519999998,116.11774359999986
+194,Mentougou District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.3333333333333315,2.5555555555555505,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.993823400000075,115.79514457510427
+195,Mianyang,2.0,2.0,4.142857142857147,7.0,8.0,8.0,8.5,11.0,12.0,14.0,17.0,17.0,17.0,18.0,19.0,20.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.5,22.0,22.0,22.0,22.0,22.0,22.5,22.0,22.0,22.5,22.0,22.5,22.0,22.0,22.5,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.5,22.5,22.0,22.0,22.5,22.0,22.5,22.0,22.0,22.5,22.0,22.0,22.5,22.5,22.0,22.0,22.0,22.5,22.5,22.5,22.5,22.5,22.5,22.5,22.5,22.5,22.5,22.5,22.5,22.5,31.458931999999997,104.75010800000011
+196,Minhang District,2.0,2.0,2.0,2.0,2.0,2.0,3.166666666666667,5.0,7.0,7.66666666666666,9.5,10.0,11.75,12.0,12.0,12.571428571428578,14.0,15.33333333333332,17.0,17.400000000000027,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.25,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,31.114766600000042,121.37694290000022
+197,Miyun District,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.800000000000008,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.375103200000005,116.83718380000013
+198,Mudanjiang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,6.0,7.0,8.0,8.0,9.0,9.75,11.0,13.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,20.0,20.0,20.0,20.0,20.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,44.549840600000046,129.62595580000013
+199,Nan'an District,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,3.0,4.0,6.5,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.833333333333327,9.666666666666673,12.555555555555546,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,29.53993960000002,106.68353019999996
+200,Nanchang,1.75,2.8333333333333335,4.0,7.0,17.0,25.0,46.0,67.0,83.0,89.0,103.0,121.0,134.0,149.0,162.0,168.0,179.0,189.0,195.0,199.5,208.0,217.0,222.0,227.0,228.0,229.0,230.0,229.0,229.0,229.0,229.0,229.0,229.0,229.0,229.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,231.0,230.0,231.0,231.0,231.0,231.0,231.0,230.0,230.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,230.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,231.0,28.67926949999998,115.88859870000009
+201,Nanchong,2.0,2.0,2.0,2.0,4.0,5.0,7.0,11.0,16.0,23.0,26.0,27.0,28.0,29.0,30.0,31.0,32.0,33.0,34.0,34.0,34.875,35.0,35.0,35.0,35.0,38.0,38.0,38.0,38.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,30.839161599999944,106.10782019999992
+202,Nanjing,2.5,3.75,5.5,7.0,10.0,14.0,19.0,25.0,28.0,35.0,40.0,44.0,47.0,52.0,57.0,65.0,71.0,78.0,84.0,87.0,89.39999999999989,91.0,91.0,92.0,92.0,92.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,32.06097359999998,118.7916458
+203,Nankai District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.6666666666666685,2.0,2.0,2.625,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.857142857142851,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.10772605000007,117.14923148931234
+204,Nanning,1.0,1.0,1.0,5.0,5.0,7.0,12.333333333333337,16.0,16.0,16.0,22.0,27.0,28.0,29.599999999999977,31.0,32.0,35.0,37.0,41.0,44.0,44.0,47.0,49.0,50.0,51.0,54.0,54.0,54.0,54.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,22.8211654,108.31597560000012
+205,Nanping,1.0,1.0,1.0,1.75,3.0,3.0,3.0,3.0,8.0,8.0,11.0,11.0,11.375,12.0,12.0,14.0,16.0,18.0,19.0,19.0,19.666666666666682,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,26.6417374,118.17363899999994
+206,Nantong,1.0,1.0,1.5,2.4000000000000035,6.0,6.0,9.0,10.0,12.0,17.0,19.0,22.0,24.57142857142861,27.0,29.0,31.0,32.0,33.0,35.0,37.0,37.800000000000026,39.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,31.982789600000004,120.89045879999986
+207,Nanyang,8.0,8.0,13.25,17.0,26.0,31.0,51.0,61.0,66.0,67.57142857142854,81.66666666666663,99.0,107.0,111.0,118.0,128.0,133.0,134.0,136.0,138.0,144.41666666666677,146.0,150.0,151.0,154.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,33.001049599999995,112.52926930000005
+208,Neijiang,1.0,1.0,1.0,1.0,3.0,4.0,4.0,6.0,10.0,11.0,12.0,15.0,15.0,16.0,17.0,17.0,17.0,17.0,18.0,20.0,20.875,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,29.591077600000023,105.0629494000002
+209,Ngawa Tibetan and Qiang Autonomous Prefecture,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,32.41875,102.63663830000016
+210,Ningbo,5.0,5.5,8.333333333333341,13.0,17.0,20.0,41.0,46.0,52.75,66.0,75.0,102.0,120.0,126.0,136.0,141.0,146.0,149.0,151.0,152.60000000000025,153.0,153.0,154.0,155.0,156.0,156.0,156.0,156.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,29.86221939999997,121.62038729999999
+211,Ningde,1.0,1.75,2.8000000000000043,5.25,6.0,7.0,8.0,8.666666666666663,9.0,9.0,12.0,12.0,13.0,16.0,16.0,21.0,23.0,24.0,24.0,24.0,24.6666666666667,25.0,25.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.66556990000001,119.52248949999996
+212,Ningdong County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,38.159380999999975,106.58193350000005
+213,Ordos,2.0,2.0,2.0,2.0,2.0,2.0,2.5,3.0,5.0,6.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,39.608145700000016,109.77636590000007
+214,Panjin,1.0,1.0,1.0,1.8333333333333317,2.0,2.0,3.0,3.3333333333333366,6.5,5.875,7.333333333333327,8.0,8.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,41.1169056,122.06550979999996
+215,Panzhihua,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,7.0,9.0,10.0,10.0,11.0,11.0,11.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,26.586010199999965,101.71792759999991
+216,Pingdingshan,1.0,1.0,1.75,4.5,5.0,5.0,8.0,10.0,11.0,14.0,19.0,28.0,34.0,41.0,46.0,48.0,50.0,52.0,54.0,55.0,55.916666666666636,57.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,33.737474400000046,113.2981436
+217,Pingliang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.5,4.0,7.0,8.0,8.0,8.142857142857151,8.142857142857151,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,35.54101749999997,106.67985440000004
+218,Pingxiang,1.0,1.0,2.0,2.0,2.0,2.0,5.0,8.0,9.0,15.0,18.0,20.0,21.5,23.0,24.0,24.0,24.0,25.0,26.0,27.5,29.0,31.0,32.0,32.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,22.089615000000002,106.8517762000001
+219,Pu'er,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.6666666666666647,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,22.773260000000008,100.9707544
+220,Pudong District,7.0,7.0,7.0,7.0,8.5,11.571428571428571,13.666666666666673,23.20000000000001,31.0,33.5,39.333333333333385,41.80000000000007,45.75,47.0,51.0,52.14285714285716,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.5,59.33333333333329,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,26.171899999999994,108.98799999999994
+221,Putian,1.0,1.0,1.0,7.25,14.0,14.0,17.0,18.66666666666668,25.0,26.0,34.0,37.0,37.5,42.0,43.666666666666615,47.0,47.0,51.0,51.0,52.0,53.333333333333385,54.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,25.434219900000013,119.0074624999999
+222,Putuo District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,5.333333333333326,6.0,6.0,6.111111111111098,7.0,7.0,8.0,8.0,8.0,9.200000000000014,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,29.885886000000024,122.47796430556382
+223,Puyang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,4.0,4.0,5.0,5.0,7.0,9.0,10.0,11.0,13.0,13.0,13.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,35.763134799999996,115.02340710000013
+224,Qiandongnan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,1.5,4.0,4.0,4.0,5.0,5.0,5.0,5.0,6.333333333333337,8.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,26.573796000000012,108.59913599999993
+225,Qianjiang,5.0,5.0,5.0,5.0,7.0,8.0,9.142857142857137,12.0,27.0,35.0,35.0,44.0,54.0,63.166666666666714,74.0,80.0,81.75,85.0,90.0,90.0,93.42857142857147,104.0,116.0,166.0,178.7999999999997,185.0,185.0,185.0,187.57142857142884,188.7777777777775,190.71428571428592,193.0,195.0,195.875,197.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,29.536148000000004,108.76735279999976
+226,Qiannan,1.0,1.0,1.0,1.5,4.0,4.0,4.0,4.0,4.0,5.0,5.0,6.0,6.0,6.0,7.0,7.0,7.0,8.0,14.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,26.065869100000004,107.11761050000003
+227,Qianxinan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.333333333333332,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,25.38807999999997,105.3874
+228,Qijiang District,1.0,1.0,1.0,1.0,2.0,4.0,4.0,4.0,4.0,4.0,7.5,10.0,12.0,13.0,14.0,15.0,15.0,15.0,15.0,17.333333333333346,20.666666666666657,21.333333333333336,22.5,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,28.896247399999996,106.72983550000001
+229,Qingdao,3.444444444444451,5.0,7.0,12.399999999999986,13.79999999999998,15.799999999999976,20.0,21.0,21.0,22.428571428571388,25.75,31.5,34.400000000000055,41.0,43.71428571428575,46.0,48.09090909090904,52.75,53.142857142857196,53.0,53.0,53.857142857142804,56.0,57.0,57.0,58.0,59.0,59.0,59.0,59.0,59.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.75,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,63.0,63.0,63.0,63.0,63.0,63.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,65.0,36.06380339999998,120.37813719999998
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+231,Qingyang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,35.710614600000035,107.63842870000006
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+262,Shunyi District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,5.333333333333326,5.222222222222228,5.0,5.666666666666672,6.0,7.200000000000005,9.0,9.799999999999985,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,40.158330600000106,116.72011452233475
+263,Shuozhou,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,39.33079150000002,112.42354689999979
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+265,Songjiang District,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,7.0,7.0,7.399999999999987,9.5,10.0,10.5,13.14285714285713,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,31.029593249999966,121.2108375344616
+266,Songyuan,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,45.13350249999998,124.8165152000001
+267,Suihua,1.0,1.0,2.0,2.333333333333336,8.0,8.0,10.0,12.0,13.0,14.0,16.0,22.0,23.714285714285737,27.75,39.0,44.0,35.0,37.0,39.0,43.0,44.59999999999996,45.0,46.0,46.0,46.0,46.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,46.65204829999999,126.96074849999981
+268,Suining,1.0,1.6666666666666683,2.0,2.0,3.0,3.0,3.5,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,8.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,33.89636590000005,117.94528400000006
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+272,Tacheng,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,46.7449118,82.9746685
+273,Tai'an,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.6666666666666656,5.75,8.571428571428564,11.75,12.0,13.20000000000002,18.0,20.0,20.0,23.54545454545452,29.75,31.85714285714284,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,33.0,33.800000000000026,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,36.20029680000003,117.08093159999991
+274,Taiyuan,1.0,1.6666666666666685,2.0,2.0,3.0,3.0,3.0,4.0,4.0,6.0,6.0,6.0,9.0,9.0,11.0,12.0,15.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,21.0,21.0,21.0,21.0,21.0,37.856185600000074,112.55617439999989
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+282,Tongliang District,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,4.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,29.814165999999958,106.02909
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+322,Xiqing District,1.0,1.0,1.0,1.0,1.3333333333333321,2.0,2.0,2.0,2.0,2.0,2.125,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.00180855000004,117.15895722706244
+323,Xishuangbanna,1.0,1.0,1.0,1.0,6.0,8.0,10.0,11.666666666666663,12.0,12.0,13.0,13.0,14.5,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,22.01075490000001,100.79600289999992
+324,Xiushan Tujia and Miao Autonomous County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,28.450246999999994,109.00271359999991
+325,Xuancheng,1.0,1.0,1.0,1.0,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,30.941254099999995,118.75401670000001
+326,Xuchang,1.0,1.0,1.0,1.0,2.0,2.0,3.0,8.0,12.0,13.0,15.0,19.0,24.0,26.0,28.0,30.0,31.0,31.0,32.0,34.0,34.0,37.0,37.0,38.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,34.045713299999996,113.8225908000001
+327,Xuhui District,3.0,3.0,3.0,3.0,3.0,4.14285714285715,5.0,5.0,6.2,7.0,8.333333333333343,11.0,12.0,14.0,15.33333333333332,16.0,16.0,16.0,16.0,16.400000000000023,17.0,17.0,17.799999999999972,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,31.163697999999965,121.42799379999998
+328,Xuzhou,3.0,3.0,3.0,3.0,8.0,8.0,15.0,20.0,23.0,30.0,36.0,39.0,42.428571428571445,45.0,49.0,52.0,56.0,60.0,63.0,66.0,70.0,76.0,77.0,78.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,79.0,34.26655409999998,117.1809740999999
+329,Ya'an,1.0,1.0,1.0,1.0,2.0,2.0,2.0,3.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.875,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,29.985931000000004,103.0087943999999
+330,Yan'an,1.0,1.0,1.0,1.5,2.0,2.5,3.0,5.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.85714285714285,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,36.585393200000006,109.48285490000013
+331,Yanbian,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,43.133150699999995,129.2795659000001
+332,Yancheng,1.0,1.0,1.0,1.0,1.0,6.0,6.0,8.0,13.0,15.0,15.0,15.0,15.0,16.0,16.0,17.0,17.0,18.0,18.0,21.0,24.20000000000003,26.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,33.39397069999997,120.13495409999999
+333,Yangjiang,3.0,3.5,6.5,8.0,8.285714285714302,10.0,10.0,10.0,10.0,10.0,10.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,21.852632800000002,111.9593499999998
+334,Yangling District in Xianyang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,34.271725000000046,108.08001830000006
+335,Yangpu District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,4.0,5.0,6.0,6.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,31.26201119999997,121.52143050000022
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diff --git a/Raw/DXYcity0507_confirmed2.csv b/Raw/DXYcity0507_confirmed2.csv
new file mode 100644
index 0000000..d147c92
--- /dev/null
+++ b/Raw/DXYcity0507_confirmed2.csv
@@ -0,0 +1,376 @@
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+6,Baicheng,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,45.61562750000001,122.83608110000016
+7,Baise,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,23.90511040000001,106.61538670000003
+8,Baiyin,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,36.545910799999994,104.13395599999996
+9,Baodi District,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,2.1999999999999997,4.428571428571427,8.25,13.0,15.0,18.0,21.5,25.400000000000027,29.6666666666667,34.25,39.0,40.83333333333335,43.42857142857144,46.0,47.0,49.0,50.0,52.333333333333385,54.0,55.5,57.0,59.25,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,39.58983159999996,117.41230952752545
+10,Baoding,1.0,1.0,3.0,3.0,3.0,6.0,7.0,11.0,11.0,13.0,13.0,13.0,17.0,17.0,18.0,18.0,21.0,26.0,30.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,38.8579735,115.4906959999999
+11,Baoji,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,6.0,7.0,8.0,9.333333333333334,10.0,10.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,34.36458109999997,107.23321839999991
+12,Baoshan,2.0,2.0,2.0,2.3333333333333317,4.0,4.0,5.0,5.833333333333331,7.285714285714281,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,31.406633800000005,121.48515769999996
+13,Baoshan District,1.0,1.0,1.0,1.0,1.0,1.8571428571428592,2.0,2.0,6.799999999999995,8.0,10.0,11.399999999999993,12.0,15.0,16.0,16.142857142857125,17.0,18.0,20.0,20.0,20.0,20.0,20.0,20.5,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.666666666666693,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,31.40663379999993,121.48515770000024
+14,Baoting Li and Miao Autonomous County,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,18.594444,109.64833300000006
+15,Baotou,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,5.0,6.0,6.0,6.75,9.0,9.0,10.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.65491569999996,109.8344586000001
+16,Bayannur,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,3.0,3.0,3.0,3.0,3.75,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,40.74118670000004,107.3826112999998
+17,Bayingolin Mongol Autonomous Prefecture,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.5912926,88.09897710871338
+18,Bazhong,2.0,2.0,2.0,2.0,2.0,2.0,3.0,5.0,8.0,8.0,12.0,12.0,15.0,19.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,31.86893220000001,106.74166179999993
+19,Beichen District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.8888888888888866,4.666666666666666,5.714285714285718,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.249310549999976,117.19869893359004
+20,Beihai,5.0,6.0,8.333333333333327,9.0,11.0,13.0,14.333333333333343,17.0,23.0,23.0,26.0,27.0,29.0,30.200000000000028,31.0,32.0,33.0,35.0,36.0,39.0,39.0,40.0,43.0,43.0,43.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,44.0,21.479908100000006,109.10680609999993
+21,Bengbu,1.0,1.0,1.0,3.0,3.0,3.0,8.0,15.0,15.75,26.0,37.0,43.0,47.28571428571426,61.71428571428575,88.0,99.0,115.0,126.0,134.0,141.0,145.44444444444437,149.0,153.0,157.0,158.0,158.0,159.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,160.0,32.917642200000024,117.38256730000003
+22,Benxi,1.0,1.0,1.25,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,41.29757699999996,123.76465620000005
+23,Bijie,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,4.0,4.0,8.666666666666668,11.0,13.0,15.0,21.0,21.0,21.0,21.0,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,27.305313199999993,105.27780190000011
+24,Binhai New Area,1.0,1.0,1.0,1.0,1.0,1.0,1.125,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.00157720000003,117.7116386999999
+25,Binzhou,1.0,1.0,1.5,3.0,4.0,6.199999999999992,8.333333333333337,9.0,9.0,9.857142857142863,10.5,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,45.77749510000003,127.66467829999982
+26,Bozhou,1.0,3.4000000000000026,5.0,6.0,8.0,15.0,20.0,20.0,24.375,30.0,39.0,48.0,56.57142857142858,66.0,72.0,81.0,87.0,92.0,92.0,97.0,99.66666666666666,106.0,107.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,33.85795940000002,115.77245299999993
+27,Cangzhou,0.5,1.6666666666666679,2.0,2.0,5.0,8.0,12.0,18.0,19.0,19.0,19.0,20.0,20.0,21.0,23.0,28.0,28.0,28.0,32.0,37.0,41.375,45.0,46.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,38.30427959999998,116.85115969999991
+28,Changchun,1.0,1.0,1.0,1.0,1.0,1.0,4.0,4.0,7.0,12.5,17.0,18.0,28.0,29.0,32.0,32.0,37.0,39.0,40.0,42.0,42.0,43.0,44.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,47.0,47.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,49.0,43.8882168,125.31825779999984
+29,Changde,3.0,3.0,5.0,10.333333333333327,19.0,26.0,30.0,37.0,39.0,42.0,45.0,50.0,54.285714285714256,62.0,64.0,66.0,66.0,72.0,73.0,74.71428571428575,76.75,78.0,78.0,79.0,79.0,79.0,79.0,79.0,80.0,80.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,29.03820100000001,111.68820529999995
+30,Changji,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,44.34780120000003,86.68700659999999
+31,Changjiang Li Autonomous County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.5384615384615365,5.0,5.0,6.0,6.0,6.666666666666664,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,19.21972200000001,108.99777799999995
+32,Changning District,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.799999999999995,7.0,7.5,8.0,9.0,10.0,11.0,11.0,11.0,11.0,11.0,12.0,12.799999999999976,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,31.209276200000055,121.38998589999987
+33,Changping District,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.666666666666664,14.0,14.666666666666675,15.0,16.200000000000028,17.0,17.0,18.0,19.0,19.0,22.333333333333307,24.0,24.0,25.0,25.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,40.21414289999994,116.17226818842013
+34,Changsha,7.384615384615377,8.0,13.0,20.666666666666657,24.0,46.0,57.0,68.0,86.0,112.0,125.0,148.0,164.0,179.0,190.0,196.0,205.0,213.0,219.0,222.42857142857127,227.375,238.0,241.0,241.0,241.0,241.0,241.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,242.0,28.197948300000004,112.97133000000005
+35,Changshou District,2.200000000000002,4.4285714285714235,5.0,5.75,7.0,7.0,7.0,8.199999999999992,10.0,10.666666666666668,11.0,12.0,12.0,12.0,12.0,12.0,15.0,15.0,15.833333333333346,16.0,16.888888888888907,17.0,18.0,20.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,29.956916000000028,107.13537499999991
+36,Changzhi,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,5.0,5.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,36.182933600000034,113.09853939999996
+37,Changzhou,5.0,5.0,5.0,6.0,8.0,8.0,10.0,13.0,14.0,15.0,15.0,19.0,23.285714285714274,27.0,29.0,31.0,31.0,31.0,31.0,36.0,37.59999999999995,43.0,43.0,46.0,49.0,50.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,31.81298640000003,119.96920450000003
+38,Chaoyang,1.0,1.9090909090909074,2.0,2.0,2.0,3.400000000000004,4.0,5.0,5.833333333333328,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.92044979999994,116.43691089999996
+39,Chaoyang District,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,23.333333333333314,27.5,35.0,31.888888888888843,36.0,40.66666666666661,46.75,49.80000000000008,53.0,54.60000000000002,56.0,56.0,56.0,56.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,60.0,60.0,60.0,61.0,61.0,70.0,70.0,71.0,71.0,71.0,71.0,71.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,75.0,39.920449799999936,116.43691089999994
+40,Chaozhou,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.399999999999993,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,23.656614600000008,116.62054819999997
+41,Chengde,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,5.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.957718000000064,117.9543248
+42,Chengdu,5.800000000000007,13.0,20.285714285714274,33.0,37.0,46.0,52.5,69.0,72.0,73.0,77.0,87.0,92.0,97.0,102.0,109.0,120.0,123.0,124.0,125.0,130.25,135.0,139.0,140.0,140.0,140.0,141.0,141.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,143.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,144.0,145.0,145.0,146.0,147.0,148.0,148.0,150.0,152.0,152.0,153.0,153.0,153.0,155.0,155.0,157.0,159.0,160.0,162.0,163.0,164.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,165.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,166.0,30.662420500000003,104.06332190000008
+43,Chengmai County,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.9000000000000026,4.0,5.53846153846154,7.0,7.0,7.0,7.333333333333334,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,19.69111099999999,109.98611100000007
+44,Chenzhou,1.0,1.0,2.0,4.0,7.0,7.0,10.0,12.0,13.0,18.0,21.0,22.0,23.714285714285705,25.0,29.0,31.0,32.0,32.0,33.0,37.28571428571427,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,25.795308900000006,113.02872939999999
+45,Chifeng,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,7.0,7.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,42.27999289999993,118.94261309999999
+46,Chizhou,1.0,1.0,1.0,1.0,1.0,1.0,2.0,4.0,4.0,6.0,6.0,10.0,10.857142857142847,11.0,11.0,11.0,12.0,15.0,15.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,30.66710880000003,117.48598849999993
+47,Chongming District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.8000000000000047,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,31.631339300000025,121.5337768000002
+48,Chuxiong,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,25.43203549999999,101.7047854000001
+49,Chuzhou,1.0,1.7999999999999985,2.0,2.0,4.0,4.0,4.0,4.0,5.75,6.0,8.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.888888888888902,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,32.254590100000016,118.32804860000006
+50,Dali,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.92254200000001,44.768268999999975
+51,Dalian,1.0,2.1818181818181843,4.0,4.5,5.0,5.0,5.0,7.0,8.5,10.625,12.0,13.0,13.83333333333335,14.0,14.0,15.5,16.0,16.0,16.0,16.0,16.20000000000002,17.333333333333332,18.0,18.666666666666675,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.5,21.0,24.0,24.0,24.0,24.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,38.91817139999999,121.6282945000001
+52,Dandong,1.0,1.0,1.0,1.5,5.0,5.0,5.0,5.0,5.16666666666667,6.0,6.0,6.0,6.666666666666673,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.12866799999997,124.38634040000015
+53,Danzhou,3.0,3.0,3.0,4.5,5.0,5.0,5.0,5.0,5.900000000000003,6.0,7.0,8.0,9.199999999999992,10.0,10.538461538461544,11.0,11.0,11.0,11.0,13.666666666666664,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,19.51737949999998,109.5697188
+54,Daqing,1.0,1.0,3.0,3.666666666666669,5.0,5.0,5.0,7.0,8.0,8.0,11.0,11.0,11.0,12.5,13.0,13.0,13.0,13.0,14.0,15.0,15.0,18.0,19.0,19.0,20.0,20.0,23.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,46.59690279999996,125.1014811000003
+55,Datong,1.0,1.0,1.0,1.0,1.0,2.6666666666666647,4.0,5.0,6.0,8.0,9.0,9.0,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,11.666666666666655,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,40.092175799999964,113.29509529999999
+56,Daxing District,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,16.333333333333318,19.333333333333307,21.0,26.666666666666664,29.0,29.0,29.75,33.19999999999996,34.0,34.800000000000054,36.0,36.0,37.0,37.666666666666615,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.63606984999991,116.46452139471874
+57,Daxinganling,1.0,1.0,1.0,1.0,1.0,1.0,1.3333333333333315,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,52.34135129999998,124.5619384000001
+58,Dazhou,1.0,1.0,1.0,3.0,3.0,4.0,5.0,8.0,9.0,9.0,11.0,13.0,17.0,20.0,23.0,25.0,25.0,28.0,30.0,33.0,35.625,36.0,36.0,36.0,38.0,39.0,40.0,40.0,41.0,41.0,41.0,41.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,31.21603599999998,107.5027564000001
+59,Dazu District,1.0,1.0,1.0,1.0,1.0,1.0,3.0,4.0,4.0,4.0,5.0,7.0,7.0,7.0,8.666666666666673,10.0,10.8,12.200000000000005,13.833333333333341,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,29.63481660000002,105.7461506999999
+60,Dehong,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,36.0823059,101.71361320000004
+61,Deyang,1.0,1.0,1.0,1.0,1.0,2.0,2.5,7.0,7.0,10.0,10.0,12.0,12.0,12.0,12.0,13.0,16.0,16.0,16.0,16.0,16.875,17.0,17.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,31.124402800000052,104.39012999999984
+62,Dezhou,1.0,1.0,3.0,6.0,8.0,11.0,13.66666666666666,16.0,17.0,18.714285714285722,19.0,19.0,20.5,26.0,27.0,28.40000000000004,30.0,32.0,32.0,33.0,34.5,35.0,36.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.0,37.44866760000002,116.30541599999997
+63,Ding'an County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,19.485832999999992,110.30555599999991
+64,Dingxi,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.333333333333332,3.0,3.0,3.0,3.0,5.0,5.0,8.0,8.0,8.0,8.0,8.0,8.142857142857153,8.142857142857153,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,35.57828079999996,104.61738210000014
+65,Dongcheng District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,2.333333333333336,2.0,3.333333333333333,6.75,7.0,8.0,8.799999999999986,9.0,9.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,39.92690119999998,116.41003949999997
+66,Dongfang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.6666666666666659,2.0,2.833333333333332,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,19.09792860000001,108.64823530000002
+67,Dongguan,1.0,1.0,1.833333333333335,2.0,4.142857142857151,7.0,9.285714285714306,16.0,21.0,25.5,31.0,37.0,43.30000000000008,47.0,53.0,56.0,58.0,60.0,62.0,66.28571428571442,69.625,73.0,81.0,89.0,89.0,91.0,91.0,92.0,93.0,93.0,94.0,96.0,97.0,97.0,97.0,98.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,23.04447120000001,113.74655119999991
+68,Dongli District,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.12330225000004,117.36387376345192
+69,Enshi Tujia and Miao Autonomous Prefecture,11.0,11.0,16.0,21.363636363636317,38.0,51.0,59.57142857142851,75.0,87.0,105.0,111.0,123.0,138.0,143.5,157.0,160.0,169.625,187.0,195.0,203.0,225.28571428571405,237.0,244.0,247.0,248.59999999999974,250.0,249.07692307692292,244.0,244.85714285714255,249.66666666666683,251.0,251.0,251.0,251.0,251.0,251.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,252.0,30.198096499999952,109.67554620000008
+70,Ezhou,1.0,1.0,1.0,11.363636363636367,57.0,84.0,106.28571428571432,189.0,227.0,278.0,306.0,332.0,382.0,419.58333333333326,471.0,569.0,630.25,725.0,790.0,861.0,1035.857142857144,1125.0,1192.0,1230.0,1265.199999999998,1339.0,1342.6923076923092,1338.0,1342.2857142857129,1367.8888888888903,1378.4285714285686,1381.6666666666688,1385.0,1386.75,1389.0,1389.0,1390.0,1390.800000000002,1391.0,1391.0,1391.5,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,1394.0,30.407908399999997,114.87842970000015
+71,Fangchenggang,2.0,2.0,2.0,3.0,3.0,5.0,5.0,7.0,8.0,8.0,9.0,11.0,13.0,14.20000000000001,15.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,21.617753200000006,108.3453556000001
+72,Fangshan District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.1111111111111103,4.666666666666672,7.0,11.0,11.79999999999998,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,39.714531799999925,115.86050079650408
+73,Fengdu County,1.0,1.0,1.0,2.0,3.0,3.0,3.0,3.0,4.111111111111113,5.0,5.0,6.0,6.0,9.0,9.0,9.0,9.0,9.0,9.833333333333329,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,29.889273,107.82278700000005
+74,Fengtai District,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,14.0,16.0,16.77777777777781,18.0,19.333333333333307,20.0,21.20000000000003,26.0,26.800000000000008,30.0,30.0,32.0,34.66666666666663,36.0,37.33333333333338,39.0,39.0,40.0,40.0,40.0,41.0,41.0,41.0,41.0,41.0,41.0,42.0,42.0,42.0,42.0,42.0,42.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,39.85711760000003,116.28041719999982
+75,Fengxian District,1.0,1.0,1.0,1.0,1.0,3.285714285714282,5.0,5.0,5.0,5.0,5.0,5.39999999999999,6.5,7.2222222222222126,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,30.920448700000037,121.46938340000027
+76,Foshan,4.78571428571428,7.125,10.0,13.200000000000026,16.857142857142875,20.400000000000038,25.0,32.16666666666662,38.75,41.0,44.0,47.8000000000001,49.5,54.89999999999994,57.90909090909098,62.333333333333265,66.2307692307693,68.85714285714292,70.0,76.85714285714295,80.625,82.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.25,85.0,85.0,85.0,85.0,87.0,87.0,87.0,89.0,91.0,91.0,91.0,91.0,92.0,92.0,92.0,93.0,94.0,94.0,94.0,95.0,95.0,95.0,95.0,96.0,96.0,96.0,96.0,96.0,96.0,96.66666666666666,97.0,98.0,98.0,98.0,98.0,98.0,99.0,99.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,100.0,23.024768700000045,113.11463349999991
+77,Fuxin,1.5,1.5,1.5,1.5,1.5,1.5,1.5,1.5,1.5,2.375,5.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,42.01517329999996,121.6452867999999
+78,Fuyang,1.428571428571429,6.0,8.5,10.0,21.0,23.0,28.0,38.0,45.875,59.0,65.0,79.0,83.28571428571425,95.0,105.0,113.0,118.0,125.0,132.0,138.0,141.55555555555563,146.0,150.0,152.0,153.0,154.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,32.89267629999997,115.80900010000003
+79,Fuzhou,3.0,4.100000000000004,9.166666666666657,12.0,11.25,20.25,15.833333333333325,27.25,25.0,30.666666666666657,41.0,43.5,50.0,53.5,56.857142857142826,59.0,62.36363636363632,63.39999999999995,64.60000000000005,65.0,66.33333333333329,67.0,66.85714285714288,69.60000000000008,70.0,71.33333333333327,71.14285714285711,71.25,71.25,71.28571428571439,71.4285714285715,71.33333333333327,71.33333333333327,71.33333333333327,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,72.0,27.99579509999998,116.3532450000001
+80,Ganjiang New District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,24.8347205,107.86966149999992
+81,Gannan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.25,4.0,6.0,6.0,6.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,34.51778609999998,102.6590876
+82,Ganzhou,2.0,2.0,7.0,7.0,10.0,16.0,21.0,27.0,30.0,34.0,35.0,42.0,46.5,52.0,59.0,64.0,69.0,71.0,72.0,72.0,74.66666666666661,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,76.0,25.833210300000015,114.92873619999986
+83,Garzê Tibetan Autonomous Prefecture,2.0,2.0,2.0,2.0,3.0,3.0,4.0,5.0,5.0,5.0,6.0,8.0,10.0,12.0,17.0,17.0,17.0,23.0,27.0,36.0,36.875,43.0,44.0,50.0,57.0,62.0,65.0,67.0,68.0,69.0,69.0,69.0,69.0,71.0,74.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,78.0,30.641893900000007,100.5623286
+84,Gongzhuling,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,43.77037840000002,124.76567489999985
+85,Guang'an,1.5999999999999974,2.0,2.0,6.0,7.0,7.0,8.0,13.0,16.0,20.0,21.0,24.0,24.0,24.0,27.0,28.0,28.0,28.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.0,30.459305100000012,106.62866459999995
+86,Guangyuan,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,32.43296370000004,105.85634019999999
+87,Guangzhou,5.285714285714284,10.5,15.5,35.40000000000006,48.14285714285716,63.0,88.71428571428562,107.0,146.75,170.75,196.3333333333333,220.79999999999959,244.20000000000044,267.0,284.4545454545449,299.75,305.8461538461533,313.4285714285718,317.0,322.1428571428578,326.5,328.0,335.0,338.0,339.0,339.0,339.0,339.0,339.0,343.0,345.0,345.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.0,346.40000000000066,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.0,347.5,348.0,351.0,354.0,359.0,365.20000000000005,366.0,369.0,372.5,384.0,388.0,398.0,406.0,414.0,420.0,427.0,432.0,440.0,446.0,451.0,451.0,456.0,463.0,463.0,464.0,467.0,471.0,475.0,479.0,482.0,488.0,490.0,494.0,499.0,499.0,499.0,499.5,500.0,500.0,501.0,502.0,502.0,503.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,504.0,505.0,23.13019639999997,113.25929449999983
+88,Guigang,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.800000000000004,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,23.115193999999985,109.5960462
+89,Guilin,2.0,5.0,11.0,14.0,15.0,16.0,17.333333333333346,18.0,21.0,23.0,24.0,24.0,26.0,26.599999999999984,28.0,29.0,29.0,30.0,30.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,25.277750599999994,110.29180400000011
+90,Guiyang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.25,3.25,6.0,7.0,10.0,12.0,15.0,18.0,18.0,23.333333333333343,27.0,29.0,30.0,32.5,34.0,34.0,34.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,37.0,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.5,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,36.0,26.581411200000023,106.70525439999993
+91,Guyuan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,36.01630320000002,106.24086290000004
+92,Haibei,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,37.719188499999994,100.45655899999998
+93,Haidian District,26.25,26.25,26.25,26.25,26.25,26.25,26.25,26.25,37.0,41.0,41.333333333333385,45.0,45.0,46.5,47.0,49.0,51.39999999999999,54.0,57.0,56.0,56.0,58.0,58.6666666666667,60.0,60.0,60.0,61.0,61.0,61.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.0,63.66666666666672,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,64.0,39.95807180000008,116.2924050000001
+94,Haikou,2.0,3.0,3.0,6.0,7.0,9.0,9.0,9.0,10.800000000000008,11.0,13.0,14.0,15.799999999999992,16.0,18.538461538461544,23.0,23.0,28.0,29.0,29.0,29.0,30.40000000000001,33.0,33.0,34.0,34.0,34.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,20.042362600000015,110.34099359999992
+95,Hancheng,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,35.47625190000003,110.45080289999993
+96,Handan,4.0,4.0,4.0,4.0,4.0,4.0,6.0,7.0,10.0,11.0,11.0,14.0,14.0,18.0,22.0,26.0,27.0,27.0,27.0,29.0,30.75,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,31.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,36.583333000000025,114.48333300000007
+97,Hangzhou,6.0,10.5,17.0,27.0,32.0,51.0,69.0,85.0,94.75,110.0,118.0,132.0,141.0,151.0,156.0,162.0,165.0,155.0,157.0,158.60000000000025,161.5714285714289,165.0,166.0,166.0,168.0,168.0,168.88888888888872,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,169.0,181.0,182.0,182.0,183.0,183.0,183.0,183.0,183.0,183.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,181.0,30.24896339999999,120.20523420000009
+98,Hanzhong,1.0,1.0,1.0,2.0,4.0,6.0,6.0,8.5,13.0,15.0,15.0,15.666666666666654,18.25,19.833333333333325,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,33.069048999999985,107.01888899999996
+99,Harbin,1.0,3.5,8.0,8.0,10.0,10.600000000000016,13.0,18.0,25.0,34.0,45.0,63.0,71.5714285714285,79.75,94.0,100.0,114.0,128.0,146.0,150.0,157.20000000000024,164.0,167.0,182.0,188.0,190.0,192.0,194.0,197.0,197.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,199.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,199.0,200.0,202.0,209.0,209.0,217.0,221.0,224.0,231.0,235.0,238.0,244.0,251.0,254.0,256.0,257.0,259.0,260.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,263.0,45.76566659999994,126.61605840000023
+100,Hebei District,5.0,5.0,5.0,6.5,7.0,7.0,8.875,8.0,9.0,9.0,9.0,9.66666666666666,10.0,10.0,10.0,10.0,10.0,10.0,10.444444444444454,11.666666666666655,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,39.16174090000003,117.21320426420903
+101,Hebi,2.0,2.0,2.0,2.0,2.0,5.0,6.0,6.0,6.0,8.0,8.0,10.0,10.0,10.0,11.0,13.0,17.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,35.74795769999997,114.29159569999986
+102,Hechi,1.0,2.0,3.0,3.0,3.0,3.0,4.333333333333337,6.0,6.0,6.0,6.0,7.0,9.0,10.199999999999996,11.0,15.0,19.0,21.0,21.0,21.0,21.0,21.0,22.0,22.0,22.0,22.0,23.0,23.0,24.0,25.0,25.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,24.498113699999983,108.62962489999995
+103,Hedong District,3.0,3.0,3.0,3.5,5.666666666666672,6.0,6.0,5.333333333333329,5.600000000000007,8.428571428571436,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.25,12.222222222222202,13.0,13.42857142857144,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,35.0900603,118.39725449999986
+104,Hefei,5.714285714285716,9.199999999999992,7.0,13.0,16.0,29.0,39.0,50.0,59.0,59.0,75.0,81.0,93.0,104.0,115.0,128.0,136.0,147.0,150.0,157.0,160.55555555555563,166.0,168.0,169.0,171.0,173.0,173.0,173.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,174.0,31.751524349999976,117.33189367636774
+105,Hegang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,47.33558559999993,130.2836717999999
+106,Heihe,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,4.0,4.0,6.0,9.200000000000012,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,48.00000469999996,127.99999199999978
+107,Hengshui,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,37.73643050000004,115.66772289999994
+108,Hengyang,3.0,3.0,3.0,3.6666666666666647,7.0,17.0,20.0,25.0,26.0,30.0,32.0,35.0,37.857142857142875,43.0,43.0,43.0,45.0,45.0,45.0,45.0,45.0,46.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,26.901801900000006,112.60585900000011
+109,Heping District,1.0,1.0,1.0,1.0,1.0,1.6666666666666685,2.625,3.0,3.0,4.0,4.875,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.11805259999997,117.194096580576
+110,Hexi District,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.08100425000005,117.2136866411583
+111,Heyuan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.45454545454546,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,23.746776999999998,114.69544820000009
+112,Heze,1.0,1.0,1.0,3.5999999999999996,4.199999999999993,7.0,7.0,7.666666666666666,8.0,8.142857142857144,9.5,10.0,11.399999999999986,12.33333333333335,13.0,14.0,15.090909090909083,16.0,16.857142857142872,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,35.24772660000004,115.44647609999996
+113,Hezhou,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,4.0,4.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,24.41537300000002,111.54357230000004
+114,Hohhot,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,5.0,5.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.83379629999994,111.67307880000023
+115,Honghe,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,23.234737,102.30113600000001
+116,Hongkou District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,5.0,5.0,5.0,5.0,6.5,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,31.26670299999993,121.50175099999983
+117,Hongqiao District,1.0,1.0,1.0,1.0,1.0,1.0,1.375,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,39.164544950000035,117.14646733034283
+118,Huaibei,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,4.5,6.0,8.0,11.0,13.571428571428566,17.0,22.0,22.0,23.0,23.0,24.0,24.0,24.888888888888903,25.0,26.0,26.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,33.95660980000002,116.79289160000006
+119,Huaihua,3.0,4.5,6.5,9.0,16.0,18.0,23.0,26.0,28.0,31.0,32.0,35.0,35.0,36.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,27.55459900000003,109.96415660000001
+120,Huainan,1.0,1.0,1.0,1.5,2.0,2.142857142857141,6.5,8.666666666666666,8.0,8.333333333333332,11.714285714285698,15.0,18.142857142857128,22.153846153846175,26.777777777777814,28.599999999999966,30.461538461538517,34.5,35.0,36.54545454545452,32.785714285714256,41.333333333333364,38.41666666666664,46.28571428571425,47.85714285714278,44.0625,49.75,46.5,46.5,46.5,44.33333333333337,51.375,34.80000000000002,46.5,43.71428571428575,50.40000000000006,53.0,50.40000000000006,42.599999999999945,46.5,50.40000000000006,56.25,53.0,66.0,50.40000000000006,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,27.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,46.5,46.5,46.5,46.5,46.5,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,32.58668259999998,117.01300189999994
+121,Huairou District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.111111111111114,3.0,3.333333333333333,4.25,5.800000000000004,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.645758650000055,116.624596525
+122,Huanggang,12.0,58.22222222222229,112.33333333333339,145.2727272727275,213.0,324.0,422.28571428571456,573.0,726.0,1002.0,1246.0,1422.0,1645.0,1793.5,1897.0,2041.0,2128.5,2252.0,2332.0,2398.0,2624.2857142857115,2791.0,2817.0,2823.0,2829.399999999997,2828.0,2842.7692307692273,2839.0,2853.5714285714257,2889.44444444444,2903.285714285713,2904.0,2904.0,2904.0,2904.0,2904.0,2904.0,2904.799999999995,2905.0,2906.5,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,2907.0,30.44942429999995,114.86533779999992
+123,Huangpu District,1.0,1.0,1.0,1.0,1.75,2.857142857142857,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,31.233592500000064,121.4798640000002
+124,Huangshan,1.0,1.0,1.0,1.0,4.0,7.0,7.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,30.13439210000001,118.16126890000004
+125,Huangshi,31.0,31.0,31.0,33.72727272727266,53.0,86.0,101.42857142857139,168.0,209.0,252.0,334.0,405.0,509.0,561.25,635.0,703.0,752.875,805.0,835.0,874.0,905.7142857142856,943.0,980.0,988.0,984.0,985.0,983.153846153845,967.0,973.0,991.8888888888902,1000.42857142857,1003.6666666666673,1008.0,1010.625,1013.0,1013.0,1013.0,1013.8000000000017,1014.0,1014.0,1014.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,1015.0,30.213439900000015,115.06701350000002
+126,Huizhou,3.285714285714282,5.75,7.833333333333342,8.0,10.142857142857132,12.0,17.0,17.5,20.0,22.25,28.0,29.0,32.5,35.0,39.0,44.0,47.61538461538468,50.85714285714285,53.0,53.85714285714286,54.875,56.0,58.0,58.0,58.0,59.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,29.831086099999997,118.33584410000002
+127,Huludao,2.0,2.0,2.0,2.0,2.0,3.800000000000005,4.0,4.0,4.833333333333331,5.0,5.0,5.3333333333333295,6.666666666666674,7.0,7.333333333333327,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,40.75154430000005,120.84047889999985
+128,Hulunbuir,1.0,1.0,1.0,1.0,2.0,2.0,2.0,1.6666666666666683,2.0,2.0,2.0,3.0,3.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,49.21879949999995,119.7431227999999
+129,Huzhou,1.0,1.0,1.0,2.0,3.0,5.0,5.0,6.0,6.0,6.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,30.894299500000052,120.08511139999987
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+131,Jiading District,1.0,1.0,1.0,1.0,1.0,1.4285714285714286,2.0,2.0,2.0,2.0,2.0,3.0,3.75,4.0,5.0,5.142857142857154,6.666666666666664,7.1666666666666625,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,31.3838958,121.2461722999998
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+142,Jing'an District,5.0,5.0,5.0,5.0,5.0,6.714285714285707,8.0,8.0,8.0,9.0,9.0,9.600000000000016,12.75,14.0,14.333333333333325,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,31.229775599999954,121.44305999999975
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+161,Ledong Li Autonomous County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,18.648785449999995,109.02906137301031
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+164,Liangshan,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,27.746288399999997,102.0966149
+165,Liangshan Yi Autonomous Prefecture,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,5.0,5.0,6.0,6.0,7.0,7.0,7.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,11.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,27.746288399999965,102.09661489999986
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+174,Lingshui Li Autonomous County,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,5.0,5.0,5.0,4.300000000000001,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,18.568333000000013,109.9472219999999
+175,Linxia,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,35.54418630000004,103.07157569999988
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+193,Meizhou,1.0,1.0,1.0,1.8000000000000018,3.285714285714282,4.0,5.0,5.0,5.75,6.5,7.5,9.0,9.899999999999984,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,15.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,24.30535519999998,116.11774359999986
+194,Mentougou District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.3333333333333315,2.5555555555555505,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.993823400000075,115.79514457510427
