Question

我从2012年至2015年开始使用包含加拿大西尼罗河病例信息的数据框。 600个观察总共10个变量。

> head(mosquitoes)
  Years Weeks Province Avg.Temp Avg..Precepitation Wind Number.of.cases Number.of.Dead.Birds Mosquito.Pools.Tested Google.Trend.Searches
1  2015    17  Alberta       48               0.01    8               0                    0                     0                     1
2  2015    18  Alberta       46               0.03   10               0                    0                     0                     2
3  2015    19  Alberta       44               0.07    8               0                    0                     0                     2
4  2015    20  Alberta       51               0.00    9               0                    0                     0                     2
5  2015    21  Alberta       56               0.01    9               0                    0                     0                     4
6  2015    22  Alberta       58               0.10    7               0                    0                     0                     1

这是整个数据集....对不起它很大。

Years,Weeks,Province,Avg Temp ,Avg. Precepitation,Wind,Number of cases,Number of Dead Birds,Mosquito Pools Tested,Google Trend Searches
2015,17,Alberta,48,0.01,8,0,0,0,1
2015,18,Alberta,46,0.03,10,0,0,0,2
2015,19,Alberta,44,0.07,8,0,0,0,2
2015,20,Alberta,51,0,9,0,0,0,2
2015,21,Alberta,56,0.01,9,0,0,0,4
2015,22,Alberta,58,0.1,7,0,0,0,1
2015,23,Alberta,61,0.05,8,0,0,0,1
2015,24,Alberta,55,0.08,9,0,0,0,1
2015,25,Alberta,63,0.02,6,0,0,0,4
2015,26,Alberta,67,0.16,8,0,0,0,5
2015,27,Alberta,65,0.02,8,0,0,0,3
2015,28,Alberta,62,0.09,10,0,0,0,7
2015,29,Alberta,66,0.01,8,0,0,0,2
2015,30,Alberta,62,0.02,7,0,0,0,3
2015,31,Alberta,64,0.21,7,0,0,0,6
2015,32,Alberta,66,0.07,7,0,0,0,4
2015,33,Alberta,55,0.13,8,0,0,0,4
2015,34,Alberta,63,0,6,0,0,0,1
2015,35,Alberta,52,0.11,9,0,0,0,4
2015,36,Alberta,54,0.02,7,0,0,0,2
2015,37,Alberta,48,0.06,8,0,0,0,2
2015,38,Alberta,52,0.03,9,0,0,0,3
2015,39,Alberta,49,0.03,9,0,0,0,3
2015,40,Alberta,51,0,8,0,0,0,2
2015,41,Alberta,48,0,8,0,0,0,2
2014,17,Alberta,43,0.05,8,0,0,0,1
2014,18,Alberta,44,0.06,9,0,0,0,3
2014,19,Alberta,37,0.03,9,0,0,0,3
2014,20,Alberta,48,0.01,8,0,0,0,1
2014,21,Alberta,57,0.01,10,0,0,0,2
2014,22,Alberta,53,0.06,8,0,0,0,4
2014,23,Alberta,53,0.04,10,0,0,0,6
2014,24,Alberta,53,0.04,10,0,0,0,6
2014,25,Alberta,54,0.24,9,0,0,0,4
2014,26,Alberta,59,0.03,9,0,0,0,7
2014,27,Alberta,64,0.02,11,0,0,0,19
2014,28,Alberta,65,0.03,10,0,0,0,33
2014,29,Alberta,67,0.01,9,0,0,0,18
2014,30,Alberta,62,0.08,10,0,0,0,14
2014,31,Alberta,68,0,10,0,0,0,10
2014,32,Alberta,63,0.16,8,0,0,0,11
2014,33,Alberta,66,0.01,7,0,0,0,19
2014,34,Alberta,58,0.05,8,0,0,0,17
2014,35,Alberta,58,0.04,7,0,0,0,8
2014,36,Alberta,54,0.01,7,0,0,0,12
2014,37,Alberta,41,0.15,8,0,0,0,3
2014,38,Alberta,58,0,5,0,0,0,3
2014,39,Alberta,60,0.02,6,0,0,0,4
2014,40,Alberta,48,0.03,11,0,0,0,5
2014,41,Alberta,51,0,6,0,0,0,3
2013,17,Alberta,42,0,12,0,0,0,3
2013,18,Alberta,42,0.01,11,0,0,0,2
2013,19,Alberta,57,0,11,0,0,0,2
2013,20,Alberta,55,0.01,10,0,0,0,9
2013,21,Alberta,50,0.23,11,0,0,0,7
2013,22,Alberta,52,0.08,6,0,0,0,8
2013,23,Alberta,55,0.15,10,0,0,0,10
2013,24,Alberta,53,0.08,10,0,0,0,4
2013,25,Alberta,57,0.3,11,0,0,0,9
2013,26,Alberta,61,0.01,9,0,0,0,17
2013,27,Alberta,65,0.08,10,0,0,0,27
2013,28,Alberta,59,0.07,8,0,0,0,19
