team

## -- Attaching packages ---------------------------------- tidyverse 1.2.1 --

## √ ggplot2 2.2.1     √ purrr   0.2.4
## √ tibble  1.4.2     √ dplyr   0.7.4
## √ tidyr   0.8.0     √ stringr 1.3.1
## √ readr   1.1.1     √ forcats 0.2.0

## -- Conflicts ------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()

## 
## Please cite as:

##  Hlavac, Marek (2018). stargazer: Well-Formatted Regression and Summary Statistics Tables.

##  R package version 5.2.2. https://CRAN.R-project.org/package=stargazer

输入数据为putdata 第一行为标记指标 其余行为数据，应为数值型 共有m个城市，用i表示第i个 n个指标，用j表示第j个 个年分，用表示第个 \(x_{ij}\)

第一步：对数据进行归一化，但不能中心化，结果为\(z_{ij}\)

indata <- putdata[,-(1:2)]
  
  #inminx <- as.data.frame(matrix(rep(sapply(indata, min), each=nrow(indata)), nrow=nrow(indata)))
  #inmaxx <- as.data.frame(matrix(rep(sapply(indata, max), each=nrow(indata)), nrow=nrow(indata)))
  #std.data <- (indata-inminx)/(inmaxx-inminx)
  std.data <- scale(indata, center=F)
  n <- ncol(indata)
  m <- nrow(indata)

第二步，每个指标计算在同指标的权重 \(p_{ij}=z_{ij}/\sum_{i=1}^m{z_{ij}}\)

  div.matrix <- as.data.frame(matrix(rep(colSums(std.data), each=nrow(indata)), nrow=nrow(indata)))
  prop.data <- std.data/div.matrix
  #colSums(weight.data)

第三步，计算贯标熵值 \(e_j=-1/ln(m)\sum_{i=1}^m{p_{ij}*ln(p_{ij})}\)

  ent <- -colSums(prop.data*log(prop.data), na.rm = T)/log(m)

## Warning in FUN(X[[i]], ...): 产生了NaNs

## Warning in FUN(X[[i]], ...): 产生了NaNs

第四步，计算指标权重 \(w_j=(1-e_j)/\sum_{j=1}^n{(1-e_j)}\)

weight <- (1-ent)/sum(1-ent)

第五步，计算每个单位的分数 \(Y_j=\sum_{j=1}^n{p_{ij}w_j}\)

weight.matrix <- as.data.frame(matrix(rep(weight, each=m), nrow=m))
cityrank <- rowSums(prop.data*weight.matrix)

输出结果

putdata$cityrank <- cityrank*100
city <- select(putdata, city, year, cityrank)
stargazer(arrange(city, desc(cityrank)), type = "html", summary=FALSE)