+195,Mianyang,2.0,2.0,4.142857142857147,7.0,8.0,8.0,8.5,11.0,12.0,14.0,17.0,17.0,17.0,18.0,19.0,20.0,20.0,21.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.5,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,31.458931999999997,104.75010800000011
+196,Minhang District,2.0,2.0,2.0,2.0,2.0,2.0,3.166666666666667,5.0,7.0,7.66666666666666,9.5,10.0,11.75,12.0,12.0,12.571428571428578,14.0,15.33333333333332,17.0,17.400000000000027,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.25,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,31.114766600000042,121.37694290000022
+197,Miyun District,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.800000000000008,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.375103200000005,116.83718380000013
+198,Mudanjiang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,6.0,7.0,8.0,8.0,9.0,9.75,11.0,13.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,20.0,20.0,20.0,20.0,20.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,44.549840600000046,129.62595580000013
+199,Nan'an District,1.0,1.0,1.0,1.0,1.0,1.0,2.0,3.0,3.0,4.0,6.5,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.833333333333327,9.666666666666673,12.555555555555546,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,29.53993960000002,106.68353019999996
+200,Nanchang,1.75,2.8333333333333335,4.0,7.0,17.0,25.0,46.0,67.0,83.0,89.0,103.0,121.0,134.0,149.0,162.0,168.0,179.0,189.0,195.0,199.5,208.0,217.0,222.0,227.0,228.0,229.0,230.0,229.0,229.0,229.0,229.0,229.0,229.0,229.0,229.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,231.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,28.67926949999998,115.88859870000009
+201,Nanchong,2.0,2.0,2.0,2.0,4.0,5.0,7.0,11.0,16.0,23.0,26.0,27.0,28.0,29.0,30.0,31.0,32.0,33.0,34.0,34.0,34.875,35.0,35.0,35.0,35.0,38.0,38.0,38.0,38.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,30.839161599999944,106.10782019999992
+202,Nanjing,2.5,3.75,5.5,7.0,10.0,14.0,19.0,25.0,28.0,35.0,40.0,44.0,47.0,52.0,57.0,65.0,71.0,78.0,84.0,87.0,89.39999999999989,91.0,91.0,92.0,92.0,92.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,32.06097359999998,118.7916458
+203,Nankai District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.6666666666666685,2.0,2.0,2.625,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.857142857142851,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.10772605000007,117.14923148931234
+204,Nanning,1.0,1.0,1.0,5.0,5.0,7.0,12.333333333333337,16.0,16.0,16.0,22.0,27.0,28.0,29.599999999999977,31.0,32.0,35.0,37.0,41.0,44.0,44.0,47.0,49.0,50.0,51.0,54.0,54.0,54.0,54.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,22.8211654,108.31597560000012
+205,Nanping,1.0,1.0,1.0,1.75,3.0,3.0,3.0,3.0,8.0,8.0,11.0,11.0,11.375,12.0,12.0,14.0,16.0,18.0,19.0,19.0,19.666666666666682,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,26.6417374,118.17363899999994
+206,Nantong,1.0,1.0,1.5,2.4000000000000035,6.0,6.0,9.0,10.0,12.0,17.0,19.0,22.0,24.57142857142861,27.0,29.0,31.0,32.0,33.0,35.0,37.0,37.800000000000026,39.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,31.982789600000004,120.89045879999986
+207,Nanyang,8.0,8.0,13.25,17.0,26.0,31.0,51.0,61.0,66.0,67.57142857142854,81.66666666666663,99.0,107.0,111.0,118.0,128.0,133.0,134.0,136.0,138.0,144.41666666666677,146.0,150.0,151.0,154.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,156.0,33.001049599999995,112.52926930000005
+208,Neijiang,1.0,1.0,1.0,1.0,3.0,4.0,4.0,6.0,10.0,11.0,12.0,15.0,15.0,16.0,17.0,17.0,17.0,17.0,18.0,20.0,20.875,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,29.591077600000023,105.0629494000002
+209,Ngawa Tibetan and Qiang Autonomous Prefecture,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,32.41875,102.63663830000016
+210,Ningbo,5.0,5.5,8.333333333333341,13.0,17.0,20.0,41.0,46.0,52.75,66.0,75.0,102.0,120.0,126.0,136.0,141.0,146.0,149.0,151.0,152.60000000000025,153.0,153.0,154.0,155.0,156.0,156.0,156.0,156.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,29.86221939999997,121.62038729999999
+211,Ningde,1.0,1.75,2.8000000000000043,5.25,6.0,7.0,8.0,8.666666666666663,9.0,9.0,12.0,12.0,13.0,16.0,16.0,21.0,23.0,24.0,24.0,24.0,24.6666666666667,25.0,25.0,25.0,25.0,25.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.0,26.66556990000001,119.52248949999996
+212,Ningdong County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,38.159380999999975,106.58193350000005
+213,Ordos,2.0,2.0,2.0,2.0,2.0,2.0,2.5,3.0,5.0,6.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,39.608145700000016,109.77636590000007
+214,Panjin,1.0,1.0,1.0,1.8333333333333317,2.0,2.0,3.0,3.3333333333333366,6.5,5.875,7.333333333333327,8.0,8.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,41.1169056,122.06550979999996
+215,Panzhihua,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,7.0,9.0,10.0,10.0,11.0,11.0,11.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,26.586010199999965,101.71792759999991
+216,Pingdingshan,1.0,1.0,1.75,4.5,5.0,5.0,8.0,10.0,11.0,14.0,19.0,28.0,34.0,41.0,46.0,48.0,50.0,52.0,54.0,55.0,55.916666666666636,57.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,33.737474400000046,113.2981436
+217,Pingliang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.5,4.0,7.0,8.0,8.0,8.142857142857151,8.142857142857151,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,35.54101749999997,106.67985440000004
+218,Pingxiang,1.0,1.0,2.0,2.0,2.0,2.0,5.0,8.0,9.0,15.0,18.0,20.0,21.5,23.0,24.0,24.0,24.0,25.0,26.0,27.5,29.0,31.0,32.0,32.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,22.089615000000002,106.8517762000001
+219,Pu'er,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.6666666666666647,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,22.773260000000008,100.9707544
+220,Pudong District,7.0,7.0,7.0,7.0,8.5,11.571428571428571,13.666666666666673,23.20000000000001,31.0,33.5,39.333333333333385,41.80000000000007,45.75,47.0,51.0,52.14285714285716,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.5,59.33333333333329,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,61.0,26.171899999999994,108.98799999999994
+221,Putian,1.0,1.0,1.0,7.25,14.0,14.0,17.0,18.66666666666668,25.0,26.0,34.0,37.0,37.5,42.0,43.666666666666615,47.0,47.0,51.0,51.0,52.0,53.333333333333385,54.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,25.434219900000013,119.0074624999999
+222,Putuo District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,5.333333333333326,6.0,6.0,6.111111111111098,7.0,7.0,8.0,8.0,8.0,9.200000000000014,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,29.885886000000024,122.47796430556382
+223,Puyang,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,4.0,4.0,5.0,5.0,7.0,9.0,10.0,11.0,13.0,13.0,13.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,35.763134799999996,115.02340710000013
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+225,Qianjiang,5.0,5.0,5.0,5.0,7.0,8.0,9.142857142857137,12.0,27.0,35.0,35.0,44.0,54.0,63.166666666666714,74.0,80.0,81.75,85.0,90.0,90.0,93.42857142857147,104.0,116.0,166.0,178.7999999999997,185.0,185.0,185.0,187.57142857142884,188.7777777777775,190.71428571428592,193.0,195.0,195.875,197.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,198.0,29.536148000000004,108.76735279999976
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+227,Qianxinan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.333333333333332,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,25.38807999999997,105.3874
+228,Qijiang District,1.0,1.0,1.0,1.0,2.0,4.0,4.0,4.0,4.0,4.0,7.5,10.0,12.0,13.0,14.0,15.0,15.0,15.0,15.0,17.333333333333346,20.666666666666657,21.333333333333336,22.5,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,28.896247399999996,106.72983550000001
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+257,Shijiazhuang,1.0,3.0,5.0,7.0,9.0,10.0,11.0,11.0,12.0,13.0,16.0,21.0,21.0,24.0,24.0,24.0,24.0,25.0,27.0,27.0,27.0,27.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,38.03999999999998,114.47000000000004
+258,Shijingshan District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,5.0,6.0,6.666666666666666,10.0,12.20000000000002,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,39.904610200000086,116.21679699999981
+259,Shiyan,1.0,3.2222222222222268,17.5,32.72727272727267,65.0,88.0,105.71428571428568,150.0,177.0,212.0,256.0,291.0,318.0,350.08333333333286,395.0,438.0,463.375,481.0,505.0,536.0,558.2857142857152,586.0,597.0,602.0,610.0,626.0,637.0769230769223,641.0,652.1428571428565,657.88888888889,665.8571428571435,668.3333333333343,671.0,671.0,671.0,671.0,671.0,671.8000000000012,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,672.0,32.642067499999946,110.77824660000012
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+261,Shuangyashan,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,4.0,7.0,12.0,14.857142857142872,19.0,36.0,36.0,38.0,38.0,38.0,39.0,39.0,48.0,48.0,49.0,50.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,52.0,46.52272099999994,132.64551600000004
+262,Shunyi District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,5.333333333333326,5.222222222222228,5.0,5.666666666666672,6.0,7.200000000000005,9.0,9.799999999999985,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,40.158330600000106,116.72011452233475
+263,Shuozhou,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,39.33079150000002,112.42354689999979
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+265,Songjiang District,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,7.0,7.0,7.399999999999987,9.5,10.0,10.5,13.14285714285713,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,31.029593249999966,121.2108375344616
+266,Songyuan,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,45.13350249999998,124.8165152000001
+267,Suihua,1.0,1.0,2.0,2.333333333333336,8.0,8.0,10.0,12.0,13.0,14.0,16.0,22.0,23.714285714285737,27.75,39.0,44.0,35.0,37.0,39.0,43.0,44.59999999999996,45.0,46.0,46.0,46.0,46.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,46.65204829999999,126.96074849999981
+268,Suining,1.0,1.6666666666666683,2.0,2.0,3.0,3.0,3.5,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,8.0,10.0,10.0,10.0,10.0,10.0,10.0,12.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,33.89636590000005,117.94528400000006
+269,Suizhou,5.0,5.0,30.833333333333353,46.1818181818181,70.0,116.0,131.42857142857122,228.0,304.0,384.0,458.0,641.0,706.0,823.3333333333335,915.0,953.0,980.125,1049.0,1095.0,1129.0,1155.5714285714307,1206.0,1232.0,1254.0,1264.3999999999978,1278.0,1279.8461538461554,1283.0,1286.4285714285688,1294.0,1299.4285714285688,1302.0,1305.0,1305.875,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,1307.0,31.692165500000062,113.37582300000015
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+302,Wuqing District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.666666666666668,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,39.41188059999998,117.08487604983026
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+305,Wuzhou,1.0,1.0,2.0,2.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,23.47876699999999,111.27709899999992
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+320,Xinyu,1.0,1.0,1.0,2.5,3.0,11.0,11.0,28.0,40.0,43.0,50.0,59.0,66.5,78.0,87.0,95.0,100.0,105.0,110.0,113.5,119.66666666666676,124.0,127.0,129.0,129.0,129.0,129.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,130.0,27.800739100000026,114.93328519999986
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+322,Xiqing District,1.0,1.0,1.0,1.0,1.3333333333333321,2.0,2.0,2.0,2.0,2.0,2.125,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.00180855000004,117.15895722706244
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+324,Xiushan Tujia and Miao Autonomous County,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,28.450246999999994,109.00271359999991
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+327,Xuhui District,3.0,3.0,3.0,3.0,3.0,4.14285714285715,5.0,5.0,6.2,7.0,8.333333333333343,11.0,12.0,14.0,15.33333333333332,16.0,16.0,16.0,16.0,16.400000000000023,17.0,17.0,17.799999999999972,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,31.163697999999965,121.42799379999998
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+338,Yanqing District,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,36.62435850000006,120.43420569999996
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diff --git a/Raw/DXYcity0507_confirmed2_t.csv b/Raw/DXYcity0507_confirmed2_t.csv
new file mode 100644
index 0000000..89d69bd
--- /dev/null
+++ b/Raw/DXYcity0507_confirmed2_t.csv
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diff --git a/Raw/DXYcity0507_confirmed_t.csv b/Raw/DXYcity0507_confirmed_t.csv
new file mode 100644
index 0000000..a095b49
--- /dev/null
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\ No newline at end of file
diff --git a/Raw/DXYcity0507_cured.csv b/Raw/DXYcity0507_cured.csv
new file mode 100644
index 0000000..8be7b1e
--- /dev/null
+++ b/Raw/DXYcity0507_cured.csv
@@ -0,0 +1,376 @@
+,city,01-24,01-25,01-26,01-27,01-28,01-29,01-30,01-31,02-01,02-02,02-03,02-04,02-05,02-06,02-07,02-08,02-09,02-10,02-11,02-12,02-13,02-14,02-15,02-16,02-17,02-18,02-19,02-20,02-21,02-22,02-23,02-24,02-25,02-26,02-27,02-28,02-29,03-01,03-02,03-03,03-04,03-05,03-06,03-07,03-08,03-09,03-10,03-11,03-12,03-13,03-14,03-15,03-16,03-17,03-18,03-19,03-20,03-21,03-22,03-23,03-24,03-25,03-26,03-27,03-28,03-29,03-30,03-31,04-01,04-02,04-03,04-04,04-05,04-06,04-07,04-08,04-09,04-10,04-11,04-12,04-13,04-14,04-15,04-16,04-17,04-18,04-19,04-20,04-21,04-22,04-23,04-24,04-25,04-26,04-27,04-28,04-29,04-30,05-01,05-02,05-03,05-04,05-05,05-06,05-07,Latitude,Longitude
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+2,Anqing,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,3.0,3.0,3.75,6.0,11.25,13.5,15.0,15.0,22.7777777777778,30.5,32.5714285714286,33.666666666666686,34.0,37.88888888888891,42.0,50.42857142857141,54.0,59.5,64.19999999999996,67.66666666666663,69.0,72.0,76.5,79.0,80.0,82.0,82.0,82.0,82.5,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,83.0,30.535868500000028,117.10482140000013
+3,Anshan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,2.0,2.0,2.5,2.5,2.5,2.5,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,41.10812420000001,122.98997049999986
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+5,Anyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333354,1.0,1.0,1.25,2.4285714285714297,3.0,8.444444444444452,10.0,10.0,12.25,14.363636363636372,17.25,19.333333333333343,21.666666666666657,24.857142857142872,27.0,28.599999999999987,30.400000000000016,32.333333333333314,34.59999999999997,38.33333333333331,41.0,42.0,43.5,44.0,47.0,47.0,47.75,48.59999999999996,48.0,52.0,52.66666666666666,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,36.10235519999998,114.33633000000007
+6,Baicheng,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,45.61562750000001,122.83608110000016
+7,Baise,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.39999999999999974,2.0,2.0,2.0,2.0,2.0,2.0,2.200000000000002,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,23.90511040000001,106.61538670000003
+8,Baiyin,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,1.0,1.0,1.0,1.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,36.545910799999994,104.13395599999996
+9,Baodi District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.6666666666666683,7.0,9.0,11.0,12.0,12.0,15.0,17.0,17.0,19.0,26.0,30.0,34.0,39.0,39.0,42.0,45.0,45.0,47.0,47.0,56.0,56.0,56.0,56.0,56.0,57.0,57.0,57.0,57.0,57.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,39.58983159999996,117.41230952752545
+10,Baoding,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.5714285714285725,4.0,4.0,8.0,8.0,8.5,9.0,9.39999999999999,11.0,13.571428571428562,17.399999999999988,19.25,22.200000000000024,26.0,27.0,27.0,28.0,29.0,29.0,29.25,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,32.0,38.8579735,115.4906959999999
+11,Baoji,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,4.25,6.333333333333328,7.0,7.0,7.666666666666675,8.75,9.0,9.0,9.75,10.66666666666666,11.0,11.0,11.75,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.5,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,34.36458109999997,107.23321839999991
+12,Baoshan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3333333333333333,2.0,2.0,2.0,2.6666666666666665,3.0,3.5,5.0,5.0,5.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,31.406633800000005,121.48515769999996
+13,Baoshan District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.39999999999999925,1.0,1.8000000000000016,5.0,6.0,7.0,7.0,8.5,10.0,10.0,10.0,12.0,12.0,12.0,13.0,13.0,13.5,15.0,15.0,15.0,15.0,16.0,16.0,16.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.666666666666693,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,31.40663379999993,121.48515770000024
+14,Baoting Li and Miao Autonomous County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666667,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.3333333333333335,2.3333333333333335,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,18.594444,109.64833300000006
+15,Baotou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.333333333333333,1.400000000000002,2.0,2.0,4.0,4.25,4.25,5.0,5.0,5.0,6.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.5,9.5,9.5,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.65491569999996,109.8344586000001
+16,Bayannur,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,3.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.74118670000004,107.3826112999998
+17,Bayingolin Mongol Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.5912926,88.09897710871338
+18,Bazhong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.16666666666666652,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.6666666666666643,3.0,3.0,3.0,7.333333333333329,10.0,10.0,10.0,10.0,10.0,10.333333333333341,11.0,11.0,12.0,12.0,13.200000000000019,16.666666666666668,18.0,18.0,18.0,18.5,19.66666666666668,20.0,20.571428571428598,21.0,21.0,21.0,21.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,31.86893220000001,106.74166179999993
+19,Beichen District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1999999999999998,0.1999999999999998,0.1999999999999998,0.1999999999999998,0.1999999999999998,0.1999999999999998,0.3333333333333332,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,3.0,3.0,3.0,3.0,3.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.5,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.249310549999976,117.19869893359004
+20,Beihai,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,2.0,2.0,2.0,2.0,2.5,3.0,3.6666666666666643,4.0,4.0,4.0,7.0,7.0,9.0,10.0,14.0,14.0,14.0,14.0,14.0,14.0,22.400000000000006,24.0,29.0,32.0,33.0,33.0,35.0,37.0,37.0,38.0,38.0,38.5,40.0,41.0,41.0,40.66666666666667,42.0,42.0,42.0,42.0,41.5,41.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,43.0,21.479908100000006,109.10680609999993
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+22,Benxi,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7999999999999989,1.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,41.29757699999996,123.76465620000005
+23,Bijie,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,3.0,4.0,5.800000000000003,7.0,8.199999999999994,10.0,10.0,10.0,10.0,13.0,13.0,13.0,14.0,14.0,15.0,15.0,15.0,15.0,16.0,16.0,16.0,16.0,16.0,16.0,17.0,19.0,20.0,21.0,21.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,27.305313199999993,105.27780190000011
+24,Binhai New Area,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.00157720000003,117.7116386999999
+25,Binzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5999999999999974,2.1666666666666656,3.0,4.0,4.0,4.5,5.285714285714281,6.0,6.0,6.571428571428566,8.77777777777779,9.0,9.399999999999986,10.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.875,12.0,12.0,12.0,12.0,13.0,13.75,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,45.77749510000003,127.66467829999982
+26,Bozhou,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.125,2.0,2.0,2.0,2.0,3.285714285714287,5.0,5.0,5.0,6.0,7.0,11.0,14.66666666666666,18.25,24.14285714285713,35.0,35.0,44.333333333333314,49.2,60.0,66.25,71.5,75.80000000000005,80.66666666666661,84.0,87.80000000000007,91.5,99.0,101.0,102.0,104.33333333333333,107.0,107.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,108.0,33.85795940000002,115.77245299999993
+27,Cangzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7999999999999993,2.571428571428573,4.666666666666665,7.0,9.0,10.666666666666664,12.0,12.0,12.285714285714297,14.0,14.0,18.0,18.0,18.0,19.333333333333332,22.0,23.33333333333332,27.142857142857125,28.75,32.0,34.0,36.0,40.0,41.0,42.75,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,38.30427959999998,116.85115969999991
+28,Changchun,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,4.333333333333336,6.0,8.5,11.0,11.5,13.0,13.5,15.0,19.0,19.0,19.0,20.0,21.5,24.0,27.0,28.666666666666693,32.66666666666669,33.0,35.0,35.66666666666668,39.0,39.0,40.0,40.0,42.0,44.0,44.0,44.0,44.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,45.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,46.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,47.0,48.0,48.0,48.0,48.0,48.0,48.0,43.8882168,125.31825779999984
+29,Changde,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.7999999999999983,3.0,11.799999999999999,14.0,14.294117647058814,15.0,15.0,17.571428571428562,22.285714285714295,25.5,26.75,27.875,30.40000000000002,33.0,39.625,47.285714285714256,51.5,56.285714285714256,59.599999999999945,60.83333333333337,61.75,64.85714285714279,66.66666666666661,68.33333333333339,71.25,72.0,72.0,73.59999999999994,78.0,80.0,80.0,80.80000000000008,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,82.0,29.03820100000001,111.68820529999995
+30,Changji,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.5,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,44.34780120000003,86.68700659999999
+31,Changjiang Li Autonomous County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.666666666666667,1.0,1.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,6.666666666666664,6.666666666666664,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,19.21972200000001,108.99777799999995
+32,Changning District,0.0,0.0,0.0,0.0,0.0,0.0,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.14285714285714274,1.3333333333333315,1.8333333333333346,3.0,3.0,3.0,3.0,3.0,6.0,7.0,8.0,8.0,9.5,10.0,10.0,11.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,31.209276200000055,121.38998589999987
+33,Changping District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,40.21414289999994,116.17226818842013
+34,Changsha,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333334,1.0,1.5999999999999992,2.0,2.0,5.199999999999995,6.857142857142852,8.0,14.799999999999988,26.529411764705873,31.5,36.0,44.142857142857146,52.57142857142857,59.875,65.25,71.25,89.0,91.33333333333333,92.0,98.0,120.0,125.0,130.0,141.0,143.0,152.0,159.0,164.0,172.0,174.0,178.0,185.0,186.0,192.0,201.0,207.0,209.0,213.0,216.0,224.0,229.0,232.0,236.0,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,28.197948300000004,112.97133000000005
+35,Changshou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,2.0,2.0,2.6999999999999997,3.0,3.0,3.0,7.444444444444453,8.0,8.25,9.0,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,11.0,13.0,14.0,14.0,14.0,14.0,14.0,15.0,15.0,15.0,16.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,21.0,21.5,21.5,21.5,21.5,21.5,21.5,21.5,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,29.956916000000028,107.13537499999991
+36,Changzhi,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.3333333333333331,1.0,1.0,1.0,1.0,2.0,3.0,3.0,3.0,5.0,6.333333333333327,7.0,7.0,7.0,7.0,7.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,36.182933600000034,113.09853939999996
+37,Changzhou,0.0,0.0,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,1.3333333333333321,2.0,2.5,5.0,5.0,5.399999999999994,6.0,6.0,9.0,11.600000000000014,11.0,11.0,18.0,20.0,26.0,27.0,28.714285714285737,34.25,36.0,36.0,40.0,41.0,43.80000000000005,48.0,48.0,48.0,48.0,50.0,50.0,50.0,50.0,50.0,50.75,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,31.81298640000003,119.96920450000003
+38,Chaoyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,2.0,2.5,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.5,4.5,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,39.92044979999994,116.43691089999996
+39,Chaoyang District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.920449799999936,116.43691089999994
+40,Chaozhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9090909090909078,1.0,1.0,3.4444444444444517,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.833333333333327,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,23.656614600000008,116.62054819999997
+41,Chengde,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.75,1.0,1.0,1.0,1.0,2.1428571428571415,2.8000000000000016,4.5,4.0,4.0,4.0,4.666666666666665,5.5,6.0,6.714285714285719,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.957718000000064,117.9543248
+42,Chengdu,0.0,0.0,0.0,0.0,0.0,0.75,1.0,1.0,2.0,5.0,9.5,10.0,17.0,19.0,24.0,31.7272727272727,34.59999999999995,38.25,40.5,41.0,41.875,43.0,44.0,49.0,53.0,56.0,61.0,69.0,71.0,75.0,78.0,78.0,79.0,81.0,83.0,85.0,88.0,88.0,90.0,92.0,93.0,97.0,98.0,100.0,101.0,102.0,103.0,108.0,113.0,115.0,121.0,122.0,122.0,126.0,131.0,139.33333333333343,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.5,142.0,142.0,143.0,144.0,145.0,146.0,146.0,146.0,151.0,152.0,152.0,153.0,153.0,155.0,157.0,157.0,158.0,159.0,159.0,159.0,161.0,162.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,30.662420500000003,104.06332190000008
+43,Chengmai County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.38461538461538486,0.38461538461538486,0.888888888888889,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,4.0,4.0,4.0,5.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,19.69111099999999,109.98611100000007
+44,Chenzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333334,1.0,1.0,1.0,1.0,1.0,1.2857142857142856,2.4000000000000026,5.199999999999995,7.8823529411764675,8.0,11.75,13.285714285714294,14.571428571428564,15.0,18.5,22.0,22.0,25.333333333333325,26.625,28.142857142857128,29.0,29.857142857142872,30.799999999999972,31.0,31.0,31.0,32.333333333333314,33.66666666666669,34.0,35.0,35.0,35.0,35.5,36.0,36.75,37.599999999999966,38.5,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,25.795308900000006,113.02872939999999
+45,Chifeng,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.333333333333333,1.0,1.0,1.0,1.0,1.5,2.0,2.0,2.0,2.0,2.0,2.0,2.666666666666664,3.0,3.0,3.0,3.0,3.0,3.0,4.75,6.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.5,8.5,8.5,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,42.27999289999993,118.94261309999999
+46,Chizhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,2.5,3.0,3.0,3.0,3.75,4.0,5.333333333333337,6.0,6.0,6.199999999999995,8.285714285714281,10.0,10.0,10.0,10.333333333333327,13.0,13.0,13.0,13.0,13.0,13.0,15.33333333333334,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,30.66710880000003,117.48598849999993
+47,Chongming District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333287,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,31.631339300000025,121.5337768000002
+48,Chuxiong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.333333333333334,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,25.43203549999999,101.7047854000001
+49,Chuzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.5714285714285707,2.0,2.0,2.0,2.5,3.6666666666666656,4.0,4.0,4.75,7.0,7.0,7.0,7.0,7.0,7.714285714285719,8.0,8.0,8.0,8.333333333333329,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.333333333333327,12.5,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,32.254590100000016,118.32804860000006
+50,Dali,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.1666666666666674,3.0,4.199999999999998,5.666666666666664,6.0,6.0,7.333333333333332,10.0,10.0,10.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.92254200000001,44.768268999999975
+51,Dalian,0.0,0.0,0.0,0.0,0.0,0.19999999999999973,1.0,1.0,1.0,1.0,1.0,1.6666666666666685,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.75,4.0,4.0,4.5,5.0,5.0,6.0,9.0,9.0,9.0,9.0,9.0,10.0,11.0,11.0,12.0,12.0,12.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.5,15.5,16.0,16.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,20.0,17.0,20.0,17.0,17.0,17.0,20.0,17.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,18.0,20.0,20.0,20.0,20.0,20.0,38.91817139999999,121.6282945000001
+52,Dandong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666662,1.0,1.0,3.0,3.0,3.0,3.0,3.599999999999996,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.666666666666673,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,9.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.12866799999997,124.38634040000015
+53,Danzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.6,2.0,2.0,2.0,5.333333333333337,8.0,9.0,11.0,11.0,11.75,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,19.51737949999998,109.5697188
+54,Daqing,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.39999999999999925,1.0,1.4000000000000024,2.666666666666663,3.25,5.28571428571428,7.0,7.2000000000000055,8.0,8.0,8.0,9.0,12.0,12.0,14.0,16.0,17.0,17.0,18.0,19.0,20.0,20.0,20.0,20.0,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,24.0,24.0,24.0,24.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,46.59690279999996,125.1014811000003
+55,Datong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,3.0,3.0,3.0,3.0,3.333333333333337,4.0,4.0,4.0,4.0,4.0,5.5,6.0,6.0,6.0,6.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,40.092175799999964,113.29509529999999
+56,Daxing District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,5.166666666666673,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,9.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,39.63606984999991,116.46452139471874
+57,Daxinganling,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666657,1.0,1.0,1.75,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,52.34135129999998,124.5619384000001
+58,Dazhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,3.0,3.5,4.181818181818185,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,8.399999999999988,10.25,11.0,11.0,13.0,13.0,14.0,15.0,16.33333333333333,20.0,24.333333333333304,26.0,27.0,27.40000000000004,28.0,29.0,33.0,36.59999999999995,39.0,39.0,39.0,41.0,41.0,41.0,41.66666666666662,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,31.21603599999998,107.5027564000001
+59,Dazu District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8333333333333337,1.0,1.0,1.0,1.25,2.0,3.0,5.0,5.0,9.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,11.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,29.63481660000002,105.7461506999999
+60,Dehong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.666666666666667,1.6666666666666663,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,36.0823059,101.71361320000004
+61,Deyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5555555555555565,1.0,1.0,1.6666666666666683,4.333333333333331,5.199999999999993,6.75,7.0,7.75,9.0,9.200000000000008,10.0,10.0,10.0,10.399999999999986,11.0,12.333333333333348,13.25,14.0,16.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,31.124402800000052,104.39012999999984
+62,Dezhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.333333333333332,2.0,2.4000000000000035,4.0,4.5,6.0,6.0,6.0,6.571428571428566,7.0,7.0,7.799999999999997,9.0,9.0,10.666666666666655,11.0,11.25,12.0,14.399999999999999,15.0,15.0,15.0,16.0,17.5,18.0,18.0,18.75,21.0,21.0,22.0,24.0,29.0,31.0,32.0,32.25,33.0,33.0,33.0,33.0,34.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,37.44866760000002,116.30541599999997
+63,Ding'an County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6000000000000003,1.0,1.0,1.0,1.6666666666666659,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,19.485832999999992,110.30555599999991
+64,Dingxi,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666666,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,2.0,2.285714285714288,2.285714285714288,5.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.5,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,35.57828079999996,104.61738210000014
+65,Dongcheng District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333287,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,39.92690119999998,116.41003949999997
+66,Dongfang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333335,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,19.09792860000001,108.64823530000002
+67,Dongguan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0999999999999998,1.0,1.0,1.0,1.7692307692307716,2.7142857142857175,4.916666666666674,7.0,7.0,7.0,7.0,10.0,15.416666666666682,19.5555555555556,24.0,25.5,26.333333333333346,30.0,31.0,34.33333333333338,39.0,40.0,42.0,51.666666666666686,58.33333333333328,63.75,67.33333333333324,77.0,81.66666666666677,85.80000000000007,89.0,92.0,94.33333333333333,96.0,96.0,96.0,96.0,96.0,96.0,96.75,97.0,97.0,97.25,98.0,98.0,98.0,98.0,98.5,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.25,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.25,99.0,99.0,99.0,99.0,23.04447120000001,113.74655119999991
+68,Dongli District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333315,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.12330225000004,117.36387376345192
+69,Enshi Tujia and Miao Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07692307692307684,1.444444444444444,4.5,5.0,6.799999999999997,10.0,11.27272727272726,16.733333333333345,22.1875,26.40000000000005,32.0,40.66666666666661,47.57142857142853,58.285714285714356,71.66666666666674,76.0,80.19999999999987,90.0,95.53846153846162,102.0,112.0,115.88888888888873,122.14285714285703,138.33333333333348,151.0,157.125,164.0,172.0,181.0,189.79999999999967,192.66666666666652,198.25,203.0,207.0,219.6666666666667,231.0,231.3333333333332,233.0,233.0,234.3333333333332,235.0,236.0,238.0,239.5,241.66666666666683,242.66666666666683,244.5,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,30.198096499999952,109.67554620000008
+70,Ezhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.22222222222222177,2.0,3.5384615384615428,6.0,7.833333333333338,8.818181818181834,21.266666666666655,45.875,48.0,61.0,72.0,92.42857142857146,116.0,199.0,222.0,239.5999999999998,267.25,298.69230769230825,350.0,375.0,383.555555555555,412.57142857142816,450.66666666666646,497.5,537.875,612.75,685.0,747.0,776.5999999999997,804.0,833.5,860.0,916.8000000000015,926.0,956.0,988.8333333333327,1030.0,1079.0,1111.0,1171.0,1184.0,1212.0,1242.0,1274.0,1280.0,1288.75,1298.0,1303.0,1315.0,1319.0,1324.5,1327.0,1328.0,1330.0,1332.0,1332.0,1332.0,1334.3333333333317,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,30.407908399999997,114.87842970000015
+71,Fangchenggang,0.0,0.0,0.0,0.0,0.25,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,6.0,6.0,6.0,6.0,6.0,6.0,8.399999999999991,8.0,8.0,8.0,10.0,10.0,10.0,10.0,12.0,12.0,12.0,12.0,13.0,15.0,16.0,16.0,16.0,17.0,17.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,21.617753200000006,108.3453556000001
+72,Fangshan District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.714531799999925,115.86050079650408
+73,Fengdu County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333337,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.25,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,6.0,6.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,29.889273,107.82278700000005
+74,Fengtai District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.400000000000004,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.85711760000003,116.28041719999982
+75,Fengxian District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.571428571428571,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.666666666666666,3.0,3.0,3.0,3.0,5.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,30.920448700000037,121.46938340000027
+76,Foshan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08333333333333326,1.0,1.0,1.0,1.0,1.0,2.5,4.0,4.0,4.0,4.0,8.5,15.285714285714276,17.0,18.333333333333304,22.09090909090905,23.0,23.0,24.777777777777814,28.0,33.0,33.16666666666662,34.0,35.59999999999994,36.0,36.0,36.0,39.33333333333339,46.5,47.0,47.0,51.0,63.0,67.0,69.10000000000012,71.0,73.0,76.33333333333321,77.0,77.19999999999987,78.0,78.0,78.0,78.0,80.25,81.0,81.0,81.0,81.0,81.0,81.0,81.0,82.5,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.0,84.33333333333326,85.0,85.0,86.0,86.0,86.0,86.0,86.0,88.0,90.0,90.0,90.0,90.0,90.0,90.0,94.0,94.0,94.0,94.0,94.0,96.0,96.0,97.0,98.0,23.024768700000045,113.11463349999991
+77,Fuxin,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,3.0,3.0,3.0,3.0,4.5,5.0,5.0,6.5,6.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,42.01517329999996,121.6452867999999
+78,Fuyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,3.0,4.714285714285715,8.0,9.666666666666671,12.0,13.0,15.666666666666659,17.0,19.666666666666657,24.25,28.0,33.666666666666686,38.333333333333314,41.666666666666686,60.59999999999995,66.1428571428572,87.25,96.75,101.4,102.66666666666667,106.5,109.60000000000001,113.75,119.0,134.0,134.0,141.0,147.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,155.0,32.89267629999997,115.80900010000003
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+80,Ganjiang New District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,24.8347205,107.86966149999992
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+100,Hebei District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.5555555555555567,2.0,2.0,2.3333333333333344,7.0,7.0,7.0,7.0,8.0,9.0,9.0,9.5,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.666666666666657,10.666666666666657,11.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,39.16174090000003,117.21320426420903
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+103,Hedong District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.14285714285714285,0.14285714285714285,0.14285714285714285,0.14285714285714285,0.14285714285714285,0.14285714285714285,0.6000000000000009,1.0,1.0,1.5555555555555567,2.0,2.0,2.6666666666666643,5.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,35.0900603,118.39725449999986
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+105,Hegang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333329,1.0,1.0,1.0,1.0,1.4000000000000024,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,47.33558559999993,130.2836717999999
+106,Heihe,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.75,3.0,3.1666666666666647,5.285714285714281,9.0,9.0,9.0,9.0,9.0,9.0,10.666666666666654,11.0,11.0,11.0,11.0,11.0,11.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,48.00000469999996,127.99999199999978
+107,Hengshui,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.75,4.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.16666666666667,7.5714285714285685,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,37.73643050000004,115.66772289999994
+108,Hengyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.875,3.6666666666666647,4.0,4.714285714285716,5.0,8.600000000000007,11.352941176470598,14.0,14.5,17.571428571428562,23.0,23.75,25.25,26.75,28.0,28.0,28.0,29.857142857142872,34.5,37.0,37.0,37.0,37.0,38.0,38.0,38.0,38.0,44.5,46.0,47.199999999999996,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,26.901801900000006,112.60585900000011
+109,Heping District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.3333333333333321,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.666666666666672,5.666666666666672,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.11805259999997,117.194096580576
+110,Hexi District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5555555555555565,1.0,1.0,1.3333333333333321,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.08100425000005,117.2136866411583
+111,Heyuan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3571428571428571,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.1666666666666674,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,23.746776999999998,114.69544820000009
+112,Heze,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.19999999999999968,2.0,2.0,2.5999999999999965,3.454545454545458,5.0,5.857142857142847,6.428571428571434,7.0,8.714285714285705,9.333333333333341,11.0,13.0,13.0,13.0,13.0,13.79999999999998,14.25,15.599999999999994,16.799999999999972,17.0,17.0,17.0,17.0,17.0,17.0,17.333333333333325,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,35.24772660000004,115.44647609999996
+113,Hezhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666671,1.5,2.0,2.0,2.0,3.5999999999999965,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,24.41537300000002,111.54357230000004
+114,Hohhot,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.799999999999999,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.83379629999994,111.67307880000023
+115,Honghe,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.8333333333333317,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.0,4.5,5.0,7.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,23.234737,102.30113600000001
+116,Hongkou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.14285714285714274,1.0,1.0,2.0,2.0,2.0,2.0,2.0,3.0,3.666666666666669,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,31.26670299999993,121.50175099999983
+117,Hongqiao District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,39.164544950000035,117.14646733034283
+118,Huaibei,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666671,2.125,4.25,5.0,5.0,5.888888888888887,6.0,6.571428571428575,10.0,10.0,12.111111111111098,13.0,13.857142857142854,14.25,15.0,15.0,17.0,18.5,21.600000000000016,22.0,22.0,24.0,24.0,24.0,24.0,24.5,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,33.95660980000002,116.79289160000006
+119,Huaihua,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,3.0,6.600000000000003,8.800000000000008,14.0,15.0,15.0,19.285714285714306,21.0,22.25,26.0,28.25,30.0,32.0,34.75,37.0,38.0,38.0,38.0,38.0,38.0,39.0,39.33333333333331,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,27.55459900000003,109.96415660000001
+120,Huainan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08333333333333326,0.33333333333333304,0.42857142857142794,0.5,0.785714285714285,1.6153846153846139,2.0,2.3000000000000016,3.3846153846153864,4.5,5.5,6.0,6.0,7.6666666666666705,8.25,15.142857142857132,18.42857142857141,16.9375,22.25,22.714285714285726,24.0,24.75,25.88888888888891,33.5,23.59999999999997,33.59999999999995,32.85714285714285,40.400000000000055,43.66666666666663,42.19999999999996,36.199999999999974,40.5,46.0,52.5,50.333333333333385,63.0,48.59999999999994,64.5,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,27.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,46.5,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,32.58668259999998,117.01300189999994
+121,Huairou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.645758650000055,116.624596525
+122,Huanggang,0.0,0.0,1.6666666666666665,2.1818181818181848,2.0,2.0,2.857142857142858,6.0,13.615384615384611,27.0,32.0,38.923076923077005,52.0,61.166666666666714,72.45454545454531,105.0,137.0,194.20000000000036,285.0,340.0,414.85714285714266,510.857142857143,611.0,716.0,814.1999999999986,941.0,1050.6153846153857,1149.0,1274.0,1378.22222222222,1521.142857142857,1619.3333333333333,1762.5,1843.0,1951.0,2041.0,2119.0,2160.6000000000035,2230.3333333333358,2322.25,2374.5,2472.0,2508.0,2582.0,2631.166666666663,2641.0,2659.428571428574,2677.333333333337,2707.0,2720.0,2730.0,2734.0,2746.0,2760.0,2777.5,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,30.44942429999995,114.86533779999992
+123,Huangpu District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.75,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.333333333333326,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,31.233592500000064,121.4798640000002
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+191,Meihekou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,42.566859499999985,125.7838795999999
+192,Meishan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.75,2.0,2.0,2.0,2.0,2.0,2.75,3.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.5,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,30.076535700000015,103.8432022999998
+193,Meizhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.27272727272727,4.0,4.0,4.0,4.0,4.285714285714281,5.0,6.7777777777777874,7.0,7.0,7.5,8.0,9.666666666666652,10.0,10.333333333333346,11.0,11.0,11.0,11.0,11.833333333333336,12.0,12.0,12.0,12.0,12.0,12.0,12.666666666666671,14.599999999999982,15.0,15.0,15.0,15.0,15.0,15.0,15.5,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,24.30535519999998,116.11774359999986
+194,Mentougou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,39.993823400000075,115.79514457510427
+195,Mianyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.333333333333333,1.0,1.0,2.0,2.0,2.0,2.7272727272727257,3.5999999999999988,4.0,4.0,4.0,4.375,5.0,5.0,6.0,8.333333333333336,9.0,10.0,10.0,10.0,12.0,12.0,12.0,12.375,14.0,14.0,14.833333333333337,15.0,15.666666666666666,16.0,16.0,16.0,18.0,18.0,18.0,18.0,18.0,18.28571428571428,20.0,20.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,31.458931999999997,104.75010800000011
+196,Minhang District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.142857142857142,2.0,2.0,2.0,2.1999999999999966,3.3999999999999977,4.0,4.800000000000008,7.0,8.666666666666657,12.0,14.0,14.75,15.0,15.0,15.0,16.5,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,31.114766600000042,121.37694290000022
+197,Miyun District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.375103200000005,116.83718380000013