2013,29,Alberta,62,0.01,10,0,0,0,21
2013,30,Alberta,62,0.06,10,0,0,0,18
2013,31,Alberta,57,0.03,7,0,0,0,13
2013,32,Alberta,60,0.07,8,0,0,0,10
2013,33,Alberta,67,0,8,3,0,0,2
2013,34,Alberta,63,0,8,5,0,0,12
2013,35,Alberta,64,0.03,10,4,0,0,20
2013,36,Alberta,64,0.13,8,2,1,0,15
2013,37,Alberta,63,0,9,5,0,0,9
2013,38,Alberta,57,0.06,11,2,0,0,11
2013,39,Alberta,47,0,10,0,0,0,4
2013,40,Alberta,44,0,11,0,0,0,5
2013,41,Alberta,45,0.06,8,0,0,0,5
2012,17,Alberta,49,0.06,7,0,0,0,2
2012,18,Alberta,42,0.13,9,0,0,0,2
2012,19,Alberta,48,0,9,0,0,0,6
2012,20,Alberta,53,0.01,10,0,0,0,2
2012,21,Alberta,49,0.08,8,0,0,0,2
2012,22,Alberta,52,0,9,0,0,0,2
2012,23,Alberta,54,0.28,9,0,0,0,4
2012,24,Alberta,56,0.21,12,0,0,0,7
2012,25,Alberta,56,0.05,8,0,0,0,5
2012,26,Alberta,59,0.14,8,0,0,0,3
2012,27,Alberta,61,0.21,9,0,0,0,22
2012,28,Alberta,69,0,8,0,0,0,32
2012,29,Alberta,65,0.09,10,0,0,0,16
2012,30,Alberta,64,0.02,10,0,0,0,15
2012,31,Alberta,63,0.03,10,0,0,0,20
2012,32,Alberta,68,0,10,0,0,0,25
2012,33,Alberta,62,0.07,10,4,0,0,36
2012,34,Alberta,62,0.05,10,2,0,0,100
2012,35,Alberta,61,0.01,10,0,0,0,76
2012,36,Alberta,57,0,12,1,0,0,29
2012,37,Alberta,57,0,12,2,0,0,30
2012,38,Alberta,59,0,9,0,0,0,14
2012,39,Alberta,58,0.01,9,0,0,0,11
2012,40,Alberta,43,0.07,12,0,0,0,10
2012,41,Alberta,43,0.02,13,0,0,0,7
2015,17,British Columbia,53,0.03,10,0,0,0,5
2015,18,British Columbia,53,0.01,6,0,0,0,5
2015,19,British Columbia,58,0.01,7,0,0,0,5
2015,20,British Columbia,60,0,7,0,0,0,4
2015,21,British Columbia,62,0,7,0,0,0,6
2015,22,British Columbia,60,0.03,7,0,0,0,9
2015,23,British Columbia,62,0,13,0,0,0,9
2015,24,British Columbia,62,0.02,8,0,0,0,10
2015,25,British Columbia,66,0,9,0,0,0,7
2015,26,British Columbia,70,0,12,0,0,0,5
2015,27,British Columbia,67,0.01,9,0,0,0,11
2015,28,British Columbia,66,0,10,0,0,0,9
2015,29,British Columbia,65,0.04,9,0,0,0,14
2015,30,British Columbia,65,0.04,6,0,0,0,7
2015,31,British Columbia,65,0.02,9,0,0,0,7
2015,32,British Columbia,66,0.04,9,0,0,0,9
2015,33,British Columbia,65,0,9,0,0,0,11
2015,34,British Columbia,64,0.1,7,0,0,0,6
2015,35,British Columbia,57,0.12,10,0,0,0,4
2015,36,British Columbia,61,0.02,9,0,0,0,9
2015,37,British Columbia,58,0.09,9,0,0,0,9
2015,38,British Columbia,55,0.04,9,0,0,0,3
2015,39,British Columbia,52,0,6,0,0,0,3
2015,40,British Columbia,56,0.08,6,0,0,0,3
2015,41,British Columbia,51,0.04,7,0,0,0,7
2014,17,British Columbia,49,0.07,10,0,0,0,3
2014,18,British Columbia,54,0.03,8,0,0,0,4
2014,19,British Columbia,53,0.18,9,0,0,0,4
2014,20,British Columbia,60,0,8,0,0,0,6
2014,21,British Columbia,59,0.06,7,0,0,0,6
2014,22,British Columbia,56,0.09,7,0,0,0,6
2014,23,British Columbia,59,0,8,0,0,0,8
2014,24,British Columbia,60,0.03,10,0,0,0,7
2014,25,British Columbia,58,0.09,9,0,0,0,8
2014,26,British Columbia,62,0.05,7,0,0,0,10
2014,27,British Columbia,64,0.01,8,0,0,0,7
2014,28,British Columbia,66,0.01,8,0,0,0,19
2014,29,British Columbia,68,0,9,0,0,0,13
2014,30,British Columbia,63,0.06,8,0,0,0,12
2014,31,British Columbia,67,0,6,0,0,0,16
2014,32,British Columbia,66,0,7,0,0,0,25
2014,33,British Columbia,67,0.08,7,0,0,0,17
2014,34,British Columbia,65,0,6,0,0,0,13
2014,35,British Columbia,66,0,7,0,0,0,30
2014,36,British Columbia,61,0.05,7,0,0,0,9
2014,37,British Columbia,60,0,6,0,0,0,11
2014,38,British Columbia,61,0.02,6,0,0,0,3