	city	year	cityrank
1	Beijing	2,017	1.102
2	Beijing	2,016	1.067
3	Tianjin	2,016	1.058
4	Beijing	2,013	1.056
5	Shanghai	2,017	1.011
6	Beijing	2,015	0.988
7	Shanghai	2,013	0.971
8	Shanghai	2,015	0.931
9	Shanghai	2,014	0.819
10	Beijing	2,014	0.806
11	Shenzhen	2,017	0.636
12	Tianjin	2,015	0.622
13	Chongqing	2,015	0.615
14	Chongqing	2,013	0.611
15	Tianjin	2,017	0.593
16	Chongqing	2,017	0.574
17	Tianjin	2,013	0.556
18	Chongqing	2,016	0.539
19	Shenzhen	2,013	0.506
20	Guangzhou	2,017	0.491
21	Guangzhou	2,015	0.490
22	Shenzhen	2,016	0.482
23	Tianjin	2,014	0.475
24	Chongqing	2,014	0.466
25	Guangzhou	2,016	0.456
26	Shenzhen	2,015	0.450
27	Shenzhen	2,014	0.416
28	Guangzhou	2,014	0.411
29	Nanjing	2,013	0.408
30	Wuhan	2,015	0.403
31	Wuhan	2,017	0.396
32	Nanjing	2,015	0.385
33	Chengdu	2,013	0.382
34	Hefei	2,017	0.377
35	Chengdu	2,016	0.373
36	Hangzhou	2,013	0.355
37	Nanjing	2,017	0.355
38	Wuhan	2,013	0.350
39	Hangzhou	2,017	0.346
40	Nanjing	2,016	0.341
41	Hangzhou	2,015	0.338
42	Dalian	2,013	0.335
43	Hangzhou	2,016	0.332
44	Chengdu	2,015	0.330
45	Wuhan	2,014	0.329
46	Wuhan	2,016	0.326
47	Shenyang	2,013	0.323
48	Nanjing	2,014	0.316
49	Qingdao	2,013	0.297
50	Dalian	2,015	0.296
51	Xi.an	2,017	0.289
52	Chengdu	2,014	0.288
53	Hangzhou	2,014	0.285
54	Qingdao	2,015	0.284
55	Dongguan	2,015	0.280
56	Dalian	2,014	0.275
57	Dongguan	2,017	0.267
58	Changsha	2,017	0.258
59	Shenyang	2,015	0.256
60	Ningbo	2,017	0.252
61	Xi.an	2,013	0.250
62	Qingdao	2,017	0.249
63	Zhengzhou	2,013	0.246
64	Changsha	2,015	0.246
65	Changsha	2,016	0.245
66	Shenyang	2,014	0.244
67	Changsha	2,013	0.242
68	Ningbo	2,013	0.240
69	Qingdao	2,016	0.240
70	Changchun	2,013	0.240
71	Dongguan	2,016	0.238
72	Ningbo	2,015	0.237
73	Zhengzhou	2,015	0.235
74	Ningbo	2,016	0.232
75	Changchun	2,015	0.230
76	Hefei	2,016	0.230
77	Wuxi	2,013	0.229
78	Zhengzhou	2,017	0.225
79	Qingdao	2,014	0.223
80	Jinan	2,015	0.223
81	Jinan	2,013	0.222
82	Kunming	2,015	0.219
83	Hefei	2,015	0.217
84	Xi.an	2,014	0.216
85	Zhengzhou	2,016	0.216
86	Kunming	2,013	0.214
87	Jinan	2,017	0.208
88	Hefei	2,013	0.207
89	Changchun	2,017	0.204
90	Ningbo	2,014	0.204
91	Jinan	2,016	0.200
92	Wuxi	2,015	0.200
93	Harbin	2,013	0.199
94	Zhengzhou	2,014	0.198
95	Weifang	2,015	0.191
96	Dalian	2,016	0.188
97	Yantai	2,013	0.186
98	Dalian	2,017	0.186
99	Changsha	2,014	0.183
100	Taiyuan	2,015	0.182
101	Changchun	2,016	0.181
102	Xiamen	2,017	0.181
103	Jinan	2,014	0.178
104	Wuxi	2,017	0.178
105	Changchun	2,014	0.178
106	Wuxi	2,016	0.176
107	Shenyang	2,016	0.175
108	Yantai	2,015	0.175
109	Nantong	2,015	0.172
110	Foshan	2,013	0.170
111	Nantong	2,016	0.170
112	Kunming	2,014	0.170
113	Shijiazhuang	2,017	0.169
114	Daqing	2,013	0.168
115	Wuxi	2,014	0.168
116	Harbin	2,015	0.167
117	Nanning	2,015	0.167
118	Shijiazhuang	2,015	0.166
119	Shijiazhuang	2,013	0.166
120	Dongguan	2,014	0.165
121	Nanning	2,013	0.165
122	Xuzhou	2,015	0.165
123	Nantong	2,014	0.164
124	Xuzhou	2,013	0.163
125	Shijiazhuang	2,016	0.163
126	Harbin	2,017	0.163
127	Nantong	2,013	0.162
128	Yantai	2,017	0.161
129	Xiamen	2,013	0.161
130	Harbin	2,016	0.160
131	Nantong	2,017	0.160
132	Nanning	2,017	0.157
133	Weifang	2,016	0.156
134	Kunming	2,017	0.156
135	Taiyuan	2,014	0.154
136	Xuzhou	2,016	0.151
137	Taiyuan	2,013	0.151
138	Yantai	2,016	0.148
139	Tangshan	2,013	0.148
140	Nanchang	2,013	0.148
141	Quanzhou	2,016	0.147
142	Kunming	2,016	0.147
143	Erdos	2,016	0.146
144	Quanzhou	2,013	0.145
145	Changzhou	2,013	0.145
146	Zibo	2,013	0.143
147	Wenzhou	2,015	0.143
148	Hefei	2,014	0.142
149	Quanzhou	2,015	0.141
150	Harbin	2,014	0.140
151	Yantai	2,014	0.140
152	Nanning	2,014	0.139
153	Nanchang	2,015	0.139
154	Changzhou	2,015	0.138
155	Weifang	2,013	0.138
156	Wenzhou	2,017	0.137
157	Nanning	2,016	0.136
158	Changzhou	2,017	0.134
159	Urumqi	2,013	0.133
160	Xuzhou	2,017	0.133
161	Quanzhou	2,017	0.132
162	Weifang	2,017	0.130
163	Linyi	2,015	0.129
164	Daqing	2,015	0.127
165	Xuzhou	2,014	0.127
166	Zibo	2,015	0.126
167	Shaoxing	2,015	0.125
168	Nanchang	2,017	0.124
169	Huizhou	2,013	0.124
170	Zhuhai	2,017	0.123
171	Changzhou	2,016	0.123
172	Wenzhou	2,016	0.123
173	Nanchang	2,016	0.122
174	Erdos	2,017	0.122
175	Xiamen	2,014	0.121
176	Tangshan	2,015	0.121
177	Huizhou	2,015	0.120
178	Changzhou	2,014	0.119
179	Weifang	2,014	0.119
180	Xiamen	2,015	0.119
181	Erdos	2,013	0.119
182	Dongying	2,013	0.118
183	Wuhu	2,017	0.118
184	Quanzhou	2,014	0.117
185	Wenzhou	2,013	0.117
186	Daqing	2,014	0.117
187	Yangzhou	2,013	0.116
188	Shijiazhuang	2,014	0.116
189	Wuhu	2,015	0.115
190	Linyi	2,013	0.114
191	Dongying	2,015	0.113
192	Taiyuan	2,016	0.113
193	Yancheng	2,016	0.113
194	Shaoxing	2,017	0.113