+198,Mudanjiang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.6666666666666663,4.857142857142848,6.333333333333333,7.5,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,11.0,11.0,11.0,11.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,16.0,16.0,18.0,44.549840600000046,129.62595580000013
+199,Nan'an District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8888888888888881,1.0,2.0,2.0,3.0,3.0,3.0,5.0,5.0,5.0,5.0,5.0,5.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,10.0,10.0,11.0,11.0,12.0,13.0,13.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,29.53993960000002,106.68353019999996
+200,Nanchang,0.0,0.0,0.0,0.0,0.5,0.5,0.5,1.0,1.0,1.0,4.0,4.0,7.0,10.0,14.0,20.0,27.0,36.5,46.5,50.0,58.333333333333364,68.0,72.0,75.0,89.0,95.0,114.0,133.0,145.0,162.0,178.0,181.0,184.0,187.0,193.0,198.0,202.0,207.0,212.0,216.0,218.0,219.0,222.0,223.0,224.5,225.0,227.0,229.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,28.67926949999998,115.88859870000009
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+203,Nankai District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,4.0,4.666666666666669,4.666666666666669,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.10772605000007,117.14923148931234
+204,Nanning,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,5.0,8.0,9.0,10.0,10.5,11.0,12.5,15.0,16.799999999999983,19.25,23.333333333333332,24.5,26.5,29.0,31.5,34.79999999999997,40.0,43.0,45.0,48.0,51.0,53.33333333333336,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.5,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,22.8211654,108.31597560000012
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+206,Nantong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3333333333333321,2.0,2.0,2.0,3.5,5.0,10.0,10.600000000000014,10.20000000000001,13.399999999999984,15.0,16.75,19.0,22.142857142857125,23.0,23.0,28.0,32.0,33.0,34.0,35.0,37.0,37.0,37.0,37.0,37.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,31.982789600000004,120.89045879999986
+207,Nanyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4285714285714282,1.0,1.3333333333333337,2.0,2.1666666666666683,4.416666666666663,12.214285714285708,19.13333333333333,25.333333333333325,31.0,33.83333333333331,37.166666666666686,44.36363636363634,50.25,55.888888888888836,59.0,65.0,65.69999999999995,66.0,66.0,94.0,108.8000000000001,120.66666666666676,127.33333333333323,129.0,133.5,135.0,145.66666666666677,149.0,149.0,149.0,149.0,149.0,149.0,152.0,152.0,152.0,152.0,152.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,33.001049599999995,112.52926930000005
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+209,Ngawa Tibetan and Qiang Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8888888888888875,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,32.41875,102.63663830000016
+210,Ningbo,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,2.25,4.0,7.0,9.214285714285698,12.0,13.5,16.285714285714278,20.833333333333304,24.40000000000004,31.85714285714281,36.57142857142854,46.0,54.25,62.5,68.0,81.88888888888874,91.0,101.66666666666669,106.0,109.0,114.0,121.66666666666659,122.0,134.60000000000022,138.0,145.75,148.0,149.0,151.0,154.0,154.0,155.0,155.0,155.0,156.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,29.86221939999997,121.62038729999999
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+212,Ningdong County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,38.159380999999975,106.58193350000005
+213,Ordos,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.5,3.0,3.0,3.0,3.0,4.199999999999994,5.0,7.0,7.0,8.0,8.0,9.0,9.0,9.0,9.75,10.0,10.0,10.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,39.608145700000016,109.77636590000007
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+218,Pingxiang,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,2.0,4.0,4.0,5.0,6.0,7.0,9.0,11.0,11.0,13.0,16.0,16.0,18.0,20.0,23.0,24.0,25.0,25.0,25.0,27.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,33.0,22.089615000000002,106.8517762000001
+219,Pu'er,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333334,1.0,1.0,1.6666666666666674,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,22.773260000000008,100.9707544
+220,Pudong District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.333333333333332,6.0,6.285714285714289,8.166666666666657,8.833333333333345,9.333333333333346,10.399999999999984,12.0,12.0,20.79999999999997,27.0,30.33333333333336,34.33333333333337,37.0,37.75,42.0,42.0,43.0,49.0,49.0,50.0,50.0,51.0,52.0,52.0,52.0,52.0,53.0,54.0,54.0,55.0,57.0,58.0,58.0,58.0,58.0,58.33333333333329,59.0,59.0,59.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,60.0,26.171899999999994,108.98799999999994
+221,Putian,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.333333333333332,4.66666666666667,6.39999999999999,8.0,9.5,11.666666666666654,15.333333333333334,17.0,17.0,17.333333333333325,21.0,22.0,22.799999999999972,24.0,27.0,30.0,33.0,36.0,36.0,36.0,39.0,39.0,40.33333333333337,42.666666666666615,46.0,47.75,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,25.434219900000013,119.0074624999999
+222,Putuo District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.7999999999999985,2.0,3.0,4.0,4.0,5.75,7.0,7.0,8.0,8.5,9.0,9.0,9.0,9.0,9.5,10.0,10.0,10.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,29.885886000000024,122.47796430556382
+223,Puyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11111111111111102,1.0,1.0,1.0,1.0,1.375,2.0,2.8333333333333326,4.0,6.699999999999994,7.0,7.0,7.0,7.0,8.0,10.0,10.0,10.5,11.0,13.0,14.5,15.5,16.20000000000001,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,35.763134799999996,115.02340710000013
+224,Qiandongnan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,2.0,2.0,3.5999999999999974,3.5,4.599999999999996,4.0,4.0,4.0,5.0,8.0,8.0,8.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,26.573796000000012,108.59913599999993
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+226,Qiannan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,5.0,5.0,5.5,6.0,7.0,7.0,7.0,7.0,12.0,12.0,12.0,13.0,13.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,26.065869100000004,107.11761050000003
+227,Qianxinan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,2.5,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,25.38807999999997,105.3874
+228,Qijiang District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8888888888888881,1.0,3.5,5.0,6.0,7.0,7.0,11.0,11.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,14.0,14.0,15.0,15.0,16.0,19.0,19.0,19.0,19.0,19.0,20.0,21.0,21.0,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,28.896247399999996,106.72983550000001
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diff --git a/Raw/DXYcity0507_cured2.csv b/Raw/DXYcity0507_cured2.csv
new file mode 100644
index 0000000..ba74d87
--- /dev/null
+++ b/Raw/DXYcity0507_cured2.csv
@@ -0,0 +1,376 @@
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+5,Anyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333354,1.0,1.0,1.25,2.4285714285714297,3.0,8.444444444444452,10.0,10.0,12.25,14.363636363636372,17.25,19.333333333333343,21.666666666666657,24.857142857142872,27.0,28.599999999999987,30.400000000000016,32.333333333333314,34.59999999999997,38.33333333333331,41.0,42.0,43.5,44.0,47.0,47.0,47.75,48.59999999999996,48.0,52.0,52.66666666666666,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,53.0,36.10235519999998,114.33633000000007
+6,Baicheng,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,45.61562750000001,122.83608110000016
+7,Baise,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.39999999999999974,2.0,2.0,2.0,2.0,2.0,2.0,2.200000000000002,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,23.90511040000001,106.61538670000003
+8,Baiyin,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333333,1.0,1.0,1.0,1.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,36.545910799999994,104.13395599999996
+9,Baodi District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.6666666666666683,7.0,9.0,11.0,12.0,12.0,15.0,17.0,17.0,19.0,26.0,30.0,34.0,39.0,39.0,42.0,45.0,45.0,47.0,47.0,56.0,56.0,56.0,56.0,56.0,57.0,57.0,57.0,57.0,57.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,58.0,39.58983159999996,117.41230952752545
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+11,Baoji,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,4.25,6.333333333333328,7.0,7.0,7.666666666666675,8.75,9.0,9.0,9.75,10.66666666666666,11.0,11.0,11.75,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.5,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,34.36458109999997,107.23321839999991
+12,Baoshan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3333333333333333,2.0,2.0,2.0,2.6666666666666665,3.0,3.5,5.0,5.0,5.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,31.406633800000005,121.48515769999996
+13,Baoshan District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.39999999999999925,1.0,1.8000000000000016,5.0,6.0,7.0,7.0,8.5,10.0,10.0,10.0,12.0,12.0,12.0,13.0,13.0,13.5,15.0,15.0,15.0,15.0,16.0,16.0,16.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.666666666666693,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,31.40663379999993,121.48515770000024
+14,Baoting Li and Miao Autonomous County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666667,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.3333333333333335,2.3333333333333335,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,18.594444,109.64833300000006
+15,Baotou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.333333333333333,1.400000000000002,2.0,2.0,4.0,4.25,4.25,5.0,5.0,5.0,6.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.5,9.5,9.5,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.65491569999996,109.8344586000001
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+31,Changjiang Li Autonomous County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.666666666666667,1.0,1.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,6.666666666666664,6.666666666666664,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,19.21972200000001,108.99777799999995
+32,Changning District,0.0,0.0,0.0,0.0,0.0,0.0,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.833333333333333,0.14285714285714274,1.3333333333333315,1.8333333333333346,3.0,3.0,3.0,3.0,3.0,6.0,7.0,8.0,8.0,9.5,10.0,10.0,11.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,31.209276200000055,121.38998589999987
+33,Changping District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,5.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,40.21414289999994,116.17226818842013
+34,Changsha,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333334,1.0,1.5999999999999992,2.0,2.0,5.199999999999995,6.857142857142852,8.0,14.799999999999988,26.529411764705873,31.5,36.0,44.142857142857146,52.57142857142857,59.875,65.25,71.25,89.0,91.33333333333333,92.0,98.0,120.0,125.0,130.0,141.0,143.0,152.0,159.0,164.0,172.0,174.0,178.0,185.0,186.0,192.0,201.0,207.0,209.0,213.0,216.0,224.0,229.0,232.0,236.0,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,238.66666666666652,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,240.0,28.197948300000004,112.97133000000005
+35,Changshou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,2.0,2.0,2.6999999999999997,3.0,3.0,3.0,7.444444444444453,8.0,8.25,9.0,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.0,11.0,13.0,14.0,14.0,14.0,14.0,14.0,15.0,15.0,15.0,16.0,17.0,18.0,18.0,18.0,18.0,19.0,19.0,21.0,21.5,21.5,21.5,21.5,21.5,21.5,21.5,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,29.956916000000028,107.13537499999991
+36,Changzhi,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.3333333333333331,1.0,1.0,1.0,1.0,2.0,3.0,3.0,3.0,5.0,6.333333333333327,7.0,7.0,7.0,7.0,7.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,36.182933600000034,113.09853939999996
+37,Changzhou,0.0,0.0,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,0.25,1.3333333333333321,2.0,2.5,5.0,5.0,5.399999999999994,6.0,6.0,9.0,11.600000000000014,11.0,11.0,18.0,20.0,26.0,27.0,28.714285714285737,34.25,36.0,36.0,40.0,41.0,43.80000000000005,48.0,48.0,48.0,48.0,50.0,50.0,50.0,50.0,50.0,50.75,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,31.81298640000003,119.96920450000003
+38,Chaoyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,2.0,2.5,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.5,4.5,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,39.92044979999994,116.43691089999996
+39,Chaoyang District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.920449799999936,116.43691089999994
+40,Chaozhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.9090909090909078,1.0,1.0,3.4444444444444517,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.833333333333327,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,23.656614600000008,116.62054819999997
+41,Chengde,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.75,1.0,1.0,1.0,1.0,2.1428571428571415,2.8000000000000016,4.5,4.0,4.0,4.0,4.666666666666665,5.5,6.0,6.714285714285719,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.957718000000064,117.9543248
+42,Chengdu,0.0,0.0,0.0,0.0,0.0,0.75,1.0,1.0,2.0,5.0,9.5,10.0,17.0,19.0,24.0,31.7272727272727,34.59999999999995,38.25,40.5,41.0,41.875,43.0,44.0,49.0,53.0,56.0,61.0,69.0,71.0,75.0,78.0,78.0,79.0,81.0,83.0,85.0,88.0,88.0,90.0,92.0,93.0,97.0,98.0,100.0,101.0,102.0,103.0,108.0,113.0,115.0,121.0,122.0,122.0,126.0,131.0,139.33333333333343,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.0,141.5,142.0,142.0,143.0,144.0,145.0,146.0,146.0,146.0,151.0,152.0,152.0,153.0,153.0,155.0,157.0,157.0,158.0,159.0,159.0,159.0,161.0,162.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,163.0,30.662420500000003,104.06332190000008
+43,Chengmai County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.38461538461538486,0.38461538461538486,0.888888888888889,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,4.0,4.0,4.0,5.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,19.69111099999999,109.98611100000007
+44,Chenzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333334,1.0,1.0,1.0,1.0,1.0,1.2857142857142856,2.4000000000000026,5.199999999999995,7.8823529411764675,8.0,11.75,13.285714285714294,14.571428571428564,15.0,18.5,22.0,22.0,25.333333333333325,26.625,28.142857142857128,29.0,29.857142857142872,30.799999999999972,31.0,31.0,31.0,32.333333333333314,33.66666666666669,34.0,35.0,35.0,35.0,35.5,36.0,36.75,37.599999999999966,38.5,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,25.795308900000006,113.02872939999999
+45,Chifeng,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.333333333333333,1.0,1.0,1.0,1.0,1.5,2.0,2.0,2.0,2.0,2.0,2.0,2.666666666666664,3.0,3.0,3.0,3.0,3.0,3.0,4.75,6.5,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.5,8.5,8.5,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,42.27999289999993,118.94261309999999
+46,Chizhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,2.5,3.0,3.0,3.0,3.75,4.0,5.333333333333337,6.0,6.0,6.199999999999995,8.285714285714281,10.0,10.0,10.0,10.333333333333327,13.0,13.0,13.0,13.0,13.0,13.0,15.33333333333334,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,30.66710880000003,117.48598849999993
+47,Chongming District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333287,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,31.631339300000025,121.5337768000002
+48,Chuxiong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.333333333333334,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,25.43203549999999,101.7047854000001
+49,Chuzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.5714285714285707,2.0,2.0,2.0,2.5,3.6666666666666656,4.0,4.0,4.75,7.0,7.0,7.0,7.0,7.0,7.714285714285719,8.0,8.0,8.0,8.333333333333329,9.0,9.0,9.0,10.0,11.0,11.0,11.0,11.333333333333327,12.5,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,32.254590100000016,118.32804860000006
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+51,Dalian,0.0,0.0,0.0,0.0,0.0,0.19999999999999973,1.0,1.0,1.0,1.0,1.0,1.6666666666666685,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.75,4.0,4.0,4.5,5.0,5.0,6.0,9.0,9.0,9.0,9.0,9.0,10.0,11.0,11.0,12.0,12.0,12.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.5,15.5,16.0,16.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,20.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,18.0,18.0,18.0,38.91817139999999,121.6282945000001
+52,Dandong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666662,1.0,1.0,3.0,3.0,3.0,3.0,3.599999999999996,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.666666666666673,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,9.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,40.12866799999997,124.38634040000015
+53,Danzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.6,2.0,2.0,2.0,5.333333333333337,8.0,9.0,11.0,11.0,11.75,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,19.51737949999998,109.5697188
+54,Daqing,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.39999999999999925,1.0,1.4000000000000024,2.666666666666663,3.25,5.28571428571428,7.0,7.2000000000000055,8.0,8.0,8.0,9.0,12.0,12.0,14.0,16.0,17.0,17.0,18.0,19.0,20.0,20.0,20.0,20.0,22.0,22.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,24.0,24.0,24.0,24.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,46.59690279999996,125.1014811000003
+55,Datong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,3.0,3.0,3.0,3.0,3.333333333333337,4.0,4.0,4.0,4.0,4.0,5.5,6.0,6.0,6.0,6.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,40.092175799999964,113.29509529999999
+56,Daxing District,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,5.166666666666673,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,9.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,39.63606984999991,116.46452139471874
+57,Daxinganling,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666657,1.0,1.0,1.75,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,52.34135129999998,124.5619384000001
+58,Dazhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,3.0,3.5,4.181818181818185,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,8.399999999999988,10.25,11.0,11.0,13.0,13.0,14.0,15.0,16.33333333333333,20.0,24.333333333333304,26.0,27.0,27.40000000000004,28.0,29.0,33.0,36.59999999999995,39.0,39.0,39.0,41.0,41.0,41.0,41.66666666666662,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,42.0,31.21603599999998,107.5027564000001
+59,Dazu District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8333333333333337,1.0,1.0,1.0,1.25,2.0,3.0,5.0,5.0,9.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,11.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,29.63481660000002,105.7461506999999
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+61,Deyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5555555555555565,1.0,1.0,1.6666666666666683,4.333333333333331,5.199999999999993,6.75,7.0,7.75,9.0,9.200000000000008,10.0,10.0,10.0,10.399999999999986,11.0,12.333333333333348,13.25,14.0,16.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,31.124402800000052,104.39012999999984
+62,Dezhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.333333333333332,2.0,2.4000000000000035,4.0,4.5,6.0,6.0,6.0,6.571428571428566,7.0,7.0,7.799999999999997,9.0,9.0,10.666666666666655,11.0,11.25,12.0,14.399999999999999,15.0,15.0,15.0,16.0,17.5,18.0,18.0,18.75,21.0,21.0,22.0,24.0,29.0,31.0,32.0,32.25,33.0,33.0,33.0,33.0,34.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,37.44866760000002,116.30541599999997
+63,Ding'an County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6000000000000003,1.0,1.0,1.0,1.6666666666666659,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,19.485832999999992,110.30555599999991
+64,Dingxi,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666666,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5,2.0,2.0,2.285714285714288,2.285714285714288,5.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.5,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,35.57828079999996,104.61738210000014
+65,Dongcheng District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333287,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,39.92690119999998,116.41003949999997
+66,Dongfang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3333333333333335,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,19.09792860000001,108.64823530000002
+67,Dongguan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0999999999999998,1.0,1.0,1.0,1.7692307692307716,2.7142857142857175,4.916666666666674,7.0,7.0,7.0,7.0,10.0,15.416666666666682,19.5555555555556,24.0,25.5,26.333333333333346,30.0,31.0,34.33333333333338,39.0,40.0,42.0,51.666666666666686,58.33333333333328,63.75,67.33333333333324,77.0,81.66666666666677,85.80000000000007,89.0,92.0,94.33333333333333,96.0,96.0,96.0,96.0,96.0,96.0,96.75,97.0,97.0,97.25,98.0,98.0,98.0,98.0,98.5,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.25,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,99.0,23.04447120000001,113.74655119999991
+68,Dongli District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333315,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.12330225000004,117.36387376345192
+69,Enshi Tujia and Miao Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.07692307692307684,1.444444444444444,4.5,5.0,6.799999999999997,10.0,11.27272727272726,16.733333333333345,22.1875,26.40000000000005,32.0,40.66666666666661,47.57142857142853,58.285714285714356,71.66666666666674,76.0,80.19999999999987,90.0,95.53846153846162,102.0,112.0,115.88888888888873,122.14285714285703,138.33333333333348,151.0,157.125,164.0,172.0,181.0,189.79999999999967,192.66666666666652,198.25,203.0,207.0,219.6666666666667,231.0,231.3333333333332,233.0,233.0,234.3333333333332,235.0,236.0,238.0,239.5,241.66666666666683,242.66666666666683,244.5,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,30.198096499999952,109.67554620000008
+70,Ezhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.22222222222222177,2.0,3.5384615384615428,6.0,7.833333333333338,8.818181818181834,21.266666666666655,45.875,48.0,61.0,72.0,92.42857142857146,116.0,199.0,222.0,239.5999999999998,267.25,298.69230769230825,350.0,375.0,383.555555555555,412.57142857142816,450.66666666666646,497.5,537.875,612.75,685.0,747.0,776.5999999999997,804.0,833.5,860.0,916.8000000000015,926.0,956.0,988.8333333333327,1030.0,1079.0,1111.0,1171.0,1184.0,1212.0,1242.0,1274.0,1280.0,1288.75,1298.0,1303.0,1315.0,1319.0,1324.5,1327.0,1328.0,1330.0,1332.0,1332.0,1332.0,1334.3333333333317,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,1335.0,30.407908399999997,114.87842970000015
+71,Fangchenggang,0.0,0.0,0.0,0.0,0.25,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,6.0,6.0,6.0,6.0,6.0,6.0,8.399999999999991,8.0,8.0,8.0,10.0,10.0,10.0,10.0,12.0,12.0,12.0,12.0,13.0,15.0,16.0,16.0,16.0,17.0,17.0,17.0,18.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,21.617753200000006,108.3453556000001
+72,Fangshan District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.5,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.714531799999925,115.86050079650408
+73,Fengdu County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333337,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.25,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,6.0,6.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,29.889273,107.82278700000005
+74,Fengtai District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.400000000000004,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,39.85711760000003,116.28041719999982
+75,Fengxian District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.571428571428571,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.666666666666666,3.0,3.0,3.0,3.0,5.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,30.920448700000037,121.46938340000027
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+107,Hengshui,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.75,4.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.16666666666667,7.5714285714285685,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,37.73643050000004,115.66772289999994
+108,Hengyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.875,3.6666666666666647,4.0,4.714285714285716,5.0,8.600000000000007,11.352941176470598,14.0,14.5,17.571428571428562,23.0,23.75,25.25,26.75,28.0,28.0,28.0,29.857142857142872,34.5,37.0,37.0,37.0,37.0,38.0,38.0,38.0,38.0,44.5,46.0,47.199999999999996,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,48.0,26.901801900000006,112.60585900000011
+109,Heping District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.3333333333333321,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.666666666666672,5.666666666666672,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.11805259999997,117.194096580576
+110,Hexi District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5555555555555565,1.0,1.0,1.3333333333333321,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,39.08100425000005,117.2136866411583
+111,Heyuan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.3571428571428571,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.1666666666666674,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,23.746776999999998,114.69544820000009
+112,Heze,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.19999999999999968,2.0,2.0,2.5999999999999965,3.454545454545458,5.0,5.857142857142847,6.428571428571434,7.0,8.714285714285705,9.333333333333341,11.0,13.0,13.0,13.0,13.0,13.79999999999998,14.25,15.599999999999994,16.799999999999972,17.0,17.0,17.0,17.0,17.0,17.0,17.333333333333325,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,18.0,35.24772660000004,115.44647609999996
+113,Hezhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666671,1.5,2.0,2.0,2.0,3.5999999999999965,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,24.41537300000002,111.54357230000004
+114,Hohhot,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.799999999999999,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,4.0,4.0,4.0,4.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,40.83379629999994,111.67307880000023
+115,Honghe,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.8333333333333317,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.5,4.0,4.0,4.0,4.5,5.0,7.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,23.234737,102.30113600000001
+116,Hongkou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.14285714285714274,1.0,1.0,2.0,2.0,2.0,2.0,2.0,3.0,3.666666666666669,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,31.26670299999993,121.50175099999983
+117,Hongqiao District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,39.164544950000035,117.14646733034283
+118,Huaibei,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.6666666666666671,2.125,4.25,5.0,5.0,5.888888888888887,6.0,6.571428571428575,10.0,10.0,12.111111111111098,13.0,13.857142857142854,14.25,15.0,15.0,17.0,18.5,21.600000000000016,22.0,22.0,24.0,24.0,24.0,24.0,24.5,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,33.95660980000002,116.79289160000006
+119,Huaihua,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,3.0,6.600000000000003,8.800000000000008,14.0,15.0,15.0,19.285714285714306,21.0,22.25,26.0,28.25,30.0,32.0,34.75,37.0,38.0,38.0,38.0,38.0,38.0,39.0,39.33333333333331,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,27.55459900000003,109.96415660000001
+120,Huainan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.08333333333333326,0.33333333333333304,0.42857142857142794,0.5,0.785714285714285,1.6153846153846139,2.0,2.3000000000000016,3.3846153846153864,4.5,5.5,6.0,6.0,7.6666666666666705,8.25,15.142857142857132,18.42857142857141,16.9375,22.25,22.714285714285726,24.0,24.75,25.88888888888891,33.5,23.59999999999997,33.59999999999995,32.85714285714285,40.400000000000055,43.66666666666663,42.19999999999996,36.199999999999974,40.5,46.0,52.5,50.333333333333385,63.0,48.59999999999994,64.5,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,27.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,46.5,46.5,46.5,46.5,46.5,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,66.0,32.58668259999998,117.01300189999994
+121,Huairou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.645758650000055,116.624596525
+122,Huanggang,0.0,0.0,1.6666666666666665,2.1818181818181848,2.0,2.0,2.857142857142858,6.0,13.615384615384611,27.0,32.0,38.923076923077005,52.0,61.166666666666714,72.45454545454531,105.0,137.0,194.20000000000036,285.0,340.0,414.85714285714266,510.857142857143,611.0,716.0,814.1999999999986,941.0,1050.6153846153857,1149.0,1274.0,1378.22222222222,1521.142857142857,1619.3333333333333,1762.5,1843.0,1951.0,2041.0,2119.0,2160.6000000000035,2230.3333333333358,2322.25,2374.5,2472.0,2508.0,2582.0,2631.166666666663,2641.0,2659.428571428574,2677.333333333337,2707.0,2720.0,2730.0,2734.0,2746.0,2760.0,2777.5,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,2782.0,30.44942429999995,114.86533779999992
+123,Huangpu District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.75,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.333333333333326,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,31.233592500000064,121.4798640000002
+124,Huangshan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.0,5.400000000000004,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.666666666666669,8.0,8.5,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,30.13439210000001,118.16126890000004
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+126,Huizhou,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.642857142857141,4.0,4.0,8.875,14.88888888888891,19.45454545454548,26.0,29.333333333333364,35.111111111111185,36.66666666666661,38.0,39.0,44.75,46.0,46.0,48.25,50.0,52.6666666666667,54.1666666666667,57.0,59.0,60.0,61.1428571428571,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,62.0,29.831086099999997,118.33584410000002
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+129,Huzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,2.7142857142857166,3.3333333333333335,4.0,4.0,4.0,4.0,4.0,4.625,5.0,5.4444444444444535,6.0,6.0,6.666666666666667,7.0,7.0,7.0,7.0,7.399999999999987,8.600000000000014,8.5,9.0,9.600000000000016,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,11.0,11.0,11.0,11.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,30.894299500000052,120.08511139999987
+130,Ji'an,0.0,0.0,0.0,0.0,0.6666666666666669,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,4.0,4.5,5.0,5.0,7.0,9.0,10.0,10.0,11.0,11.0,11.0,11.0,11.0,13.0,12.0,13.0,13.0,15.0,15.0,18.0,18.0,20.0,20.0,20.0,21.5,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,27.114478799999986,114.98357440000011
+131,Jiading District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.14285714285714274,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.75,3.0,3.0,3.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,31.3838958,121.2461722999998
+132,Jiamusi,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,1.0,1.0,1.0,2.333333333333336,5.0,5.0,5.0,6.600000000000012,7.0,11.0,11.0,11.0,12.0,14.400000000000007,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,46.80877939999994,130.37345559999997
+133,Jiangbei District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.125,0.222222222222222,1.0,1.0,1.0,1.0,2.0,2.0,2.0,3.0,3.0,3.0,5.0,5.0,9.0,9.0,10.0,10.0,11.0,11.0,14.0,16.0,17.0,19.0,21.0,22.0,23.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,26.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,29.966730000000027,121.46569605204338
+134,Jiangmen,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.19999999999999962,1.0,1.0,1.0,1.5,4.0,4.0,4.0,3.5555555555555483,3.181818181818185,3.0,3.6666666666666696,6.333333333333335,8.666666666666657,9.0,9.0,9.0,9.0,9.0,9.75,10.166666666666652,11.0,12.66666666666667,13.0,13.0,13.0,13.0,16.333333333333314,19.400000000000034,20.0,20.0,21.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,23.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,22.576629399999998,113.07904699999989
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+197,Miyun District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.375103200000005,116.83718380000013
+198,Mudanjiang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.6666666666666663,4.857142857142848,6.333333333333333,7.5,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,11.0,11.0,11.0,11.0,13.0,13.0,13.0,13.0,13.0,13.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,16.0,16.0,18.0,44.549840600000046,129.62595580000013
+199,Nan'an District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8888888888888881,1.0,2.0,2.0,3.0,3.0,3.0,5.0,5.0,5.0,5.0,5.0,5.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,10.0,10.0,11.0,11.0,12.0,13.0,13.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,29.53993960000002,106.68353019999996
+200,Nanchang,0.0,0.0,0.0,0.0,0.5,0.5,0.5,1.0,1.0,1.0,4.0,4.0,7.0,10.0,14.0,20.0,27.0,36.5,46.5,50.0,58.333333333333364,68.0,72.0,75.0,89.0,95.0,114.0,133.0,145.0,162.0,178.0,181.0,184.0,187.0,193.0,198.0,202.0,207.0,212.0,216.0,218.0,219.0,222.0,223.0,224.5,225.0,227.0,229.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,230.0,28.67926949999998,115.88859870000009
+201,Nanchong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333304,2.0,2.0,2.0,2.0,3.25,4.0,4.66666666666667,5.625,6.833333333333328,8.0,9.0,10.0,12.0,13.5,14.5,15.0,18.0,20.0,22.0,22.25,23.0,23.0,23.0,23.0,24.0,28.0,29.0,30.0,32.0,32.0,36.0,36.0,36.0,37.42857142857144,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,30.839161599999944,106.10782019999992
+202,Nanjing,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.0,2.6666666666666643,5.714285714285719,11.0,13.399999999999984,16.25,20.40000000000002,22.0,22.0,22.33333333333331,24.79999999999997,26.20000000000003,27.0,29.75,32.0,32.85714285714285,35.42857142857142,41.857142857142804,48.25,52.0,52.0,53.0,57.0,58.0,58.0,58.0,58.0,59.66666666666663,65.5,70.0,76.0,81.0,86.0,90.5,92.66666666666676,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,93.0,32.06097359999998,118.7916458
+203,Nankai District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,4.0,4.666666666666669,4.666666666666669,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,39.10772605000007,117.14923148931234
+204,Nanning,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,5.0,8.0,9.0,10.0,10.5,11.0,12.5,15.0,16.799999999999983,19.25,23.333333333333332,24.5,26.5,29.0,31.5,34.79999999999997,40.0,43.0,45.0,48.0,51.0,53.33333333333336,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.0,54.5,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,55.0,22.8211654,108.31597560000012
+205,Nanping,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.1666666666666665,1.0,1.4285714285714297,1.6666666666666683,2.333333333333335,3.0,3.0,3.75,4.5,6.333333333333326,7.0,7.5,8.0,8.0,8.0,9.600000000000014,10.0,10.0,11.5,12.0,12.666666666666652,13.666666666666657,14.0,15.0,15.0,17.0,17.66666666666668,18.799999999999976,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,26.6417374,118.17363899999994
+206,Nantong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.3333333333333321,2.0,2.0,2.0,3.5,5.0,10.0,10.600000000000014,10.20000000000001,13.399999999999984,15.0,16.75,19.0,22.142857142857125,23.0,23.0,28.0,32.0,33.0,34.0,35.0,37.0,37.0,37.0,37.0,37.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,40.0,31.982789600000004,120.89045879999986
+207,Nanyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4285714285714282,1.0,1.3333333333333337,2.0,2.1666666666666683,4.416666666666663,12.214285714285708,19.13333333333333,25.333333333333325,31.0,33.83333333333331,37.166666666666686,44.36363636363634,50.25,55.888888888888836,59.0,65.0,65.69999999999995,66.0,66.0,94.0,108.8000000000001,120.66666666666676,127.33333333333323,129.0,133.5,135.0,145.66666666666677,149.0,149.0,149.0,149.0,149.0,149.0,152.0,152.0,152.0,152.0,152.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,153.0,33.001049599999995,112.52926930000005
+208,Neijiang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.333333333333333,1.5454545454545463,2.0,2.0,2.0,2.1666666666666656,3.0,4.0,5.0,5.0,5.444444444444453,6.0,6.0,6.666666666666673,10.0,10.0,10.75,12.0,13.0,13.666666666666655,16.200000000000024,18.0,18.0,18.0,18.0,18.0,18.66666666666668,19.0,19.0,19.5,20.666666666666686,21.0,21.0,21.66666666666669,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,29.591077600000023,105.0629494000002
+209,Ngawa Tibetan and Qiang Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8888888888888875,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,32.41875,102.63663830000016
+210,Ningbo,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.5,1.0,1.0,1.0,2.25,4.0,7.0,9.214285714285698,12.0,13.5,16.285714285714278,20.833333333333304,24.40000000000004,31.85714285714281,36.57142857142854,46.0,54.25,62.5,68.0,81.88888888888874,91.0,101.66666666666669,106.0,109.0,114.0,121.66666666666659,122.0,134.60000000000022,138.0,145.75,148.0,149.0,151.0,154.0,154.0,155.0,155.0,155.0,156.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,157.0,29.86221939999997,121.62038729999999
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+258,Shijingshan District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333287,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,3.6666666666666687,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,39.904610200000086,116.21679699999981
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diff --git a/Raw/DXYcity0507_cured2_t.csv b/Raw/DXYcity0507_cured2_t.csv
new file mode 100644
index 0000000..d5413aa
--- /dev/null
+++ b/Raw/DXYcity0507_cured2_t.csv
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diff --git a/Raw/DXYcity0507_cured_t.csv b/Raw/DXYcity0507_cured_t.csv
new file mode 100644
index 0000000..37e6d05
--- /dev/null
+++ b/Raw/DXYcity0507_cured_t.csv
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\ No newline at end of file
diff --git a/Raw/DXYcity0507_dead.csv b/Raw/DXYcity0507_dead.csv
new file mode 100644
index 0000000..59440b8
--- /dev/null
+++ b/Raw/DXYcity0507_dead.csv
@@ -0,0 +1,376 @@
+,city,01-24,01-25,01-26,01-27,01-28,01-29,01-30,01-31,02-01,02-02,02-03,02-04,02-05,02-06,02-07,02-08,02-09,02-10,02-11,02-12,02-13,02-14,02-15,02-16,02-17,02-18,02-19,02-20,02-21,02-22,02-23,02-24,02-25,02-26,02-27,02-28,02-29,03-01,03-02,03-03,03-04,03-05,03-06,03-07,03-08,03-09,03-10,03-11,03-12,03-13,03-14,03-15,03-16,03-17,03-18,03-19,03-20,03-21,03-22,03-23,03-24,03-25,03-26,03-27,03-28,03-29,03-30,03-31,04-01,04-02,04-03,04-04,04-05,04-06,04-07,04-08,04-09,04-10,04-11,04-12,04-13,04-14,04-15,04-16,04-17,04-18,04-19,04-20,04-21,04-22,04-23,04-24,04-25,04-26,04-27,04-28,04-29,04-30,05-01,05-02,05-03,05-04,05-05,05-06,05-07,Latitude,Longitude
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+35,Changshou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.956916000000028,107.13537499999991
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+39,Chaoyang District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.920449799999936,116.43691089999994
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+65,Dongcheng District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.92690119999998,116.41003949999997
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+67,Dongguan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11111111111111087,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,23.04447120000001,113.74655119999991
+68,Dongli District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.12330225000004,117.36387376345192
+69,Enshi Tujia and Miao Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,3.0,3.8571428571428523,4.0,4.0,4.0,4.0,4.0,3.076923076923075,3.0,3.0,3.0,3.0,3.6666666666666687,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.666666666666672,6.0,6.0,6.0,6.0,6.666666666666666,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,30.198096499999952,109.67554620000008
+70,Ezhou,0.0,0.0,0.0,0.0,0.0,1.0,1.5714285714285718,6.0,9.0,13.0,15.0,18.0,18.0,18.0,18.0,20.0,20.875,24.0,26.0,28.0,29.714285714285744,32.0,33.0,34.0,34.800000000000054,36.0,36.923076923077005,38.0,39.0,39.0,39.857142857142776,40.0,41.0,41.0,42.0,43.0,44.0,46.400000000000034,47.66666666666663,48.0,48.5,52.0,52.66666666666667,54.0,54.0,54.0,54.0,54.0,55.0,55.0,57.0,57.0,57.0,57.0,57.0,58.0,58.0,58.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,59.0,30.407908399999997,114.87842970000015
+71,Fangchenggang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,21.617753200000006,108.3453556000001
+72,Fangshan District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.714531799999925,115.86050079650408
+73,Fengdu County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.889273,107.82278700000005
+74,Fengtai District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.85711760000003,116.28041719999982
+75,Fengxian District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,30.920448700000037,121.46938340000027
+76,Foshan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.024768700000045,113.11463349999991
+77,Fuxin,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,42.01517329999996,121.6452867999999
+78,Fuyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.89267629999997,115.80900010000003
+79,Fuzhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4285714285714283,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.75,0.75,0.7999999999999986,0.5,0.6666666666666659,0.75,0.75,0.8333333333333337,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,0.6666666666666659,1.0,1.0,0.5,0.5,1.0,1.0,1.0,1.0,1.0,0.5,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,0.5,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,27.99579509999998,116.3532450000001
+80,Ganjiang New District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.8347205,107.86966149999992
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+115,Honghe,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,23.234737,102.30113600000001
+116,Hongkou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.26670299999993,121.50175099999983
+117,Hongqiao District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.164544950000035,117.14646733034283
+118,Huaibei,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,33.95660980000002,116.79289160000006
+119,Huaihua,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,27.55459900000003,109.96415660000001
+120,Huainan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.58668259999998,117.01300189999994
+121,Huairou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,0.33333333333333287,40.645758650000055,116.624596525
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+123,Huangpu District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.233592500000064,121.4798640000002
+124,Huangshan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,30.13439210000001,118.16126890000004
+125,Huangshi,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,5.0,6.0,8.571428571428562,11.0,13.0,14.0,14.799999999999974,20.0,24.6153846153846,26.0,27.0,27.777777777777814,28.857142857142822,29.66666666666665,31.0,31.875,33.0,33.0,34.0,34.0,34.66666666666663,35.0,35.5,36.0,36.0,36.0,36.0,37.0,37.0,37.666666666666615,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,38.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,39.0,30.213439900000015,115.06701350000002
+126,Huizhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.831086099999997,118.33584410000002
+127,Huludao,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.25,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,40.75154430000005,120.84047889999985
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+193,Meizhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,24.30535519999998,116.11774359999986
+194,Mentougou District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.993823400000075,115.79514457510427
+195,Mianyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.458931999999997,104.75010800000011
+196,Minhang District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.114766600000042,121.37694290000022
+197,Miyun District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,40.375103200000005,116.83718380000013
+198,Mudanjiang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,44.549840600000046,129.62595580000013
+199,Nan'an District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.53993960000002,106.68353019999996
+200,Nanchang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.67926949999998,115.88859870000009
+201,Nanchong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,30.839161599999944,106.10782019999992
+202,Nanjing,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,32.06097359999998,118.7916458
+203,Nankai District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.10772605000007,117.14923148931234
+204,Nanning,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,22.8211654,108.31597560000012
+205,Nanping,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,26.6417374,118.17363899999994
+206,Nantong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.982789600000004,120.89045879999986
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+324,Xiushan Tujia and Miao Autonomous County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,28.450246999999994,109.00271359999991
+325,Xuancheng,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,30.941254099999995,118.75401670000001
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+327,Xuhui District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,31.163697999999965,121.42799379999998
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diff --git a/Raw/DXYcity0507_dead2.csv b/Raw/DXYcity0507_dead2.csv
new file mode 100644
index 0000000..e90b3f0
--- /dev/null
+++ b/Raw/DXYcity0507_dead2.csv
@@ -0,0 +1,376 @@