2014,39,British Columbia,62,0.12,9,0,0,0,8
2014,40,British Columbia,56,0.04,6,0,0,0,9
2014,41,British Columbia,58,0.03,5,0,0,0,7
2013,17,British Columbia,50,0.03,7,0,0,0,14
2013,18,British Columbia,50,0,12,0,0,0,8
2013,19,British Columbia,59,0.03,6,0,0,0,5
2013,20,British Columbia,56,0.07,8,0,0,0,7
2013,21,British Columbia,54,0.04,8,0,0,0,4
2013,22,British Columbia,55,0.09,7,0,0,0,8
2013,23,British Columbia,60,0.01,9,0,0,0,14
2013,24,British Columbia,58,0.01,7,0,0,0,16
2013,25,British Columbia,62,0.04,8,0,0,0,10
2013,26,British Columbia,63,0.1,7,0,0,0,17
2013,27,British Columbia,67,0,8,0,0,0,29
2013,28,British Columbia,63,0,8,0,0,0,30
2013,29,British Columbia,66,0,9,0,0,0,20
2013,30,British Columbia,64,0,8,0,0,0,34
2013,31,British Columbia,64,0.02,8,0,0,0,11
2013,32,British Columbia,66,0,6,0,0,1,13
2013,33,British Columbia,66,0.02,8,0,0,1,16
2013,34,British Columbia,63,0.01,8,0,0,1,16
2013,35,British Columbia,65,0.17,7,0,1,1,12
2013,36,British Columbia,64,0.06,6,0,0,1,8
2013,37,British Columbia,63,0,6,0,0,1,14
2013,38,British Columbia,60,0.19,6,0,0,1,6
2013,39,British Columbia,54,0.23,10,0,0,1,6
2013,40,British Columbia,51,0.15,9,0,0,1,6
2013,41,British Columbia,51,0.01,8,0,0,1,8
2012,17,British Columbia,53,0.05,8,0,0,0,5
2012,18,British Columbia,50,0.11,7,0,0,0,6
2012,19,British Columbia,52,0,9,0,0,0,7
2012,20,British Columbia,54,0,10,0,0,0,8
2012,21,British Columbia,55,0.06,8,0,0,0,9
2012,22,British Columbia,57,0.07,7,0,0,0,8
2012,23,British Columbia,53,0.07,8,0,0,0,4
2012,24,British Columbia,57,0.04,8,0,0,0,4
2012,25,British Columbia,58,0.13,8,0,0,0,7
2012,26,British Columbia,60,0.04,8,0,0,0,8
2012,27,British Columbia,59,0.03,7,0,0,0,22
2012,28,British Columbia,66,0,6,0,0,0,30
2012,29,British Columbia,66,0.05,8,0,0,0,30
2012,30,British Columbia,63,0.03,8,0,0,0,38
2012,31,British Columbia,65,0,8,0,0,0,60
2012,32,British Columbia,67,0.01,8,0,0,0,34
2012,33,British Columbia,69,0,7,0,0,0,63
2012,34,British Columbia,63,0,8,0,0,0,100
2012,35,British Columbia,62,0,7,0,0,0,51
2012,36,British Columbia,62,0,7,0,0,0,32
2012,37,British Columbia,58,0.01,8,0,0,0,24
2012,38,British Columbia,60,0,6,0,0,0,13
2012,39,British Columbia,57,0,6,0,0,0,13
2012,40,British Columbia,53,0,8,0,0,0,6
2012,41,British Columbia,52,0.09,5,0,0,0,8
2015,17,Manitoba,56,0,10,0,0,0,4
2015,18,Manitoba,48,0,13,0,0,0,4
2015,19,Manitoba,46,0,10,0,0,0,4
2015,20,Manitoba,52,0,14,0,0,0,4
2015,21,Manitoba,57,0,10,0,0,12,4
2015,22,Manitoba,60,0,12,0,0,4,8
2015,23,Manitoba,67,0,9,0,0,87,8
2015,24,Manitoba,59,0,9,0,0,82,8
2015,25,Manitoba,66,0,7,0,0,44,8
2015,26,Manitoba,68,0,7,0,0,75,11
2015,27,Manitoba,66,0,10,0,0,73,17
2015,28,Manitoba,70,0,7,0,0,132,8
2015,29,Manitoba,69,0,9,0,0,139,17
2015,30,Manitoba,70,0,11,0,0,204,4
2015,31,Manitoba,63,0,9,0,0,275,13
2015,32,Manitoba,73,0,9,0,0,195,23
2015,33,Manitoba,62,0,10,0,0,228,13
2015,34,Manitoba,62,0,11,0,0,69,12
2015,35,Manitoba,73,0,11,1,0,92,10
2015,36,Manitoba,57,0,10,1,0,113,8
2015,37,Manitoba,60,0,11,2,0,34,4
2015,38,Manitoba,61,0,13,1,0,0,4
2015,39,Manitoba,53,0,13,0,0,0,6
2015,40,Manitoba,48,0,11,0,0,0,6
2015,41,Manitoba,44,0,11,0,0,0,6
2014,17,Manitoba,42,0,11,0,0,0,4
2014,18,Manitoba,42,0,14,0,0,0,0
2014,19,Manitoba,46,0,9,0,0,0,0
2014,20,Manitoba,45,0,10,0,0,0,0
2014,21,Manitoba,57,0,12,0,0,0,0
2014,22,Manitoba,66,0,8,0,0,0,0