195	Zibo	2,017	0.112
196	Yancheng	2,015	0.112
197	Shaoxing	2,016	0.111
198	Jining	2,015	0.110
199	Zhuhai	2,015	0.109
200	Wuhu	2,013	0.109
201	Linyi	2,017	0.108
202	Nanchang	2,014	0.107
203	Jiaxing	2,017	0.107
204	Luoyang	2,013	0.107
205	Zhuhai	2,013	0.106
206	Yancheng	2,013	0.106
207	Yangzhou	2,015	0.106
208	Tangshan	2,014	0.105
209	Xiamen	2,016	0.105
210	Zibo	2,014	0.104
211	Zibo	2,016	0.104
212	Jiaxing	2,015	0.104
213	Guiyang	2,013	0.103
214	Liuzhou	2,013	0.103
215	Guiyang	2,017	0.103
216	Yancheng	2,017	0.103
217	Huizhou	2,017	0.102
218	Dezhou	2,015	0.102
219	Baotou	2,013	0.102
220	Dongying	2,014	0.101
221	Guiyang	2,015	0.101
222	Shaoxing	2,013	0.101
223	Wuhu	2,016	0.101
224	Linyi	2,014	0.101
225	Zhuhai	2,016	0.101
226	Huizhou	2,016	0.100
227	Jiaxing	2,016	0.100
228	Huai.an	2,013	0.098
229	Luoyang	2,015	0.098
230	Luoyang	2,017	0.097
231	Guiyang	2,016	0.097
232	Erdos	2,015	0.096
233	Yangzhou	2,016	0.096
234	Zhenjiang	2,013	0.096
235	Jiaxing	2,013	0.096
236	Linyi	2,016	0.096
237	Shaoxing	2,014	0.095
238	Jining	2,013	0.095
239	Huai.an	2,015	0.095
240	Wenzhou	2,014	0.095
241	Jilin	2,013	0.095
242	Weihai	2,015	0.095
243	Xiangyang	2,016	0.095
244	Yichang	2,015	0.095
245	Zhenjiang	2,016	0.094
246	Wuhu	2,014	0.094
247	Baoding	2,017	0.094
248	Yangzhou	2,014	0.093
249	Baoding	2,015	0.093
250	Handan	2,013	0.093
251	Yichang	2,017	0.093
252	Xiangyang	2,017	0.092
253	Yancheng	2,014	0.091
254	Zhenjiang	2,015	0.091
255	Tangshan	2,016	0.091
256	Jiaxing	2,014	0.090
257	Erdos	2,014	0.090
258	Luoyang	2,016	0.090
259	Hohhot	2,013	0.090
260	Liuzhou	2,015	0.089
261	Lanzhou	2,013	0.089
262	Jiangmen	2,013	0.089
263	Weihai	2,017	0.089
264	Baoding	2,013	0.089
265	Shantou	2,013	0.089
266	Jinhua	2,015	0.089
267	Tai.an	2,015	0.088
268	Huizhou	2,014	0.087
269	Huai.an	2,016	0.087
270	Weihai	2,013	0.087
271	Jining	2,017	0.086
272	Tai.an	2,013	0.085
273	Jining	2,016	0.085
274	Zunyi	2,015	0.085
275	Tai.an	2,017	0.085
276	Handan	2,015	0.085
277	Yangzhou	2,017	0.085
278	Urumqi	2,017	0.085
279	Taizhou	2,013	0.084
280	Zhenjiang	2,014	0.084
281	Yichang	2,016	0.084
282	Yichang	2,013	0.084
283	Taizhou	2,015	0.084
284	Shantou	2,015	0.083
285	Jinhua	2,017	0.083
286	Xiangyang	2,015	0.083
287	Lianyungang	2,015	0.083
288	Jining	2,014	0.082
289	Changde	2,017	0.082
290	Taizhou	2,017	0.081
291	Lianyungang	2,017	0.081
292	Dongying	2,017	0.081
293	Baoding	2,016	0.081
294	Changde	2,015	0.080
295	Luoyang	2,014	0.080
296	Weihai	2,016	0.080
297	Liaocheng	2,015	0.080
298	Dongying	2,016	0.080
299	Jilin	2,015	0.079
300	Huai.an	2,017	0.079
301	Zhongshan	2,017	0.079
302	Liuzhou	2,017	0.079
303	Changde	2,013	0.078
304	Ganzhou	2,017	0.078
305	Liuzhou	2,014	0.078
306	Changde	2,016	0.078
307	Anshan	2,013	0.078
308	Zhenjiang	2,017	0.077
309	Lanzhou	2,017	0.077
310	Lianyungang	2,013	0.077
311	Baoding	2,014	0.077
312	Zhuhai	2,014	0.077
313	Dezhou	2,013	0.077
314	Taizhou	2,016	0.077
315	Jinhua	2,016	0.077
316	Baotou	2,015	0.076
317	Zhaoqing	2,015	0.076
318	Hohhot	2,017	0.075
319	Yulin	2,015	0.075
320	Hohhot	2,015	0.075
321	Zhuzhou	2,013	0.074
322	Jiujiang	2,017	0.074
323	Handan	2,014	0.074
324	Nanyang	2,015	0.074
325	Jiujiang	2,013	0.073
326	Daqing	2,016	0.073
327	Urumqi	2,014	0.073
328	Ganzhou	2,015	0.073
329	Lianyungang	2,016	0.073
330	Heze	2,015	0.073
331	Dezhou	2,017	0.073
332	Lanzhou	2,014	0.073
333	Liuzhou	2,016	0.072
334	Nanyang	2,013	0.072
335	Dezhou	2,016	0.072
336	Jinhua	2,013	0.071
337	Tai.an	2,016	0.071
338	Huzhou	2,015	0.071
339	Jiujiang	2,015	0.071
340	Yueyang	2,015	0.071
341	Nanyang	2,017	0.071
342	Shangrao	2,017	0.071
343	Huai.an	2,014	0.071
344	Handan	2,017	0.071
345	Heze	2,017	0.071
346	Hengyang	2,013	0.071
347	Yueyang	2,013	0.070
348	Maoming	2,015	0.070
349	Cangzhou	2,017	0.070
350	Zhongshan	2,015	0.070
351	Ganzhou	2,016	0.070
352	Zhaoqing	2,013	0.070
353	Suqian	2,015	0.070
354	Zhongshan	2,013	0.069
355	Zaozhuang	2,013	0.069
356	Huzhou	2,013	0.069
357	Guilin	2,016	0.068
358	Zhongshan	2,016	0.068
359	Jiujiang	2,016	0.068
360	Changde	2,014	0.068
361	Jilin	2,017	0.067
362	Hohhot	2,016	0.067
363	Cangzhou	2,015	0.067
364	Zhuzhou	2,015	0.067
365	Dezhou	2,014	0.067
366	Yinchuan	2,013	0.067
367	Shangrao	2,016	0.067
368	Yueyang	2,017	0.067
369	Guilin	2,013	0.067
370	Tai.an	2,014	0.067
371	Jinhua	2,014	0.067
372	Zhuzhou	2,017	0.067
373	Guilin	2,017	0.066
374	Guilin	2,015	0.066
375	Zhanjiang	2,015	0.066
376	Heze	2,013	0.066
377	Qiqihar	2,013	0.066
378	Weihai	2,014	0.066
379	Huzhou	2,017	0.066
380	Ganzhou	2,013	0.066
381	Yulin	2,013	0.066
382	Yichang	2,014	0.066
383	Nanyang	2,016	0.066
384	Taizhou	2,014	0.065
385	Maoming	2,013	0.065
386	Chifeng	2,015	0.065