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+9,Baodi District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333315,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.5714285714285703,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,39.58983159999996,117.41230952752545
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+14,Baoting Li and Miao Autonomous County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,18.594444,109.64833300000006
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+17,Bayingolin Mongol Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.5912926,88.09897710871338
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+56,Daxing District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.63606984999991,116.46452139471874
+57,Daxinganling,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,52.34135129999998,124.5619384000001
+58,Dazhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.21603599999998,107.5027564000001
+59,Dazu District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,29.63481660000002,105.7461506999999
+60,Dehong,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,36.0823059,101.71361320000004
+61,Deyang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,31.124402800000052,104.39012999999984
+62,Dezhou,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.4285714285714282,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,37.44866760000002,116.30541599999997
+63,Ding'an County,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.8000000000000004,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,19.485832999999992,110.30555599999991
+64,Dingxi,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,35.57828079999996,104.61738210000014
+65,Dongcheng District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.92690119999998,116.41003949999997
+66,Dongfang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,19.09792860000001,108.64823530000002
+67,Dongguan,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.11111111111111087,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,23.04447120000001,113.74655119999991
+68,Dongli District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.12330225000004,117.36387376345192
+69,Enshi Tujia and Miao Autonomous Prefecture,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,3.0,3.8571428571428523,4.0,4.0,4.0,4.0,4.0,3.076923076923075,3.0,3.0,3.0,3.0,3.6666666666666687,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.666666666666672,6.0,6.0,6.0,6.0,6.666666666666666,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,30.198096499999952,109.67554620000008
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+71,Fangchenggang,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,21.617753200000006,108.3453556000001
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+109,Heping District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,39.11805259999997,117.194096580576
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+131,Jiading District,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.33333333333333287,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,31.3838958,121.2461722999998
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diff --git a/Raw/DXYcity0507_dead2_t.csv b/Raw/DXYcity0507_dead2_t.csv
new file mode 100644
index 0000000..776830f
--- /dev/null
+++ b/Raw/DXYcity0507_dead2_t.csv
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diff --git a/Raw/DXYcity0507_dead_t.csv b/Raw/DXYcity0507_dead_t.csv
new file mode 100644
index 0000000..37e6d05
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\ No newline at end of file
diff --git a/Raw/SARS_confirmed.csv b/Raw/SARS_confirmed.csv
new file mode 100644
index 0000000..beed855
--- /dev/null
+++ b/Raw/SARS_confirmed.csv
@@ -0,0 +1,28 @@
+2003-03-31,2003-04-02,2003-04-06,2003-04-09,2003-04-15 12:00,2003-04-18,2003-04-21,2003-04-22 20:00,2003-04-23 20:00,2003-04-24 20:00,2003-04-26 10:00,2003-04-27 10:00,2003-04-28 10:00,2003-04-29 10:00,2003-04-30 10:00,2003-05-01 10:00,2003-05-02 10:00,2003-05-03 10:00,2003-05-04 10:00,2003-05-05 10:00,2003-05-06 10:00,2003-05-07 10:00,2003-05-08 10:00,2003-05-09 10:00,2003-05-10 10:00,2003-05-11 10:00,2003-05-12 10:00,2003-05-13 10:00,2003-05-14 10:00,2003-05-15 10:00,2003-05-16 10:00,2003-05-17 10:00,2003-05-18 10:00,2003-05-19 10:00,2003-05-20 10:00,2003-05-21 10:00,2003-05-22 10:00,2003-05-23 10:00,2003-05-24 10:00,2003-05-25 10:00,2003-05-26 10:00,2003-05-27 10:00,2003-05-28 10:00,2003-05-29 10:00,2003-05-30 10:00,2003-05-31 10:00,2003-06-01 10:00,2003-06-02 10:00,2003-06-03 10:00,2003-06-04 10:00,2003-06-05 10:00,2003-06-06 10:00,2003-06-07 10:00,2003-06-08 10:00,2003-06-09 10:00,2003-06-10 10:00,2003-06-11 10:00,2003-06-12 10:00,2003-06-13 10:00,2003-06-14 10:00,2003-06-15 10:00,2003-06-16 10:00,2003-06-17 10:00,2003-06-18 10:00,2003-06-19 10:00,2003-06-20 10:00,2003-06-21 10:00,2003-06-22 10:00,2003-06-23 10:00,2003-06-24 10:00,2003-06-25 16:00,2003-06-26 16:00,2003-06-28 16:00,2003-06-29 10:00,2003-06-30 10:00,2003-07-02 10:00,2003-07-04 10:00,2003-07-05 10:00,2003-07-08 10:00,2003-07-10 10:00,2003-07-12 10:00,2003-07-13 10:00,2003-07-15 10:00,2003-07-16 10:00,2003-07-17 10:00,2003-07-27 10:00,2003-07-30 10:00,2003-08-02 10:00,2003-08-13 10:00,2003-08-14 10:00,2003-08-15 10:00,2003-08-16 10:00,province,latitude,longitude
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,4.0,4.0,5.0,7.0,7.0,9.0,9.0,8.0,9.0,9.0,9.0,9.0,9.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,Anhui,32.0,117.0
+12.0,12.0,19.0,22.0,37.0,37.0,482.0,693.0,774.0,877.0,988.0,1114.0,1199.0,1347.0,1440.0,1553.0,1636.0,1741.0,1803.0,1897.0,1960.0,2049.0,2136.0,2177.0,2227.0,2265.0,2304.0,2347.0,2370.0,2388.0,2405.0,2420.0,2434.0,2437.0,2444.0,2444.0,2456.0,2465.0,2490.0,2499.0,2504.0,2512.0,2514.0,2517.0,2520.0,2521.0,2522.0,2522.0,2522.0,2522.0,2522.0,2522.0,2523.0,2522.0,2522.0,2522.0,2523.0,2523.0,2522.0,2522.0,2522.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,2521.0,Beijing,39.906217,116.3912757
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,Chongqing,29.5585712,106.5492822
+3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,Fujian,26.5450001,117.842778
+2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,5.0,6.0,6.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,Gansu,38.0000001,101.9999999
+1153.0,1153.0,1203.0,1213.0,1273.0,1273.0,1317.0,1344.0,1359.0,1374.0,1379.0,1382.0,1395.0,1399.0,1405.0,1412.0,1421.0,1432.0,1441.0,1453.0,1465.0,1478.0,1485.0,1502.0,1504.0,1506.0,1509.0,1509.0,1510.0,1513.0,1515.0,1514.0,1514.0,1514.0,1514.0,1513.0,1513.0,1513.0,1513.0,1513.0,1513.0,1512.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1511.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,1512.0,Guangdong,23.1357694,113.1982688
+11.0,11.0,11.0,12.0,12.0,12.0,14.0,15.0,16.0,16.0,16.0,16.0,16.0,17.0,18.0,18.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,21.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,22.0,Guangxi,24.0,109.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Guizhou,27.0,107.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,6.0,6.0,18.0,21.0,27.0,30.0,39.0,48.0,56.0,70.0,79.0,98.0,107.0,113.0,134.0,147.0,156.0,157.0,166.0,177.0,191.0,194.0,200.0,202.0,202.0,210.0,214.0,217.0,221.0,227.0,228.0,223.0,222.0,216.0,216.0,216.0,216.0,216.0,215.0,216.0,216.0,216.0,216.0,216.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,215.0,Hebei,39.0000001,116.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Heilongjiang,48.0000047,127.999992
+3.0,3.0,3.0,3.0,3.0,3.0,3.0,6.0,8.0,9.0,10.0,10.0,11.0,12.0,12.0,13.0,14.0,14.0,14.0,14.0,14.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,15.0,Henan,34.0000001,113.9999999
+1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,Hubei,31.15172525,112.87832224656043
+7.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,Hunan,27.9995878,112.009538
+17.0,17.0,17.0,17.0,17.0,17.0,30.0,36.0,47.0,70.0,74.0,76.0,114.0,120.0,127.0,154.0,180.0,190.0,225.0,230.0,251.0,258.0,266.0,284.0,289.0,288.0,288.0,288.0,288.0,288.0,288.0,290.0,289.0,286.0,287.0,285.0,285.0,286.0,286.0,286.0,286.0,285.0,285.0,284.0,284.0,284.0,284.0,284.0,284.0,284.0,284.0,284.0,284.0,283.0,283.0,283.0,283.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,282.0,Inner Mongolia,43.2443242,114.3251664
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,Jiangsu,33.0000001,119.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Jiangxi,28.0,116.0
+3.0,3.0,3.0,3.0,3.0,3.0,3.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,9.0,14.0,14.0,18.0,21.0,23.0,25.0,26.0,26.0,26.0,26.0,27.0,27.0,30.0,32.0,33.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,35.0,Jilin,42.9995032,125.9816054
+1.0,1.0,1.0,1.0,1.0,1.0,2.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,Liaoning,40.9975197,122.9955469
+5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,Ningxia,37.0000001,105.9999999
+1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,5.0,5.0,5.0,8.0,8.0,8.0,9.0,9.0,9.0,10.0,10.0,10.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,Shaanxi,36.0,109.0
+1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Shandong,36.0000001,118.9999999
+0.0,0.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,6.0,6.0,6.0,6.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,Shanghai,31.2252985,121.4890497
+4.0,4.0,24.0,32.0,82.0,82.0,120.0,157.0,162.0,173.0,195.0,214.0,243.0,266.0,299.0,307.0,311.0,329.0,339.0,360.0,369.0,378.0,391.0,400.0,410.0,416.0,420.0,431.0,435.0,442.0,443.0,443.0,445.0,444.0,445.0,445.0,447.0,447.0,450.0,449.0,450.0,450.0,450.0,450.0,450.0,450.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,448.0,Shanxi,37.0,112.0
+3.0,3.0,4.0,4.0,4.0,4.0,8.0,8.0,8.0,9.0,10.0,12.0,12.0,12.0,12.0,12.0,10.0,10.0,11.0,11.0,11.0,11.0,11.0,13.0,13.0,13.0,13.0,14.0,15.0,15.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,20.0,Sichuan,30.5000001,102.4999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,7.0,8.0,21.0,22.0,22.0,43.0,44.0,49.0,61.0,73.0,91.0,100.0,109.0,120.0,127.0,132.0,141.0,149.0,157.0,163.0,167.0,171.0,174.0,177.0,176.0,176.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,175.0,Tianjin,39.1235635,117.1980785
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Xinjiang,41.7574769,87.16738423046897
+3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,Zhejiang,29.0000001,119.9999999
\ No newline at end of file
diff --git a/Raw/SARS_cured.csv b/Raw/SARS_cured.csv
new file mode 100644
index 0000000..4537e74
--- /dev/null
+++ b/Raw/SARS_cured.csv
@@ -0,0 +1,28 @@
+2003-03-31,2003-04-02,2003-04-06,2003-04-09,2003-04-15 12:00,2003-04-18,2003-04-21,2003-04-22 20:00,2003-04-23 20:00,2003-04-24 20:00,2003-04-26 10:00,2003-04-27 10:00,2003-04-28 10:00,2003-04-29 10:00,2003-04-30 10:00,2003-05-01 10:00,2003-05-02 10:00,2003-05-03 10:00,2003-05-04 10:00,2003-05-05 10:00,2003-05-06 10:00,2003-05-07 10:00,2003-05-08 10:00,2003-05-09 10:00,2003-05-10 10:00,2003-05-11 10:00,2003-05-12 10:00,2003-05-13 10:00,2003-05-14 10:00,2003-05-15 10:00,2003-05-16 10:00,2003-05-17 10:00,2003-05-18 10:00,2003-05-19 10:00,2003-05-20 10:00,2003-05-21 10:00,2003-05-22 10:00,2003-05-23 10:00,2003-05-24 10:00,2003-05-25 10:00,2003-05-26 10:00,2003-05-27 10:00,2003-05-28 10:00,2003-05-29 10:00,2003-05-30 10:00,2003-05-31 10:00,2003-06-01 10:00,2003-06-02 10:00,2003-06-03 10:00,2003-06-04 10:00,2003-06-05 10:00,2003-06-06 10:00,2003-06-07 10:00,2003-06-08 10:00,2003-06-09 10:00,2003-06-10 10:00,2003-06-11 10:00,2003-06-12 10:00,2003-06-13 10:00,2003-06-14 10:00,2003-06-15 10:00,2003-06-16 10:00,2003-06-17 10:00,2003-06-18 10:00,2003-06-19 10:00,2003-06-20 10:00,2003-06-21 10:00,2003-06-22 10:00,2003-06-23 10:00,2003-06-24 10:00,2003-06-25 16:00,2003-06-26 16:00,2003-06-28 16:00,2003-06-29 10:00,2003-06-30 10:00,2003-07-02 10:00,2003-07-04 10:00,2003-07-05 10:00,2003-07-08 10:00,2003-07-10 10:00,2003-07-12 10:00,2003-07-13 10:00,2003-07-15 10:00,2003-07-16 10:00,2003-07-17 10:00,2003-07-27 10:00,2003-07-30 10:00,2003-08-02 10:00,2003-08-13 10:00,2003-08-14 10:00,2003-08-15 10:00,2003-08-16 10:00,province,latitude,longitude
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,3.0,5.0,6.0,6.0,6.0,7.0,7.0,7.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,Anhui,32.0,117.0
+1.0,1.0,1.0,1.0,8.0,8.0,43.0,55.0,64.0,73.0,76.0,78.0,78.0,83.0,90.0,100.0,109.0,115.0,118.0,121.0,134.0,141.0,152.0,168.0,175.0,186.0,203.0,244.0,252.0,257.0,273.0,307.0,332.0,349.0,395.0,447.0,528.0,582.0,667.0,704.0,747.0,828.0,866.0,928.0,1006.0,1087.0,1124.0,1157.0,1189.0,1263.0,1321.0,1403.0,1446.0,1543.0,1653.0,1747.0,1821.0,1876.0,1944.0,1994.0,2015.0,2053.0,2120.0,2154.0,2171.0,2189.0,2231.0,2257.0,2277.0,2280.0,2283.0,2288.0,2292.0,2292.0,2295.0,2295.0,2296.0,2299.0,2301.0,2303.0,2304.0,2306.0,2307.0,2308.0,2309.0,2309.0,2310.0,2311.0,2312.0,2315.0,2318.0,2321.0,Beijing,39.906217,116.3912757
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Chongqing,29.5585712,106.5492822
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,Fujian,26.5450001,117.842778
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,3.0,3.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,Gansu,38.0000001,101.9999999
+1004.0,1004.0,1004.0,1004.0,1063.0,1063.0,1136.0,1146.0,1159.0,1173.0,1178.0,1185.0,1191.0,1201.0,1201.0,1206.0,1208.0,1233.0,1237.0,1245.0,1251.0,1256.0,1273.0,1288.0,1305.0,1314.0,1319.0,1322.0,1327.0,1342.0,1353.0,1355.0,1363.0,1388.0,1415.0,1419.0,1423.0,1428.0,1429.0,1432.0,1433.0,1434.0,1436.0,1438.0,1439.0,1441.0,1442.0,1445.0,1445.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,1447.0,Guangdong,23.1357694,113.1982688
+8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.0,10.0,12.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,13.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,Guangxi,24.0,109.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Guizhou,27.0,107.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,3.0,5.0,9.0,11.0,11.0,13.0,21.0,22.0,27.0,32.0,35.0,43.0,57.0,63.0,79.0,88.0,97.0,108.0,115.0,120.0,133.0,134.0,137.0,140.0,146.0,152.0,155.0,159.0,169.0,179.0,182.0,186.0,191.0,197.0,198.0,199.0,200.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,202.0,Hebei,39.0000001,116.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Heilongjiang,48.0000047,127.999992
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,2.0,3.0,3.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,7.0,7.0,7.0,7.0,7.0,8.0,9.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,Henan,34.0000001,113.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,Hubei,31.15172525,112.87832224656043
+5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,Hunan,27.9995878,112.009538
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,5.0,6.0,6.0,10.0,10.0,13.0,13.0,16.0,18.0,20.0,21.0,23.0,23.0,23.0,36.0,40.0,41.0,52.0,56.0,58.0,61.0,67.0,75.0,80.0,97.0,110.0,127.0,131.0,141.0,156.0,165.0,166.0,171.0,180.0,190.0,196.0,207.0,216.0,224.0,231.0,244.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,245.0,Inner Mongolia,43.2443242,114.3251664
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,Jiangsu,33.0000001,119.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Jiangxi,28.0,116.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,3.0,4.0,4.0,7.0,7.0,8.0,9.0,13.0,13.0,15.0,16.0,19.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,Jilin,42.9995032,125.9816054
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,Liaoning,40.9975197,122.9955469
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,Ningxia,37.0000001,105.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,3.0,3.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,6.0,7.0,7.0,8.0,8.0,8.0,8.0,8.0,9.0,9.0,9.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,Shaanxi,36.0,109.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Shandong,36.0000001,118.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,Shanghai,31.2252985,121.4890497
+4.0,4.0,4.0,4.0,7.0,7.0,6.0,13.0,14.0,14.0,14.0,19.0,20.0,21.0,22.0,25.0,32.0,33.0,36.0,36.0,41.0,5.0,54.0,69.0,81.0,87.0,95.0,119.0,142.0,160.0,197.0,203.0,218.0,224.0,232.0,242.0,247.0,259.0,275.0,284.0,289.0,303.0,316.0,325.0,335.0,338.0,339.0,342.0,348.0,354.0,371.0,374.0,375.0,379.0,385.0,391.0,396.0,402.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,403.0,Shanxi,37.0,112.0
+3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,6.0,6.0,7.0,7.0,7.0,8.0,8.0,8.0,9.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,13.0,13.0,13.0,14.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,16.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,17.0,Sichuan,30.5000001,102.4999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,4.0,6.0,8.0,10.0,12.0,14.0,14.0,15.0,19.0,29.0,34.0,38.0,41.0,56.0,60.0,77.0,87.0,94.0,109.0,117.0,128.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,132.0,Tianjin,39.1235635,117.1980785
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Xinjiang,41.7574769,87.16738423046897
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Zhejiang,29.0000001,119.9999999
\ No newline at end of file
diff --git a/Raw/SARS_dead.csv b/Raw/SARS_dead.csv
new file mode 100644
index 0000000..c0b95f6
--- /dev/null
+++ b/Raw/SARS_dead.csv
@@ -0,0 +1,28 @@
+2003-03-31,2003-04-02,2003-04-06,2003-04-09,2003-04-15 12:00,2003-04-18,2003-04-21,2003-04-22 20:00,2003-04-23 20:00,2003-04-24 20:00,2003-04-26 10:00,2003-04-27 10:00,2003-04-28 10:00,2003-04-29 10:00,2003-04-30 10:00,2003-05-01 10:00,2003-05-02 10:00,2003-05-03 10:00,2003-05-04 10:00,2003-05-05 10:00,2003-05-06 10:00,2003-05-07 10:00,2003-05-08 10:00,2003-05-09 10:00,2003-05-10 10:00,2003-05-11 10:00,2003-05-12 10:00,2003-05-13 10:00,2003-05-14 10:00,2003-05-15 10:00,2003-05-16 10:00,2003-05-17 10:00,2003-05-18 10:00,2003-05-19 10:00,2003-05-20 10:00,2003-05-21 10:00,2003-05-22 10:00,2003-05-23 10:00,2003-05-24 10:00,2003-05-25 10:00,2003-05-26 10:00,2003-05-27 10:00,2003-05-28 10:00,2003-05-29 10:00,2003-05-30 10:00,2003-05-31 10:00,2003-06-01 10:00,2003-06-02 10:00,2003-06-03 10:00,2003-06-04 10:00,2003-06-05 10:00,2003-06-06 10:00,2003-06-07 10:00,2003-06-08 10:00,2003-06-09 10:00,2003-06-10 10:00,2003-06-11 10:00,2003-06-12 10:00,2003-06-13 10:00,2003-06-14 10:00,2003-06-15 10:00,2003-06-16 10:00,2003-06-17 10:00,2003-06-18 10:00,2003-06-19 10:00,2003-06-20 10:00,2003-06-21 10:00,2003-06-22 10:00,2003-06-23 10:00,2003-06-24 10:00,2003-06-25 16:00,2003-06-26 16:00,2003-06-28 16:00,2003-06-29 10:00,2003-06-30 10:00,2003-07-02 10:00,2003-07-04 10:00,2003-07-05 10:00,2003-07-08 10:00,2003-07-10 10:00,2003-07-12 10:00,2003-07-13 10:00,2003-07-15 10:00,2003-07-16 10:00,2003-07-17 10:00,2003-07-27 10:00,2003-07-30 10:00,2003-08-02 10:00,2003-08-13 10:00,2003-08-14 10:00,2003-08-15 10:00,2003-08-16 10:00,province,latitude,longitude
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Anhui,32.0,117.0
+3.0,3.0,4.0,4.0,4.0,4.0,25.0,35.0,39.0,42.0,48.0,56.0,59.0,66.0,75.0,82.0,91.0,96.0,100.0,103.0,107.0,110.0,112.0,114.0,116.0,120.0,129.0,134.0,139.0,140.0,141.0,145.0,147.0,150.0,154.0,156.0,158.0,160.0,163.0,167.0,168.0,172.0,175.0,176.0,177.0,181.0,181.0,181.0,181.0,181.0,181.0,183.0,183.0,184.0,184.0,186.0,186.0,187.0,187.0,189.0,189.0,190.0,190.0,191.0,191.0,191.0,191.0,191.0,191.0,191.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,192.0,193.0,193.0,193.0,193.0,193.0,193.0,193.0,Beijing,39.906217,116.3912757
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Chongqing,29.5585712,106.5492822
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Fujian,26.5450001,117.842778
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Gansu,38.0000001,101.9999999
+40.0,40.0,43.0,44.0,45.0,45.0,48.0,49.0,49.0,50.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,51.0,54.0,55.0,55.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,56.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,57.0,Guangdong,23.1357694,113.1982688
+3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,3.0,Guangxi,24.0,109.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Guizhou,27.0,107.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,3.0,4.0,4.0,4.0,4.0,4.0,6.0,6.0,6.0,6.0,6.0,8.0,8.0,8.0,8.0,8.0,8.0,9.0,10.0,10.0,10.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,11.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,12.0,Hebei,39.0000001,116.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Heilongjiang,48.0000047,127.999992
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Henan,34.0000001,113.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Hubei,31.15172525,112.87832224656043
+0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Hunan,27.9995878,112.009538
+3.0,3.0,3.0,3.0,3.0,3.0,6.0,6.0,6.0,6.0,6.0,6.0,7.0,8.0,9.0,11.0,13.0,14.0,14.0,14.0,14.0,16.0,16.0,17.0,17.0,18.0,20.0,23.0,23.0,24.0,24.0,25.0,25.0,25.0,25.0,25.0,25.0,25.0,26.0,27.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,29.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,28.0,Inner Mongolia,43.2443242,114.3251664
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Jiangsu,33.0000001,119.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Jiangxi,28.0,116.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,3.0,3.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,4.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,5.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,6.0,Jilin,42.9995032,125.9816054
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,Liaoning,40.9975197,122.9955469
+1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,Ningxia,37.0000001,105.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Shaanxi,36.0,109.0
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Shandong,36.0000001,118.9999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,Shanghai,31.2252985,121.4890497
+0.0,0.0,1.0,2.0,7.0,7.0,7.0,7.0,7.0,8.0,8.0,9.0,9.0,9.0,9.0,10.0,10.0,12.0,12.0,14.0,17.0,17.0,17.0,17.0,18.0,18.0,18.0,19.0,19.0,19.0,19.0,20.0,20.0,20.0,20.0,20.0,20.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,21.0,23.0,23.0,23.0,23.0,23.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,24.0,Shanxi,37.0,112.0
+0.0,0.0,1.0,1.0,1.0,1.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,Sichuan,30.5000001,102.4999999
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.0,2.0,2.0,2.0,2.0,2.0,2.0,3.0,3.0,3.0,4.0,4.0,5.0,5.0,5.0,5.0,6.0,7.0,7.0,8.0,9.0,9.0,10.0,11.0,12.0,12.0,13.0,13.0,13.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,14.0,Tianjin,39.1235635,117.1980785
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Xinjiang,41.7574769,87.16738423046897
+0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,Zhejiang,29.0000001,119.9999999
\ No newline at end of file
diff --git a/Raw/Untitled.ipynb b/Raw/Untitled.ipynb
index dd07e31..45c1be1 100644
--- a/Raw/Untitled.ipynb
+++ b/Raw/Untitled.ipynb
@@ -8,7 +8,8 @@
    },
    "outputs": [],
    "source": [
-    "import pandas as pd"
+    "import pandas as pd\n",
+    "import numpy as np"
    ]
   },
   {
@@ -961,7 +962,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'data_p' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-3-924f370c5fd9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mworld_join\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmerge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_p\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcountry\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mhow\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'left'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mleft_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'location'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mright_on\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'Country Name'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mright_index\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mworld_join\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'data_p' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "world_join = pd.merge(data_p,country,how='left',left_on='location',right_on='Country Name',right_index=False)\n",
+    "world_join"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "world_join.to_csv('world_join.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
    "metadata": {},
    "outputs": [
     {
@@ -985,105 +1019,271 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>location</th>\n",
-       "      <th>2019-12-31</th>\n",
-       "      <th>2020-01-01</th>\n",
-       "      <th>2020-01-02</th>\n",
-       "      <th>2020-01-03</th>\n",
-       "      <th>2020-01-04</th>\n",
-       "      <th>2020-01-05</th>\n",
-       "      <th>2020-01-06</th>\n",
-       "      <th>2020-01-07</th>\n",
-       "      <th>2020-01-08</th>\n",
-       "      <th>...</th>\n",
-       "      <th>2020-05-18</th>\n",
-       "      <th>2020-05-19</th>\n",
-       "      <th>2020-05-20</th>\n",
-       "      <th>2020-05-21</th>\n",
-       "      <th>2020-05-22</th>\n",
-       "      <th>2020-05-23</th>\n",
-       "      <th>2020-05-24</th>\n",
-       "      <th>Country Name</th>\n",
-       "      <th>region</th>\n",
-       "      <th>Image URL</th>\n",
+       "      <th>Date</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>city_confirmedCount</th>\n",
+       "      <th>city_curedCount</th>\n",
+       "      <th>city_deadCount</th>\n",
+       "      <th>city_suspectedCount</th>\n",
+       "      <th>cityEnglishName</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>05-07</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>26.000000</td>\n",
+       "      <td>26.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>Ankang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>34.364581</td>\n",
+       "      <td>107.233218</td>\n",
+       "      <td>13.000000</td>\n",
+       "      <td>13.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>Baoji</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>31.406634</td>\n",
+       "      <td>121.485158</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>Baoshan District</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>40.654916</td>\n",
+       "      <td>109.834459</td>\n",
+       "      <td>11.000000</td>\n",
+       "      <td>11.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>Baotou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>05-07</td>\n",
+       "      <td>40.741187</td>\n",
+       "      <td>107.382611</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>6664.0</td>\n",
-       "      <td>7072.0</td>\n",
-       "      <td>7653.0</td>\n",
-       "      <td>8145.0</td>\n",
-       "      <td>8676.0</td>\n",
-       "      <td>9216.0</td>\n",
-       "      <td>9998.0</td>\n",
-       "      <td>Afghanistan</td>\n",
-       "      <td>Asia</td>\n",
-       "      <td>https://www.countryflags.io/af/flat/64.png</td>\n",
+       "      <td>Bayannur</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Albania</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\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",
-       "      <td>946.0</td>\n",
-       "      <td>948.0</td>\n",
-       "      <td>949.0</td>\n",
-       "      <td>964.0</td>\n",
-       "      <td>969.0</td>\n",
-       "      <td>981.0</td>\n",
-       "      <td>989.0</td>\n",
-       "      <td>Albania</td>\n",
-       "      <td>Europe</td>\n",
-       "      <td>https://www.countryflags.io/al/flat/64.png</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>Algeria</td>\n",
+       "      <th>25527</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>37.506217</td>\n",
+       "      <td>105.169082</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>Zhongwei</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25528</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>33.630630</td>\n",
+       "      <td>114.642362</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>Zhoukou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25529</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>29.987334</td>\n",
+       "      <td>122.203036</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7019.0</td>\n",
-       "      <td>7201.0</td>\n",
-       "      <td>7377.0</td>\n",
-       "      <td>7542.0</td>\n",
-       "      <td>7728.0</td>\n",
-       "      <td>7918.0</td>\n",
-       "      <td>8113.0</td>\n",
-       "      <td>Algeria</td>\n",
-       "      <td>Africa</td>\n",
-       "      <td>https://www.countryflags.io/dz/flat/64.png</td>\n",
+       "      <td>Zhoushan</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>Andorra</td>\n",
+       "      <th>25530</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>22.230520</td>\n",
+       "      <td>113.546244</td>\n",
+       "      <td>6.571429</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhuhai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25531</th>\n",
+       "      <td>01-24</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhuzhou</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>25532 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        Date   Latitude   Longitude  city_confirmedCount  city_curedCount  \\\n",
+       "0      05-07  32.716518  108.991299            26.000000             26.0   \n",
+       "1      05-07  34.364581  107.233218            13.000000             13.0   \n",
+       "2      05-07  31.406634  121.485158            22.000000             21.0   \n",
+       "3      05-07  40.654916  109.834459            11.000000             11.0   \n",
+       "4      05-07  40.741187  107.382611             8.000000              7.0   \n",
+       "...      ...        ...         ...                  ...              ...   \n",
+       "25527  01-24  37.506217  105.169082             1.000000              0.0   \n",
+       "25528  01-24  33.630630  114.642362             1.000000              0.0   \n",
+       "25529  01-24  29.987334  122.203036             1.000000              0.0   \n",
+       "25530  01-24  22.230520  113.546244             6.571429              0.0   \n",
+       "25531  01-24  27.839498  113.148217             1.000000              0.0   \n",
+       "\n",
+       "       city_deadCount  city_suspectedCount   cityEnglishName  \n",
+       "0                 0.0                  0.0            Ankang  \n",
+       "1                 0.0                  0.0             Baoji  \n",
+       "2                 1.0                  0.0  Baoshan District  \n",
+       "3                 0.0                  0.0            Baotou  \n",
+       "4                 1.0                  0.0          Bayannur  \n",
+       "...               ...                  ...               ...  \n",
+       "25527             0.0                  0.0          Zhongwei  \n",
+       "25528             0.0                  0.0           Zhoukou  \n",
+       "25529             0.0                  0.0          Zhoushan  \n",
+       "25530             0.0                  0.0            Zhuhai  \n",
+       "25531             0.0                  0.0           Zhuzhou  \n",
+       "\n",
+       "[25532 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid = pd.read_csv('../Processd_Data/DXYcity0507Post.csv')\n",
+    "covid"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_p = covid.pivot(index='cityEnglishName',columns='Date',values='city_confirmedCount')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>Date</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>02-02</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-28</th>\n",
+       "      <th>04-29</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cityEnglishName</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>Akesu</th>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1094,20 +1294,6 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>...</td>\n",
-       "      <td>761.0</td>\n",
-       "      <td>761.0</td>\n",
-       "      <td>761.0</td>\n",
-       "      <td>762.0</td>\n",
-       "      <td>762.0</td>\n",
-       "      <td>762.0</td>\n",
-       "      <td>762.0</td>\n",
-       "      <td>Andorra</td>\n",
-       "      <td>Europe</td>\n",
-       "      <td>https://www.countryflags.io/ad/flat/64.png</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Angola</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1117,70 +1303,58 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>...</td>\n",
-       "      <td>48.0</td>\n",
-       "      <td>48.0</td>\n",
-       "      <td>50.0</td>\n",
-       "      <td>52.0</td>\n",
-       "      <td>58.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>60.0</td>\n",
-       "      <td>Angola</td>\n",
-       "      <td>Africa</td>\n",
-       "      <td>https://www.countryflags.io/ao/flat/64.png</td>\n",
+       "      <td>NaN</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",
-       "      <td>...</td>\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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <th>Ankang</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>16.000000</td>\n",
        "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>206</th>\n",
-       "      <td>Vietnam</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>Anqing</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>43.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>320.0</td>\n",
-       "      <td>324.0</td>\n",
-       "      <td>324.0</td>\n",
-       "      <td>324.0</td>\n",
-       "      <td>324.0</td>\n",
-       "      <td>324.0</td>\n",
-       "      <td>324.0</td>\n",
-       "      <td>Vietnam</td>\n",
-       "      <td>Asia</td>\n",
-       "      <td>https://www.countryflags.io/vn/flat/64.png</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>207</th>\n",
-       "      <td>Western Sahara</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>Anshan</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1189,21 +1363,22 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>6.0</td>\n",
-       "      <td>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>208</th>\n",
-       "      <td>Yemen</td>\n",
+       "      <th>Anshun</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1213,21 +1388,59 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>2.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>128.0</td>\n",
-       "      <td>130.0</td>\n",
-       "      <td>167.0</td>\n",
-       "      <td>180.0</td>\n",
-       "      <td>193.0</td>\n",
-       "      <td>205.0</td>\n",
-       "      <td>212.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>209</th>\n",
-       "      <td>Zambia</td>\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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zhuzhou</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1235,23 +1448,47 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zibo</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>11.714286</td>\n",
        "      <td>...</td>\n",
-       "      <td>753.0</td>\n",
-       "      <td>761.0</td>\n",
-       "      <td>772.0</td>\n",
-       "      <td>832.0</td>\n",
-       "      <td>866.0</td>\n",
-       "      <td>920.0</td>\n",
-       "      <td>920.0</td>\n",
-       "      <td>Zambia</td>\n",
-       "      <td>Africa</td>\n",
-       "      <td>https://www.countryflags.io/zm/flat/64.png</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>210</th>\n",
-       "      <td>Zimbabwe</td>\n",
+       "      <th>Zigong</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -1259,111 +1496,10325 @@
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ziyang</th>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
        "      <td>...</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>46.0</td>\n",
-       "      <td>48.0</td>\n",
-       "      <td>51.0</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>56.0</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>Africa</td>\n",
-       "      <td>https://www.countryflags.io/zw/flat/64.png</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zunyi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>211 rows × 150 columns</p>\n",
+       "<p>375 rows × 105 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "           location  2019-12-31  2020-01-01  2020-01-02  2020-01-03  \\\n",
-       "0       Afghanistan         0.0         0.0         0.0         0.0   \n",
-       "1           Albania         NaN         NaN         NaN         NaN   \n",
-       "2           Algeria         0.0         0.0         0.0         0.0   \n",
-       "3           Andorra         NaN         NaN         NaN         NaN   \n",
-       "4            Angola         NaN         NaN         NaN         NaN   \n",
-       "..              ...         ...         ...         ...         ...   \n",
-       "206         Vietnam         0.0         0.0         0.0         0.0   \n",
-       "207  Western Sahara         NaN         NaN         NaN         NaN   \n",
-       "208           Yemen         NaN         NaN         NaN         NaN   \n",
-       "209          Zambia         NaN         NaN         NaN         NaN   \n",
-       "210        Zimbabwe         NaN         NaN         NaN         NaN   \n",
+       "Date             01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "cityEnglishName                                                              \n",
+       "Akesu              NaN       NaN    NaN       NaN    NaN    NaN        NaN   \n",
+       "Ankang             1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "Anqing             1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "Anshan             NaN       NaN    NaN       NaN    NaN    NaN        NaN   \n",
+       "Anshun             NaN       NaN    NaN       NaN    NaN    NaN        NaN   \n",
+       "...                ...       ...    ...       ...    ...    ...        ...   \n",
+       "Zhuzhou            1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "Zibo               NaN       NaN    NaN  2.000000    2.0    4.0   6.666667   \n",
+       "Zigong             NaN  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "Ziyang             NaN       NaN    NaN  2.000000    2.0    2.0   2.000000   \n",
+       "Zunyi              NaN       NaN    NaN       NaN    NaN    NaN   1.000000   \n",
        "\n",
-       "     2020-01-04  2020-01-05  2020-01-06  2020-01-07  2020-01-08  ...  \\\n",
-       "0           0.0         0.0         0.0         0.0         0.0  ...   \n",
-       "1           NaN         NaN         NaN         NaN         NaN  ...   \n",
-       "2           0.0         0.0         0.0         0.0         0.0  ...   \n",
-       "3           NaN         NaN         NaN         NaN         NaN  ...   \n",
-       "4           NaN         NaN         NaN         NaN         NaN  ...   \n",
-       "..          ...         ...         ...         ...         ...  ...   \n",
-       "206         0.0         0.0         0.0         0.0         0.0  ...   \n",
-       "207         NaN         NaN         NaN         NaN         NaN  ...   \n",
-       "208         NaN         NaN         NaN         NaN         NaN  ...   \n",
-       "209         NaN         NaN         NaN         NaN         NaN  ...   \n",
-       "210         NaN         NaN         NaN         NaN         NaN  ...   \n",
+       "Date                 01-31   02-01      02-02  ...  04-28  04-29  04-30  \\\n",
+       "cityEnglishName                                ...                        \n",
+       "Akesu                  NaN     NaN        NaN  ...    NaN    NaN    NaN   \n",
+       "Ankang           11.500000  14.000  16.000000  ...   26.0    NaN    NaN   \n",
+       "Anqing           18.000000  29.375  43.000000  ...    NaN    NaN    NaN   \n",
+       "Anshan                 NaN   1.000   1.000000  ...    NaN    NaN    NaN   \n",
+       "Anshun                 NaN     NaN   2.000000  ...    NaN    NaN    NaN   \n",
+       "...                    ...     ...        ...  ...    ...    ...    ...   \n",
+       "Zhuzhou          19.000000  22.000  25.000000  ...    NaN    NaN    NaN   \n",
+       "Zibo              8.666667  10.000  11.714286  ...    NaN   30.0   30.0   \n",
+       "Zigong            9.000000   9.000   9.000000  ...    NaN    NaN    NaN   \n",
+       "Ziyang            2.000000   2.000   2.000000  ...    NaN    NaN    NaN   \n",
+       "Zunyi             2.500000     NaN   5.000000  ...    NaN    NaN    NaN   \n",
        "\n",
-       "     2020-05-18  2020-05-19  2020-05-20  2020-05-21  2020-05-22  2020-05-23  \\\n",
-       "0        6664.0      7072.0      7653.0      8145.0      8676.0      9216.0   \n",
-       "1         946.0       948.0       949.0       964.0       969.0       981.0   \n",
-       "2        7019.0      7201.0      7377.0      7542.0      7728.0      7918.0   \n",
-       "3         761.0       761.0       761.0       762.0       762.0       762.0   \n",
-       "4          48.0        48.0        50.0        52.0        58.0        60.0   \n",
-       "..          ...         ...         ...         ...         ...         ...   \n",
-       "206       320.0       324.0       324.0       324.0       324.0       324.0   \n",
-       "207         6.0         6.0         6.0         6.0         6.0         6.0   \n",
-       "208       128.0       130.0       167.0       180.0       193.0       205.0   \n",
-       "209       753.0       761.0       772.0       832.0       866.0       920.0   \n",
-       "210        46.0        46.0        46.0        48.0        51.0        56.0   \n",
-       "\n",
-       "     2020-05-24  Country Name  region  \\\n",
-       "0        9998.0   Afghanistan    Asia   \n",
-       "1         989.0       Albania  Europe   \n",
-       "2        8113.0       Algeria  Africa   \n",
-       "3         762.0       Andorra  Europe   \n",
-       "4          60.0        Angola  Africa   \n",
-       "..          ...           ...     ...   \n",
-       "206       324.0       Vietnam    Asia   \n",
-       "207         6.0           NaN     NaN   \n",
-       "208       212.0           NaN     NaN   \n",
-       "209       920.0        Zambia  Africa   \n",
-       "210        56.0      Zimbabwe  Africa   \n",
-       "\n",
-       "                                      Image URL  \n",
-       "0    https://www.countryflags.io/af/flat/64.png  \n",
-       "1    https://www.countryflags.io/al/flat/64.png  \n",
-       "2    https://www.countryflags.io/dz/flat/64.png  \n",
-       "3    https://www.countryflags.io/ad/flat/64.png  \n",
-       "4    https://www.countryflags.io/ao/flat/64.png  \n",
-       "..                                          ...  \n",
-       "206  https://www.countryflags.io/vn/flat/64.png  \n",
-       "207                                         NaN  \n",
-       "208                                         NaN  \n",
-       "209  https://www.countryflags.io/zm/flat/64.png  \n",
-       "210  https://www.countryflags.io/zw/flat/64.png  \n",
-       "\n",
-       "[211 rows x 150 columns]"
+       "Date             05-01  05-02  05-03  05-04  05-05  05-06  05-07  \n",
+       "cityEnglishName                                                   \n",
+       "Akesu              NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Ankang            26.0   26.0   26.0   26.0    NaN   26.0   26.0  \n",
+       "Anqing             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Anshan             NaN    4.0    NaN    NaN    NaN    NaN    NaN  \n",
+       "Anshun             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "...                ...    ...    ...    ...    ...    ...    ...  \n",
+       "Zhuzhou            NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Zibo               NaN    NaN    NaN   30.0    NaN   30.0    NaN  \n",
+       "Zigong             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Ziyang             NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "Zunyi              NaN    NaN    NaN    NaN    NaN    NaN    NaN  \n",
+       "\n",
+       "[375 rows x 105 columns]"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "world_join = pd.merge(data_p,country,how='left',left_on='location',right_on='Country Name',right_index=False)\n",
-    "world_join"
+    "covid_p"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
+   "execution_count": 10,
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [],
    "source": [
-    "world_join.to_csv('world_join.csv',index=False)"
+    "latlon = covid.groupby(['cityEnglishName','Latitude','Longitude']).size().reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>cityEnglishName</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "      <th>0</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "      <td>29</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "      <td>64</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>30.535868</td>\n",
+       "      <td>117.104821</td>\n",
+       "      <td>38</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>926</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>927</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>61</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>928</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>929</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>930</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>27.729381</td>\n",
+       "      <td>106.923219</td>\n",
+       "      <td>39</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>931 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    cityEnglishName   Latitude   Longitude   0\n",
+       "0             Akesu  41.166667   80.261243  29\n",
+       "1            Ankang  32.716518  108.991299   3\n",
+       "2            Ankang  32.716518  108.991299   4\n",