2014,23,Manitoba,62,0,10,0,0,0,5
2014,24,Manitoba,60,0,11,0,0,0,13
2014,25,Manitoba,62,0,12,0,0,0,9
2014,26,Manitoba,66,0,10,0,0,0,7
2014,27,Manitoba,65,0,15,0,0,0,9
2014,28,Manitoba,67,0,11,0,0,0,36
2014,29,Manitoba,63,0,11,0,0,0,24
2014,30,Manitoba,68,0,9,0,0,0,53
2014,31,Manitoba,65,0,8,0,0,7,41
2014,32,Manitoba,71,0,8,0,0,7,48
2014,33,Manitoba,68,0,8,1,0,14,14
2014,34,Manitoba,67,0,8,2,0,19,18
2014,35,Manitoba,61,0,11,2,0,22,9
2014,36,Manitoba,60,0,8,0,0,24,4
2014,37,Manitoba,50,0,11,0,0,24,11
2014,38,Manitoba,52,0,10,0,0,24,4
2014,39,Manitoba,65,0,13,0,0,24,15
2014,40,Manitoba,47,0,16,0,0,24,4
2014,41,Manitoba,39,0,13,0,0,24,4
2013,17,Manitoba,36,0.01,12,0,0,0,4
2013,18,Manitoba,38,0.11,9,0,0,0,4
2013,19,Manitoba,49,0.02,12,0,0,0,4
2013,20,Manitoba,56,0.02,10,0,0,0,5
2013,21,Manitoba,55,0.05,14,0,0,0,4
2013,22,Manitoba,58,0.16,15,0,0,0,4
2013,23,Manitoba,57,0.01,9,0,0,0,9
2013,24,Manitoba,63,0.03,10,0,0,0,16
2013,25,Manitoba,66,0.1,9,0,0,0,23
2013,26,Manitoba,69,0.24,10,0,0,0,14
2013,27,Manitoba,72,0,6,0,0,0,23
2013,28,Manitoba,70,0.06,10,0,0,1,19
2013,29,Manitoba,66,0.1,9,0,0,1,45
2013,30,Manitoba,60,0.19,8,0,1,7,35
2013,31,Manitoba,61,0.03,7,0,0,10,31
2013,32,Manitoba,59,0.04,7,0,0,16,22
2013,33,Manitoba,64,0.02,8,1,0,16,24
2013,34,Manitoba,71,0.17,10,0,0,16,49
2013,35,Manitoba,76,0.01,7,0,0,17,14
2013,36,Manitoba,64,0,10,1,0,17,11
2013,37,Manitoba,63,0.01,8,0,0,19,9
2013,38,Manitoba,54,0,11,0,0,19,6
2013,39,Manitoba,60,0.1,12,0,0,19,13
2013,40,Manitoba,50,0.03,11,0,0,19,8
2013,41,Manitoba,52,0,10,0,1,19,4
2012,17,Manitoba,46,0.01,12,0,0,0,0
2012,18,Manitoba,51,0.05,11,0,0,0,0
2012,19,Manitoba,56,0.06,13,0,0,0,5
2012,20,Manitoba,58,0.16,12,0,0,0,6
2012,21,Manitoba,53,0.02,11,0,0,0,5
2012,22,Manitoba,53,0.13,9,0,0,0,5
2012,23,Manitoba,67,0.08,8,0,0,0,8
2012,24,Manitoba,62,0.17,11,0,0,0,10
2012,25,Manitoba,60,0.04,8,0,0,0,11
2012,26,Manitoba,68,0,10,0,0,0,11
2012,27,Manitoba,73,0.03,7,0,0,0,15
2012,28,Manitoba,73,0,7,0,0,0,17
2012,29,Manitoba,69,0.05,8,1,0,2,21
2012,30,Manitoba,71,0,8,1,0,20,36
2012,31,Manitoba,71,0.2,9,4,0,48,100
2012,32,Manitoba,67,0,9,7,0,62,47
2012,33,Manitoba,62,0.04,8,7,0,98,31
2012,34,Manitoba,69,0.01,7,6,0,108,84
2012,35,Manitoba,70,0.01,11,7,0,111,75
2012,36,Manitoba,63,0.01,11,1,0,116,22
2012,37,Manitoba,59,0.01,11,3,0,116,23
2012,38,Manitoba,47,0.01,12,2,0,116,13
2012,39,Manitoba,50,0,8,0,0,116,5
2012,40,Manitoba,46,0.02,15,0,0,116,7
2012,41,Manitoba,37,0.02,10,0,0,116,5
2015,17,Quebec,53,0,8,0,0,0,8
2015,18,Quebec,65,0.06,8,0,0,0,8
2015,19,Quebec,58,0.09,10,0,0,0,8
2015,20,Quebec,59,0.05,11,0,0,0,8
2015,21,Quebec,69,0.11,11,0,0,0,8
2015,22,Quebec,56,0.07,9,0,0,0,8
2015,23,Quebec,65,0.16,9,0,0,0,8
2015,24,Quebec,64,0.16,7,0,0,0,16
2015,25,Quebec,67,0.18,8,0,0,0,8
2015,26,Quebec,64,0.07,9,0,0,120,19
2015,27,Quebec,71,0.01,8,0,0,127,24
2015,28,Quebec,70,0.05,9,0,1,132,24
2015,29,Quebec,70,0.3,8,0,1,131,16
2015,30,Quebec,75,0.07,9,1,2,129,16
2015,31,Quebec,67,0.02,9,1,3,126,8
2015,32,Quebec,69,0.31,7,0,0,133,8
2015,33,Quebec,76,0.11,9,1,1,125,16
2015,34,Quebec,68,0.01,8,2,1,123,11
2015,35,Quebec,70,0,8,1,3,131,31
2015,36,Quebec,72,0.15,8,2,4,128,15
2015,37,Quebec,69,0.21,9,6,0,123,7
2015,38,Quebec,58,0,7,5,0,108,7
2015,39,Quebec,55,0.17,11,2,2,107,11
2015,40,Quebec,49,0.03,7,5,0,0,7