387	Anshan	2,015	0.065
388	Baotou	2,014	0.065
389	Zhanjiang	2,013	0.065
390	Jilin	2,016	0.065
391	Yulin	2,017	0.065
392	Hulunbuir	2,015	0.065
393	Binzhou	2,015	0.065
394	Xinxiang	2,013	0.065
395	Zhongshan	2,014	0.064
396	Baotou	2,017	0.064
397	Liaocheng	2,017	0.064
398	Lianyungang	2,014	0.064
399	Yueyang	2,016	0.064
400	Zhangzhou	2,017	0.064
401	Heze	2,016	0.064
402	Hohhot	2,014	0.064
403	Mianyang	2,013	0.064
404	Zhangzhou	2,015	0.063
405	Zhuzhou	2,016	0.063
406	Binzhou	2,013	0.063
407	Cangzhou	2,016	0.063
408	Fushun	2,013	0.063
409	Huzhou	2,016	0.063
410	Qinhuangdao	2,013	0.063
411	Rizhao	2,015	0.063
412	Xinxiang	2,015	0.063
413	Bengbu	2,017	0.062
414	Liaocheng	2,016	0.062
415	Yingkou	2,013	0.062
416	Daqing	2,017	0.062
417	Hengyang	2,015	0.062
418	Liaocheng	2,013	0.062
419	Panzhihua	2,015	0.062
420	Zunyi	2,017	0.062
421	Baoji	2,013	0.061
422	Zhaoqing	2,014	0.061
423	Jilin	2,014	0.061
424	Cangzhou	2,013	0.061
425	Hulunbuir	2,013	0.061
426	Hulunbuir	2,014	0.061
427	Handan	2,016	0.061
428	Xiangyang	2,014	0.060
429	Zhangzhou	2,016	0.060
430	Datong	2,013	0.060
431	Yichun	2,015	0.060
432	Hulunbuir	2,016	0.060
433	Bengbu	2,015	0.059
434	Jiaozuo	2,013	0.059
435	Yulin	2,014	0.059
436	Xianyang	2,013	0.059
437	Jiangmen	2,016	0.058
438	Baotou	2,016	0.058
439	Hengyang	2,017	0.058
440	Chenzhou	2,013	0.058
441	Chenzhou	2,015	0.058
442	Hulunbuir	2,017	0.058
443	Maanshan	2,013	0.058
444	Nanyang	2,014	0.058
445	Maoming	2,017	0.058
446	Binzhou	2,017	0.057
447	Chifeng	2,013	0.057
448	Jinzhou	2,013	0.057
449	Nanchong	2,013	0.057
450	Xinxiang	2,017	0.057
451	Mianyang	2,015	0.057
452	Yichun	2,017	0.057
453	Benxi	2,013	0.057
454	Maoming	2,016	0.057
455	Cangzhou	2,014	0.057
456	Xuchang	2,013	0.056
457	Xuchang	2,017	0.056
458	Jiujiang	2,014	0.056
459	Langfang	2,013	0.056
460	Yichun	2,016	0.056
461	Hengyang	2,016	0.056
462	Chenzhou	2,016	0.056
463	Liaocheng	2,014	0.055
464	Zaozhuang	2,015	0.055
465	Heze	2,014	0.055
466	Suqian	2,013	0.055
467	Bengbu	2,016	0.055
468	Haikou	2,013	0.055
469	Anqing	2,013	0.055
470	Zhanjiang	2,017	0.055
471	Yuxi	2,017	0.055
472	Guilin	2,014	0.055
473	Bengbu	2,013	0.055
474	Xuchang	2,015	0.054
475	Chuzhou	2,013	0.054
476	Ganzhou	2,014	0.054
477	Xinxiang	2,014	0.054
478	Xianyang	2,017	0.054
479	Liaoyang	2,013	0.054
480	Huzhou	2,014	0.054
481	Zhangjiakou	2,013	0.054
482	Chuzhou	2,015	0.053
483	Zhaoqing	2,017	0.053
484	Anshan	2,014	0.053
485	Ji.an	2,015	0.053
486	Yichun	2,013	0.053
487	Binzhou	2,016	0.053
488	Maanshan	2,015	0.053
489	Suqian	2,016	0.053
490	Langfang	2,016	0.053
491	Anqing	2,017	0.053
492	Mianyang	2,017	0.053
493	Shantou	2,014	0.053
494	Jiaozuo	2,015	0.053
495	Zhangzhou	2,013	0.053
496	Jinzhou	2,015	0.053
497	Zhuzhou	2,014	0.053
498	Chenzhou	2,017	0.053
499	Anqing	2,015	0.052
500	Xuchang	2,016	0.052
501	Chengde	2,013	0.052
502	Yueyang	2,014	0.052
503	Zhangzhou	2,014	0.052
504	Xiangtan	2,013	0.052
505	Langfang	2,015	0.052
506	Langfang	2,017	0.052
507	Suqian	2,017	0.052
508	Chuzhou	2,017	0.052
509	Yan.an	2,013	0.052
510	Luzhou	2,013	0.051
511	Jiaozuo	2,017	0.051
512	Xinxiang	2,016	0.051
513	Panjin	2,013	0.051
514	Nanchong	2,015	0.051
515	Yeyang	2,013	0.051
516	Ji.an	2,017	0.050
517	Zhanjiang	2,016	0.050
518	Jieyang	2,015	0.050
519	Shangrao	2,015	0.050
520	Ji.an	2,016	0.050
521	Anyang	2,013	0.050
522	Zunyi	2,016	0.050
523	Anyang	2,015	0.050
524	Deyang	2,013	0.050
525	Tongliao	2,013	0.049
526	Qujing	2,015	0.049
527	Ji.an	2,013	0.049
528	Xinyang	2,013	0.049
529	Mianyang	2,016	0.049
530	Fushun	2,015	0.049
531	Maoming	2,014	0.049
532	Rizhao	2,013	0.049
533	Huainan	2,013	0.049
534	Qinhuangdao	2,015	0.049
535	Longyan	2,017	0.049
536	Xiangtan	2,015	0.049
537	Shangqiu	2,014	0.048
538	Maanshan	2,014	0.048
539	Qujing	2,013	0.048
540	Xianyang	2,014	0.048
541	Hengyang	2,014	0.048
542	Jiaozuo	2,016	0.048
543	Pingdingshan	2,013	0.048
544	Xiangtan	2,017	0.048
545	Suqian	2,014	0.048
546	Jinzhou	2,014	0.048
547	Maanshan	2,017	0.048
548	Chuzhou	2,016	0.048
549	Jiangmen	2,014	0.048
550	Xingtai	2,015	0.048
551	Zhanjiang	2,014	0.048
552	Binzhou	2,014	0.048
553	Xingtai	2,013	0.048
554	Deyang	2,015	0.048
555	Zhoukou	2,017	0.048
556	Jingzhou	2,015	0.048
557	Karamay	2,013	0.048
558	Yibin	2,013	0.047
559	Zunyi	2,013	0.047
560	Yichun	2,014	0.047
561	Anqing	2,016	0.047
562	Maanshan	2,016	0.047
563	Bengbu	2,014	0.047
564	Tongliao	2,015	0.047
565	Longyan	2,016	0.047
566	Chifeng	2,017	0.047
567	Anyang	2,017	0.047
568	Meizhou	2,013	0.047
569	Zhoukou	2,015	0.047
570	Chenzhou	2,014	0.047
571	Shiyan	2,013	0.047
572	Fuyang	2,015	0.047
573	Xinyang	2,017	0.047
574	Meizhou	2,015	0.047
575	Qinhuangdao	2,016	0.046
576	Xuchang	2,014	0.046