+       "3            Ankang  32.716518  108.991299  64\n",
+       "4            Anqing  30.535868  117.104821  38\n",
+       "..              ...        ...         ...  ..\n",
+       "926          Ziyang  30.123598  104.648114   5\n",
+       "927          Ziyang  30.123598  104.648114  61\n",
+       "928          Ziyang  30.123598  104.648114   1\n",
+       "929          Ziyang  30.123598  104.648114   6\n",
+       "930           Zunyi  27.729381  106.923219  39\n",
+       "\n",
+       "[931 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "latlon"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_p.to_csv('DXYcity0507Post_confirmed_pivot.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_array = np.array(covid_p)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[        nan,         nan,         nan, ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       [ 1.        ,  2.16666667,  3.        , ...,         nan,\n",
+       "        26.        , 26.        ],\n",
+       "       [ 1.        ,  2.8       ,  4.5       , ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       ...,\n",
+       "       [        nan,  1.        ,  1.        , ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       [        nan,         nan,         nan, ...,         nan,\n",
+       "                nan,         nan],\n",
+       "       [        nan,         nan,         nan, ...,         nan,\n",
+       "                nan,         nan]])"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "minv = 0\n",
+    "maxv = 0\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "a = np.where(np.amax(covid_array,axis=1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "maxindex = np.argmax(covid_array,axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(375,)"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "maxindex.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "maxindex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Date</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>02-02</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-28</th>\n",
+       "      <th>04-29</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cityEnglishName</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>Akesu</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ankang</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Anqing</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>43.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Anshan</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Anshun</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zhuzhou</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zibo</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>11.714286</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zigong</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ziyang</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zunyi</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 105 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Date             01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "cityEnglishName                                                              \n",
+       "Akesu              0.0  0.000000    0.0  0.000000    0.0    0.0   0.000000   \n",
+       "Ankang             1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "Anqing             1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "Anshan             0.0  0.000000    0.0  0.000000    0.0    0.0   0.000000   \n",
+       "Anshun             0.0  0.000000    0.0  0.000000    0.0    0.0   0.000000   \n",
+       "...                ...       ...    ...       ...    ...    ...        ...   \n",
+       "Zhuzhou            1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "Zibo               0.0  0.000000    0.0  2.000000    2.0    4.0   6.666667   \n",
+       "Zigong             0.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "Ziyang             0.0  0.000000    0.0  2.000000    2.0    2.0   2.000000   \n",
+       "Zunyi              0.0  0.000000    0.0  0.000000    0.0    0.0   1.000000   \n",
+       "\n",
+       "Date                 01-31   02-01      02-02  ...  04-28  04-29  04-30  \\\n",
+       "cityEnglishName                                ...                        \n",
+       "Akesu             0.000000   0.000   0.000000  ...    0.0    0.0    0.0   \n",
+       "Ankang           11.500000  14.000  16.000000  ...   26.0    0.0    0.0   \n",
+       "Anqing           18.000000  29.375  43.000000  ...    0.0    0.0    0.0   \n",
+       "Anshan            0.000000   1.000   1.000000  ...    0.0    0.0    0.0   \n",
+       "Anshun            0.000000   0.000   2.000000  ...    0.0    0.0    0.0   \n",
+       "...                    ...     ...        ...  ...    ...    ...    ...   \n",
+       "Zhuzhou          19.000000  22.000  25.000000  ...    0.0    0.0    0.0   \n",
+       "Zibo              8.666667  10.000  11.714286  ...    0.0   30.0   30.0   \n",
+       "Zigong            9.000000   9.000   9.000000  ...    0.0    0.0    0.0   \n",
+       "Ziyang            2.000000   2.000   2.000000  ...    0.0    0.0    0.0   \n",
+       "Zunyi             2.500000   0.000   5.000000  ...    0.0    0.0    0.0   \n",
+       "\n",
+       "Date             05-01  05-02  05-03  05-04  05-05  05-06  05-07  \n",
+       "cityEnglishName                                                   \n",
+       "Akesu              0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Ankang            26.0   26.0   26.0   26.0    0.0   26.0   26.0  \n",
+       "Anqing             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Anshan             0.0    4.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Anshun             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "...                ...    ...    ...    ...    ...    ...    ...  \n",
+       "Zhuzhou            0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Zibo               0.0    0.0    0.0   30.0    0.0   30.0    0.0  \n",
+       "Zigong             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Ziyang             0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "Zunyi              0.0    0.0    0.0    0.0    0.0    0.0    0.0  \n",
+       "\n",
+       "[375 rows x 105 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_p0 = covid_p.fillna(0)\n",
+    "covid_p0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_arr0 = np.array(covid_p0)\n",
+    "maxindex = np.argmax(covid_arr0,axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 15,  28,  24,  67,  14,  28,  15,  14,  15,  30,  22,  16,  14,\n",
+       "        61,  16,  17,  22,  16,  21,  21,  25,  27,   6,  21,  14,  24,\n",
+       "        23,  25,  94,  30,  18,  20,  21,  25,  27,  31,  19,  26,   9,\n",
+       "        83,  59,  15,  85,  22,  21,  23,  21,  24,  18,  21,  18,  69,\n",
+       "        39,  20,  91,  21,  21,  47,  32,  19,  18,  28,  23,  11,  22,\n",
+       "        43,  14,  46,  14,  36,  41,  27,  24,  19,  40,  14,  90,  17,\n",
+       "        26,  34,  17,  22,  21,  35,  15,  18,  11, 104,  17,  29,  53,\n",
+       "        21,  11,  61,  27,   6,  30,  53,  26,  95,  20,  19,  32,  23,\n",
+       "        28,  17,  23,  16,  24,  11,  11,  77,  19,  11,  14,  28,  13,\n",
+       "         7,  76,  22,  43,  15,  40,  19,   7,  41,  26,  23,  98,  41,\n",
+       "        25,  21,  18,  24,  74,  24,  57,  72,  99,  19,   4,  26,  16,\n",
+       "        24,  40,  39,  21,  38,  35,  34,  32,  19,  25,  32,  23,  24,\n",
+       "        23,  26,  17,  23,  68,  16,  14,  11,   7,  23,  23,  19,  64,\n",
+       "        22,  10,   8,  14,  17,   9,  10,  27,  55,  16,  22,  10,  16,\n",
+       "        24,  26,  65,  22,  27,  13,  29,   2,  24,  62,  19,  55,  11,\n",
+       "        53,  28,  19,  98,  21,  58,  31,  26,  21,  29,  21,  22,  34,\n",
+       "        22,   7,  28,  26,   6,  12,  14,  25,  22,  22,  24,   8,  40,\n",
+       "        34,  20,  22,  18,  35,  19,  15,  23,  84,  33,  17,  20,  22,\n",
+       "        15,  10,   7,  14,  25,  32,  19,  18,  23,   8,  24,  20,  14,\n",
+       "        23,  22,  70,  10,  22,  21,  26,  30,  78,  96,  29,  21,  38,\n",
+       "        11,  25,  17,  25,  26,  16,   3,  26,  24,  34,  58,  58,  13,\n",
+       "        29, 100,  47,  58,  25,  16,  69,  14,  31,  28,  25,  25,  23,\n",
+       "        19,  27,  23,  10,  21,  18,  13,  24,  19,  22,  15,  18,  58,\n",
+       "        13,  85,  35,  22,  24,  26,   8,  27,  24,  29,  14,  32,  25,\n",
+       "        32,  17,  36,  27,  24,  13,  24,  30,  27,  17,  14,  13,   0,\n",
+       "        17,  26,  23,  24,  21,  16,  65,  22,  31,  11,  21,  14,  24,\n",
+       "        10,  24,  25,  35,  65,  24,  40,   2,  20,  36,  34,  12,  27,\n",
+       "        39,  18,  15,  22,  14,  35,   5,  22,  63,  55,  23,  48,  16,\n",
+       "        85,  34,  25,  18,  65,  25,  30,  29,   7,  32,  23])"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "maxindex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_pinf = covid_p.fillna(float(\"inf\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_pinf = np.array(covid_pinf)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([15,  0,  0,  8,  9,  4, 15,  0,  0,  8,  1,  4,  2,  3, 12,  3,  5,\n",
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+       "        3,  0,  0,  0,  2,  0,  2,  0,  0,  0,  0,  0,  1,  0,  3,  1,  3,\n",
+       "        6])"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "minindex = np.argmin(covid_pinf,axis=1)\n",
+    "minindex"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "375"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_arr0.shape[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_arr0 = np.array(covid_p.fillna(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       [ 1.        ,  2.16666667,  3.        , ...,  0.        ,\n",
+       "        26.        , 26.        ],\n",
+       "       [ 1.        ,  2.8       ,  4.5       , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       ...,\n",
+       "       [ 0.        ,  1.        ,  1.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ],\n",
+       "       [ 0.        ,  0.        ,  0.        , ...,  0.        ,\n",
+       "         0.        ,  0.        ]])"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_arr0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "for i in range(covid_arr0.shape[0]):\n",
+    "    for j in range(covid_arr0.shape[1]):\n",
+    "        if covid_arr0[i,j] == 0 and j <= minindex[i]:\n",
+    "            covid_arr0[i,j] = covid_arr0[i,minindex[i]]\n",
+    "        elif covid_arr0[i,j] == 0 and j >= maxindex[i]: \n",
+    "            covid_arr0[i,j] = covid_arr0[i,maxindex[i]]\n",
+    "        elif covid_arr0[i,j] == 0:\n",
+    "            covid_arr0[i,j] = covid_arr0[i,j-1]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 1.        ,  1.        ,  1.        , ...,  1.        ,\n",
+       "         1.        ,  1.        ],\n",
+       "       [ 1.        ,  2.16666667,  3.        , ..., 26.        ,\n",
+       "        26.        , 26.        ],\n",
+       "       [ 1.        ,  2.8       ,  4.5       , ..., 83.        ,\n",
+       "        83.        , 83.        ],\n",
+       "       ...,\n",
+       "       [ 1.        ,  1.        ,  1.        , ...,  9.        ,\n",
+       "         9.        ,  9.        ],\n",
+       "       [ 2.        ,  2.        ,  2.        , ...,  4.        ,\n",
+       "         4.        ,  4.        ],\n",
+       "       [ 1.        ,  1.        ,  1.        , ..., 32.        ,\n",
+       "        32.        , 32.        ]])"
+      ]
+     },
+     "execution_count": 57,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_arr0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed = pd.DataFrame(covid_arr0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed.columns = covid_p.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed['city'] = covid_p.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>Date</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>02-02</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-29</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>city</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Akesu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>16.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>Ankang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>43.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>Anqing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Anshan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Anshun</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>Zhuzhou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>11.714286</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>Zibo</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>Zigong</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Ziyang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>Zunyi</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 106 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Date  01-24     01-25  01-26     01-27  01-28  01-29      01-30      01-31  \\\n",
+       "0       1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   1.000000   \n",
+       "1       1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000  11.500000   \n",
+       "2       1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000  18.000000   \n",
+       "3       1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   1.000000   \n",
+       "4       2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   2.000000   \n",
+       "..      ...       ...    ...       ...    ...    ...        ...        ...   \n",
+       "370     1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000  19.000000   \n",
+       "371     2.0  2.000000    2.0  2.000000    2.0    4.0   6.666667   8.666667   \n",
+       "372     1.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   9.000000   \n",
+       "373     2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   2.000000   \n",
+       "374     1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   2.500000   \n",
+       "\n",
+       "Date   02-01      02-02  ...  04-29  04-30  05-01  05-02  05-03  05-04  05-05  \\\n",
+       "0      1.000   1.000000  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
+       "1     14.000  16.000000  ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   \n",
+       "2     29.375  43.000000  ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   \n",
+       "3      1.000   1.000000  ...    5.0    5.0    5.0    4.0    5.0    5.0    5.0   \n",
+       "4      2.000   2.000000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "..       ...        ...  ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370   22.000  25.000000  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   \n",
+       "371   10.000  11.714286  ...   30.0   30.0   30.0   30.0   30.0   30.0   30.0   \n",
+       "372    9.000   9.000000  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0   \n",
+       "373    2.000   2.000000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "374    2.500   5.000000  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   \n",
+       "\n",
+       "Date  05-06  05-07     city  \n",
+       "0       1.0    1.0    Akesu  \n",
+       "1      26.0   26.0   Ankang  \n",
+       "2      83.0   83.0   Anqing  \n",
+       "3       5.0    5.0   Anshan  \n",
+       "4       4.0    4.0   Anshun  \n",
+       "..      ...    ...      ...  \n",
+       "370    80.0   80.0  Zhuzhou  \n",
+       "371    30.0   30.0     Zibo  \n",
+       "372     9.0    9.0   Zigong  \n",
+       "373     4.0    4.0   Ziyang  \n",
+       "374    32.0   32.0    Zunyi  \n",
+       "\n",
+       "[375 rows x 106 columns]"
+      ]
+     },
+     "execution_count": 67,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_processed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed_latlon = pd.merge(covid_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed_final = covid_processed_latlon.groupby('city').mean().reset_index()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['city', '01-24', '01-25', '01-26', '01-27', '01-28', '01-29', '01-30',\n",
+       "       '01-31', '02-01',\n",
+       "       ...\n",
+       "       '05-04', '05-05', '05-06', '05-07', 'Latitude', 'Longitude',\n",
+       "       'city_confirmedCount', 'city_curedCount', 'city_deadCount',\n",
+       "       'city_suspectedCount'],\n",
+       "      dtype='object', length=112)"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_processed_final.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "0      Akesu    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "1     Ankang    1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "2     Anqing    1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "3     Anshan    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "4     Anshun    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "..       ...    ...       ...    ...       ...    ...    ...        ...   \n",
+       "370  Zhuzhou    1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "371     Zibo    2.0  2.000000    2.0  2.000000    2.0    4.0   6.666667   \n",
+       "372   Zigong    1.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "373   Ziyang    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "374    Zunyi    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "\n",
+       "         01-31   02-01  ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  \\\n",
+       "0     1.000000   1.000  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
+       "1    11.500000  14.000  ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   \n",
+       "2    18.000000  29.375  ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   \n",
+       "3     1.000000   1.000  ...    5.0    5.0    4.0    5.0    5.0    5.0    5.0   \n",
+       "4     2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "..         ...     ...  ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  19.000000  22.000  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   \n",
+       "371   8.666667  10.000  ...   30.0   30.0   30.0   30.0   30.0   30.0   30.0   \n",
+       "372   9.000000   9.000  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0   \n",
+       "373   2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "374   2.500000   2.500  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   \n",
+       "\n",
+       "     05-07   Latitude   Longitude  \n",
+       "0      1.0  41.166667   80.261243  \n",
+       "1     26.0  32.716518  108.991299  \n",
+       "2     83.0  30.535869  117.104821  \n",
+       "3      5.0  41.108124  122.989970  \n",
+       "4      4.0  26.249696  105.927781  \n",
+       "..     ...        ...         ...  \n",
+       "370   80.0  27.839498  113.148217  \n",
+       "371   30.0  36.804783  118.044447  \n",
+       "372    9.0  29.342001  104.776159  \n",
+       "373    4.0  30.123598  104.648114  \n",
+       "374   32.0  27.729382  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "covid_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "covid_processed_final.to_csv('DXYcity0507_confirmed.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# cure\n",
+    "cure = covid.pivot(index='cityEnglishName',columns='Date',values='city_curedCount')\n",
+    "\n",
+    "# fillna with 0/inf\n",
+    "cure0 = np.array(cure.fillna(0))\n",
+    "cureinf = np.array(cure.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "cure_maxid = np.argmax(cure0,axis=1)\n",
+    "cure_minid = np.argmin(cureinf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(cure0.shape[0]):\n",
+    "    for j in range(cure0.shape[1]):\n",
+    "        if cure0[i,j] == 0 and j <= cure_minid[i]:\n",
+    "            cure0[i,j] = cure0[i,cure_minid[i]]\n",
+    "        elif cure0[i,j] == 0 and j >= cure_maxid[i]: \n",
+    "            cure0[i,j] = cure0[i,cure_maxid[i]]\n",
+    "        elif cure0[i,j] == 0:\n",
+    "            cure0[i,j] = cure0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "cure_processed = pd.DataFrame(cure0)\n",
+    "cure_processed.columns = cure.columns\n",
+    "cure_processed['city'] = cure.index\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "cure_processed_latlon = pd.merge(cure_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "cure_processed_final = cure_processed_latlon.groupby('city').mean().reset_index()\n",
+    "cure_processed_final = cure_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "cure_processed_final.to_csv('DXYcity0507_cured.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# confirm2 with last index\n",
+    "confirm = covid.pivot(index='cityEnglishName',columns='Date',values='city_confirmedCount')\n",
+    "\n",
+    "# get valid index\n",
+    "test=confirm.T.reset_index().drop(columns=['Date'])\n",
+    "last_index = test.apply(pd.Series.last_valid_index)\n",
+    " \n",
+    "# fillna with 0/inf\n",
+    "confirm0 = np.array(confirm.fillna(0))\n",
+    "confirminf = np.array(confirm.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "confirm_minid = np.argmin(confirminf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(confirm0.shape[0]):\n",
+    "    for j in range(confirm0.shape[1]):\n",
+    "        if confirm0[i,j] == 0 and j <= confirm_minid[i]:\n",
+    "            confirm0[i,j] = confirm0[i,confirm_minid[i]]\n",
+    "        elif confirm0[i,j] == 0 and j >= last_index[i]: \n",
+    "            confirm0[i,j] = confirm0[i,last_index[i]]\n",
+    "        elif confirm0[i,j] == 0:\n",
+    "            confirm0[i,j] = confirm0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "confirm_processed = pd.DataFrame(confirm0)\n",
+    "confirm_processed.columns = confirm.columns\n",
+    "confirm_processed['city'] = confirm.index\n",
+    "\n",
+    "# add coordinates\n",
+    "confirm_processed_latlon = pd.merge(confirm_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "confirm_processed_final = confirm_processed_latlon.groupby('city').mean().reset_index()\n",
+    "confirm_processed_final = confirm_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])\n",
+    "\n",
+    "# save\n",
+    "confirm_processed_final.to_csv('DXYcity0507_confirmed2.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_processed_finalt = confirm_processed_final.T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_processed_finalt.to_csv('DXYcity0507_confirmed2_t.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 155,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_processed_final1 = pd.read_csv('DXYcity0507_confirmed.csv')\n",
+    "confirm_processed_final1t = confirm_processed_final.T\n",
+    "confirm_processed_final1t.to_csv('DXYcity0507_confirmed_t.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "90.25"
+      ]
+     },
+     "execution_count": 123,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum(abs(confirm_processed['05-07']-confirm_processed_final1['05-07']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24  01-25  01-26  01-27  01-28  01-29  01-30  01-31  02-01  \\\n",
+       "0      Akesu    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "1     Ankang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "2     Anqing    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "3     Anshan    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "4     Anshun    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "..       ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  Zhuzhou    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "371     Zibo    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "372   Zigong    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "373   Ziyang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "374    Zunyi    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "\n",
+       "     ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  05-07   Latitude  \\\n",
+       "0    ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0  41.166667   \n",
+       "1    ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   26.0  32.716518   \n",
+       "2    ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   83.0  30.535869   \n",
+       "3    ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0    4.0  41.108124   \n",
+       "4    ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0    4.0  26.249696   \n",
+       "..   ...    ...    ...    ...    ...    ...    ...    ...    ...        ...   \n",
+       "370  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   80.0  27.839498   \n",
+       "371  ...   29.0   29.0   29.0   29.0   29.0   29.0   29.0   29.0  36.804783   \n",
+       "372  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0    9.0  29.342001   \n",
+       "373  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0    4.0  30.123598   \n",
+       "374  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   32.0  27.729382   \n",
+       "\n",
+       "      Longitude  \n",
+       "0     80.261243  \n",
+       "1    108.991299  \n",
+       "2    117.104821  \n",
+       "3    122.989970  \n",
+       "4    105.927781  \n",
+       "..          ...  \n",
+       "370  113.148217  \n",
+       "371  118.044447  \n",
+       "372  104.776159  \n",
+       "373  104.648114  \n",
+       "374  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# confirm2 with last index\n",
+    "cure = covid.pivot(index='cityEnglishName',columns='Date',values='city_curedCount')\n",
+    "\n",
+    "# get valid index\n",
+    "test=cure.T.reset_index().drop(columns=['Date'])\n",
+    "last_index = test.apply(pd.Series.last_valid_index)\n",
+    " \n",
+    "# fillna with 0/inf\n",
+    "cure0 = np.array(cure.fillna(0))\n",
+    "cureinf = np.array(cure.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "cure_minid = np.argmin(cureinf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(cure0.shape[0]):\n",
+    "    for j in range(cure0.shape[1]):\n",
+    "        if cure0[i,j] == 0 and j <= cure_minid[i]:\n",
+    "            cure0[i,j] = cure0[i,cure_minid[i]]\n",
+    "        elif cure0[i,j] == 0 and j >= last_index[i]: \n",
+    "            cure0[i,j] = cure0[i,last_index[i]]\n",
+    "        elif cure0[i,j] == 0:\n",
+    "            cure0[i,j] = cure0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "cure_processed = pd.DataFrame(cure0)\n",
+    "cure_processed.columns = cure.columns\n",
+    "cure_processed['city'] = cure.index\n",
+    "\n",
+    "# add coordinates\n",
+    "cure_processed_latlon = pd.merge(cure_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "cure_processed_final = cure_processed_latlon.groupby('city').mean().reset_index()\n",
+    "cure_processed_final = cure_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])\n",
+    "\n",
+    "# save\n",
+    "cure_processed_final.to_csv('DXYcity0507_cured2.csv')\n",
+    "cure_processed_final"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cure_processed_finalt = cure_processed_final.T\n",
+    "cure_processed_finalt.to_csv('DXYcity0507_cured2_t.csv')\n",
+    "cure_processed_final1t = cure_processed_final1.T\n",
+    "cure_processed_final1t.to_csv('DXYcity0507_cured_t.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>Unnamed: 0</th>\n",
+       "      <th>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1</td>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>370</td>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>371</td>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>372</td>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>373</td>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>374</td>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 109 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Unnamed: 0     city  01-24  01-25  01-26  01-27  01-28  01-29  01-30  \\\n",
+       "0             0    Akesu    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "1             1   Ankang    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "2             2   Anqing    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "3             3   Anshan    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "4             4   Anshun    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "..          ...      ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370         370  Zhuzhou    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "371         371     Zibo    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "372         372   Zigong    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "373         373   Ziyang    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "374         374    Zunyi    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "\n",
+       "     01-31  ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  05-07  \\\n",
+       "0      0.0  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
+       "1      0.0  ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   26.0   \n",
+       "2      0.0  ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   83.0   \n",
+       "3      0.0  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "4      0.0  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "..     ...  ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370    0.0  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   80.0   \n",
+       "371    0.0  ...   29.0   29.0   29.0   29.0   29.0   29.0   29.0   29.0   \n",
+       "372    0.0  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0    9.0   \n",
+       "373    0.0  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "374    0.0  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   32.0   \n",
+       "\n",
+       "      Latitude   Longitude  \n",
+       "0    41.166667   80.261243  \n",
+       "1    32.716518  108.991299  \n",
+       "2    30.535869  117.104821  \n",
+       "3    41.108124  122.989970  \n",
+       "4    26.249696  105.927781  \n",
+       "..         ...         ...  \n",
+       "370  27.839498  113.148217  \n",
+       "371  36.804783  118.044447  \n",
+       "372  29.342001  104.776159  \n",
+       "373  30.123598  104.648114  \n",
+       "374  27.729382  106.923219  \n",
+       "\n",
+       "[375 rows x 109 columns]"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cure_processed_final1 = pd.read_csv('DXYcity0507_cured.csv')\n",
+    "cure_processed_final1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "828.5"
+      ]
+     },
+     "execution_count": 134,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum(abs(cure_processed_final['05-07']-cure_processed_final1['05-07']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "46464.0"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cure_processed_final['05-07'][300]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "819.0"
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cure_processed_final1['05-07'][300]-cure_processed_final['05-07'][300]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24  01-25  01-26  01-27  01-28  01-29  01-30  01-31  02-01  \\\n",
+       "0      Akesu    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "1     Ankang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "2     Anqing    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "3     Anshan    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "4     Anshun    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "..       ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  Zhuzhou    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "371     Zibo    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "372   Zigong    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "373   Ziyang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "374    Zunyi    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "\n",
+       "     ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  05-07   Latitude  \\\n",
+       "0    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  41.166667   \n",
+       "1    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  32.716518   \n",
+       "2    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  30.535869   \n",
+       "3    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  41.108124   \n",
+       "4    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  26.249696   \n",
+       "..   ...    ...    ...    ...    ...    ...    ...    ...    ...        ...   \n",
+       "370  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  27.839498   \n",
+       "371  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0  36.804783   \n",
+       "372  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  29.342001   \n",
+       "373  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  30.123598   \n",
+       "374  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  27.729382   \n",
+       "\n",
+       "      Longitude  \n",
+       "0     80.261243  \n",
+       "1    108.991299  \n",
+       "2    117.104821  \n",
+       "3    122.989970  \n",
+       "4    105.927781  \n",
+       "..          ...  \n",
+       "370  113.148217  \n",
+       "371  118.044447  \n",
+       "372  104.776159  \n",
+       "373  104.648114  \n",
+       "374  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 147,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# confirm2 with last index\n",
+    "dead = covid.pivot(index='cityEnglishName',columns='Date',values='city_deadCount')\n",
+    "\n",
+    "# get valid index\n",
+    "test=dead.T.reset_index().drop(columns=['Date'])\n",
+    "last_index = test.apply(pd.Series.last_valid_index)\n",
+    " \n",
+    "# fillna with 0/inf\n",
+    "dead0 = np.array(dead.fillna(0))\n",
+    "deadinf = np.array(dead.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "dead_minid = np.argmin(deadinf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(dead0.shape[0]):\n",
+    "    for j in range(dead0.shape[1]):\n",
+    "        if dead0[i,j] == 0 and j <= dead_minid[i]:\n",
+    "            dead0[i,j] = dead0[i,dead_minid[i]]\n",
+    "        elif dead0[i,j] == 0 and j >= last_index[i]: \n",
+    "            dead0[i,j] = dead0[i,last_index[i]]\n",
+    "        elif dead0[i,j] == 0:\n",
+    "            dead0[i,j] = dead0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "dead_processed = pd.DataFrame(dead0)\n",
+    "dead_processed.columns = dead.columns\n",
+    "dead_processed['city'] = dead.index\n",
+    "\n",
+    "# add coordinates\n",
+    "dead_processed_latlon = pd.merge(dead_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "dead_processed_final = dead_processed_latlon.groupby('city').mean().reset_index()\n",
+    "dead_processed_final = dead_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])\n",
+    "\n",
+    "# save\n",
+    "dead_processed_final.to_csv('DXYcity0507_dead2.csv')\n",
+    "dead_processed_final"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "dead_processed_finalt = dead_processed_final.T\n",
+    "dead_processed_finalt.to_csv('DXYcity0507_dead2_t.csv')\n",
+    "dead_processed_final1t = cure_processed_final1.T\n",
+    "dead_processed_final1t.to_csv('DXYcity0507_dead_t.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.2916666666666656"
+      ]
+     },
+     "execution_count": 148,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dead_processed_final1 = pd.read_csv('DXYcity0507_dead.csv')\n",
+    "sum(abs(dead_processed_final['05-07']-dead_processed_final1['05-07']))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3869.0"
+      ]
+     },
+     "execution_count": 149,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dead_processed_final1['05-07'][300]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3869.0"
+      ]
+     },
+     "execution_count": 150,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dead_processed_final['05-07'][300]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24  01-25  01-26  01-27  01-28  01-29  01-30  01-31  02-01  \\\n",
+       "0      Akesu    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "1     Ankang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "2     Anqing    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "3     Anshan    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "4     Anshun    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "..       ...    ...    ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  Zhuzhou    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "371     Zibo    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "372   Zigong    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "373   Ziyang    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "374    Zunyi    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
+       "\n",
+       "     ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  05-07   Latitude  \\\n",
+       "0    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  41.166667   \n",
+       "1    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  32.716518   \n",
+       "2    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  30.535869   \n",
+       "3    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  41.108124   \n",
+       "4    ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  26.249696   \n",
+       "..   ...    ...    ...    ...    ...    ...    ...    ...    ...        ...   \n",
+       "370  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  27.839498   \n",
+       "371  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0  36.804783   \n",
+       "372  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  29.342001   \n",
+       "373  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  30.123598   \n",
+       "374  ...    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0  27.729382   \n",
+       "\n",
+       "      Longitude  \n",
+       "0     80.261243  \n",
+       "1    108.991299  \n",
+       "2    117.104821  \n",
+       "3    122.989970  \n",
+       "4    105.927781  \n",
+       "..          ...  \n",
+       "370  113.148217  \n",
+       "371  118.044447  \n",
+       "372  104.776159  \n",
+       "373  104.648114  \n",
+       "374  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dead_processed_final"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 184,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_chart = pd.DataFrame(np.sum(confirm0,axis=0))\n",
+    "confirm_chart = confirm_chart.T\n",
+    "confirm_chart.columns = confirm.columns\n",
+    "confirm_chart['city'] = 'All'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_top5 = confirm_processed.nlargest(5,'05-07')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_chart = pd.concat([confirm_chart,confirm_top5])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "confirm_chart = confirm_chart.T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_chart.to_csv('covid_confirmed_chart.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "confirm_chart.T.to_csv('covid_confirmed_chart_t.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>300</th>\n",
+       "      <th>314</th>\n",
+       "      <th>122</th>\n",
+       "      <th>145</th>\n",
+       "      <th>70</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</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>01-24</th>\n",
+       "      <td>19.9</td>\n",
+       "      <td>12.6429</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-25</th>\n",
+       "      <td>41.1389</td>\n",
+       "      <td>31.8889</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-26</th>\n",
+       "      <td>50.1929</td>\n",
+       "      <td>38.6667</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.66667</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-27</th>\n",
+       "      <td>55.4626</td>\n",
+       "      <td>41.8182</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>2.18182</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-28</th>\n",
+       "      <td>63.8545</td>\n",
+       "      <td>44.6667</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-04</th>\n",
+       "      <td>75476</td>\n",
+       "      <td>46464</td>\n",
+       "      <td>3389</td>\n",
+       "      <td>2782</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>1335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-05</th>\n",
+       "      <td>75484</td>\n",
+       "      <td>46464</td>\n",
+       "      <td>3389</td>\n",
+       "      <td>2782</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>1335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-06</th>\n",
+       "      <td>75495.5</td>\n",
+       "      <td>46464</td>\n",
+       "      <td>3389</td>\n",
+       "      <td>2782</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>1335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-07</th>\n",
+       "      <td>75402</td>\n",
+       "      <td>46464</td>\n",
+       "      <td>3389</td>\n",
+       "      <td>2782</td>\n",
+       "      <td>1528</td>\n",
+       "      <td>1335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>city</th>\n",
+       "      <td>All</td>\n",
+       "      <td>Wuhan</td>\n",
+       "      <td>Xiaogan</td>\n",
+       "      <td>Huanggang</td>\n",
+       "      <td>Jingzhou</td>\n",
+       "      <td>Ezhou</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>106 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           0        300       314        122       145    70 \n",
+       "Date                                                         \n",
+       "01-24     19.9  12.6429         0          0         0      0\n",
+       "01-25  41.1389  31.8889         0          0         0      0\n",
+       "01-26  50.1929  38.6667         0    1.66667         0      0\n",
+       "01-27  55.4626  41.8182  0.454545    2.18182  0.181818      0\n",
+       "01-28  63.8545  44.6667  0.454545          2         1      0\n",
+       "...        ...      ...       ...        ...       ...    ...\n",
+       "05-04    75476    46464      3389       2782      1528   1335\n",
+       "05-05    75484    46464      3389       2782      1528   1335\n",
+       "05-06  75495.5    46464      3389       2782      1528   1335\n",
+       "05-07    75402    46464      3389       2782      1528   1335\n",
+       "city       All    Wuhan   Xiaogan  Huanggang  Jingzhou  Ezhou\n",
+       "\n",
+       "[106 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# cure chart data\n",
+    "cure_chart = pd.DataFrame(np.sum(cure0,axis=0))\n",
+    "cure_chart = cure_chart.T\n",
+    "cure_chart.columns = cure.columns\n",
+    "cure_chart['city'] = 'All'\n",
+    "\n",
+    "cure_top5 = cure_processed.nlargest(5,'05-07')\n",
+    "cure_chart = pd.concat([cure_chart,cure_top5])\n",
+    "cure_chart = cure_chart.T\n",
+    "cure_chart"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "cure_chart.to_csv('covid_cured_chart.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 206,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "cure_chart.T.to_csv('covid_cured_chart_t.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>300</th>\n",
+       "      <th>314</th>\n",
+       "      <th>122</th>\n",
+       "      <th>70</th>\n",
+       "      <th>145</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</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>01-24</th>\n",
+       "      <td>6.23377</td>\n",
+       "      <td>1.64286</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-25</th>\n",
+       "      <td>42.3333</td>\n",
+       "      <td>36.3333</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-26</th>\n",
+       "      <td>54.75</td>\n",
+       "      <td>43.8333</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.66667</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1.66667</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-27</th>\n",
+       "      <td>76.5455</td>\n",
+       "      <td>61.3636</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>3.45455</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>01-28</th>\n",
+       "      <td>104.2</td>\n",
+       "      <td>85</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-04</th>\n",
+       "      <td>4615.66</td>\n",
+       "      <td>3869</td>\n",
+       "      <td>129</td>\n",
+       "      <td>125</td>\n",
+       "      <td>59</td>\n",
+       "      <td>52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-05</th>\n",
+       "      <td>4615.53</td>\n",
+       "      <td>3869</td>\n",
+       "      <td>129</td>\n",
+       "      <td>125</td>\n",
+       "      <td>59</td>\n",
+       "      <td>52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-06</th>\n",
+       "      <td>4615.33</td>\n",
+       "      <td>3869</td>\n",
+       "      <td>129</td>\n",
+       "      <td>125</td>\n",
+       "      <td>59</td>\n",
+       "      <td>52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05-07</th>\n",
+       "      <td>4615</td>\n",
+       "      <td>3869</td>\n",
+       "      <td>129</td>\n",
+       "      <td>125</td>\n",
+       "      <td>59</td>\n",
+       "      <td>52</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>city</th>\n",
+       "      <td>All</td>\n",
+       "      <td>Wuhan</td>\n",
+       "      <td>Xiaogan</td>\n",
+       "      <td>Huanggang</td>\n",
+       "      <td>Ezhou</td>\n",