2015,41,Quebec,51,0.11,11,8,0,0,15
2014,17,Quebec,46,0.05,9,0,0,0,0
2014,18,Quebec,49,0.18,12,0,0,0,0
2014,19,Quebec,53,0.09,10,0,0,0,0
2014,20,Quebec,62,0.17,13,0,0,0,0
2014,21,Quebec,59,0.01,9,0,0,0,13
2014,22,Quebec,59,0.08,9,0,0,0,13
2014,23,Quebec,66,0.13,8,0,0,0,40
2014,24,Quebec,66,0.28,11,0,0,0,18
2014,25,Quebec,65,0.14,8,0,0,0,27
2014,26,Quebec,69,0.14,6,0,0,0,33
2014,27,Quebec,75,0.02,9,0,0,0,23
2014,28,Quebec,70,0.08,12,0,0,0,40
2014,29,Quebec,69,0.05,9,0,0,1,27
2014,30,Quebec,72,0.06,10,0,0,4,28
2014,31,Quebec,66,0.18,8,0,0,9,54
2014,32,Quebec,70,0.04,6,0,0,10,24
2014,33,Quebec,67,0.2,10,1,2,19,34
2014,34,Quebec,66,0,7,1,0,19,9
2014,35,Quebec,70,0,8,1,1,39,17
2014,36,Quebec,72,0.11,10,1,0,70,8
2014,37,Quebec,60,0.12,9,0,3,99,12
2014,38,Quebec,52,0.02,9,1,2,112,13
2014,39,Quebec,61,0.02,9,0,0,119,15
2014,40,Quebec,58,0.06,11,0,1,119,16
2014,41,Quebec,51,0.1,13,1,0,119,16
2013,17,Quebec,46,0.03,11,1,0,0,9
2013,18,Quebec,60,0.01,7,0,0,0,9
2013,19,Quebec,65,0.08,8,0,0,0,9
2013,20,Quebec,51,0.01,11,0,0,0,18
2013,21,Quebec,64,0.19,10,0,0,0,17
2013,22,Quebec,64,0.18,9,0,0,0,9
2013,23,Quebec,59,0.11,10,0,0,0,21
2013,24,Quebec,64,0.11,9,0,0,0,18
2013,25,Quebec,62,0.09,8,0,0,0,9
2013,26,Quebec,69,0.14,9,0,0,0,37
2013,27,Quebec,72,0.02,9,0,0,0,9
2013,28,Quebec,73,0.06,8,0,0,0,45
2013,29,Quebec,79,0.28,9,0,0,2,49
2013,30,Quebec,66,0.06,7,0,0,3,73
2013,31,Quebec,70,0.12,9,1,3,5,40
2013,32,Quebec,68,0.04,9,3,2,11,74
2013,33,Quebec,66,0.08,9,8,4,23,56
2013,34,Quebec,69,0.02,10,3,5,36,64
2013,35,Quebec,70,0.06,7,4,9,36,29
2013,36,Quebec,63,0.06,10,2,6,40,32
2013,37,Quebec,62,0.18,8,3,4,47,20
2013,38,Quebec,58,0.12,9,1,2,59,8
2013,39,Quebec,54,0.03,6,1,0,60,16
2013,40,Quebec,61,0,6,1,0,60,24
2013,41,Quebec,55,0.11,10,0,0,60,20
2012,17,Quebec,40,0.17,13,0,0,0,0
2012,18,Quebec,50,0.03,7,0,0,0,10
2012,19,Quebec,55,0.07,8,0,0,0,10
2012,20,Quebec,61,0.02,7,0,0,0,10
2012,21,Quebec,69,0.1,7,0,0,0,11
2012,22,Quebec,62,0.16,8,0,0,0,10
2012,23,Quebec,61,0.02,8,0,0,0,10
2012,24,Quebec,68,0.08,7,0,0,0,11
2012,25,Quebec,76,0.01,9,0,0,0,11
2012,26,Quebec,69,0.13,9,0,0,0,26
2012,27,Quebec,73,0.12,6,0,0,0,40
2012,28,Quebec,72,0,8,0,2,0,24
2012,29,Quebec,71,0.21,6,1,0,0,11
2012,30,Quebec,71,0.1,7,1,0,0,11
2012,31,Quebec,76,0.01,7,0,1,5,78
2012,32,Quebec,72,0.17,10,2,5,8,31
2012,33,Quebec,70,0.02,7,6,2,19,94
2012,34,Quebec,70,0,6,10,5,19,100
2012,35,Quebec,71,0.01,11,9,8,19,76
2012,36,Quebec,71,0.11,6,14,1,19,70
2012,37,Quebec,63,0.07,8,23,6,19,43
2012,38,Quebec,58,0.12,10,16,0,19,34
2012,39,Quebec,54,0.01,9,27,0,19,38
2012,40,Quebec,57,0.16,8,11,0,19,14
2012,41,Quebec,45,0.06,10,8,0,19,19
2015,17,Ontario,53,0,9,0,0,0,2
2015,18,Ontario,61,0.04,5,0,0,0,2
2015,19,Ontario,58,0.07,7,0,0,0,4
2015,20,Ontario,58,0,8,0,0,0,5
2015,21,Ontario,70,0.11,8,0,0,0,8
2015,22,Ontario,57,0.14,7,0,0,180,8
2015,23,Ontario,65,0.18,6,0,0,356,5
2015,24,Ontario,65,0.08,5,0,1,852,5
2015,25,Ontario,67,0.33,7,0,0,886,13
2015,26,Ontario,63,0.02,7,0,0,954,15
2015,27,Ontario,68,0.04,5,0,0,1152,13
2015,28,Ontario,67,0.03,6,1,0,1216,21
2015,29,Ontario,72,0.01,7,1,4,1219,16
2015,30,Ontario,76,0.03,6,1,1,1222,22
2015,31,Ontario,68,0.06,6,0,8,1176,24
2015,32,Ontario,69,0.21,6,0,0,1168,15
2015,33,Ontario,73,0.09,5,1,0,1168,24
2015,34,Ontario,64,0.01,5,5,1,987,12
2015,35,Ontario,75,0,5,2,1,881,18