577	Yingkou	2,014	0.046
578	Shangqiu	2,013	0.046
579	Qinhuangdao	2,017	0.046
580	Jingzhou	2,017	0.046
581	Zhangjiakou	2,015	0.046
582	Baoji	2,017	0.046
583	Shaoguan	2,013	0.046
584	Chifeng	2,016	0.046
585	Zhoukou	2,016	0.046
586	Kaifeng	2,015	0.046
587	Jingzhou	2,013	0.046
588	Nanchong	2,017	0.046
589	Zhumadian	2,015	0.045
590	Anqing	2,014	0.045
591	Qiqihar	2,015	0.045
592	Luzhou	2,015	0.045
593	Qiqihar	2,017	0.045
594	Zunyi	2,014	0.045
595	Mianyang	2,014	0.045
596	Langfang	2,014	0.045
597	Lu.an	2,013	0.045
598	Kaifeng	2,013	0.045
599	Jiaozuo	2,014	0.045
600	Changzhi	2,013	0.045
601	Mudanjiang	2,013	0.045
602	Zhoukou	2,013	0.045
603	Fuyang	2,017	0.045
604	Shiyan	2,017	0.045
605	Shangrao	2,013	0.045
606	Shangqiu	2,015	0.045
607	Yan.an	2,014	0.045
608	Zaozhuang	2,017	0.045
609	Huanggang	2,015	0.045
610	Anyang	2,016	0.045
611	Xinyang	2,015	0.045
612	Pingdingshan	2,015	0.045
613	Qingyuan	2,013	0.045
614	Quzhou	2,015	0.044
615	Xingtai	2,017	0.044
616	Xuancheng	2,017	0.044
617	Xinyu	2,013	0.044
618	Xiangtan	2,016	0.044
619	Jingzhou	2,016	0.044
620	Shiyan	2,015	0.044
621	Yongzhou	2,017	0.044
622	Yingkou	2,015	0.044
623	Shangqiu	2,017	0.044
624	Luzhou	2,017	0.044
625	Xiaogan	2,017	0.044
626	Huaibei	2,013	0.044
627	Yinchuan	2,014	0.044
628	Nanchong	2,016	0.044
629	Jiuquan	2,013	0.044
630	Yulin	2,016	0.044
631	Zhumadian	2,013	0.044
632	Chifeng	2,014	0.044
633	Zaozhuang	2,014	0.044
634	Kaifeng	2,016	0.043
635	Yuxi	2,013	0.043
636	Ji.an	2,014	0.043
637	Suining	2,015	0.043
638	Zhangjiakou	2,017	0.043
639	Kaifeng	2,017	0.043
640	Yibin	2,015	0.043
641	Fuzhou	2,013	0.043
642	Huludao	2,013	0.043
643	Fuyang	2,013	0.043
644	Dandong	2,013	0.043
645	Shiyan	2,016	0.043
646	Qujing	2,017	0.043
647	Longyan	2,013	0.043
648	Xiangtan	2,014	0.043
649	Shaoguan	2,015	0.043
650	Baoji	2,014	0.043
651	Longyan	2,015	0.042
652	Panjin	2,015	0.042
653	Yibin	2,017	0.042
654	Huangshi	2,015	0.042
655	Zaozhuang	2,016	0.042
656	Zhumadian	2,017	0.042
657	Jingmen	2,017	0.042
658	Datong	2,015	0.042
659	Xuancheng	2,015	0.042
660	Putian	2,017	0.042
661	Zhoushan	2,015	0.042
662	Anshan	2,016	0.042
663	Yan.an	2,017	0.042
664	Jingmen	2,015	0.042
665	Karamay	2,014	0.041
666	Chuzhou	2,014	0.041
667	Yunfu	2,015	0.041
668	Qinhuangdao	2,014	0.041
669	Deyang	2,014	0.041
670	Huanggang	2,017	0.041
671	Xuancheng	2,016	0.041
672	Quzhou	2,013	0.041
673	Luzhou	2,016	0.041
674	Yongzhou	2,015	0.041
675	Benxi	2,015	0.041
676	Yuxi	2,014	0.041
677	Yongzhou	2,013	0.041
678	Panjin	2,014	0.041
679	Linfen	2,013	0.041
680	Jingdezhen	2,013	0.041
681	Yiyang	2,013	0.041
682	Xiaogan	2,015	0.041
683	Anyang	2,014	0.041
684	Shaoyang	2,015	0.041
685	Shangqiu	2,016	0.041
686	Pingdingshan	2,017	0.040
687	Jiamusi	2,013	0.040
688	Zhangjiakou	2,016	0.040
689	Lu.an	2,015	0.040
690	Fushun	2,014	0.040
691	Xiaogan	2,016	0.040
692	Nanchong	2,014	0.040
693	Bijie	2,017	0.040
694	Xinyang	2,016	0.040
695	Zhangjiakou	2,014	0.040
696	Deyang	2,016	0.040
697	Songyuan	2,013	0.040
698	Putian	2,013	0.040
699	Deyang	2,017	0.040
700	Huangshi	2,013	0.040
701	Haikou	2,015	0.040
702	Qujing	2,016	0.040
703	Mudanjiang	2,015	0.040
704	Xining	2,013	0.039
705	Lishui	2,015	0.039
706	Tieling	2,013	0.039
707	Jinzhong	2,017	0.039
708	Zigong	2,013	0.039
709	Suihua	2,015	0.039
710	Shangrao	2,014	0.039
711	Qiqihar	2,016	0.039
712	Jingmen	2,016	0.039
713	Putian	2,015	0.039
714	Putian	2,016	0.039
715	Jingmen	2,013	0.039
716	Sanming	2,017	0.039
717	Changzhi	2,015	0.039
718	Zhumadian	2,016	0.039
719	Jinzhou	2,016	0.039
720	Suzhou	2,017	0.039
721	Huanggang	2,016	0.039
722	Liaoyang	2,015	0.039
723	Fuyang	2,016	0.039
724	Qinzhou	2,013	0.039
725	Rizhao	2,017	0.038
726	Jieyang	2,017	0.038
727	Zhoukou	2,014	0.038
728	Lishui	2,013	0.038
729	Tongliao	2,014	0.038
730	Longyan	2,014	0.038
731	Sanming	2,015	0.038
732	Anshan	2,017	0.038
733	Pingdingshan	2,016	0.038
734	Huangshi	2,017	0.038
735	Xingtai	2,016	0.038
736	Jinzhong	2,013	0.038
737	Datong	2,014	0.038
738	Xuancheng	2,013	0.038
739	Yongzhou	2,016	0.038
740	Quzhou	2,017	0.038
741	Shaoguan	2,017	0.038
742	Yiyang	2,015	0.038
743	Suzhou	2,016	0.038
744	Chengde	2,015	0.038
745	Shaoyang	2,013	0.037
746	Qiqihar	2,014	0.037
747	Changzhi	2,017	0.037
748	Meizhou	2,016	0.037
749	Huainan	2,015	0.037
750	Sanmenxia	2,017	0.037
751	Tongliao	2,017	0.037
752	Dandong	2,015	0.037
753	Sanming	2,016	0.037
754	Shaoyang	2,017	0.037
755	Qinzhou	2,015	0.037
756	Tongliao	2,016	0.037
757	Puyang	2,017	0.037
758	Jiuquan	2,017	0.037
759	Lishui	2,017	0.037
760	Fuzhou	2,015	0.037
761	Siping	2,015	0.037
762	Yibin	2,016	0.037
763	Jinzhong	2,015	0.037
764	Leshan	2,013	0.037
765	Dazhou	2,015	0.037