+       "      <td>Jingzhou</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>106 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           0        300       314        122    70        145\n",
+       "Date                                                         \n",
+       "01-24  6.23377  1.64286         0          0      0         0\n",
+       "01-25  42.3333  36.3333         0          0      0         0\n",
+       "01-26    54.75  43.8333         0    1.66667      0   1.66667\n",
+       "01-27  76.5455  61.3636  0.454545    3.45455      0         2\n",
+       "01-28    104.2       85         1          4      0         2\n",
+       "...        ...      ...       ...        ...    ...       ...\n",
+       "05-04  4615.66     3869       129        125     59        52\n",
+       "05-05  4615.53     3869       129        125     59        52\n",
+       "05-06  4615.33     3869       129        125     59        52\n",
+       "05-07     4615     3869       129        125     59        52\n",
+       "city       All    Wuhan   Xiaogan  Huanggang  Ezhou  Jingzhou\n",
+       "\n",
+       "[106 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 204,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# dead chart data\n",
+    "dead_chart = pd.DataFrame(np.sum(dead0,axis=0))\n",
+    "dead_chart = dead_chart.T\n",
+    "dead_chart.columns = dead.columns\n",
+    "dead_chart['city'] = 'All'\n",
+    "\n",
+    "dead_top5 = dead_processed.nlargest(5,'05-07')\n",
+    "dead_chart = pd.concat([dead_chart,dead_top5])\n",
+    "dead_chart = dead_chart.T\n",
+    "dead_chart.to_csv('covid_dead_chart.csv')\n",
+    "dead_chart"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 207,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "dead_chart.T.to_csv('covid_dead_chart_t.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 161,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "cities = pd.DataFrame(dead_processed_final.city)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cities['color'] = '#666666'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>color</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>#666666</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city    color\n",
+       "0      Akesu  #666666\n",
+       "1     Ankang  #666666\n",
+       "2     Anqing  #666666\n",
+       "3     Anshan  #666666\n",
+       "4     Anshun  #666666\n",
+       "..       ...      ...\n",
+       "370  Zhuzhou  #666666\n",
+       "371     Zibo  #666666\n",
+       "372   Zigong  #666666\n",
+       "373   Ziyang  #666666\n",
+       "374    Zunyi  #666666\n",
+       "\n",
+       "[375 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 166,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cities"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# cure\n",
+    "confirm = covid.pivot(index='cityEnglishName',columns='Date',values='city_confirmedCount')\n",
+    "\n",
+    "# fillna with 0/inf\n",
+    "confirm0 = np.array(confirm.fillna(0))\n",
+    "confirminf = np.array(confirm.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "confirm_maxid = np.argmax(confirm0,axis=1)\n",
+    "confirm_minid = np.argmin(confirminf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(confirm0.shape[0]):\n",
+    "    for j in range(confirm0.shape[1]):\n",
+    "        if confirm0[i,j] == 0 and j <= confirm_minid[i]:\n",
+    "            confirm0[i,j] = confirm0[i,confirm_minid[i]]\n",
+    "        elif confirm0[i,j] == 0 and j >= confirm_maxid[i]: \n",
+    "            confirm0[i,j] = confirm0[i,confirm_maxid[i]]\n",
+    "        elif confirm0[i,j] == 0:\n",
+    "            confirm0[i,j] = confirm0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "confirm_processed = pd.DataFrame(confirm0)\n",
+    "confirm_processed.columns = confirm.columns\n",
+    "confirm_processed['city'] = confirm.index\n",
+    "\n",
+    "# join lat lon\n",
+    "confirm_processed_latlon = pd.merge(confirm_processed,covid,how='left',left_on='city',right_on='cityEnglishName',left_index=False,right_index=False)\n",
+    "confirm_processed_final = confirm_processed_latlon.groupby('city').mean().reset_index()\n",
+    "confirm_processed_final = confirm_processed_final.drop(columns=['city_confirmedCount', 'city_curedCount', 'city_deadCount','city_suspectedCount'])\n",
+    "\n",
+    "# save\n",
+    "confirm_processed_final.to_csv('DXYcity0507_confirmed.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>city</th>\n",
+       "      <th>01-24</th>\n",
+       "      <th>01-25</th>\n",
+       "      <th>01-26</th>\n",
+       "      <th>01-27</th>\n",
+       "      <th>01-28</th>\n",
+       "      <th>01-29</th>\n",
+       "      <th>01-30</th>\n",
+       "      <th>01-31</th>\n",
+       "      <th>02-01</th>\n",
+       "      <th>...</th>\n",
+       "      <th>04-30</th>\n",
+       "      <th>05-01</th>\n",
+       "      <th>05-02</th>\n",
+       "      <th>05-03</th>\n",
+       "      <th>05-04</th>\n",
+       "      <th>05-05</th>\n",
+       "      <th>05-06</th>\n",
+       "      <th>05-07</th>\n",
+       "      <th>Latitude</th>\n",
+       "      <th>Longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Akesu</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>41.166667</td>\n",
+       "      <td>80.261243</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Ankang</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.166667</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>11.500000</td>\n",
+       "      <td>14.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>32.716518</td>\n",
+       "      <td>108.991299</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Anqing</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.800000</td>\n",
+       "      <td>4.5</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>29.375</td>\n",
+       "      <td>...</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>30.535869</td>\n",
+       "      <td>117.104821</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Anshan</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>41.108124</td>\n",
+       "      <td>122.989970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Anshun</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>26.249696</td>\n",
+       "      <td>105.927781</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>370</th>\n",
+       "      <td>Zhuzhou</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.333333</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>18.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "      <td>22.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>27.839498</td>\n",
+       "      <td>113.148217</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>371</th>\n",
+       "      <td>Zibo</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>6.666667</td>\n",
+       "      <td>8.666667</td>\n",
+       "      <td>10.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.804783</td>\n",
+       "      <td>118.044447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>372</th>\n",
+       "      <td>Zigong</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>29.342001</td>\n",
+       "      <td>104.776159</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>373</th>\n",
+       "      <td>Ziyang</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>30.123598</td>\n",
+       "      <td>104.648114</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>374</th>\n",
+       "      <td>Zunyi</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>2.500</td>\n",
+       "      <td>...</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>27.729382</td>\n",
+       "      <td>106.923219</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>375 rows × 108 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        city  01-24     01-25  01-26     01-27  01-28  01-29      01-30  \\\n",
+       "0      Akesu    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "1     Ankang    1.0  2.166667    3.0  5.000000    8.0   10.0  10.000000   \n",
+       "2     Anqing    1.0  2.800000    4.5  8.000000    8.0   14.0  18.000000   \n",
+       "3     Anshan    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "4     Anshun    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "..       ...    ...       ...    ...       ...    ...    ...        ...   \n",
+       "370  Zhuzhou    1.0  1.000000    2.0  4.333333    7.0   13.0  18.000000   \n",
+       "371     Zibo    2.0  2.000000    2.0  2.000000    2.0    4.0   6.666667   \n",
+       "372   Zigong    1.0  1.000000    1.0  2.000000    7.0    7.0   7.000000   \n",
+       "373   Ziyang    2.0  2.000000    2.0  2.000000    2.0    2.0   2.000000   \n",
+       "374    Zunyi    1.0  1.000000    1.0  1.000000    1.0    1.0   1.000000   \n",
+       "\n",
+       "         01-31   02-01  ...  04-30  05-01  05-02  05-03  05-04  05-05  05-06  \\\n",
+       "0     1.000000   1.000  ...    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
+       "1    11.500000  14.000  ...   26.0   26.0   26.0   26.0   26.0   26.0   26.0   \n",
+       "2    18.000000  29.375  ...   83.0   83.0   83.0   83.0   83.0   83.0   83.0   \n",
+       "3     1.000000   1.000  ...    5.0    5.0    4.0    5.0    5.0    5.0    5.0   \n",
+       "4     2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "..         ...     ...  ...    ...    ...    ...    ...    ...    ...    ...   \n",
+       "370  19.000000  22.000  ...   80.0   80.0   80.0   80.0   80.0   80.0   80.0   \n",
+       "371   8.666667  10.000  ...   30.0   30.0   30.0   30.0   30.0   30.0   30.0   \n",
+       "372   9.000000   9.000  ...    9.0    9.0    9.0    9.0    9.0    9.0    9.0   \n",
+       "373   2.000000   2.000  ...    4.0    4.0    4.0    4.0    4.0    4.0    4.0   \n",
+       "374   2.500000   2.500  ...   32.0   32.0   32.0   32.0   32.0   32.0   32.0   \n",
+       "\n",
+       "     05-07   Latitude   Longitude  \n",
+       "0      1.0  41.166667   80.261243  \n",
+       "1     26.0  32.716518  108.991299  \n",
+       "2     83.0  30.535869  117.104821  \n",
+       "3      5.0  41.108124  122.989970  \n",
+       "4      4.0  26.249696  105.927781  \n",
+       "..     ...        ...         ...  \n",
+       "370   80.0  27.839498  113.148217  \n",
+       "371   30.0  36.804783  118.044447  \n",
+       "372    9.0  29.342001  104.776159  \n",
+       "373    4.0  30.123598  104.648114  \n",
+       "374   32.0  27.729382  106.923219  \n",
+       "\n",
+       "[375 rows x 108 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confirm_processed_final"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "sars = pd.read_csv('../Processd_Data/sars_data.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>provinceEnglishName</th>\n",
+       "      <th>DateTime</th>\n",
+       "      <th>city_confirmIncrease</th>\n",
+       "      <th>city_confirmedCount</th>\n",
+       "      <th>city_curedIncrease</th>\n",
+       "      <th>city_curedCount</th>\n",
+       "      <th>city_deadIncrease</th>\n",
+       "      <th>city_deadCount</th>\n",
+       "      <th>city_suspectedIncrease</th>\n",
+       "      <th>city_suspectedClear</th>\n",
+       "      <th>city_suspectedCount</th>\n",
+       "      <th>city_confirmIncrease_fromSuspected</th>\n",
+       "      <th>city_confirmClear</th>\n",
+       "      <th>city_doctorClear</th>\n",
+       "      <th>Note</th>\n",
+       "      <th>Ref</th>\n",
+       "      <th>city_doctorIncrease</th>\n",
+       "      <th>city_doctorCount</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
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+       "    <tr>\n",
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+       "      <td>all</td>\n",
+       "      <td>2003-04-02</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1220.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>#ERROR!</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-04-06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1268.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>53.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-04-09</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1290.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1025.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>55.0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>all</td>\n",
+       "      <td>2003-04-15 12:00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1435.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1094.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4月10日以来，全国非典型肺炎的病人数有所增加，其中，山西增加了近50例，原因主要是，卫生部...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</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",
+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1301</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-27 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1302</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-28 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1303</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-29 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1304</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-30 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1305</th>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>2003-05-31 10:00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1306 rows × 18 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     provinceEnglishName          DateTime  city_confirmIncrease  \\\n",
+       "0                    all        2003-03-31                   NaN   \n",
+       "1                    all        2003-04-02                   NaN   \n",
+       "2                    all        2003-04-06                   NaN   \n",
+       "3                    all        2003-04-09                   NaN   \n",
+       "4                    all  2003-04-15 12:00                   NaN   \n",
+       "...                  ...               ...                   ...   \n",
+       "1301            Zhejiang  2003-05-27 10:00                   0.0   \n",
+       "1302            Zhejiang  2003-05-28 10:00                   0.0   \n",
+       "1303            Zhejiang  2003-05-29 10:00                   0.0   \n",
+       "1304            Zhejiang  2003-05-30 10:00                   0.0   \n",
+       "1305            Zhejiang  2003-05-31 10:00                   0.0   \n",
+       "\n",
+       "      city_confirmedCount  city_curedIncrease  city_curedCount  \\\n",
+       "0                  1190.0                 NaN              NaN   \n",
+       "1                  1220.0                 NaN              NaN   \n",
+       "2                  1268.0                 NaN              NaN   \n",
+       "3                  1290.0                 NaN           1025.0   \n",
+       "4                  1435.0                 NaN           1094.0   \n",
+       "...                   ...                 ...              ...   \n",
+       "1301                  4.0                 0.0              1.0   \n",
+       "1302                  4.0                 0.0              1.0   \n",
+       "1303                  4.0                 0.0              1.0   \n",
+       "1304                  4.0                 0.0              1.0   \n",
+       "1305                  4.0                 0.0              1.0   \n",
+       "\n",
+       "      city_deadIncrease  city_deadCount  city_suspectedIncrease  \\\n",
+       "0                   NaN            46.0                     NaN   \n",
+       "1                   NaN            49.0                     NaN   \n",
+       "2                   NaN            53.0                     NaN   \n",
+       "3                   NaN            55.0                     NaN   \n",
+       "4                   NaN            64.0                     NaN   \n",
+       "...                 ...             ...                     ...   \n",
+       "1301                0.0             0.0                     0.0   \n",
+       "1302                0.0             0.0                     0.0   \n",
+       "1303                0.0             0.0                     0.0   \n",
+       "1304                0.0             0.0                     0.0   \n",
+       "1305                0.0             0.0                     0.0   \n",
+       "\n",
+       "      city_suspectedClear  city_suspectedCount  \\\n",
+       "0                     NaN                  NaN   \n",
+       "1                     NaN                  NaN   \n",
+       "2                     NaN                  NaN   \n",
+       "3                     NaN                  NaN   \n",
+       "4                     NaN                  NaN   \n",
+       "...                   ...                  ...   \n",
+       "1301                  0.0                  0.0   \n",
+       "1302                  0.0                  0.0   \n",
+       "1303                  0.0                  0.0   \n",
+       "1304                  0.0                  0.0   \n",
+       "1305                  0.0                  0.0   \n",
+       "\n",
+       "      city_confirmIncrease_fromSuspected  city_confirmClear  city_doctorClear  \\\n",
+       "0                                    NaN                NaN               NaN   \n",
+       "1                                    NaN                NaN               NaN   \n",
+       "2                                    NaN                NaN               NaN   \n",
+       "3                                    NaN                NaN               NaN   \n",
+       "4                                    NaN                NaN               NaN   \n",
+       "...                                  ...                ...               ...   \n",
+       "1301                                 0.0                0.0               0.0   \n",
+       "1302                                 0.0                0.0               0.0   \n",
+       "1303                                 0.0                0.0               0.0   \n",
+       "1304                                 0.0                0.0               0.0   \n",
+       "1305                                 0.0                0.0               0.0   \n",
+       "\n",
+       "                                                   Note  Ref  \\\n",
+       "0                                                   NaN  NaN   \n",
+       "1                                               #ERROR!  NaN   \n",
+       "2                                                   NaN  NaN   \n",
+       "3                                                   NaN  NaN   \n",
+       "4     4月10日以来，全国非典型肺炎的病人数有所增加，其中，山西增加了近50例，原因主要是，卫生部...  NaN   \n",
+       "...                                                 ...  ...   \n",
+       "1301                                                NaN  NaN   \n",
+       "1302                                                NaN  NaN   \n",
+       "1303                                                NaN  NaN   \n",
+       "1304                                                NaN  NaN   \n",
+       "1305                                                NaN  NaN   \n",
+       "\n",
+       "      city_doctorIncrease  city_doctorCount  \n",
+       "0                     NaN               NaN  \n",
+       "1                     NaN               NaN  \n",
+       "2                     NaN               NaN  \n",
+       "3                     NaN               NaN  \n",
+       "4                     NaN               NaN  \n",
+       "...                   ...               ...  \n",
+       "1301                  0.0               0.0  \n",
+       "1302                  0.0               0.0  \n",
+       "1303                  0.0               0.0  \n",
+       "1304                  0.0               0.0  \n",
+       "1305                  0.0               0.0  \n",
+       "\n",
+       "[1306 rows x 18 columns]"
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sars"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>DateTime</th>\n",
+       "      <th>2003-03-31</th>\n",
+       "      <th>2003-04-02</th>\n",
+       "      <th>2003-04-06</th>\n",
+       "      <th>2003-04-09</th>\n",
+       "      <th>2003-04-15 12:00</th>\n",
+       "      <th>2003-04-18</th>\n",
+       "      <th>2003-04-21</th>\n",
+       "      <th>2003-04-22 20:00</th>\n",
+       "      <th>2003-04-23 20:00</th>\n",
+       "      <th>2003-04-24 20:00</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2003-07-15 10:00</th>\n",
+       "      <th>2003-07-16 10:00</th>\n",
+       "      <th>2003-07-17 10:00</th>\n",
+       "      <th>2003-07-27 10:00</th>\n",
+       "      <th>2003-07-30 10:00</th>\n",
+       "      <th>2003-08-02 10:00</th>\n",
+       "      <th>2003-08-13 10:00</th>\n",
+       "      <th>2003-08-14 10:00</th>\n",
+       "      <th>2003-08-15 10:00</th>\n",
+       "      <th>2003-08-16 10:00</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>provinceEnglishName</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>Anhui</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beijing</th>\n",
+       "      <td>12.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>482.0</td>\n",
+       "      <td>693.0</td>\n",
+       "      <td>774.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chongqing</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fujian</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Gansu</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guangdong</th>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1203.0</td>\n",
+       "      <td>1213.0</td>\n",
+       "      <td>1273.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1317.0</td>\n",
+       "      <td>1344.0</td>\n",
+       "      <td>1359.0</td>\n",
+       "      <td>1374.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guangxi</th>\n",
+       "      <td>11.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guizhou</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hebei</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heilongjiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Henan</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hubei</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hunan</th>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Inner Mongolia</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jiangsu</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jiangxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jilin</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Liaoning</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ningxia</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shaanxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shandong</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shanghai</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shanxi</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>157.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>173.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sichuan</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tianjin</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Xinjiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zhejiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>all</th>\n",
+       "      <td>1190.0</td>\n",
+       "      <td>1220.0</td>\n",
+       "      <td>1268.0</td>\n",
+       "      <td>1290.0</td>\n",
+       "      <td>1435.0</td>\n",
+       "      <td>1807.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2305.0</td>\n",
+       "      <td>2422.0</td>\n",
+       "      <td>2601.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>28 rows × 92 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "DateTime             2003-03-31  2003-04-02  2003-04-06  2003-04-09  \\\n",
+       "provinceEnglishName                                                   \n",
+       "Anhui                       NaN         NaN         NaN         NaN   \n",
+       "Beijing                    12.0         NaN        19.0        22.0   \n",
+       "Chongqing                   NaN         NaN         NaN         NaN   \n",
+       "Fujian                      NaN         NaN         NaN         NaN   \n",
+       "Gansu                       NaN         NaN         NaN         NaN   \n",
+       "Guangdong                1153.0         NaN      1203.0      1213.0   \n",
+       "Guangxi                    11.0         NaN        11.0        12.0   \n",
+       "Guizhou                     NaN         NaN         NaN         NaN   \n",
+       "Hebei                       NaN         NaN         NaN         NaN   \n",
+       "Heilongjiang                NaN         NaN         NaN         NaN   \n",
+       "Henan                       NaN         NaN         NaN         NaN   \n",
+       "Hubei                       NaN         NaN         NaN         NaN   \n",
+       "Hunan                       7.0         NaN         6.0         6.0   \n",
+       "Inner Mongolia              NaN         NaN         NaN         NaN   \n",
+       "Jiangsu                     NaN         NaN         NaN         NaN   \n",
+       "Jiangxi                     NaN         NaN         NaN         NaN   \n",
+       "Jilin                       NaN         NaN         NaN         NaN   \n",
+       "Liaoning                    NaN         NaN         NaN         NaN   \n",
+       "Ningxia                     NaN         NaN         NaN         NaN   \n",
+       "Shaanxi                     NaN         NaN         NaN         NaN   \n",
+       "Shandong                    NaN         NaN         NaN         NaN   \n",
+       "Shanghai                    0.0         NaN         1.0         1.0   \n",
+       "Shanxi                      4.0         NaN        24.0        32.0   \n",
+       "Sichuan                     3.0         NaN         4.0         4.0   \n",
+       "Tianjin                     NaN         NaN         NaN         NaN   \n",
+       "Xinjiang                    NaN         NaN         NaN         NaN   \n",
+       "Zhejiang                    NaN         NaN         NaN         NaN   \n",
+       "all                      1190.0      1220.0      1268.0      1290.0   \n",
+       "\n",
+       "DateTime             2003-04-15 12:00  2003-04-18  2003-04-21  \\\n",
+       "provinceEnglishName                                             \n",
+       "Anhui                             NaN         NaN         NaN   \n",
+       "Beijing                          37.0         NaN       482.0   \n",
+       "Chongqing                         NaN         NaN         0.0   \n",
+       "Fujian                            3.0         NaN         NaN   \n",
+       "Gansu                             NaN         NaN         NaN   \n",
+       "Guangdong                      1273.0         NaN      1317.0   \n",
+       "Guangxi                          12.0         NaN        14.0   \n",
+       "Guizhou                           NaN         NaN         NaN   \n",
+       "Hebei                             NaN         NaN         0.0   \n",
+       "Heilongjiang                      NaN         NaN         NaN   \n",
+       "Henan                             NaN         NaN         3.0   \n",
+       "Hubei                             NaN         NaN         NaN   \n",
+       "Hunan                             6.0         NaN         6.0   \n",
+       "Inner Mongolia                   17.0         NaN        30.0   \n",
+       "Jiangsu                           NaN         NaN         NaN   \n",
+       "Jiangxi                           NaN         NaN         NaN   \n",
+       "Jilin                             NaN         NaN         3.0   \n",
+       "Liaoning                          NaN         NaN         2.0   \n",
+       "Ningxia                           NaN         NaN         NaN   \n",
+       "Shaanxi                           NaN         NaN         1.0   \n",
+       "Shandong                          NaN         NaN         NaN   \n",
+       "Shanghai                          1.0         NaN         2.0   \n",
+       "Shanxi                           82.0         NaN       120.0   \n",
+       "Sichuan                           4.0         NaN         8.0   \n",
+       "Tianjin                           NaN         NaN         0.0   \n",
+       "Xinjiang                          NaN         NaN         0.0   \n",
+       "Zhejiang                          NaN         NaN         NaN   \n",
+       "all                            1435.0      1807.0      2001.0   \n",
+       "\n",
+       "DateTime             2003-04-22 20:00  2003-04-23 20:00  2003-04-24 20:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             0.0               1.0               1.0   \n",
+       "Beijing                         693.0             774.0             877.0   \n",
+       "Chongqing                         0.0               0.0               0.0   \n",
+       "Fujian                            3.0               3.0               3.0   \n",
+       "Gansu                             2.0               2.0               2.0   \n",
+       "Guangdong                      1344.0            1359.0            1374.0   \n",
+       "Guangxi                          15.0              16.0              16.0   \n",
+       "Guizhou                           0.0               0.0               NaN   \n",
+       "Hebei                             6.0               6.0              18.0   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             6.0               8.0               9.0   \n",
+       "Hubei                             1.0               1.0               1.0   \n",
+       "Hunan                             6.0               6.0               6.0   \n",
+       "Inner Mongolia                   36.0              47.0              70.0   \n",
+       "Jiangsu                           0.0               0.0               0.0   \n",
+       "Jiangxi                           0.0               0.0               0.0   \n",
+       "Jilin                             7.0               7.0               7.0   \n",
+       "Liaoning                          1.0               1.0               1.0   \n",
+       "Ningxia                           5.0               5.0               5.0   \n",
+       "Shaanxi                           2.0               2.0               2.0   \n",
+       "Shandong                          1.0               1.0               1.0   \n",
+       "Shanghai                          2.0               2.0               2.0   \n",
+       "Shanxi                          157.0             162.0             173.0   \n",
+       "Sichuan                           8.0               8.0               9.0   \n",
+       "Tianjin                           7.0               8.0              21.0   \n",
+       "Xinjiang                          0.0               0.0               0.0   \n",
+       "Zhejiang                          3.0               3.0               3.0   \n",
+       "all                            2305.0            2422.0            2601.0   \n",
+       "\n",
+       "DateTime             ...  2003-07-15 10:00  2003-07-16 10:00  \\\n",
+       "provinceEnglishName  ...                                       \n",
+       "Anhui                ...               NaN               NaN   \n",
+       "Beijing              ...               NaN               NaN   \n",
+       "Chongqing            ...               NaN               NaN   \n",
+       "Fujian               ...               NaN               NaN   \n",
+       "Gansu                ...               NaN               NaN   \n",
+       "Guangdong            ...               NaN               NaN   \n",
+       "Guangxi              ...               NaN               NaN   \n",
+       "Guizhou              ...               NaN               NaN   \n",
+       "Hebei                ...               NaN               NaN   \n",
+       "Heilongjiang         ...               NaN               NaN   \n",
+       "Henan                ...               NaN               NaN   \n",
+       "Hubei                ...               NaN               NaN   \n",
+       "Hunan                ...               NaN               NaN   \n",
+       "Inner Mongolia       ...               NaN               NaN   \n",
+       "Jiangsu              ...               NaN               NaN   \n",
+       "Jiangxi              ...               NaN               NaN   \n",
+       "Jilin                ...               NaN               NaN   \n",
+       "Liaoning             ...               NaN               NaN   \n",
+       "Ningxia              ...               NaN               NaN   \n",
+       "Shaanxi              ...               NaN               NaN   \n",
+       "Shandong             ...               NaN               NaN   \n",
+       "Shanghai             ...               NaN               NaN   \n",
+       "Shanxi               ...               NaN               NaN   \n",
+       "Sichuan              ...               NaN               NaN   \n",
+       "Tianjin              ...               NaN               NaN   \n",
+       "Xinjiang             ...               NaN               NaN   \n",
+       "Zhejiang             ...               NaN               NaN   \n",
+       "all                  ...               NaN               NaN   \n",
+       "\n",
+       "DateTime             2003-07-17 10:00  2003-07-27 10:00  2003-07-30 10:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             NaN               NaN               NaN   \n",
+       "Beijing                           NaN               NaN               NaN   \n",
+       "Chongqing                         NaN               NaN               NaN   \n",
+       "Fujian                            NaN               NaN               NaN   \n",
+       "Gansu                             NaN               NaN               NaN   \n",
+       "Guangdong                         NaN               NaN               NaN   \n",
+       "Guangxi                           NaN               NaN               NaN   \n",
+       "Guizhou                           NaN               NaN               NaN   \n",
+       "Hebei                             NaN               NaN               NaN   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             NaN               NaN               NaN   \n",
+       "Hubei                             NaN               NaN               NaN   \n",
+       "Hunan                             NaN               NaN               NaN   \n",
+       "Inner Mongolia                    NaN               NaN               NaN   \n",
+       "Jiangsu                           NaN               NaN               NaN   \n",
+       "Jiangxi                           NaN               NaN               NaN   \n",
+       "Jilin                             NaN               NaN               NaN   \n",
+       "Liaoning                          NaN               NaN               NaN   \n",
+       "Ningxia                           NaN               NaN               NaN   \n",
+       "Shaanxi                           NaN               NaN               NaN   \n",
+       "Shandong                          NaN               NaN               NaN   \n",
+       "Shanghai                          NaN               NaN               NaN   \n",
+       "Shanxi                            NaN               NaN               NaN   \n",
+       "Sichuan                           NaN               NaN               NaN   \n",
+       "Tianjin                           NaN               NaN               NaN   \n",
+       "Xinjiang                          NaN               NaN               NaN   \n",
+       "Zhejiang                          NaN               NaN               NaN   \n",
+       "all                               NaN               NaN               NaN   \n",
+       "\n",
+       "DateTime             2003-08-02 10:00  2003-08-13 10:00  2003-08-14 10:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             NaN               NaN               NaN   \n",
+       "Beijing                           NaN               NaN               NaN   \n",
+       "Chongqing                         NaN               NaN               NaN   \n",
+       "Fujian                            NaN               NaN               NaN   \n",
+       "Gansu                             NaN               NaN               NaN   \n",
+       "Guangdong                         NaN               NaN               NaN   \n",
+       "Guangxi                           NaN               NaN               NaN   \n",
+       "Guizhou                           NaN               NaN               NaN   \n",
+       "Hebei                             NaN               NaN               NaN   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             NaN               NaN               NaN   \n",
+       "Hubei                             NaN               NaN               NaN   \n",
+       "Hunan                             NaN               NaN               NaN   \n",
+       "Inner Mongolia                    NaN               NaN               NaN   \n",
+       "Jiangsu                           NaN               NaN               NaN   \n",
+       "Jiangxi                           NaN               NaN               NaN   \n",
+       "Jilin                             NaN               NaN               NaN   \n",
+       "Liaoning                          NaN               NaN               NaN   \n",
+       "Ningxia                           NaN               NaN               NaN   \n",
+       "Shaanxi                           NaN               NaN               NaN   \n",
+       "Shandong                          NaN               NaN               NaN   \n",
+       "Shanghai                          NaN               NaN               NaN   \n",
+       "Shanxi                            NaN               NaN               NaN   \n",
+       "Sichuan                           NaN               NaN               NaN   \n",
+       "Tianjin                           NaN               NaN               NaN   \n",
+       "Xinjiang                          NaN               NaN               NaN   \n",
+       "Zhejiang                          NaN               NaN               NaN   \n",
+       "all                               NaN               NaN               NaN   \n",
+       "\n",
+       "DateTime             2003-08-15 10:00  2003-08-16 10:00  \n",
+       "provinceEnglishName                                      \n",
+       "Anhui                             NaN               NaN  \n",
+       "Beijing                           NaN               NaN  \n",
+       "Chongqing                         NaN               NaN  \n",
+       "Fujian                            NaN               NaN  \n",
+       "Gansu                             NaN               NaN  \n",
+       "Guangdong                         NaN               NaN  \n",
+       "Guangxi                           NaN               NaN  \n",
+       "Guizhou                           NaN               NaN  \n",
+       "Hebei                             NaN               NaN  \n",
+       "Heilongjiang                      NaN               NaN  \n",
+       "Henan                             NaN               NaN  \n",
+       "Hubei                             NaN               NaN  \n",
+       "Hunan                             NaN               NaN  \n",
+       "Inner Mongolia                    NaN               NaN  \n",
+       "Jiangsu                           NaN               NaN  \n",
+       "Jiangxi                           NaN               NaN  \n",
+       "Jilin                             NaN               NaN  \n",
+       "Liaoning                          NaN               NaN  \n",
+       "Ningxia                           NaN               NaN  \n",
+       "Shaanxi                           NaN               NaN  \n",
+       "Shandong                          NaN               NaN  \n",
+       "Shanghai                          NaN               NaN  \n",
+       "Shanxi                            NaN               NaN  \n",
+       "Sichuan                           NaN               NaN  \n",
+       "Tianjin                           NaN               NaN  \n",
+       "Xinjiang                          NaN               NaN  \n",
+       "Zhejiang                          NaN               NaN  \n",
+       "all                               NaN               NaN  \n",
+       "\n",
+       "[28 rows x 92 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confirm = sars.pivot(index='provinceEnglishName',columns='DateTime',values='city_confirmedCount')\n",
+    "confirm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "test=confirm.T.reset_index().drop(columns=['DateTime'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "valid_index = test.apply(pd.Series.last_valid_index)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "provinceEnglishName\n",
+       "Anhui             45\n",
+       "Beijing           68\n",
+       "Chongqing         45\n",
+       "Fujian            45\n",
+       "Gansu             45\n",
+       "Guangdong         70\n",
+       "Guangxi           51\n",
+       "Guizhou            8\n",
+       "Hebei             58\n",
+       "Heilongjiang      45\n",
+       "Henan             45\n",
+       "Hubei             52\n",
+       "Hunan             45\n",
+       "Inner Mongolia    58\n",
+       "Jiangsu           45\n",
+       "Jiangxi           45\n",
+       "Jilin             50\n",
+       "Liaoning          67\n",
+       "Ningxia           45\n",
+       "Shaanxi           45\n",
+       "Shandong          45\n",
+       "Shanghai          56\n",
+       "Shanxi            58\n",
+       "Sichuan           68\n",
+       "Tianjin           50\n",
+       "Xinjiang          45\n",
+       "Zhejiang          45\n",
+       "all               70\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "valid_index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "68"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "confirm0 = np.array(confirm.fillna(0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2521.0"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confirm0[1][68]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {
+    "collapsed": true
+   },
+   "outputs": [],
+   "source": [
+    "# fillna with 0/inf\n",
+    "confirm0 = np.array(confirm.fillna(0))\n",
+    "confirminf = np.array(confirm.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "# confirm_maxid = np.argmax(confirm0,axis=1)\n",
+    "confirm_minid = np.argmin(confirminf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(confirm0.shape[0]):\n",
+    "    for j in range(confirm0.shape[1]):\n",
+    "        if confirm0[i,j] == 0 and j <= confirm_minid[i]:\n",
+    "            confirm0[i,j] = confirm0[i,confirm_minid[i]]\n",
+    "        elif confirm0[i,j] == 0 and j >= valid_index[i]: \n",
+    "            confirm0[i,j] = confirm0[i,valid_index[i]]\n",
+    "        elif confirm0[i,j] == 0:\n",
+    "            confirm0[i,j] = confirm0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "confirm_processed = pd.DataFrame(confirm0)\n",
+    "confirm_processed.columns = confirm.columns\n",
+    "confirm_processed['province'] = confirm.index"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>DateTime</th>\n",
+       "      <th>2003-03-31</th>\n",
+       "      <th>2003-04-02</th>\n",
+       "      <th>2003-04-06</th>\n",
+       "      <th>2003-04-09</th>\n",
+       "      <th>2003-04-15 12:00</th>\n",
+       "      <th>2003-04-18</th>\n",
+       "      <th>2003-04-21</th>\n",
+       "      <th>2003-04-22 20:00</th>\n",
+       "      <th>2003-04-23 20:00</th>\n",
+       "      <th>2003-04-24 20:00</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2003-07-16 10:00</th>\n",
+       "      <th>2003-07-17 10:00</th>\n",
+       "      <th>2003-07-27 10:00</th>\n",
+       "      <th>2003-07-30 10:00</th>\n",
+       "      <th>2003-08-02 10:00</th>\n",
+       "      <th>2003-08-13 10:00</th>\n",
+       "      <th>2003-08-14 10:00</th>\n",
+       "      <th>2003-08-15 10:00</th>\n",
+       "      <th>2003-08-16 10:00</th>\n",
+       "      <th>province</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>Anhui</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>19.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>482.0</td>\n",
+       "      <td>693.0</td>\n",
+       "      <td>774.0</td>\n",
+       "      <td>877.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>2521.0</td>\n",
+       "      <td>Beijing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Chongqing</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Fujian</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Gansu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>1153.0</td>\n",
+       "      <td>1203.0</td>\n",
+       "      <td>1213.0</td>\n",
+       "      <td>1273.0</td>\n",
+       "      <td>1273.0</td>\n",
+       "      <td>1317.0</td>\n",
+       "      <td>1344.0</td>\n",
+       "      <td>1359.0</td>\n",
+       "      <td>1374.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>1512.0</td>\n",
+       "      <td>Guangdong</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>Guangxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Guizhou</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>215.0</td>\n",