2015,36,Ontario,70,0.11,5,5,0,802,9
2015,37,Ontario,65,0.07,6,1,2,712,6
2015,38,Ontario,60,0,5,5,4,526,4
2015,39,Ontario,55,0.04,9,2,2,396,6
2015,40,Ontario,53,0.14,6,3,0,65,5
2015,41,Ontario,52,0.04,8,3,4,0,2
2014,17,Ontario,46,0.05,8,0,0,0,3
2014,18,Ontario,47,0.14,9,0,0,0,2
2014,19,Ontario,53,0,9,0,0,0,2
2014,20,Ontario,56,0.13,6,0,0,0,3
2014,21,Ontario,57,0.09,5,0,0,0,4
2014,22,Ontario,65,0.02,6,0,0,0,7
2014,23,Ontario,63,0.04,6,0,0,0,10
2014,24,Ontario,65,0.19,6,0,0,0,16
2014,25,Ontario,66,0.16,5,0,0,0,13
2014,26,Ontario,69,0.06,4,0,0,0,7
2014,27,Ontario,72,0.09,7,0,0,0,20
2014,28,Ontario,68,0.12,6,0,0,0,17
2014,29,Ontario,66,0.21,5,1,0,0,13
2014,30,Ontario,68,0.03,5,0,0,2,14
2014,31,Ontario,67,0.35,5,0,0,5,35
2014,32,Ontario,68,0.21,4,0,0,9,22
2014,33,Ontario,65,0.12,7,2,0,11,30
2014,34,Ontario,67,0.02,4,0,2,13,11
2014,35,Ontario,67,0,6,2,3,30,18
2014,36,Ontario,71,0.39,5,5,0,43,13
2014,37,Ontario,60,0.15,6,1,0,52,10
2014,38,Ontario,53,0.02,4,0,1,56,7
2014,39,Ontario,60,0.08,4,0,0,56,3
2014,40,Ontario,61,0.06,4,0,0,56,6
2014,41,Ontario,50,0.06,6,0,0,56,4
2013,17,Ontario,43,0.05,6,0,0,0,2
2013,18,Ontario,57,0.05,6,0,0,0,3
2013,19,Ontario,59,0.04,5,0,0,0,4
2013,20,Ontario,51,0.02,8,0,0,0,3
2013,21,Ontario,60,0.17,8,0,0,0,7
2013,22,Ontario,64,0.16,6,1,0,0,9
2013,23,Ontario,58,0.05,7,1,0,0,9
2013,24,Ontario,64,0.29,6,0,0,0,12
2013,25,Ontario,64,0.11,5,0,0,0,12
2013,26,Ontario,73,0.06,4,0,1,2,12
2013,27,Ontario,71,0.05,5,1,0,2,20
2013,28,Ontario,72,0.13,6,2,0,4,15
2013,29,Ontario,80,0.05,5,1,2,12,20
2013,30,Ontario,65,0.12,6,5,0,22,56
2013,31,Ontario,66,0.26,5,4,8,41,43
2013,32,Ontario,67,0.04,6,5,6,65,32
2013,33,Ontario,63,0,5,5,2,89,24
2013,34,Ontario,70,0,5,2,0,131,30
2013,35,Ontario,72,0.2,3,2,8,155,22
2013,36,Ontario,63,0.12,6,7,2,179,12
2013,37,Ontario,64,0.04,6,3,2,190,15
2013,38,Ontario,57,0.17,4,5,2,194,9
2013,39,Ontario,55,0,4,0,1,196,5
2013,40,Ontario,61,0.04,4,5,0,198,9
2013,41,Ontario,56,0.04,4,1,0,198,4
2012,17,Ontario,40,0.06,11,0,0,0,4
2012,18,Ontario,50,0.12,6,0,0,0,3
2012,19,Ontario,56,0.07,6,0,0,0,3
2012,20,Ontario,58,0.02,4,0,0,0,3
2012,21,Ontario,69,0.01,6,0,0,0,5
2012,22,Ontario,64,0.09,8,0,0,0,3
2012,23,Ontario,63,0.03,6,1,0,0,6
2012,24,Ontario,67,0.08,6,0,0,0,4
2012,25,Ontario,76,0.17,6,0,0,2,7
2012,26,Ontario,70,0.04,7,0,0,6,10
2012,27,Ontario,75,0.04,5,3,1,10,39
2012,28,Ontario,73,0.02,5,5,3,19,24
2012,29,Ontario,75,0.06,6,9,1,30,19
2012,30,Ontario,72,0.38,6,14,2,89,17
2012,31,Ontario,73,0.16,4,23,1,162,77
2012,32,Ontario,70,0.14,6,44,1,249,46
2012,33,Ontario,68,0.05,4,44,8,312,64
2012,34,Ontario,67,0,4,38,4,375,83
2012,35,Ontario,70,0.15,6,26,0,409,100
2012,36,Ontario,69,0.56,4,25,0,434,79
2012,37,Ontario,61,0.03,5,17,2,454,37
2012,38,Ontario,57,0.16,5,3,4,462,23
2012,39,Ontario,53,0,6,2,6,462,24
2012,40,Ontario,57,0.03,5,3,0,464,18
2012,41,Ontario,42,0.04,5,1,0,464,10
2015,17,Saskatchewan,50,0,10,0,0,0,6
2015,18,Saskatchewan,46,0,11,0,0,0,12
2015,19,Saskatchewan,46,0,9,0,0,0,6
2015,20,Saskatchewan,53,0,8,0,0,0,6
2015,21,Saskatchewan,56,0,8,0,0,2,9
2015,22,Saskatchewan,60,0,10,0,0,0,9
2015,23,Saskatchewan,64,0,10,0,0,3,9
2015,24,Saskatchewan,57,0,8,0,0,3,12
2015,25,Saskatchewan,65,0,7,0,0,10,31
2015,26,Saskatchewan,70,0,6,0,0,13,15
2015,27,Saskatchewan,66,0,9,0,0,16,13
2015,28,Saskatchewan,67,0,8,0,0,40,15