766	Xingtai	2,014	0.037
767	Suzhou	2,015	0.037
768	Jingzhou	2,014	0.037
769	Pingdingshan	2,014	0.037
770	Jieyang	2,016	0.037
771	Nanping	2,017	0.036
772	Qinzhou	2,016	0.036
773	Suining	2,013	0.036
774	Shiyan	2,014	0.036
775	Luzhou	2,014	0.036
776	Shaoguan	2,016	0.036
777	Sanmenxia	2,015	0.036
778	Bijie	2,016	0.036
779	Qujing	2,014	0.036
780	Fuxin	2,013	0.036
781	Wuwei	2,017	0.036
782	Kaifeng	2,014	0.036
783	Shaoyang	2,016	0.036
784	Fuyang	2,014	0.036
785	Jiuquan	2,014	0.036
786	Huanggang	2,013	0.036
787	Qingyuan	2,017	0.036
788	Xiaogan	2,013	0.036
789	Linfen	2,017	0.036
790	Puyang	2,013	0.036
791	Suzhou	2,013	0.036
792	Karamay	2,017	0.035
793	Loudi	2,013	0.035
794	Lvliang	2,013	0.035
795	Huaihua	2,013	0.035
796	Haikou	2,016	0.035
797	Changzhi	2,016	0.035
798	Yuncheng	2,013	0.035
799	Huaibei	2,015	0.035
800	Rizhao	2,016	0.035
801	Lishui	2,016	0.035
802	Songyuan	2,015	0.035
803	Qinzhou	2,017	0.035
804	Fuzhou	2,017	0.035
805	Sanmenxia	2,013	0.035
806	Jingmen	2,014	0.035
807	Lu.an	2,017	0.035
808	Huainan	2,017	0.035
809	Meishan	2,017	0.035
810	Datong	2,016	0.035
811	Sanmenxia	2,016	0.035
812	Lu.an	2,014	0.035
813	Puyang	2,015	0.035
814	Fuzhou	2,016	0.034
815	Sanming	2,013	0.034
816	Shizuishan	2,013	0.034
817	Xianning	2,013	0.034
818	Dandong	2,014	0.034
819	Haikou	2,014	0.034
820	Quzhou	2,016	0.034
821	Haikou	2,017	0.034
822	Zigong	2,015	0.034
823	Jixi	2,013	0.034
824	Linfen	2,015	0.034
825	Jinzhong	2,016	0.034
826	Luohe	2,013	0.034
827	Zhoushan	2,016	0.034
828	Chengde	2,017	0.034
829	Bozhou	2,015	0.034
830	Bijie	2,015	0.034
831	Xiaogan	2,014	0.034
832	Zhoushan	2,013	0.034
833	Tonghua	2,013	0.034
834	Yibin	2,014	0.034
835	Huanggang	2,014	0.034
836	Fushun	2,016	0.034
837	Benxi	2,014	0.034
838	Leshan	2,015	0.034
839	Siping	2,013	0.034
840	Tongling	2,013	0.034
841	Weinan	2,013	0.034
842	Lu.an	2,016	0.034
843	Xinyang	2,014	0.034
844	Datong	2,017	0.034
845	Laiwu	2,013	0.033
846	Tonghua	2,017	0.033
847	Wuzhou	2,017	0.033
848	Changzhi	2,014	0.033
849	Beihai	2,013	0.033
850	Shuozhou	2,013	0.033
851	Nanping	2,016	0.033
852	Pingxiang	2,013	0.033
853	Zhoushan	2,017	0.033
854	Mudanjiang	2,017	0.033
855	Tonghua	2,015	0.033
856	Nanping	2,013	0.033
857	Jinzhou	2,017	0.033
858	Fushun	2,017	0.033
859	Bayannur	2,015	0.033
860	Luohe	2,015	0.033
861	Zhumadian	2,014	0.033
862	Puyang	2,016	0.033
863	Mudanjiang	2,014	0.033
864	Panzhihua	2,013	0.033
865	Yangjiang	2,013	0.032
866	Suihua	2,013	0.032
867	Luohe	2,017	0.032
868	Lvliang	2,014	0.032
869	Yiyang	2,017	0.032
870	Beihai	2,017	0.032
871	Sanmenxia	2,014	0.032
872	Chengde	2,016	0.032
873	Wuzhou	2,015	0.032
874	Yiyang	2,016	0.032
875	Huludao	2,015	0.032
876	Pingxiang	2,015	0.032
877	Huaibei	2,017	0.032
878	Chengde	2,014	0.032
879	Ningde	2,017	0.032
880	Mudanjiang	2,016	0.032
881	Neijiang	2,015	0.032
882	Sanming	2,014	0.032
883	Liaoyang	2,014	0.032
884	Qingyuan	2,016	0.032
885	Ziyang	2,013	0.031
886	Xinyu	2,015	0.031
887	Yuncheng	2,015	0.031
888	Huainan	2,014	0.031
889	Baise	2,013	0.031
890	Jinzhong	2,014	0.031
891	Ningde	2,013	0.031
892	Ningde	2,015	0.031
893	Huaihua	2,015	0.031
894	Tonghua	2,016	0.031
895	Tongling	2,017	0.031
896	Yangjiang	2,015	0.031
897	Yongzhou	2,014	0.031
898	Pingxiang	2,017	0.031
899	Jieyang	2,014	0.031
900	Bozhou	2,017	0.031
901	Baise	2,015	0.031
902	Xianning	2,015	0.031
903	Jincheng	2,013	0.031
904	Huangshi	2,016	0.031
905	Ningde	2,016	0.030
906	Pingxiang	2,016	0.030
907	Bijie	2,014	0.030
908	Rizhao	2,014	0.030
909	Quzhou	2,014	0.030
910	Huainan	2,016	0.030
911	Yingkou	2,016	0.030
912	Luohe	2,016	0.030
913	Meizhou	2,014	0.030
914	Hengshui	2,015	0.030
915	Linfen	2,014	0.030
916	Nanping	2,015	0.030
917	Hengshui	2,013	0.030
918	Laiwu	2,015	0.030
919	Huaibei	2,016	0.030
920	Chaoyang	2,013	0.030
921	Dazhou	2,013	0.030
922	Bayannur	2,013	0.030
923	Huangshi	2,014	0.030
924	Tieling	2,014	0.030
925	Shaoguan	2,014	0.030
926	Baise	2,016	0.030
927	Putian	2,014	0.030
928	Yiyang	2,014	0.030
929	Wuzhou	2,016	0.030
930	Shaoyang	2,014	0.030
931	Lishui	2,014	0.030
932	Heihe	2,013	0.030
933	Linfen	2,016	0.029
934	Huangshan	2,013	0.029
935	Xianning	2,017	0.029
936	Ankang	2,013	0.029
937	Huludao	2,014	0.029
938	Heihe	2,015	0.029
939	Neijiang	2,013	0.029
940	Beihai	2,015	0.029
941	Yingkou	2,017	0.029
942	Panjin	2,016	0.029
943	Tongling	2,015	0.029
944	Shuangyashan	2,013	0.029
945	Weinan	2,017	0.029
946	Xinzhou	2,013	0.029
947	Bozhou	2,013	0.029
948	Leshan	2,017	0.029
949	Qingyuan	2,014	0.029
950	Puyang	2,014	0.029
951	Baise	2,017	0.029
952	Xuancheng	2,014	0.029
953	Liaoyang	2,016	0.029
954	Ulanqab	2,013	0.029
955	Dazhou	2,016	0.029
956	Ziyang	2,015	0.029
957	Hengshui	2,017	0.029