+       "      <td>Hebei</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Heilongjiang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>Henan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Hubei</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>Hunan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>70.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>282.0</td>\n",
+       "      <td>Inner Mongolia</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Jiangsu</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Jiangxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>Jilin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>Liaoning</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Ningxia</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>Shaanxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Shandong</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>Shanghai</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>157.0</td>\n",
+       "      <td>162.0</td>\n",
+       "      <td>173.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>448.0</td>\n",
+       "      <td>Shanxi</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>Sichuan</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>175.0</td>\n",
+       "      <td>Tianjin</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Xinjiang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Zhejiang</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>1190.0</td>\n",
+       "      <td>1220.0</td>\n",
+       "      <td>1268.0</td>\n",
+       "      <td>1290.0</td>\n",
+       "      <td>1435.0</td>\n",
+       "      <td>1807.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2305.0</td>\n",
+       "      <td>2422.0</td>\n",
+       "      <td>2601.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>5327.0</td>\n",
+       "      <td>all</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>28 rows × 93 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "DateTime  2003-03-31  2003-04-02  2003-04-06  2003-04-09  2003-04-15 12:00  \\\n",
+       "0                0.0         0.0         0.0         0.0               0.0   \n",
+       "1               12.0        12.0        19.0        22.0              37.0   \n",
+       "2                0.0         0.0         0.0         0.0               0.0   \n",
+       "3                3.0         3.0         3.0         3.0               3.0   \n",
+       "4                2.0         2.0         2.0         2.0               2.0   \n",
+       "5             1153.0      1153.0      1203.0      1213.0            1273.0   \n",
+       "6               11.0        11.0        11.0        12.0              12.0   \n",
+       "7                0.0         0.0         0.0         0.0               0.0   \n",
+       "8                0.0         0.0         0.0         0.0               0.0   \n",
+       "9                0.0         0.0         0.0         0.0               0.0   \n",
+       "10               3.0         3.0         3.0         3.0               3.0   \n",
+       "11               1.0         1.0         1.0         1.0               1.0   \n",
+       "12               7.0         6.0         6.0         6.0               6.0   \n",
+       "13              17.0        17.0        17.0        17.0              17.0   \n",
+       "14               0.0         0.0         0.0         0.0               0.0   \n",
+       "15               0.0         0.0         0.0         0.0               0.0   \n",
+       "16               3.0         3.0         3.0         3.0               3.0   \n",
+       "17               1.0         1.0         1.0         1.0               1.0   \n",
+       "18               5.0         5.0         5.0         5.0               5.0   \n",
+       "19               1.0         1.0         1.0         1.0               1.0   \n",
+       "20               1.0         1.0         1.0         1.0               1.0   \n",
+       "21               0.0         0.0         1.0         1.0               1.0   \n",
+       "22               4.0         4.0        24.0        32.0              82.0   \n",
+       "23               3.0         3.0         4.0         4.0               4.0   \n",
+       "24               0.0         0.0         0.0         0.0               0.0   \n",
+       "25               0.0         0.0         0.0         0.0               0.0   \n",
+       "26               3.0         3.0         3.0         3.0               3.0   \n",
+       "27            1190.0      1220.0      1268.0      1290.0            1435.0   \n",
+       "\n",
+       "DateTime  2003-04-18  2003-04-21  2003-04-22 20:00  2003-04-23 20:00  \\\n",
+       "0                0.0         0.0               0.0               1.0   \n",
+       "1               37.0       482.0             693.0             774.0   \n",
+       "2                0.0         0.0               0.0               0.0   \n",
+       "3                3.0         3.0               3.0               3.0   \n",
+       "4                2.0         2.0               2.0               2.0   \n",
+       "5             1273.0      1317.0            1344.0            1359.0   \n",
+       "6               12.0        14.0              15.0              16.0   \n",
+       "7                0.0         0.0               0.0               0.0   \n",
+       "8                0.0         0.0               6.0               6.0   \n",
+       "9                0.0         0.0               0.0               0.0   \n",
+       "10               3.0         3.0               6.0               8.0   \n",
+       "11               1.0         1.0               1.0               1.0   \n",
+       "12               6.0         6.0               6.0               6.0   \n",
+       "13              17.0        30.0              36.0              47.0   \n",
+       "14               0.0         0.0               0.0               0.0   \n",
+       "15               0.0         0.0               0.0               0.0   \n",
+       "16               3.0         3.0               7.0               7.0   \n",
+       "17               1.0         2.0               1.0               1.0   \n",
+       "18               5.0         5.0               5.0               5.0   \n",
+       "19               1.0         1.0               2.0               2.0   \n",
+       "20               1.0         1.0               1.0               1.0   \n",
+       "21               1.0         2.0               2.0               2.0   \n",
+       "22              82.0       120.0             157.0             162.0   \n",
+       "23               4.0         8.0               8.0               8.0   \n",
+       "24               0.0         0.0               7.0               8.0   \n",
+       "25               0.0         0.0               0.0               0.0   \n",
+       "26               3.0         3.0               3.0               3.0   \n",
+       "27            1807.0      2001.0            2305.0            2422.0   \n",
+       "\n",
+       "DateTime  2003-04-24 20:00  ...  2003-07-16 10:00  2003-07-17 10:00  \\\n",
+       "0                      1.0  ...              10.0              10.0   \n",
+       "1                    877.0  ...            2521.0            2521.0   \n",
+       "2                      0.0  ...               3.0               3.0   \n",
+       "3                      3.0  ...               3.0               3.0   \n",
+       "4                      2.0  ...               8.0               8.0   \n",
+       "5                   1374.0  ...            1512.0            1512.0   \n",
+       "6                     16.0  ...              22.0              22.0   \n",
+       "7                      0.0  ...               0.0               0.0   \n",
+       "8                     18.0  ...             215.0             215.0   \n",
+       "9                      0.0  ...               0.0               0.0   \n",
+       "10                     9.0  ...              15.0              15.0   \n",
+       "11                     1.0  ...               7.0               7.0   \n",
+       "12                     6.0  ...               6.0               6.0   \n",
+       "13                    70.0  ...             282.0             282.0   \n",
+       "14                     0.0  ...               7.0               7.0   \n",
+       "15                     0.0  ...               1.0               1.0   \n",
+       "16                     7.0  ...              35.0              35.0   \n",
+       "17                     1.0  ...               7.0               7.0   \n",
+       "18                     5.0  ...               5.0               5.0   \n",
+       "19                     2.0  ...              12.0              12.0   \n",
+       "20                     1.0  ...               1.0               1.0   \n",
+       "21                     2.0  ...               8.0               8.0   \n",
+       "22                   173.0  ...             448.0             448.0   \n",
+       "23                     9.0  ...              20.0              20.0   \n",
+       "24                    21.0  ...             175.0             175.0   \n",
+       "25                     0.0  ...               0.0               0.0   \n",
+       "26                     3.0  ...               4.0               4.0   \n",
+       "27                  2601.0  ...            5327.0            5327.0   \n",
+       "\n",
+       "DateTime  2003-07-27 10:00  2003-07-30 10:00  2003-08-02 10:00  \\\n",
+       "0                     10.0              10.0              10.0   \n",
+       "1                   2521.0            2521.0            2521.0   \n",
+       "2                      3.0               3.0               3.0   \n",
+       "3                      3.0               3.0               3.0   \n",
+       "4                      8.0               8.0               8.0   \n",
+       "5                   1512.0            1512.0            1512.0   \n",
+       "6                     22.0              22.0              22.0   \n",
+       "7                      0.0               0.0               0.0   \n",
+       "8                    215.0             215.0             215.0   \n",
+       "9                      0.0               0.0               0.0   \n",
+       "10                    15.0              15.0              15.0   \n",
+       "11                     7.0               7.0               7.0   \n",
+       "12                     6.0               6.0               6.0   \n",
+       "13                   282.0             282.0             282.0   \n",
+       "14                     7.0               7.0               7.0   \n",
+       "15                     1.0               1.0               1.0   \n",
+       "16                    35.0              35.0              35.0   \n",
+       "17                     7.0               7.0               7.0   \n",
+       "18                     5.0               5.0               5.0   \n",
+       "19                    12.0              12.0              12.0   \n",
+       "20                     1.0               1.0               1.0   \n",
+       "21                     8.0               8.0               8.0   \n",
+       "22                   448.0             448.0             448.0   \n",
+       "23                    20.0              20.0              20.0   \n",
+       "24                   175.0             175.0             175.0   \n",
+       "25                     0.0               0.0               0.0   \n",
+       "26                     4.0               4.0               4.0   \n",
+       "27                  5327.0            5327.0            5327.0   \n",
+       "\n",
+       "DateTime  2003-08-13 10:00  2003-08-14 10:00  2003-08-15 10:00  \\\n",
+       "0                     10.0              10.0              10.0   \n",
+       "1                   2521.0            2521.0            2521.0   \n",
+       "2                      3.0               3.0               3.0   \n",
+       "3                      3.0               3.0               3.0   \n",
+       "4                      8.0               8.0               8.0   \n",
+       "5                   1512.0            1512.0            1512.0   \n",
+       "6                     22.0              22.0              22.0   \n",
+       "7                      0.0               0.0               0.0   \n",
+       "8                    215.0             215.0             215.0   \n",
+       "9                      0.0               0.0               0.0   \n",
+       "10                    15.0              15.0              15.0   \n",
+       "11                     7.0               7.0               7.0   \n",
+       "12                     6.0               6.0               6.0   \n",
+       "13                   282.0             282.0             282.0   \n",
+       "14                     7.0               7.0               7.0   \n",
+       "15                     1.0               1.0               1.0   \n",
+       "16                    35.0              35.0              35.0   \n",
+       "17                     7.0               7.0               7.0   \n",
+       "18                     5.0               5.0               5.0   \n",
+       "19                    12.0              12.0              12.0   \n",
+       "20                     1.0               1.0               1.0   \n",
+       "21                     8.0               8.0               8.0   \n",
+       "22                   448.0             448.0             448.0   \n",
+       "23                    20.0              20.0              20.0   \n",
+       "24                   175.0             175.0             175.0   \n",
+       "25                     0.0               0.0               0.0   \n",
+       "26                     4.0               4.0               4.0   \n",
+       "27                  5327.0            5327.0            5327.0   \n",
+       "\n",
+       "DateTime  2003-08-16 10:00        province  \n",
+       "0                     10.0           Anhui  \n",
+       "1                   2521.0         Beijing  \n",
+       "2                      3.0       Chongqing  \n",
+       "3                      3.0          Fujian  \n",
+       "4                      8.0           Gansu  \n",
+       "5                   1512.0       Guangdong  \n",
+       "6                     22.0         Guangxi  \n",
+       "7                      0.0         Guizhou  \n",
+       "8                    215.0           Hebei  \n",
+       "9                      0.0    Heilongjiang  \n",
+       "10                    15.0           Henan  \n",
+       "11                     7.0           Hubei  \n",
+       "12                     6.0           Hunan  \n",
+       "13                   282.0  Inner Mongolia  \n",
+       "14                     7.0         Jiangsu  \n",
+       "15                     1.0         Jiangxi  \n",
+       "16                    35.0           Jilin  \n",
+       "17                     7.0        Liaoning  \n",
+       "18                     5.0         Ningxia  \n",
+       "19                    12.0         Shaanxi  \n",
+       "20                     1.0        Shandong  \n",
+       "21                     8.0        Shanghai  \n",
+       "22                   448.0          Shanxi  \n",
+       "23                    20.0         Sichuan  \n",
+       "24                   175.0         Tianjin  \n",
+       "25                     0.0        Xinjiang  \n",
+       "26                     4.0        Zhejiang  \n",
+       "27                  5327.0             all  \n",
+       "\n",
+       "[28 rows x 93 columns]"
+      ]
+     },
+     "execution_count": 80,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "confirm_processed"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: `country_bias` argument of the Nominatim.__init__ is deprecated and will be removed in geopy 2.0. Use Nominatim.geocode(country_codes='China') instead.\n",
+      "  \n",
+      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:2: DeprecationWarning: Using Nominatim with the default \"geopy/1.22.0\" `user_agent` is strongly discouraged, as it violates Nominatim's ToS https://operations.osmfoundation.org/policies/nominatim/ and may possibly cause 403 and 429 HTTP errors. Please specify a custom `user_agent` with `Nominatim(user_agent=\"my-application\")` or by overriding the default `user_agent`: `geopy.geocoders.options.default_user_agent = \"my-application\"`. In geopy 2.0 this will become an exception.\n",
+      "  \n"
+     ]
+    }
+   ],
+   "source": [
+    "from geopy.geocoders import Nominatim\n",
+    "geolocator = Nominatim(country_bias=\"China\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "province = confirm_processed['province']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = geolocator.geocode(\"Beijing\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "39.906217"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a.latitude"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:5: DeprecationWarning: `country_bias` argument of the Nominatim.__init__ is deprecated and will be removed in geopy 2.0. Use Nominatim.geocode(country_codes='China') instead.\n",
+      "  \"\"\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "from geopy.geocoders import Nominatim\n",
+    "import ssl\n",
+    "ssl._create_default_https_context = ssl._create_unverified_context\n",
+    "\n",
+    "geolocator = Nominatim(user_agent=\"myapp\",country_bias=\"China\",timeout=10)\n",
+    "\n",
+    "# from geopy.extra.rate_limiter import RateLimiter\n",
+    "geocode = RateLimiter(geolocator.geocode, min_delay_seconds=1)\n",
+    "confirm_processed['location'] = confirm_processed['province'].apply(geocode)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_processed['latitude'] = confirm_processed['location'].apply(lambda loc: loc.latitude if loc else None)\n",
+    "confirm_processed['longitude'] = confirm_processed['location'].apply(lambda loc: loc.longitude if loc else None)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "confirm_processed_final = confirm_processed.drop(columns=['location'])\n",
+    "\n",
+    "# save\n",
+    "confirm_processed_final.to_csv('SARS_confirmed.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:31: DeprecationWarning: `country_bias` argument of the Nominatim.__init__ is deprecated and will be removed in geopy 2.0. Use Nominatim.geocode(country_codes='China') instead.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# cure\n",
+    "# cure = sars.pivot(index='provinceEnglishName',columns='DateTime',values='city_curedCount')\n",
+    "\n",
+    "# get valid index\n",
+    "test=cure.T.reset_index().drop(columns=['DateTime'])\n",
+    "last_index = test.apply(pd.Series.last_valid_index)\n",
+    " \n",
+    "# fillna with 0/inf\n",
+    "cure0 = np.array(cure.fillna(0))\n",
+    "cureinf = np.array(cure.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "cure_minid = np.argmin(cureinf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(cure0.shape[0]):\n",
+    "    for j in range(cure0.shape[1]):\n",
+    "        if cure0[i,j] == 0 and j <= cure_minid[i]:\n",
+    "            cure0[i,j] = cure0[i,cure_minid[i]]\n",
+    "        elif cure0[i,j] == 0 and j >= last_index[i]: \n",
+    "            cure0[i,j] = cure0[i,last_index[i]]\n",
+    "        elif cure0[i,j] == 0:\n",
+    "            cure0[i,j] = cure0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "cure_processed = pd.DataFrame(cure0)\n",
+    "cure_processed.columns = cure.columns\n",
+    "cure_processed['province'] = cure.index\n",
+    "\n",
+    "# add coordinates\n",
+    "geolocator = Nominatim(user_agent=\"myapp2\",country_bias=\"China\",timeout=10)\n",
+    "geocode = RateLimiter(geolocator.geocode, min_delay_seconds=1)\n",
+    "\n",
+    "cure_processed['location'] = cure_processed['province'].apply(geocode)\n",
+    "cure_processed['latitude'] = cure_processed['location'].apply(lambda loc: loc.latitude if loc else None)\n",
+    "cure_processed['longitude'] = cure_processed['location'].apply(lambda loc: loc.longitude if loc else None)\n",
+    "\n",
+    "# drop location column\n",
+    "cure_processed_final = cure_processed.drop(columns=['location'])\n",
+    "\n",
+    "# save\n",
+    "cure_processed_final.to_csv('SARS_cured.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>DateTime</th>\n",
+       "      <th>2003-03-31</th>\n",
+       "      <th>2003-04-02</th>\n",
+       "      <th>2003-04-06</th>\n",
+       "      <th>2003-04-09</th>\n",
+       "      <th>2003-04-15 12:00</th>\n",
+       "      <th>2003-04-18</th>\n",
+       "      <th>2003-04-21</th>\n",
+       "      <th>2003-04-22 20:00</th>\n",
+       "      <th>2003-04-23 20:00</th>\n",
+       "      <th>2003-04-24 20:00</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2003-07-15 10:00</th>\n",
+       "      <th>2003-07-16 10:00</th>\n",
+       "      <th>2003-07-17 10:00</th>\n",
+       "      <th>2003-07-27 10:00</th>\n",
+       "      <th>2003-07-30 10:00</th>\n",
+       "      <th>2003-08-02 10:00</th>\n",
+       "      <th>2003-08-13 10:00</th>\n",
+       "      <th>2003-08-14 10:00</th>\n",
+       "      <th>2003-08-15 10:00</th>\n",
+       "      <th>2003-08-16 10:00</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>provinceEnglishName</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>Anhui</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Beijing</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2307.0</td>\n",
+       "      <td>2308.0</td>\n",
+       "      <td>2309.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2310.0</td>\n",
+       "      <td>2311.0</td>\n",
+       "      <td>2312.0</td>\n",
+       "      <td>2315.0</td>\n",
+       "      <td>2318.0</td>\n",
+       "      <td>2321.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Chongqing</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Fujian</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Gansu</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guangdong</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1004.0</td>\n",
+       "      <td>1063.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1136.0</td>\n",
+       "      <td>1146.0</td>\n",
+       "      <td>1159.0</td>\n",
+       "      <td>1173.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guangxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Guizhou</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hebei</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Heilongjiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Henan</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hubei</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Hunan</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Inner Mongolia</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jiangsu</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jiangxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Jilin</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Liaoning</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Ningxia</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shaanxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shandong</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shanghai</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Shanxi</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sichuan</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Tianjin</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Xinjiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Zhejiang</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>all</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1025.0</td>\n",
+       "      <td>1094.0</td>\n",
+       "      <td>1165.0</td>\n",
+       "      <td>1201.0</td>\n",
+       "      <td>1231.0</td>\n",
+       "      <td>1254.0</td>\n",
+       "      <td>1227.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4945.0</td>\n",
+       "      <td>4946.0</td>\n",
+       "      <td>4947.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>4948.0</td>\n",
+       "      <td>4949.0</td>\n",
+       "      <td>4950.0</td>\n",
+       "      <td>4953.0</td>\n",
+       "      <td>4956.0</td>\n",
+       "      <td>4959.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>28 rows × 92 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "DateTime             2003-03-31  2003-04-02  2003-04-06  2003-04-09  \\\n",
+       "provinceEnglishName                                                   \n",
+       "Anhui                       NaN         NaN         NaN         NaN   \n",
+       "Beijing                     NaN         NaN         NaN         1.0   \n",
+       "Chongqing                   NaN         NaN         NaN         NaN   \n",
+       "Fujian                      NaN         NaN         NaN         NaN   \n",
+       "Gansu                       NaN         NaN         NaN         NaN   \n",
+       "Guangdong                   NaN         NaN         NaN      1004.0   \n",
+       "Guangxi                     NaN         NaN         NaN         8.0   \n",
+       "Guizhou                     NaN         NaN         NaN         NaN   \n",
+       "Hebei                       NaN         NaN         NaN         NaN   \n",
+       "Heilongjiang                NaN         NaN         NaN         NaN   \n",
+       "Henan                       NaN         NaN         NaN         NaN   \n",
+       "Hubei                       NaN         NaN         NaN         NaN   \n",
+       "Hunan                       NaN         NaN         NaN         5.0   \n",
+       "Inner Mongolia              NaN         NaN         NaN         NaN   \n",
+       "Jiangsu                     NaN         NaN         NaN         NaN   \n",
+       "Jiangxi                     NaN         NaN         NaN         NaN   \n",
+       "Jilin                       NaN         NaN         NaN         NaN   \n",
+       "Liaoning                    NaN         NaN         NaN         NaN   \n",
+       "Ningxia                     NaN         NaN         NaN         NaN   \n",
+       "Shaanxi                     NaN         NaN         NaN         NaN   \n",
+       "Shandong                    NaN         NaN         NaN         NaN   \n",
+       "Shanghai                    NaN         NaN         NaN         0.0   \n",
+       "Shanxi                      NaN         NaN         NaN         4.0   \n",
+       "Sichuan                     NaN         NaN         NaN         3.0   \n",
+       "Tianjin                     NaN         NaN         NaN         NaN   \n",
+       "Xinjiang                    NaN         NaN         NaN         NaN   \n",
+       "Zhejiang                    NaN         NaN         NaN         NaN   \n",
+       "all                         NaN         NaN         NaN      1025.0   \n",
+       "\n",
+       "DateTime             2003-04-15 12:00  2003-04-18  2003-04-21  \\\n",
+       "provinceEnglishName                                             \n",
+       "Anhui                             NaN         NaN         NaN   \n",
+       "Beijing                           8.0         NaN        43.0   \n",
+       "Chongqing                         NaN         NaN         0.0   \n",
+       "Fujian                            0.0         NaN         NaN   \n",
+       "Gansu                             NaN         NaN         NaN   \n",
+       "Guangdong                      1063.0         NaN      1136.0   \n",
+       "Guangxi                           8.0         NaN         8.0   \n",
+       "Guizhou                           NaN         NaN         NaN   \n",
+       "Hebei                             NaN         NaN         0.0   \n",
+       "Heilongjiang                      NaN         NaN         NaN   \n",
+       "Henan                             NaN         NaN         0.0   \n",
+       "Hubei                             NaN         NaN         NaN   \n",
+       "Hunan                             5.0         NaN         5.0   \n",
+       "Inner Mongolia                    0.0         NaN         0.0   \n",
+       "Jiangsu                           NaN         NaN         NaN   \n",
+       "Jiangxi                           NaN         NaN         NaN   \n",
+       "Jilin                             NaN         NaN         0.0   \n",
+       "Liaoning                          NaN         NaN         0.0   \n",
+       "Ningxia                           NaN         NaN         NaN   \n",
+       "Shaanxi                           NaN         NaN         0.0   \n",
+       "Shandong                          NaN         NaN         NaN   \n",
+       "Shanghai                          0.0         NaN         0.0   \n",
+       "Shanxi                            7.0         NaN         6.0   \n",
+       "Sichuan                           3.0         NaN         3.0   \n",
+       "Tianjin                           NaN         NaN         0.0   \n",
+       "Xinjiang                          NaN         NaN         0.0   \n",
+       "Zhejiang                          NaN         NaN         NaN   \n",
+       "all                            1094.0      1165.0      1201.0   \n",
+       "\n",
+       "DateTime             2003-04-22 20:00  2003-04-23 20:00  2003-04-24 20:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             0.0               0.0               0.0   \n",
+       "Beijing                          55.0              64.0              73.0   \n",
+       "Chongqing                         0.0               0.0               0.0   \n",
+       "Fujian                            1.0               1.0               1.0   \n",
+       "Gansu                             0.0               0.0               0.0   \n",
+       "Guangdong                      1146.0            1159.0            1173.0   \n",
+       "Guangxi                           8.0               8.0               8.0   \n",
+       "Guizhou                           0.0               0.0               NaN   \n",
+       "Hebei                             0.0               0.0               0.0   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             0.0               0.0               0.0   \n",
+       "Hubei                             0.0               0.0               0.0   \n",
+       "Hunan                             5.0               5.0               5.0   \n",
+       "Inner Mongolia                    0.0               0.0               0.0   \n",
+       "Jiangsu                           0.0               0.0               0.0   \n",
+       "Jiangxi                           0.0               0.0               0.0   \n",
+       "Jilin                             0.0               0.0               0.0   \n",
+       "Liaoning                          0.0               0.0               0.0   \n",
+       "Ningxia                           0.0               0.0               0.0   \n",
+       "Shaanxi                           0.0               0.0               0.0   \n",
+       "Shandong                          0.0               0.0               0.0   \n",
+       "Shanghai                          0.0               0.0               0.0   \n",
+       "Shanxi                           13.0              14.0              14.0   \n",
+       "Sichuan                           3.0               3.0               3.0   \n",
+       "Tianjin                           0.0               0.0               0.0   \n",
+       "Xinjiang                          0.0               0.0               0.0   \n",
+       "Zhejiang                          0.0               0.0               0.0   \n",
+       "all                            1231.0            1254.0            1227.0   \n",
+       "\n",
+       "DateTime             ...  2003-07-15 10:00  2003-07-16 10:00  \\\n",
+       "provinceEnglishName  ...                                       \n",
+       "Anhui                ...               NaN               NaN   \n",
+       "Beijing              ...            2307.0            2308.0   \n",
+       "Chongqing            ...               NaN               NaN   \n",
+       "Fujian               ...               NaN               NaN   \n",
+       "Gansu                ...               NaN               NaN   \n",
+       "Guangdong            ...               NaN               NaN   \n",
+       "Guangxi              ...               NaN               NaN   \n",
+       "Guizhou              ...               NaN               NaN   \n",
+       "Hebei                ...               NaN               NaN   \n",
+       "Heilongjiang         ...               NaN               NaN   \n",
+       "Henan                ...               NaN               NaN   \n",
+       "Hubei                ...               NaN               NaN   \n",
+       "Hunan                ...               NaN               NaN   \n",
+       "Inner Mongolia       ...               NaN               NaN   \n",
+       "Jiangsu              ...               NaN               NaN   \n",
+       "Jiangxi              ...               NaN               NaN   \n",
+       "Jilin                ...               NaN               NaN   \n",
+       "Liaoning             ...               NaN               NaN   \n",
+       "Ningxia              ...               NaN               NaN   \n",
+       "Shaanxi              ...               NaN               NaN   \n",
+       "Shandong             ...               NaN               NaN   \n",
+       "Shanghai             ...               NaN               NaN   \n",
+       "Shanxi               ...               NaN               NaN   \n",
+       "Sichuan              ...               NaN               NaN   \n",
+       "Tianjin              ...               NaN               NaN   \n",
+       "Xinjiang             ...               NaN               NaN   \n",
+       "Zhejiang             ...               NaN               NaN   \n",
+       "all                  ...            4945.0            4946.0   \n",
+       "\n",
+       "DateTime             2003-07-17 10:00  2003-07-27 10:00  2003-07-30 10:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             NaN               NaN               NaN   \n",
+       "Beijing                        2309.0               NaN            2310.0   \n",
+       "Chongqing                         NaN               NaN               NaN   \n",
+       "Fujian                            NaN               NaN               NaN   \n",
+       "Gansu                             NaN               NaN               NaN   \n",
+       "Guangdong                         NaN               NaN               NaN   \n",
+       "Guangxi                           NaN               NaN               NaN   \n",
+       "Guizhou                           NaN               NaN               NaN   \n",
+       "Hebei                             NaN               NaN               NaN   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             NaN               NaN               NaN   \n",
+       "Hubei                             NaN               NaN               NaN   \n",
+       "Hunan                             NaN               NaN               NaN   \n",
+       "Inner Mongolia                    NaN               NaN               NaN   \n",
+       "Jiangsu                           NaN               NaN               NaN   \n",
+       "Jiangxi                           NaN               NaN               NaN   \n",
+       "Jilin                             NaN               NaN               NaN   \n",
+       "Liaoning                          NaN               NaN               NaN   \n",
+       "Ningxia                           NaN               NaN               NaN   \n",
+       "Shaanxi                           NaN               NaN               NaN   \n",
+       "Shandong                          NaN               NaN               NaN   \n",
+       "Shanghai                          NaN               NaN               NaN   \n",
+       "Shanxi                            NaN               NaN               NaN   \n",
+       "Sichuan                           NaN               NaN               NaN   \n",
+       "Tianjin                           NaN               NaN               NaN   \n",
+       "Xinjiang                          NaN               NaN               NaN   \n",
+       "Zhejiang                          NaN               NaN               NaN   \n",
+       "all                            4947.0               NaN            4948.0   \n",
+       "\n",
+       "DateTime             2003-08-02 10:00  2003-08-13 10:00  2003-08-14 10:00  \\\n",
+       "provinceEnglishName                                                         \n",
+       "Anhui                             NaN               NaN               NaN   \n",
+       "Beijing                        2311.0            2312.0            2315.0   \n",
+       "Chongqing                         NaN               NaN               NaN   \n",
+       "Fujian                            NaN               NaN               NaN   \n",
+       "Gansu                             NaN               NaN               NaN   \n",
+       "Guangdong                         NaN               NaN               NaN   \n",
+       "Guangxi                           NaN               NaN               NaN   \n",
+       "Guizhou                           NaN               NaN               NaN   \n",
+       "Hebei                             NaN               NaN               NaN   \n",
+       "Heilongjiang                      NaN               NaN               NaN   \n",
+       "Henan                             NaN               NaN               NaN   \n",
+       "Hubei                             NaN               NaN               NaN   \n",
+       "Hunan                             NaN               NaN               NaN   \n",
+       "Inner Mongolia                    NaN               NaN               NaN   \n",
+       "Jiangsu                           NaN               NaN               NaN   \n",
+       "Jiangxi                           NaN               NaN               NaN   \n",
+       "Jilin                             NaN               NaN               NaN   \n",
+       "Liaoning                          NaN               NaN               NaN   \n",
+       "Ningxia                           NaN               NaN               NaN   \n",
+       "Shaanxi                           NaN               NaN               NaN   \n",
+       "Shandong                          NaN               NaN               NaN   \n",
+       "Shanghai                          NaN               NaN               NaN   \n",
+       "Shanxi                            NaN               NaN               NaN   \n",
+       "Sichuan                           NaN               NaN               NaN   \n",
+       "Tianjin                           NaN               NaN               NaN   \n",
+       "Xinjiang                          NaN               NaN               NaN   \n",
+       "Zhejiang                          NaN               NaN               NaN   \n",
+       "all                            4949.0            4950.0            4953.0   \n",
+       "\n",
+       "DateTime             2003-08-15 10:00  2003-08-16 10:00  \n",
+       "provinceEnglishName                                      \n",
+       "Anhui                             NaN               NaN  \n",
+       "Beijing                        2318.0            2321.0  \n",
+       "Chongqing                         NaN               NaN  \n",
+       "Fujian                            NaN               NaN  \n",
+       "Gansu                             NaN               NaN  \n",
+       "Guangdong                         NaN               NaN  \n",
+       "Guangxi                           NaN               NaN  \n",
+       "Guizhou                           NaN               NaN  \n",
+       "Hebei                             NaN               NaN  \n",
+       "Heilongjiang                      NaN               NaN  \n",
+       "Henan                             NaN               NaN  \n",
+       "Hubei                             NaN               NaN  \n",
+       "Hunan                             NaN               NaN  \n",
+       "Inner Mongolia                    NaN               NaN  \n",
+       "Jiangsu                           NaN               NaN  \n",
+       "Jiangxi                           NaN               NaN  \n",
+       "Jilin                             NaN               NaN  \n",
+       "Liaoning                          NaN               NaN  \n",
+       "Ningxia                           NaN               NaN  \n",
+       "Shaanxi                           NaN               NaN  \n",
+       "Shandong                          NaN               NaN  \n",
+       "Shanghai                          NaN               NaN  \n",
+       "Shanxi                            NaN               NaN  \n",
+       "Sichuan                           NaN               NaN  \n",
+       "Tianjin                           NaN               NaN  \n",
+       "Xinjiang                          NaN               NaN  \n",
+       "Zhejiang                          NaN               NaN  \n",
+       "all                            4956.0            4959.0  \n",
+       "\n",
+       "[28 rows x 92 columns]"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cure = sars.pivot(index='provinceEnglishName',columns='DateTime',values='city_curedCount')\n",
+    "cure"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>DateTime</th>\n",
+       "      <th>2003-03-31</th>\n",
+       "      <th>2003-04-02</th>\n",
+       "      <th>2003-04-06</th>\n",
+       "      <th>2003-04-09</th>\n",
+       "      <th>2003-04-15 12:00</th>\n",
+       "      <th>2003-04-18</th>\n",
+       "      <th>2003-04-21</th>\n",
+       "      <th>2003-04-22 20:00</th>\n",
+       "      <th>2003-04-23 20:00</th>\n",
+       "      <th>2003-04-24 20:00</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2003-07-30 10:00</th>\n",
+       "      <th>2003-08-02 10:00</th>\n",
+       "      <th>2003-08-13 10:00</th>\n",
+       "      <th>2003-08-14 10:00</th>\n",
+       "      <th>2003-08-15 10:00</th>\n",
+       "      <th>2003-08-16 10:00</th>\n",
+       "      <th>province</th>\n",
+       "      <th>location</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>Anhui</td>\n",
+       "      <td>(安徽省, China 中国, (32.0, 117.0))</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>117.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2310.0</td>\n",
+       "      <td>2311.0</td>\n",
+       "      <td>2312.0</td>\n",
+       "      <td>2315.0</td>\n",
+       "      <td>2318.0</td>\n",
+       "      <td>2321.0</td>\n",
+       "      <td>Beijing</td>\n",
+       "      <td>(北京市, 东城区, 北京市, 100010, China 中国, (39.906217, ...</td>\n",
+       "      <td>39.906217</td>\n",
+       "      <td>116.391276</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Chongqing</td>\n",
+       "      <td>(重庆市, 渝中区 (Yuzhong), 重庆市中心, 重庆市, 400014, China...</td>\n",
+       "      <td>29.558571</td>\n",
+       "      <td>106.549282</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Fujian</td>\n",
+       "      <td>(福建省, China 中国, (26.5450001, 117.842778))</td>\n",
+       "      <td>26.545000</td>\n",
+       "      <td>117.842778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Gansu</td>\n",
+       "      <td>(甘肃省, China 中国, (38.0000001, 101.9999999))</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>102.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1004.0</td>\n",
+       "      <td>1004.0</td>\n",
+       "      <td>1004.0</td>\n",
+       "      <td>1004.0</td>\n",
+       "      <td>1063.0</td>\n",
+       "      <td>1063.0</td>\n",
+       "      <td>1136.0</td>\n",
+       "      <td>1146.0</td>\n",
+       "      <td>1159.0</td>\n",
+       "      <td>1173.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1447.0</td>\n",
+       "      <td>1447.0</td>\n",
+       "      <td>1447.0</td>\n",
+       "      <td>1447.0</td>\n",
+       "      <td>1447.0</td>\n",
+       "      <td>1447.0</td>\n",
+       "      <td>Guangdong</td>\n",
+       "      <td>(广东省, China 中国, (23.1357694, 113.1982688))</td>\n",
+       "      <td>23.135769</td>\n",
+       "      <td>113.198269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Guangxi</td>\n",
+       "      <td>(广西壮族自治区, China 中国, (24.0, 109.0))</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>109.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Guizhou</td>\n",
+       "      <td>(贵州省, China 中国, (27.0, 107.0))</td>\n",
+       "      <td>27.000000</td>\n",
+       "      <td>107.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>202.0</td>\n",
+       "      <td>Hebei</td>\n",
+       "      <td>(河北省, China 中国, (39.0000001, 116.0))</td>\n",
+       "      <td>39.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Heilongjiang</td>\n",
+       "      <td>(黑龙江省, China 中国, (48.0000047, 127.999992))</td>\n",
+       "      <td>48.000005</td>\n",
+       "      <td>127.999992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Henan</td>\n",
+       "      <td>(河南省, China 中国, (34.0000001, 113.9999999))</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>114.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>Hubei</td>\n",
+       "      <td>(湖北省, China 中国, (31.15172525, 112.878322246560...</td>\n",
+       "      <td>31.151725</td>\n",
+       "      <td>112.878322</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>Hunan</td>\n",
+       "      <td>(湖南省, China 中国, (27.9995878, 112.009538))</td>\n",
+       "      <td>27.999588</td>\n",
+       "      <td>112.009538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>245.0</td>\n",
+       "      <td>Inner Mongolia</td>\n",
+       "      <td>(内蒙古自治区, China 中国, (43.2443242, 114.3251664))</td>\n",
+       "      <td>43.244324</td>\n",
+       "      <td>114.325166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Jiangsu</td>\n",
+       "      <td>(江苏省, China 中国, (33.0000001, 119.9999999))</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>120.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Jiangxi</td>\n",
+       "      <td>(江西省, China 中国, (28.0, 116.0))</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>Jilin</td>\n",
+       "      <td>(吉林省, China 中国, (42.9995032, 125.9816054))</td>\n",
+       "      <td>42.999503</td>\n",
+       "      <td>125.981605</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Liaoning</td>\n",
+       "      <td>(辽宁省, China 中国, (40.9975197, 122.9955469))</td>\n",
+       "      <td>40.997520</td>\n",
+       "      <td>122.995547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>Ningxia</td>\n",
+       "      <td>(宁夏回族自治区, China 中国, (37.0000001, 105.9999999))</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>106.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>Shaanxi</td>\n",
+       "      <td>(陕西省, China 中国, (36.0, 109.0))</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>109.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Shandong</td>\n",
+       "      <td>(山东省, China 中国, (36.0000001, 118.9999999))</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>119.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Shanghai</td>\n",
+       "      <td>(上海市, 黄浦区, 上海市, 200010, China 中国, (31.2252985,...</td>\n",
+       "      <td>31.225299</td>\n",
+       "      <td>121.489050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>403.0</td>\n",
+       "      <td>403.0</td>\n",
+       "      <td>403.0</td>\n",
+       "      <td>403.0</td>\n",
+       "      <td>403.0</td>\n",
+       "      <td>403.0</td>\n",
+       "      <td>Shanxi</td>\n",
+       "      <td>(山西省, China 中国, (37.0, 112.0))</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>Sichuan</td>\n",
+       "      <td>(四川省, China 中国, (30.5000001, 102.4999999))</td>\n",
+       "      <td>30.500000</td>\n",
+       "      <td>102.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>Tianjin</td>\n",
+       "      <td>(天津市, 和平区 (Heping), 天津市, 300010, China 中国, (39...</td>\n",
+       "      <td>39.123564</td>\n",
+       "      <td>117.198078</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Xinjiang</td>\n",
+       "      <td>(新疆维吾尔自治区, China 中国, (41.7574769, 87.167384230...</td>\n",
+       "      <td>41.757477</td>\n",
+       "      <td>87.167384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>(浙江省, China 中国, (29.0000001, 119.9999999))</td>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>120.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>1025.0</td>\n",
+       "      <td>1025.0</td>\n",
+       "      <td>1025.0</td>\n",
+       "      <td>1025.0</td>\n",
+       "      <td>1094.0</td>\n",
+       "      <td>1165.0</td>\n",
+       "      <td>1201.0</td>\n",
+       "      <td>1231.0</td>\n",
+       "      <td>1254.0</td>\n",
+       "      <td>1227.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>4948.0</td>\n",
+       "      <td>4949.0</td>\n",
+       "      <td>4950.0</td>\n",
+       "      <td>4953.0</td>\n",
+       "      <td>4956.0</td>\n",
+       "      <td>4959.0</td>\n",
+       "      <td>all</td>\n",
+       "      <td>(Shqipëria, (41.000028, 19.9999619))</td>\n",
+       "      <td>41.000028</td>\n",
+       "      <td>19.999962</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>28 rows × 96 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "DateTime  2003-03-31  2003-04-02  2003-04-06  2003-04-09  2003-04-15 12:00  \\\n",
+       "0                0.0         0.0         0.0         0.0               0.0   \n",
+       "1                1.0         1.0         1.0         1.0               8.0   \n",
+       "2                0.0         0.0         0.0         0.0               0.0   \n",
+       "3                0.0         0.0         0.0         0.0               0.0   \n",
+       "4                0.0         0.0         0.0         0.0               0.0   \n",
+       "5             1004.0      1004.0      1004.0      1004.0            1063.0   \n",
+       "6                8.0         8.0         8.0         8.0               8.0   \n",
+       "7                0.0         0.0         0.0         0.0               0.0   \n",
+       "8                0.0         0.0         0.0         0.0               0.0   \n",
+       "9                0.0         0.0         0.0         0.0               0.0   \n",
+       "10               0.0         0.0         0.0         0.0               0.0   \n",
+       "11               0.0         0.0         0.0         0.0               0.0   \n",
+       "12               5.0         5.0         5.0         5.0               5.0   \n",
+       "13               0.0         0.0         0.0         0.0               0.0   \n",
+       "14               0.0         0.0         0.0         0.0               0.0   \n",
+       "15               0.0         0.0         0.0         0.0               0.0   \n",
+       "16               0.0         0.0         0.0         0.0               0.0   \n",
+       "17               0.0         0.0         0.0         0.0               0.0   \n",
+       "18               0.0         0.0         0.0         0.0               0.0   \n",
+       "19               0.0         0.0         0.0         0.0               0.0   \n",
+       "20               0.0         0.0         0.0         0.0               0.0   \n",
+       "21               0.0         0.0         0.0         0.0               0.0   \n",
+       "22               4.0         4.0         4.0         4.0               7.0   \n",
+       "23               3.0         3.0         3.0         3.0               3.0   \n",
+       "24               0.0         0.0         0.0         0.0               0.0   \n",
+       "25               0.0         0.0         0.0         0.0               0.0   \n",
+       "26               0.0         0.0         0.0         0.0               0.0   \n",
+       "27            1025.0      1025.0      1025.0      1025.0            1094.0   \n",
+       "\n",
+       "DateTime  2003-04-18  2003-04-21  2003-04-22 20:00  2003-04-23 20:00  \\\n",
+       "0                0.0         0.0               0.0               0.0   \n",
+       "1                8.0        43.0              55.0              64.0   \n",
+       "2                0.0         0.0               0.0               0.0   \n",
+       "3                0.0         0.0               1.0               1.0   \n",
+       "4                0.0         0.0               0.0               0.0   \n",
+       "5             1063.0      1136.0            1146.0            1159.0   \n",
+       "6                8.0         8.0               8.0               8.0   \n",
+       "7                0.0         0.0               0.0               0.0   \n",
+       "8                0.0         0.0               0.0               0.0   \n",
+       "9                0.0         0.0               0.0               0.0   \n",
+       "10               0.0         0.0               0.0               0.0   \n",
+       "11               0.0         0.0               0.0               0.0   \n",
+       "12               5.0         5.0               5.0               5.0   \n",
+       "13               0.0         0.0               0.0               0.0   \n",
+       "14               0.0         0.0               0.0               0.0   \n",
+       "15               0.0         0.0               0.0               0.0   \n",
+       "16               0.0         0.0               0.0               0.0   \n",
+       "17               0.0         0.0               0.0               0.0   \n",
+       "18               0.0         0.0               0.0               0.0   \n",
+       "19               0.0         0.0               0.0               0.0   \n",
+       "20               0.0         0.0               0.0               0.0   \n",
+       "21               0.0         0.0               0.0               0.0   \n",
+       "22               7.0         6.0              13.0              14.0   \n",
+       "23               3.0         3.0               3.0               3.0   \n",
+       "24               0.0         0.0               0.0               0.0   \n",
+       "25               0.0         0.0               0.0               0.0   \n",
+       "26               0.0         0.0               0.0               0.0   \n",
+       "27            1165.0      1201.0            1231.0            1254.0   \n",
+       "\n",
+       "DateTime  2003-04-24 20:00  ...  2003-07-30 10:00  2003-08-02 10:00  \\\n",
+       "0                      0.0  ...               9.0               9.0   \n",
+       "1                     73.0  ...            2310.0            2311.0   \n",
+       "2                      0.0  ...               1.0               1.0   \n",
+       "3                      1.0  ...               3.0               3.0   \n",
+       "4                      0.0  ...               5.0               5.0   \n",
+       "5                   1173.0  ...            1447.0            1447.0   \n",
+       "6                      8.0  ...              17.0              17.0   \n",
+       "7                      0.0  ...               0.0               0.0   \n",
+       "8                      0.0  ...             202.0             202.0   \n",
+       "9                      0.0  ...               0.0               0.0   \n",
+       "10                     0.0  ...              11.0              11.0   \n",
+       "11                     0.0  ...               6.0               6.0   \n",
+       "12                     5.0  ...               5.0               5.0   \n",
+       "13                     0.0  ...             245.0             245.0   \n",
+       "14                     0.0  ...               3.0               3.0   \n",
+       "15                     0.0  ...               1.0               1.0   \n",
+       "16                     0.0  ...              21.0              21.0   \n",
+       "17                     0.0  ...               2.0               2.0   \n",
+       "18                     0.0  ...               4.0               4.0   \n",
+       "19                     0.0  ...              11.0              11.0   \n",
+       "20                     0.0  ...               0.0               0.0   \n",
+       "21                     0.0  ...               3.0               3.0   \n",
+       "22                    14.0  ...             403.0             403.0   \n",
+       "23                     3.0  ...              17.0              17.0   \n",
+       "24                     0.0  ...             132.0             132.0   \n",
+       "25                     0.0  ...               0.0               0.0   \n",
+       "26                     0.0  ...               1.0               1.0   \n",
+       "27                  1227.0  ...            4948.0            4949.0   \n",
+       "\n",
+       "DateTime  2003-08-13 10:00  2003-08-14 10:00  2003-08-15 10:00  \\\n",
+       "0                      9.0               9.0               9.0   \n",
+       "1                   2312.0            2315.0            2318.0   \n",
+       "2                      1.0               1.0               1.0   \n",
+       "3                      3.0               3.0               3.0   \n",
+       "4                      5.0               5.0               5.0   \n",
+       "5                   1447.0            1447.0            1447.0   \n",
+       "6                     17.0              17.0              17.0   \n",
+       "7                      0.0               0.0               0.0   \n",
+       "8                    202.0             202.0             202.0   \n",
+       "9                      0.0               0.0               0.0   \n",
+       "10                    11.0              11.0              11.0   \n",
+       "11                     6.0               6.0               6.0   \n",
+       "12                     5.0               5.0               5.0   \n",
+       "13                   245.0             245.0             245.0   \n",
+       "14                     3.0               3.0               3.0   \n",
+       "15                     1.0               1.0               1.0   \n",
+       "16                    21.0              21.0              21.0   \n",
+       "17                     2.0               2.0               2.0   \n",
+       "18                     4.0               4.0               4.0   \n",
+       "19                    11.0              11.0              11.0   \n",
+       "20                     0.0               0.0               0.0   \n",
+       "21                     3.0               3.0               3.0   \n",
+       "22                   403.0             403.0             403.0   \n",
+       "23                    17.0              17.0              17.0   \n",
+       "24                   132.0             132.0             132.0   \n",
+       "25                     0.0               0.0               0.0   \n",
+       "26                     1.0               1.0               1.0   \n",
+       "27                  4950.0            4953.0            4956.0   \n",
+       "\n",
+       "DateTime  2003-08-16 10:00        province  \\\n",
+       "0                      9.0           Anhui   \n",
+       "1                   2321.0         Beijing   \n",
+       "2                      1.0       Chongqing   \n",
+       "3                      3.0          Fujian   \n",
+       "4                      5.0           Gansu   \n",
+       "5                   1447.0       Guangdong   \n",
+       "6                     17.0         Guangxi   \n",
+       "7                      0.0         Guizhou   \n",
+       "8                    202.0           Hebei   \n",
+       "9                      0.0    Heilongjiang   \n",
+       "10                    11.0           Henan   \n",
+       "11                     6.0           Hubei   \n",
+       "12                     5.0           Hunan   \n",
+       "13                   245.0  Inner Mongolia   \n",
+       "14                     3.0         Jiangsu   \n",
+       "15                     1.0         Jiangxi   \n",
+       "16                    21.0           Jilin   \n",
+       "17                     2.0        Liaoning   \n",
+       "18                     4.0         Ningxia   \n",
+       "19                    11.0         Shaanxi   \n",
+       "20                     0.0        Shandong   \n",
+       "21                     3.0        Shanghai   \n",
+       "22                   403.0          Shanxi   \n",
+       "23                    17.0         Sichuan   \n",
+       "24                   132.0         Tianjin   \n",
+       "25                     0.0        Xinjiang   \n",
+       "26                     1.0        Zhejiang   \n",
+       "27                  4959.0             all   \n",
+       "\n",
+       "DateTime                                           location   latitude  \\\n",
+       "0                            (安徽省, China 中国, (32.0, 117.0))  32.000000   \n",
+       "1         (北京市, 东城区, 北京市, 100010, China 中国, (39.906217, ...  39.906217   \n",
+       "2         (重庆市, 渝中区 (Yuzhong), 重庆市中心, 重庆市, 400014, China...  29.558571   \n",
+       "3                 (福建省, China 中国, (26.5450001, 117.842778))  26.545000   \n",
+       "4                (甘肃省, China 中国, (38.0000001, 101.9999999))  38.000000   \n",
+       "5                (广东省, China 中国, (23.1357694, 113.1982688))  23.135769   \n",
+       "6                        (广西壮族自治区, China 中国, (24.0, 109.0))  24.000000   \n",
+       "7                            (贵州省, China 中国, (27.0, 107.0))  27.000000   \n",
+       "8                      (河北省, China 中国, (39.0000001, 116.0))  39.000000   \n",
+       "9                (黑龙江省, China 中国, (48.0000047, 127.999992))  48.000005   \n",
+       "10               (河南省, China 中国, (34.0000001, 113.9999999))  34.000000   \n",
+       "11        (湖北省, China 中国, (31.15172525, 112.878322246560...  31.151725   \n",
+       "12                (湖南省, China 中国, (27.9995878, 112.009538))  27.999588   \n",
+       "13            (内蒙古自治区, China 中国, (43.2443242, 114.3251664))  43.244324   \n",
+       "14               (江苏省, China 中国, (33.0000001, 119.9999999))  33.000000   \n",
+       "15                           (江西省, China 中国, (28.0, 116.0))  28.000000   \n",
+       "16               (吉林省, China 中国, (42.9995032, 125.9816054))  42.999503   \n",
+       "17               (辽宁省, China 中国, (40.9975197, 122.9955469))  40.997520   \n",
+       "18           (宁夏回族自治区, China 中国, (37.0000001, 105.9999999))  37.000000   \n",
+       "19                           (陕西省, China 中国, (36.0, 109.0))  36.000000   \n",
+       "20               (山东省, China 中国, (36.0000001, 118.9999999))  36.000000   \n",
+       "21        (上海市, 黄浦区, 上海市, 200010, China 中国, (31.2252985,...  31.225299   \n",
+       "22                           (山西省, China 中国, (37.0, 112.0))  37.000000   \n",
+       "23               (四川省, China 中国, (30.5000001, 102.4999999))  30.500000   \n",
+       "24        (天津市, 和平区 (Heping), 天津市, 300010, China 中国, (39...  39.123564   \n",
+       "25        (新疆维吾尔自治区, China 中国, (41.7574769, 87.167384230...  41.757477   \n",
+       "26               (浙江省, China 中国, (29.0000001, 119.9999999))  29.000000   \n",
+       "27                     (Shqipëria, (41.000028, 19.9999619))  41.000028   \n",
+       "\n",
+       "DateTime   longitude  \n",
+       "0         117.000000  \n",
+       "1         116.391276  \n",
+       "2         106.549282  \n",
+       "3         117.842778  \n",
+       "4         102.000000  \n",
+       "5         113.198269  \n",
+       "6         109.000000  \n",
+       "7         107.000000  \n",
+       "8         116.000000  \n",
+       "9         127.999992  \n",
+       "10        114.000000  \n",
+       "11        112.878322  \n",
+       "12        112.009538  \n",
+       "13        114.325166  \n",
+       "14        120.000000  \n",
+       "15        116.000000  \n",
+       "16        125.981605  \n",
+       "17        122.995547  \n",
+       "18        106.000000  \n",
+       "19        109.000000  \n",
+       "20        119.000000  \n",
+       "21        121.489050  \n",
+       "22        112.000000  \n",
+       "23        102.500000  \n",
+       "24        117.198078  \n",
+       "25         87.167384  \n",
+       "26        120.000000  \n",
+       "27         19.999962  \n",
+       "\n",
+       "[28 rows x 96 columns]"
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:31: DeprecationWarning: `country_bias` argument of the Nominatim.__init__ is deprecated and will be removed in geopy 2.0. Use Nominatim.geocode(country_codes='China') instead.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# cure\n",
+    "dead = sars.pivot(index='provinceEnglishName',columns='DateTime',values='city_deadCount')\n",
+    "\n",
+    "# get valid index\n",
+    "test=dead.T.reset_index().drop(columns=['DateTime'])\n",
+    "last_index = test.apply(pd.Series.last_valid_index)\n",
+    " \n",
+    "# fillna with 0/inf\n",
+    "dead0 = np.array(dead.fillna(0))\n",
+    "deadinf = np.array(dead.fillna(float('inf')))\n",
+    "\n",
+    "# find max, min index\n",
+    "dead_minid = np.argmin(deadinf,axis=1)\n",
+    "\n",
+    "# populate na\n",
+    "for i in range(dead0.shape[0]):\n",
+    "    for j in range(dead0.shape[1]):\n",
+    "        if dead0[i,j] == 0 and j <= dead_minid[i]:\n",
+    "            dead0[i,j] = dead0[i,dead_minid[i]]\n",
+    "        elif dead0[i,j] == 0 and j >= last_index[i]: \n",
+    "            dead0[i,j] = dead0[i,last_index[i]]\n",
+    "        elif dead0[i,j] == 0:\n",
+    "            dead0[i,j] = dead0[i,j-1]\n",
+    "\n",
+    "# add city column\n",
+    "dead_processed = pd.DataFrame(dead0)\n",
+    "dead_processed.columns = dead.columns\n",
+    "dead_processed['province'] = dead.index\n",
+    "\n",
+    "# add coordinates\n",
+    "geolocator = Nominatim(user_agent=\"myapp2\",country_bias=\"China\",timeout=10)\n",
+    "geocode = RateLimiter(geolocator.geocode, min_delay_seconds=1)\n",
+    "\n",
+    "dead_processed['location'] = dead_processed['province'].apply(geocode)\n",
+    "dead_processed['latitude'] = dead_processed['location'].apply(lambda loc: loc.latitude if loc else None)\n",
+    "dead_processed['longitude'] = dead_processed['location'].apply(lambda loc: loc.longitude if loc else None)\n",
+    "\n",
+    "# drop location column\n",
+    "dead_processed_final = dead_processed.drop(columns=['location'])\n",
+    "\n",
+    "# save\n",
+    "dead_processed_final.to_csv('SARS_dead.csv',index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<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>DateTime</th>\n",
+       "      <th>2003-03-31</th>\n",
+       "      <th>2003-04-02</th>\n",
+       "      <th>2003-04-06</th>\n",
+       "      <th>2003-04-09</th>\n",
+       "      <th>2003-04-15 12:00</th>\n",
+       "      <th>2003-04-18</th>\n",
+       "      <th>2003-04-21</th>\n",
+       "      <th>2003-04-22 20:00</th>\n",
+       "      <th>2003-04-23 20:00</th>\n",
+       "      <th>2003-04-24 20:00</th>\n",
+       "      <th>...</th>\n",
+       "      <th>2003-07-30 10:00</th>\n",
+       "      <th>2003-08-02 10:00</th>\n",
+       "      <th>2003-08-13 10:00</th>\n",
+       "      <th>2003-08-14 10:00</th>\n",
+       "      <th>2003-08-15 10:00</th>\n",
+       "      <th>2003-08-16 10:00</th>\n",
+       "      <th>province</th>\n",
+       "      <th>location</th>\n",
+       "      <th>latitude</th>\n",
+       "      <th>longitude</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Anhui</td>\n",
+       "      <td>(安徽省, China 中国, (32.0, 117.0))</td>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>117.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>193.0</td>\n",
+       "      <td>193.0</td>\n",
+       "      <td>193.0</td>\n",
+       "      <td>193.0</td>\n",
+       "      <td>193.0</td>\n",
+       "      <td>193.0</td>\n",
+       "      <td>Beijing</td>\n",
+       "      <td>(北京市, 东城区, 北京市, 100010, China 中国, (39.906217, ...</td>\n",
+       "      <td>39.906217</td>\n",
+       "      <td>116.391276</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Chongqing</td>\n",
+       "      <td>(重庆市, 渝中区 (Yuzhong), 重庆市中心, 重庆市, 400014, China...</td>\n",
+       "      <td>29.558571</td>\n",
+       "      <td>106.549282</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Fujian</td>\n",
+       "      <td>(福建省, China 中国, (26.5450001, 117.842778))</td>\n",
+       "      <td>26.545000</td>\n",
+       "      <td>117.842778</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Gansu</td>\n",
+       "      <td>(甘肃省, China 中国, (38.0000001, 101.9999999))</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>102.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>40.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>48.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>50.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>Guangdong</td>\n",
+       "      <td>(广东省, China 中国, (23.1357694, 113.1982688))</td>\n",
+       "      <td>23.135769</td>\n",
+       "      <td>113.198269</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>Guangxi</td>\n",
+       "      <td>(广西壮族自治区, China 中国, (24.0, 109.0))</td>\n",
+       "      <td>24.000000</td>\n",
+       "      <td>109.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Guizhou</td>\n",
+       "      <td>(贵州省, China 中国, (27.0, 107.0))</td>\n",
+       "      <td>27.000000</td>\n",
+       "      <td>107.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>Hebei</td>\n",
+       "      <td>(河北省, China 中国, (39.0000001, 116.0))</td>\n",
+       "      <td>39.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Heilongjiang</td>\n",
+       "      <td>(黑龙江省, China 中国, (48.0000047, 127.999992))</td>\n",
+       "      <td>48.000005</td>\n",
+       "      <td>127.999992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Henan</td>\n",
+       "      <td>(河南省, China 中国, (34.0000001, 113.9999999))</td>\n",
+       "      <td>34.000000</td>\n",
+       "      <td>114.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Hubei</td>\n",
+       "      <td>(湖北省, China 中国, (31.15172525, 112.878322246560...</td>\n",
+       "      <td>31.151725</td>\n",
+       "      <td>112.878322</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Hunan</td>\n",
+       "      <td>(湖南省, China 中国, (27.9995878, 112.009538))</td>\n",
+       "      <td>27.999588</td>\n",
+       "      <td>112.009538</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>Inner Mongolia</td>\n",
+       "      <td>(内蒙古自治区, China 中国, (43.2443242, 114.3251664))</td>\n",
+       "      <td>43.244324</td>\n",
+       "      <td>114.325166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Jiangsu</td>\n",
+       "      <td>(江苏省, China 中国, (33.0000001, 119.9999999))</td>\n",
+       "      <td>33.000000</td>\n",
+       "      <td>120.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Jiangxi</td>\n",
+       "      <td>(江西省, China 中国, (28.0, 116.0))</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>116.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>Jilin</td>\n",
+       "      <td>(吉林省, China 中国, (42.9995032, 125.9816054))</td>\n",
+       "      <td>42.999503</td>\n",
+       "      <td>125.981605</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Liaoning</td>\n",
+       "      <td>(辽宁省, China 中国, (40.9975197, 122.9955469))</td>\n",
+       "      <td>40.997520</td>\n",
+       "      <td>122.995547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Ningxia</td>\n",
+       "      <td>(宁夏回族自治区, China 中国, (37.0000001, 105.9999999))</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>106.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Shaanxi</td>\n",
+       "      <td>(陕西省, China 中国, (36.0, 109.0))</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>109.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Shandong</td>\n",
+       "      <td>(山东省, China 中国, (36.0000001, 118.9999999))</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>119.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Shanghai</td>\n",
+       "      <td>(上海市, 黄浦区, 上海市, 200010, China 中国, (31.2252985,...</td>\n",
+       "      <td>31.225299</td>\n",
+       "      <td>121.489050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>Shanxi</td>\n",
+       "      <td>(山西省, China 中国, (37.0, 112.0))</td>\n",
+       "      <td>37.000000</td>\n",
+       "      <td>112.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>Sichuan</td>\n",
+       "      <td>(四川省, China 中国, (30.5000001, 102.4999999))</td>\n",
+       "      <td>30.500000</td>\n",
+       "      <td>102.500000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>Tianjin</td>\n",
+       "      <td>(天津市, 和平区 (Heping), 天津市, 300010, China 中国, (39...</td>\n",
+       "      <td>39.123564</td>\n",
+       "      <td>117.198078</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Xinjiang</td>\n",
+       "      <td>(新疆维吾尔自治区, China 中国, (41.7574769, 87.167384230...</td>\n",
+       "      <td>41.757477</td>\n",
+       "      <td>87.167384</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Zhejiang</td>\n",
+       "      <td>(浙江省, China 中国, (29.0000001, 119.9999999))</td>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>120.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>46.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>106.0</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>115.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>349.0</td>\n",
+       "      <td>all</td>\n",
+       "      <td>(Shqipëria, (41.000028, 19.9999619))</td>\n",
+       "      <td>41.000028</td>\n",
+       "      <td>19.999962</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>28 rows × 96 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "DateTime  2003-03-31  2003-04-02  2003-04-06  2003-04-09  2003-04-15 12:00  \\\n",
+       "0                0.0         0.0         0.0         0.0               0.0   \n",
+       "1                3.0         3.0         4.0         4.0               4.0   \n",
+       "2                0.0         0.0         0.0         0.0               0.0   \n",
+       "3                0.0         0.0         0.0         0.0               0.0   \n",
+       "4                0.0         0.0         0.0         0.0               0.0   \n",
+       "5               40.0        40.0        43.0        44.0              45.0   \n",
+       "6                3.0         3.0         3.0         3.0               3.0   \n",
+       "7                0.0         0.0         0.0         0.0               0.0   \n",
+       "8                0.0         0.0         0.0         0.0               0.0   \n",
+       "9                0.0         0.0         0.0         0.0               0.0   \n",
+       "10               0.0         0.0         0.0         0.0               0.0   \n",
+       "11               0.0         0.0         0.0         0.0               0.0   \n",
+       "12               0.0         0.0         1.0         1.0               1.0   \n",
+       "13               3.0         3.0         3.0         3.0               3.0   \n",
+       "14               0.0         0.0         0.0         0.0               0.0   \n",
+       "15               0.0         0.0         0.0         0.0               0.0   \n",
+       "16               0.0         0.0         0.0         0.0               0.0   \n",
+       "17               0.0         0.0         0.0         0.0               0.0   \n",
+       "18               1.0         1.0         1.0         1.0               1.0   \n",
+       "19               0.0         0.0         0.0         0.0               0.0   \n",
+       "20               0.0         0.0         0.0         0.0               0.0   \n",
+       "21               0.0         0.0         0.0         0.0               0.0   \n",
+       "22               0.0         0.0         1.0         2.0               7.0   \n",
+       "23               0.0         0.0         1.0         1.0               1.0   \n",
+       "24               0.0         0.0         0.0         0.0               0.0   \n",
+       "25               0.0         0.0         0.0         0.0               0.0   \n",
+       "26               0.0         0.0         0.0         0.0               0.0   \n",
+       "27              46.0        49.0        53.0        55.0              64.0   \n",
+       "\n",
+       "DateTime  2003-04-18  2003-04-21  2003-04-22 20:00  2003-04-23 20:00  \\\n",
+       "0                0.0         0.0               0.0               0.0   \n",
+       "1                4.0        25.0              35.0              39.0   \n",
+       "2                0.0         0.0               0.0               0.0   \n",
+       "3                0.0         0.0               0.0               0.0   \n",
+       "4                0.0         0.0               0.0               0.0   \n",
+       "5               45.0        48.0              49.0              49.0   \n",
+       "6                3.0         3.0               3.0               3.0   \n",
+       "7                0.0         0.0               0.0               0.0   \n",
+       "8                0.0         0.0               0.0               0.0   \n",
+       "9                0.0         0.0               0.0               0.0   \n",
+       "10               0.0         0.0               0.0               0.0   \n",
+       "11               0.0         0.0               0.0               0.0   \n",
+       "12               1.0         1.0               1.0               1.0   \n",
+       "13               3.0         6.0               6.0               6.0   \n",
+       "14               0.0         0.0               0.0               0.0   \n",
+       "15               0.0         0.0               0.0               0.0   \n",
+       "16               0.0         0.0               0.0               0.0   \n",
+       "17               0.0         0.0               0.0               0.0   \n",
+       "18               1.0         1.0               1.0               1.0   \n",
+       "19               0.0         0.0               0.0               0.0   \n",
+       "20               0.0         0.0               0.0               0.0   \n",
+       "21               0.0         0.0               0.0               0.0   \n",
+       "22               7.0         7.0               7.0               7.0   \n",
+       "23               1.0         2.0               2.0               2.0   \n",
+       "24               0.0         0.0               2.0               2.0   \n",
+       "25               0.0         0.0               0.0               0.0   \n",
+       "26               0.0         0.0               0.0               0.0   \n",
+       "27              79.0        92.0             106.0             110.0   \n",
+       "\n",
+       "DateTime  2003-04-24 20:00  ...  2003-07-30 10:00  2003-08-02 10:00  \\\n",
+       "0                      0.0  ...               0.0               0.0   \n",
+       "1                     42.0  ...             193.0             193.0   \n",
+       "2                      0.0  ...               0.0               0.0   \n",
+       "3                      0.0  ...               0.0               0.0   \n",
+       "4                      0.0  ...               1.0               1.0   \n",
+       "5                     50.0  ...              57.0              57.0   \n",
+       "6                      3.0  ...               3.0               3.0   \n",
+       "7                      0.0  ...               0.0               0.0   \n",
+       "8                      0.0  ...              12.0              12.0   \n",
+       "9                      0.0  ...               0.0               0.0   \n",
+       "10                     0.0  ...               0.0               0.0   \n",
+       "11                     0.0  ...               1.0               1.0   \n",
+       "12                     1.0  ...               1.0               1.0   \n",
+       "13                     6.0  ...              28.0              28.0   \n",
+       "14                     0.0  ...               0.0               0.0   \n",
+       "15                     0.0  ...               0.0               0.0   \n",
+       "16                     0.0  ...               6.0               6.0   \n",
+       "17                     0.0  ...               2.0               2.0   \n",
+       "18                     1.0  ...               1.0               1.0   \n",
+       "19                     0.0  ...               0.0               0.0   \n",
+       "20                     0.0  ...               0.0               0.0   \n",
+       "21                     0.0  ...               2.0               2.0   \n",
+       "22                     8.0  ...              24.0              24.0   \n",
+       "23                     2.0  ...               2.0               2.0   \n",
+       "24                     2.0  ...              14.0              14.0   \n",
+       "25                     0.0  ...               0.0               0.0   \n",
+       "26                     0.0  ...               0.0               0.0   \n",
+       "27                   115.0  ...             349.0             349.0   \n",
+       "\n",
+       "DateTime  2003-08-13 10:00  2003-08-14 10:00  2003-08-15 10:00  \\\n",
+       "0                      0.0               0.0               0.0   \n",
+       "1                    193.0             193.0             193.0   \n",
+       "2                      0.0               0.0               0.0   \n",
+       "3                      0.0               0.0               0.0   \n",
+       "4                      1.0               1.0               1.0   \n",
+       "5                     57.0              57.0              57.0   \n",
+       "6                      3.0               3.0               3.0   \n",
+       "7                      0.0               0.0               0.0   \n",
+       "8                     12.0              12.0              12.0   \n",
+       "9                      0.0               0.0               0.0   \n",
+       "10                     0.0               0.0               0.0   \n",
+       "11                     1.0               1.0               1.0   \n",
+       "12                     1.0               1.0               1.0   \n",
+       "13                    28.0              28.0              28.0   \n",
+       "14                     0.0               0.0               0.0   \n",
+       "15                     0.0               0.0               0.0   \n",
+       "16                     6.0               6.0               6.0   \n",
+       "17                     2.0               2.0               2.0   \n",
+       "18                     1.0               1.0               1.0   \n",
+       "19                     0.0               0.0               0.0   \n",
+       "20                     0.0               0.0               0.0   \n",
+       "21                     2.0               2.0               2.0   \n",
+       "22                    24.0              24.0              24.0   \n",
+       "23                     2.0               2.0               2.0   \n",
+       "24                    14.0              14.0              14.0   \n",
+       "25                     0.0               0.0               0.0   \n",
+       "26                     0.0               0.0               0.0   \n",
+       "27                   349.0             349.0             349.0   \n",
+       "\n",
+       "DateTime  2003-08-16 10:00        province  \\\n",
+       "0                      0.0           Anhui   \n",
+       "1                    193.0         Beijing   \n",
+       "2                      0.0       Chongqing   \n",
+       "3                      0.0          Fujian   \n",
+       "4                      1.0           Gansu   \n",
+       "5                     57.0       Guangdong   \n",
+       "6                      3.0         Guangxi   \n",
+       "7                      0.0         Guizhou   \n",
+       "8                     12.0           Hebei   \n",
+       "9                      0.0    Heilongjiang   \n",
+       "10                     0.0           Henan   \n",
+       "11                     1.0           Hubei   \n",
+       "12                     1.0           Hunan   \n",
+       "13                    28.0  Inner Mongolia   \n",
+       "14                     0.0         Jiangsu   \n",
+       "15                     0.0         Jiangxi   \n",
+       "16                     6.0           Jilin   \n",
+       "17                     2.0        Liaoning   \n",
+       "18                     1.0         Ningxia   \n",
+       "19                     0.0         Shaanxi   \n",
+       "20                     0.0        Shandong   \n",
+       "21                     2.0        Shanghai   \n",
+       "22                    24.0          Shanxi   \n",
+       "23                     2.0         Sichuan   \n",
+       "24                    14.0         Tianjin   \n",
+       "25                     0.0        Xinjiang   \n",
+       "26                     0.0        Zhejiang   \n",
+       "27                   349.0             all   \n",
+       "\n",
+       "DateTime                                           location   latitude  \\\n",
+       "0                            (安徽省, China 中国, (32.0, 117.0))  32.000000   \n",
+       "1         (北京市, 东城区, 北京市, 100010, China 中国, (39.906217, ...  39.906217   \n",
+       "2         (重庆市, 渝中区 (Yuzhong), 重庆市中心, 重庆市, 400014, China...  29.558571   \n",
+       "3                 (福建省, China 中国, (26.5450001, 117.842778))  26.545000   \n",
+       "4                (甘肃省, China 中国, (38.0000001, 101.9999999))  38.000000   \n",
+       "5                (广东省, China 中国, (23.1357694, 113.1982688))  23.135769   \n",
+       "6                        (广西壮族自治区, China 中国, (24.0, 109.0))  24.000000   \n",
+       "7                            (贵州省, China 中国, (27.0, 107.0))  27.000000   \n",
+       "8                      (河北省, China 中国, (39.0000001, 116.0))  39.000000   \n",
+       "9                (黑龙江省, China 中国, (48.0000047, 127.999992))  48.000005   \n",
+       "10               (河南省, China 中国, (34.0000001, 113.9999999))  34.000000   \n",
+       "11        (湖北省, China 中国, (31.15172525, 112.878322246560...  31.151725   \n",
+       "12                (湖南省, China 中国, (27.9995878, 112.009538))  27.999588   \n",
+       "13            (内蒙古自治区, China 中国, (43.2443242, 114.3251664))  43.244324   \n",
+       "14               (江苏省, China 中国, (33.0000001, 119.9999999))  33.000000   \n",
+       "15                           (江西省, China 中国, (28.0, 116.0))  28.000000   \n",
+       "16               (吉林省, China 中国, (42.9995032, 125.9816054))  42.999503   \n",
+       "17               (辽宁省, China 中国, (40.9975197, 122.9955469))  40.997520   \n",
+       "18           (宁夏回族自治区, China 中国, (37.0000001, 105.9999999))  37.000000   \n",
+       "19                           (陕西省, China 中国, (36.0, 109.0))  36.000000   \n",
+       "20               (山东省, China 中国, (36.0000001, 118.9999999))  36.000000   \n",
+       "21        (上海市, 黄浦区, 上海市, 200010, China 中国, (31.2252985,...  31.225299   \n",
+       "22                           (山西省, China 中国, (37.0, 112.0))  37.000000   \n",
+       "23               (四川省, China 中国, (30.5000001, 102.4999999))  30.500000   \n",
+       "24        (天津市, 和平区 (Heping), 天津市, 300010, China 中国, (39...  39.123564   \n",
+       "25        (新疆维吾尔自治区, China 中国, (41.7574769, 87.167384230...  41.757477   \n",
+       "26               (浙江省, China 中国, (29.0000001, 119.9999999))  29.000000   \n",
+       "27                     (Shqipëria, (41.000028, 19.9999619))  41.000028   \n",
+       "\n",
+       "DateTime   longitude  \n",
+       "0         117.000000  \n",
+       "1         116.391276  \n",
+       "2         106.549282  \n",
+       "3         117.842778  \n",
+       "4         102.000000  \n",
+       "5         113.198269  \n",
+       "6         109.000000  \n",
+       "7         107.000000  \n",
+       "8         116.000000  \n",
+       "9         127.999992  \n",
+       "10        114.000000  \n",
+       "11        112.878322  \n",
+       "12        112.009538  \n",
+       "13        114.325166  \n",
+       "14        120.000000  \n",
+       "15        116.000000  \n",
+       "16        125.981605  \n",
+       "17        122.995547  \n",
+       "18        106.000000  \n",
+       "19        109.000000  \n",
+       "20        119.000000  \n",
+       "21        121.489050  \n",
+       "22        112.000000  \n",
+       "23        102.500000  \n",
+       "24        117.198078  \n",
+       "25         87.167384  \n",
+       "26        120.000000  \n",
+       "27         19.999962  \n",
+       "\n",
+       "[28 rows x 96 columns]"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dead_processed"
    ]
   },
   {
diff --git a/Raw/covid_confirmed_chart.csv b/Raw/covid_confirmed_chart.csv
new file mode 100644
index 0000000..b864dd4
--- /dev/null
+++ b/Raw/covid_confirmed_chart.csv
@@ -0,0 +1,106 @@
+Date,All,Wuhan,Xiaogan,Huanggang,Jingzhou,Ezhou
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+05-07,80420.0,50333.0,3518.0,2907.0,1580.0,1394.0
\ No newline at end of file
diff --git a/Raw/covid_confirmed_chart_t.csv b/Raw/covid_confirmed_chart_t.csv
new file mode 100644
index 0000000..432debc
--- /dev/null
+++ b/Raw/covid_confirmed_chart_t.csv
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diff --git a/Raw/covid_cured_chart.csv b/Raw/covid_cured_chart.csv
new file mode 100644
index 0000000..79627c1
--- /dev/null
+++ b/Raw/covid_cured_chart.csv
@@ -0,0 +1,106 @@
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\ No newline at end of file
diff --git a/Raw/covid_cured_chart_t.csv b/Raw/covid_cured_chart_t.csv
new file mode 100644
index 0000000..9dd25ca
--- /dev/null
+++ b/Raw/covid_cured_chart_t.csv
@@ -0,0 +1,7 @@
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diff --git a/Raw/covid_dead_chart.csv b/Raw/covid_dead_chart.csv
new file mode 100644
index 0000000..6a8c86f
--- /dev/null
+++ b/Raw/covid_dead_chart.csv
@@ -0,0 +1,106 @@
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\ No newline at end of file
diff --git a/Raw/covid_dead_chart_t.csv b/Raw/covid_dead_chart_t.csv
new file mode 100644
index 0000000..4391e39
--- /dev/null
+++ b/Raw/covid_dead_chart_t.csv
@@ -0,0 +1,7 @@
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diff --git a/Raw/sars_all.csv b/Raw/sars_all.csv
new file mode 100644
index 0000000..ef77c0d
--- /dev/null
+++ b/Raw/sars_all.csv
@@ -0,0 +1,4 @@
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\ No newline at end of file