2015,29,Saskatchewan,68,0,10,0,0,47,16
2015,30,Saskatchewan,63,0.02,9,0,0,69,43
2015,31,Saskatchewan,63,0,8,0,0,67,16
2015,32,Saskatchewan,70,0,8,0,0,80,28
2015,33,Saskatchewan,58,0,8,0,0,94,38
2015,34,Saskatchewan,62,0,8,0,0,42,21
2015,35,Saskatchewan,61,0,10,0,1,41,14
2015,36,Saskatchewan,53,0,8,0,0,0,9
2015,37,Saskatchewan,52,0,8,0,0,0,5
2015,38,Saskatchewan,54,0,10,0,0,0,5
2015,39,Saskatchewan,48,0,8,0,0,0,5
2015,40,Saskatchewan,48,0,9,0,0,0,8
2015,41,Saskatchewan,44,0,11,0,0,0,5
2014,17,Saskatchewan,40,0,12,0,0,0,6
2014,18,Saskatchewan,41,0,10,0,0,0,6
2014,19,Saskatchewan,41,0,9,0,0,0,6
2014,20,Saskatchewan,45,0,7,0,0,0,6
2014,21,Saskatchewan,59,0,10,0,0,0,13
2014,22,Saskatchewan,57,0,11,0,0,0,20
2014,23,Saskatchewan,55,0,8,0,0,0,17
2014,24,Saskatchewan,53,0,10,0,0,0,13
2014,25,Saskatchewan,57,0,10,0,0,0,7
2014,26,Saskatchewan,63,0,8,0,0,0,21
2014,27,Saskatchewan,66,0,11,0,0,0,26
2014,28,Saskatchewan,65,0,10,0,0,0,69
2014,29,Saskatchewan,64,0,9,0,0,0,65
2014,30,Saskatchewan,63,0,9,0,0,1,60
2014,31,Saskatchewan,67,0,6,0,0,1,36
2014,32,Saskatchewan,69,0,6,0,2,2,47
2014,33,Saskatchewan,67,0,7,0,0,9,67
2014,34,Saskatchewan,64,0,8,0,0,19,45
2014,35,Saskatchewan,58,0,9,0,0,20,34
2014,36,Saskatchewan,56,0,8,0,0,20,13
2014,37,Saskatchewan,46,0,9,0,0,20,19
2014,38,Saskatchewan,55,0,8,0,0,20,6
2014,39,Saskatchewan,61,0,9,0,0,20,16
2014,40,Saskatchewan,44,0,12,0,0,20,12
2014,41,Saskatchewan,45,0,9,0,0,20,6
2013,17,Saskatchewan,34,0,10,0,0,0,10
2013,18,Saskatchewan,40,0,12,0,0,0,14
2013,19,Saskatchewan,50,0,12,0,0,0,14
2013,20,Saskatchewan,59,0,9,0,0,0,7
2013,21,Saskatchewan,57,0,13,0,0,0,7
2013,22,Saskatchewan,60,0,9,0,0,0,14
2013,23,Saskatchewan,57,0,9,0,0,0,21
2013,24,Saskatchewan,57,0,10,0,0,0,20
2013,25,Saskatchewan,61,0,10,0,0,0,14
2013,26,Saskatchewan,64,0,7,0,0,0,41
2013,27,Saskatchewan,69,0,7,0,0,0,61
2013,28,Saskatchewan,65,0,8,0,0,1,65
2013,29,Saskatchewan,62,0,9,0,3,1,81
2013,30,Saskatchewan,60,0,9,0,1,3,75
2013,31,Saskatchewan,59,0,8,0,2,3,33
2013,32,Saskatchewan,60,0,6,0,1,18,44
2013,33,Saskatchewan,69,0,8,0,0,29,75
2013,34,Saskatchewan,66,0,8,1,1,29,60
2013,35,Saskatchewan,69,0,8,3,0,36,24
2013,36,Saskatchewan,67,0,7,1,0,40,21
2013,37,Saskatchewan,62,0,9,0,0,40,26
2013,38,Saskatchewan,57,0,10,1,2,40,32
2013,39,Saskatchewan,51,0,9,0,1,40,13
2013,40,Saskatchewan,45,0,11,0,0,40,29
2013,41,Saskatchewan,46,0,10,0,0,40,10
2012,17,Saskatchewan,44,0,13,0,0,0,24
2012,18,Saskatchewan,46,0,12,0,0,0,16
2012,19,Saskatchewan,51,0,13,0,0,0,16
2012,20,Saskatchewan,54,0,12,0,0,0,9
2012,21,Saskatchewan,48,0,11,0,0,0,17
2012,22,Saskatchewan,53,0,9,0,0,0,16
2012,23,Saskatchewan,61,0,13,0,0,0,8
2012,24,Saskatchewan,56,0,11,0,0,0,16
2012,25,Saskatchewan,58,0,7,0,0,0,25
2012,26,Saskatchewan,64,0,12,0,0,0,22
2012,27,Saskatchewan,65,0,9,0,0,0,23
2012,28,Saskatchewan,71,0,7,0,1,0,67
2012,29,Saskatchewan,67,0,10,0,0,0,34
2012,30,Saskatchewan,67,0,8,0,0,0,28
2012,31,Saskatchewan,64,0,8,0,0,0,59
2012,32,Saskatchewan,68,0,8,0,0,3,58
2012,33,Saskatchewan,59,0,8,2,0,4,34
2012,34,Saskatchewan,65,0,9,1,0,6,100
2012,35,Saskatchewan,64,0,9,0,0,6,49
2012,36,Saskatchewan,55,0,11,3,0,6,41
2012,37,Saskatchewan,58,0,13,0,0,6,16
2012,38,Saskatchewan,50,0,8,3,0,6,19
2012,39,Saskatchewan,55,0,6,0,0,6,15
2012,40,Saskatchewan,42,0,10,0,0,6,11
2012,41,Saskatchewan,36,0,8,0,0,6,7