958	Dazhou	2,017	0.029
959	Qinzhou	2,014	0.029
960	Fuzhou	2,014	0.029
961	Wuzhou	2,013	0.028
962	Yuncheng	2,014	0.028
963	Tonghua	2,014	0.028
964	Songyuan	2,014	0.028
965	Huaihua	2,017	0.028
966	Heihe	2,016	0.028
967	Guang.an	2,015	0.028
968	Guangyuan	2,013	0.028
969	Bozhou	2,016	0.028
970	Leshan	2,016	0.028
971	Leshan	2,014	0.028
972	Nanping	2,014	0.028
973	Yangquan	2,013	0.028
974	Yuncheng	2,017	0.028
975	Huaihua	2,016	0.028
976	Suining	2,017	0.028
977	Heihe	2,017	0.028
978	Hanzhong	2,017	0.028
979	Loudi	2,017	0.028
980	Anshun	2,015	0.028
981	Liupanshui	2,015	0.028
982	Heihe	2,014	0.028
983	Hanzhong	2,013	0.028
984	Wuhai	2,013	0.027
985	Lvliang	2,015	0.027
986	Hebi	2,013	0.027
987	Chaoyang	2,015	0.027
988	Lvliang	2,017	0.027
989	Huaibei	2,014	0.027
990	Jiamusi	2,015	0.027
991	Yangjiang	2,017	0.027
992	Tongling	2,016	0.027
993	Songyuan	2,017	0.027
994	Xinyu	2,017	0.027
995	Meishan	2,013	0.027
996	Zhoushan	2,014	0.027
997	Loudi	2,015	0.027
998	Sanya	2,015	0.027
999	Xining	2,014	0.027
1000	Beihai	2,016	0.027
1001	Ulanqab	2,017	0.027
1002	Ziyang	2,016	0.027
1003	Panjin	2,017	0.027
1004	Yuncheng	2,016	0.027
1005	Suihua	2,014	0.027
1006	Liupanshui	2,017	0.027
1007	Chaozhou	2,015	0.027
1008	Jincheng	2,015	0.026
1009	Ulanqab	2,015	0.026
1010	Luohe	2,014	0.026
1011	Songyuan	2,016	0.026
1012	Weinan	2,014	0.026
1013	Yangjiang	2,016	0.026
1014	Xinyu	2,016	0.026
1015	Shuozhou	2,015	0.026
1016	Jiamusi	2,016	0.026
1017	Xinzhou	2,015	0.026
1018	Tieling	2,015	0.026
1019	Loudi	2,014	0.026
1020	Zigong	2,017	0.026
1021	Ankang	2,017	0.026
1022	Siping	2,017	0.026
1023	Bayannur	2,017	0.026
1024	Hengshui	2,016	0.026
1025	Chaoyang	2,014	0.026
1026	Benxi	2,016	0.026
1027	Wuzhou	2,014	0.026
1028	Xinyu	2,014	0.026
1029	Guangyuan	2,015	0.026
1030	Suzhou	2,014	0.026
1031	Xianning	2,016	0.026
1032	Guang.an	2,013	0.025
1033	Ningde	2,014	0.025
1034	Neijiang	2,017	0.025
1035	Guangyuan	2,017	0.025
1036	Chaozhou	2,013	0.025
1037	Hebi	2,015	0.025
1038	Lvliang	2,016	0.025
1039	Pingxiang	2,014	0.025
1040	Suining	2,016	0.025
1041	Bijie	2,013	0.025
1042	Loudi	2,016	0.025
1043	Suizhou	2,013	0.025
1044	Huaihua	2,014	0.025
1045	Siping	2,016	0.025
1046	Guigang	2,013	0.025
1047	Tianshui	2,013	0.025
1048	Hechi	2,013	0.025
1049	Baishan	2,013	0.025
1050	Baise	2,014	0.025
1051	Bayannur	2,016	0.025
1052	Xinzhou	2,016	0.025
1053	Jincheng	2,017	0.025
1054	Ezhou	2,015	0.025
1055	Neijiang	2,016	0.025
1056	Huludao	2,016	0.025
1057	Shuozhou	2,014	0.025
1058	Xianning	2,014	0.025
1059	Zigong	2,016	0.025
1060	Guigang	2,015	0.025
1061	Bozhou	2,014	0.025
1062	Qingyang	2,013	0.025
1063	Hegang	2,013	0.024
1064	Jingdezhen	2,015	0.024
1065	Yuxi	2,015	0.024
1066	Qingyang	2,014	0.024
1067	Guang.an	2,016	0.024
1068	Ankang	2,014	0.024
1069	Shuozhou	2,017	0.024
1070	Jiamusi	2,014	0.024
1071	Guang.an	2,017	0.024
1072	Huangshan	2,015	0.024
1073	Ziyang	2,014	0.024
1074	Huludao	2,017	0.024
1075	Ezhou	2,013	0.024
1076	Jincheng	2,016	0.024
1077	Meishan	2,015	0.024
1078	Fuxin	2,015	0.024
1079	Hebi	2,016	0.024
1080	Beihai	2,014	0.024
1081	Hebi	2,017	0.024
1082	Heyuan	2,013	0.024
1083	Baicheng	2,013	0.024
1084	Qitaihe	2,013	0.024
1085	Baishan	2,015	0.024
1086	Chizhou	2,013	0.024
1087	Tongren	2,017	0.024
1088	Heyuan	2,015	0.024
1089	Zigong	2,014	0.024
1090	Yaan	2,013	0.024
1091	Guangyuan	2,016	0.024
1092	Xinzhou	2,014	0.023
1093	Hengshui	2,014	0.023
1094	Jincheng	2,014	0.023
1095	Bayannur	2,014	0.023
1096	Lasa	2,013	0.023
1097	Siping	2,014	0.023
1098	Zhaotong	2,015	0.023
1099	Dandong	2,017	0.023
1100	Hanzhong	2,014	0.023
1101	Benxi	2,017	0.023
1102	Dazhou	2,014	0.023
1103	Yunfu	2,013	0.023
1104	Xinzhou	2,017	0.023
1105	Guigang	2,017	0.023
1106	Ulanqab	2,014	0.023
1107	Neijiang	2,014	0.023
1108	Ulanqab	2,016	0.023
1109	Huangshan	2,017	0.023
1110	Jingdezhen	2,017	0.023
1111	Baiyin	2,013	0.023
1112	Liupanshui	2,013	0.023
1113	Laiwu	2,017	0.023
1114	Laibin	2,013	0.023
1115	Yuxi	2,016	0.023
1116	Sanya	2,013	0.023
1117	Liupanshui	2,016	0.023
1118	Baicheng	2,015	0.023
1119	Zhaotong	2,016	0.023
1120	Zhaotong	2,013	0.023
1121	Liaoyang	2,017	0.023
1122	Shanwei	2,015	0.022
1123	Suining	2,014	0.022
1124	Sanya	2,017	0.022
1125	Tongchuan	2,013	0.022
1126	Suizhou	2,015	0.022
1127	Zhaotong	2,017	0.022
1128	Meishan	2,016	0.022
1129	Jingdezhen	2,016	0.022
1130	Liaoyuan	2,013	0.022
1131	Guangyuan	2,014	0.022
1132	Yangjiang	2,014	0.022
1133	Simao	2,013	0.022
1134	Zhangye	2,017	0.022
1135	Fuxin	2,014	0.022
1136	Chizhou	2,015	0.022
1137	Hechi	2,015	0.022
1138	Tianshui	2,017	0.022
1139	Panzhihua	2,016	0.022
1140	Yunfu	2,017	0.022
1141	Panzhihua	2,014	0.022
1142	Tongling	2,014	0.022
1143	Wuhai	2,015	0.022
1144	Jiayuguan	2,013	0.022
1145	Huangshan	2,014	0.021
1146	Wuhai	2,016	0.021
1147	Laiwu	2,016	0.021
1148	Hezhou	2,013	0.021
1149	Baicheng	2,017	0.021
1150	Guigang	2,016	0.021
1151	Laiwu	2,014	0.021
1152	Yingtan	2,015	0.021
1153	Qingyang	2,017	0.021
1154	Hechi	2,017	0.021
1155	Zhangye	2,013	0.021
1156	Yunfu	2,016	0.021
1157	Ezhou	2,017	0.021
1158	Huangshan	2,016	0.021
1159	Yangquan	2,015	0.021
1160	Pu.er	2,017	0.021
1161	Tongren	2,016	0.021
1162	Laibin	2,015	0.021
1163	Baishan	2,017	0.020
1164	Baicheng	2,016	0.020
1165	Meishan	2,014	0.020
1166	Hechi	2,016	0.020
1167	Chongzuo	2,015	0.020
1168	Hebi	2,014	0.020
1169	Chaozhou	2,014	0.020
1170	Panzhihua	2,017	0.020
1171	Ya.an	2,016	0.020
1172	Ya.an	2,015	0.020
1173	Anshun	2,017	0.020
1174	Jixi	2,015	0.020
1175	Jiamusi	2,017	0.020
1176	Baishan	2,014	0.020
1177	Shuozhou	2,016	0.020
1178	Yingtan	2,013	0.020
1179	Chongzuo	2,017	0.020
1180	Baoshan	2,017	0.020
1181	Pu.er	2,015	0.020
1182	Chizhou	2,017	0.020
1183	Chongzuo	2,016	0.020
1184	Baishan	2,016	0.020
1185	Liupanshui	2,014	0.020
1186	Yingtan	2,017	0.020
1187	Chizhou	2,016	0.019
1188	Ya.an	2,017	0.019
1189	Hezhou	2,017	0.019
1190	Guang.an	2,014	0.019
1191	Chaoyang	2,016	0.019
1192	Zhaotong	2,014	0.019
1193	Shanwei	2,013	0.019
1194	Shangluo	2,014	0.019
1195	Baoshan	2,015	0.019
1196	Wuwei	2,013	0.019
1197	Tongren	2,015	0.019
1198	Wuhai	2,014	0.019
1199	Sanya	2,016	0.019
1200	Chongzuo	2,013	0.019
1201	Yingtan	2,016	0.019
1202	Wuzhong	2,013	0.019
1203	Fuxin	2,016	0.019
1204	Jingdezhen	2,014	0.019
1205	Fangchenggang	2,015	0.019
1206	Guigang	2,014	0.019
1207	Baoshan	2,016	0.019
1208	Ezhou	2,014	0.019
1209	Tongren	2,013	0.019
1210	Pu.er	2,016	0.019
1211	Hezhou	2,015	0.019
1212	Chizhou	2,014	0.019
1213	Suizhou	2,017	0.019
1214	Chaoyang	2,017	0.019
1215	Hezhou	2,016	0.019
1216	Tieling	2,017	0.019
1217	Suizhou	2,014	0.019
1218	Tianshui	2,014	0.018
1219	Suizhou	2,016	0.018
1220	Pu.er	2,014	0.018
1221	Yangquan	2,017	0.018
1222	Baoshan	2,013	0.018
1223	Ziyang	2,017	0.018
1224	Heyuan	2,014	0.018
1225	Anshun	2,016	0.018
1226	Ezhou	2,016	0.018
1227	Fangchenggang	2,013	0.018
1228	Bazhong	2,017	0.018
1229	Baicheng	2,014	0.018
1230	Shangluo	2,013	0.018
1231	Laibin	2,014	0.018
1232	Hechi	2,014	0.017
1233	Bazhong	2,015	0.017
1234	Liaoyuan	2,015	0.017
1235	Tieling	2,016	0.017
1236	Yingtan	2,014	0.017
1237	Jixi	2,014	0.017
1238	Sanya	2,014	0.017
1239	Bazhong	2,016	0.017
1240	Yangquan	2,014	0.017
1241	Guyuan	2,013	0.017
1242	Jixi	2,017	0.017
1243	Chongzuo	2,014	0.017
1244	Anshun	2,013	0.017
1245	Laibin	2,017	0.017
1246	Yangquan	2,016	0.017
1247	Yunfu	2,014	0.017
1248	Fuxin	2,017	0.017
1249	Zhangjiajie	2,013	0.017
1250	Shangluo	2,017	0.017
1251	Fangchenggang	2,017	0.017
1252	Zhangye	2,014	0.017
1253	Anshun	2,014	0.016
1254	Baiyin	2,017	0.016
1255	Jixi	2,016	0.016
1256	Lincang	2,017	0.016
1257	Bazhong	2,013	0.016
1258	Ya.an	2,014	0.016
1259	Baoshan	2,014	0.016
1260	Shanwei	2,016	0.016
1261	Laibin	2,016	0.016
1262	Shuangyashan	2,015	0.016
1263	Hezhou	2,014	0.016
1264	Dingxi	2,013	0.016
1265	Jinchang	2,013	0.016
1266	Wuwei	2,014	0.016
1267	Fangchenggang	2,016	0.015
1268	Shuangyashan	2,016	0.015
1269	Lincang	2,013	0.015
1270	Lincang	2,016	0.015
1271	Baiyin	2,014	0.015
1272	Lincang	2,015	0.015
1273	Liaoyuan	2,016	0.015
1274	Shizuishan	2,014	0.015
1275	Liaoyuan	2,017	0.015
1276	Zhongwei	2,014	0.015
1277	Wuzhong	2,017	0.015
1278	Shuangyashan	2,017	0.015
1279	Hegang	2,015	0.015
1280	Tongchuan	2,014	0.015
1281	Longnan	2,017	0.015
1282	Lijiang	2,013	0.015
1283	Shuangyashan	2,014	0.015
1284	Bazhong	2,014	0.014
1285	Liaoyuan	2,014	0.014
1286	Hegang	2,014	0.014
1287	Qitaihe	2,015	0.014
1288	Fangchenggang	2,014	0.014
1289	Zhangjiajie	2,015	0.014
1290	Tongren	2,014	0.014
1291	Shanwei	2,014	0.014
1292	Longnan	2,014	0.014
1293	Zhangjiajie	2,017	0.014
1294	Lincang	2,014	0.014
1295	Hegang	2,017	0.014
1296	Guyuan	2,017	0.014
1297	Pingliang	2,017	0.013
1298	Hegang	2,016	0.013
1299	Tongchuan	2,017	0.013
1300	Longnan	2,013	0.013
1301	Zhangjiajie	2,016	0.013
1302	Lijiang	2,015	0.013
1303	Guyuan	2,014	0.013
1304	Dingxi	2,014	0.013
1305	Lijiang	2,016	0.013
1306	Lijiang	2,017	0.013
1307	Lijiang	2,014	0.012
1308	Wuzhong	2,014	0.012
1309	Pingliang	2,013	0.012
1310	Pingliang	2,014	0.012
1311	Qitaihe	2,014	0.011
1312	Zhangjiajie	2,014	0.011
1313	Qitaihe	2,016	0.011
1314	Qitaihe	2,017	0.011
1315	Jinchang	2,017	0.011
1316	Haidong	2,014	0.011
1317	Jiayuguan	2,014	0.011
1318	Jiayuguan	2,017	0.010
1319	Jinchang	2,014	0.010

做图

p <- ggplot(data=city, aes(x=city, y = cityrank, colour=as.factor(year)))
p <- p+geom_text(aes(label=city), size=4)
print(p)