首先我制作了这个情节

但是我以最蛮力的方式做到了这一点

#split out each year
cases2015 <- subset(mosquitoes, mosquitoes$Years==2015)
cases2014 <- subset(mosquitoes, mosquitoes$Years==2014)
cases2013 <- subset(mosquitoes, mosquitoes$Years==2013)
cases2012 <- subset(mosquitoes, mosquitoes$Years==2012)

#get the sums by week
aggregate2015 <- aggregate(cases2015$Number.of.cases, by=list(Weeks=cases2015$Weeks), FUN=sum)
aggregate2014 <- aggregate(cases2014$Number.of.cases, by=list(Weeks=cases2014$Weeks), FUN=sum)
aggregate2013 <- aggregate(cases2013$Number.of.cases, by=list(Weeks=cases2013$Weeks), FUN=sum)
aggregate2012 <- aggregate(cases2012$Number.of.cases, by=list(Weeks=cases2012$Weeks), FUN=sum)

#put the sums back together into a dataframe
aggregateSums <- aggregate2012
aggregateSums <- cbind(aggregateSums, aggregate2013[,2])
aggregateSums <- cbind(aggregateSums, aggregate2014[,2])
aggregateSums <- cbind(aggregateSums, aggregate2015[,2])

#give the columns useful names
colnames(aggregateSums) <- c("Weeks","Cases.2012","Cases.2013","Cases.2014","Cases.2015")

#base R plot
#plot the first set of points
plot(x=aggregateSums$Weeks,y=aggregateSums$Cases.2012,pch=16,col="Red",main="West Nile Cases",xlab="Week",ylab="Number of Cases")

#add additional years
points(x=aggregateSums$Weeks,y=aggregateSums$Cases.2013,pch=15,col="Blue")
points(x=aggregateSums$Weeks,y=aggregateSums$Cases.2014,pch=14,col="Orange")
points(x=aggregateSums$Weeks,y=aggregateSums$Cases.2015,pch=13,col="Brown")

#add the connecting lines
lines(x=aggregateSums$Weeks,y=aggregateSums$Cases.2012,col="Red")
lines(x=aggregateSums$Weeks,y=aggregateSums$Cases.2013,col="Blue")
lines(x=aggregateSums$Weeks,y=aggregateSums$Cases.2014,col="Orange")
lines(x=aggregateSums$Weeks,y=aggregateSums$Cases.2015,col="Brown")

#click to place legend
legend(locator(1),c("2012","2013","2014","2015"),pch=c(16,15,14,13), col=c("Red","Blue","Orange","Brown"))

所以必须有一种更有效的方式来实现目标。

我的下一步是制作相同的情节，但一次只有一个省。我不想经历上述6次......

我打算通过ggplot完成这项工作。如果可能的话，我想在不使用其他软件包（如plyr）的情况下这样做，因为我正在尝试学习操作数据的基本功能。

在Biranjan回答之后关闭循环...

mosq2 <- mosquitoes %>% 
         select(Years,Weeks,Province,Number.of.cases) %>% 
         group_by(Years,Weeks,Province) %>% 
         summarise(sum_case=sum(Number.of.cases))

ggplot(data=mosq2, aes(x=as.factor(Weeks),y=sum_case,color=as.factor(Years))) + 
            geom_point(aes(shape=as.factor(Years))) + 
            geom_line(aes(group=as.factor(Years))) + 
            labs(title="West Nile Cases", x="weeks", y="Number of cases") +
            theme(legend.title=element_blank()) +
            facet_wrap(~Province,ncol=3) +
            scale_x_discrete(breaks=c(17,30,41))

结果非常好

Answer 1

ggplot(data=data1, aes(x=as.factor(Weeks),y=sum_case,color=as.factor(Years)))+
geom_point(aes(shape=as.factor(Years)))+
geom_line(aes(group=as.factor(Years)))+
labs(title="West Nile cases",x="weeks",y="Number of cases")+
theme(legend.title=element_blank())

更新：我在模拟中得分太少，所以它很好，所以这就是问题所在。我无法找到一种方法来使用ggplot进行绘图。如果＆＃34; dplyr＆＃34;首先使用，并相应地编辑变量名称。我知道这不是你想要的，抱歉让你失望。

library(dplyr)
data1 <- data %>%
    select(Years,Weeks,Number.of.cases) %>%
    group_by(Years,Weeks) %>%
    summarise(sum_case=sum(Number.of.cases))

绘制有条件求和的数据（基数R或ggplot）

1 个答案: