Re: [R] ggplot2 month and year boxplot x axis order problem
Hi, Thanks, although I dont think it was the Date.Time variable that was the problem because my x variable was Month.Year. I realise now that this month variable was a factor and I changed the order of the factor using the following : fish$MonthYr-factor(fish$MOYR,levels=c(05,2010,06,2010,07,2010,08,2010,09,2010,10,2010,11,2010,12,2010,01,2011,02,2011,03,2011,04,2011)) This seems to have ordered my x axis (factors)in the correct fashion. Thanks again for your help Phil -- View this message in context: http://r.789695.n4.nabble.com/ggplot2-month-and-year-boxplot-x-axis-order-problem-tp3623029p3624680.html Sent from the R help mailing list archive at Nabble.com. __ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.
[R] ggplot2 month and year boxplot x axis order problem
Hi I am very new to R, I am attempting to produce a monthly boxplot with the following fish thermal telemetry data: ID TempDate.Time Month.Year Month Week Shortdate 1 1734 4.4140 04/05/2010 11:5605,2010 May 19 04/05/2010 2 1734 4.1002 04/05/2010 12:0605,2010 May 19 04/05/2010 3 1734 3.9433 04/05/2010 12:0905,2010 May 19 04/05/2010 4 1734 3.6295 04/05/2010 12:2905,2010 May 19 04/05/2010 5 1734 3.6295 04/05/2010 12:3405,2010 May 19 04/05/2010 6 1734 3.6295 04/05/2010 12:3705,2010 May 19 04/05/2010 I constructed my data in access. I have data from May2010 to april 2011 When I use ggplot2 plot6-ggplot(data=Good,aes(Month.Year,Temp)) + geom_boxplot() the x axis factor order is jan 2011,feb2011, march 2011, april2011, May 2010etc. I would like the months to be in chronological order I have tried a number of conversions using format and as.date and as.POSIXlt with no luck including Goodyearmonth-as.Date(Good$Shortdate,format=%Y/%m) and i tried Good$Gmonth- with(Good,factor(as.POSIXlt(Shortdate)$mon) If I pivot my data by month in access so it looks like this May-10 Jun-10 Jul-10 4.1002 7.3951 8.3365 3.9433 7.3951 8.1796 3.6295 7.3951 8.0227 then a simple boxplot() works however I would like to use the ggplot2 package because eventually I would like to change the whiskers to 95% and 5% quantiles (I think I know how to do this http://r.789695.n4.nabble.com/Custom-Plot-means-SD-amp-5th-95th-Plotmeans-or-Boxplot-td848126.html) Thanks for any help you can provide Philip Harrison PhD Student Fisheries ecology Uwaterloo -- View this message in context: http://r.789695.n4.nabble.com/ggplot2-month-and-year-boxplot-x-axis-order-problem-tp3623029p3623029.html Sent from the R help mailing list archive at Nabble.com. __ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.
Re: [R] ggplot2 month and year boxplot x axis order problem
This needs to be made reproducible. In other words it would be helpful if you would use dput to share the data. dput(Good) copy the output to the email in this format x - () with the output from dput inside the () then write the code for ggplot under this line so that we can then just modify things to make it work. On Fri, Jun 24, 2011 at 11:52 AM, philipharrison pharr...@uwaterloo.ca wrote: Hi I am very new to R, I am attempting to produce a monthly boxplot with the following fish thermal telemetry data: ID Temp Date.Time Month.Year Month Week Shortdate 1 1734 4.4140 04/05/2010 11:56 05,2010 May 19 04/05/2010 2 1734 4.1002 04/05/2010 12:06 05,2010 May 19 04/05/2010 3 1734 3.9433 04/05/2010 12:09 05,2010 May 19 04/05/2010 4 1734 3.6295 04/05/2010 12:29 05,2010 May 19 04/05/2010 5 1734 3.6295 04/05/2010 12:34 05,2010 May 19 04/05/2010 6 1734 3.6295 04/05/2010 12:37 05,2010 May 19 04/05/2010 I constructed my data in access. I have data from May2010 to april 2011 When I use ggplot2 plot6-ggplot(data=Good,aes(Month.Year,Temp)) + geom_boxplot() the x axis factor order is jan 2011,feb2011, march 2011, april2011, May 2010etc. I would like the months to be in chronological order I have tried a number of conversions using format and as.date and as.POSIXlt with no luck including Goodyearmonth-as.Date(Good$Shortdate,format=%Y/%m) and i tried Good$Gmonth- with(Good,factor(as.POSIXlt(Shortdate)$mon) If I pivot my data by month in access so it looks like this May-10 Jun-10 Jul-10 4.1002 7.3951 8.3365 3.9433 7.3951 8.1796 3.6295 7.3951 8.0227 then a simple boxplot() works however I would like to use the ggplot2 package because eventually I would like to change the whiskers to 95% and 5% quantiles (I think I know how to do this http://r.789695.n4.nabble.com/Custom-Plot-means-SD-amp-5th-95th-Plotmeans-or-Boxplot-td848126.html) Thanks for any help you can provide Philip Harrison PhD Student Fisheries ecology Uwaterloo -- View this message in context: http://r.789695.n4.nabble.com/ggplot2-month-and-year-boxplot-x-axis-order-problem-tp3623029p3623029.html Sent from the R help mailing list archive at Nabble.com. __ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code. -- Stephen Sefick | Auburn University | | Biological Sciences | | 331 Funchess Hall | | Auburn, Alabama | | 36849 | |___| | sas0...@auburn.edu | | http://www.auburn.edu/~sas0025 | |___| Let's not spend our time and resources thinking about things that are so little or so large that all they really do for us is puff us up and make us feel like gods. We are mammals, and have not exhausted the annoying little problems of being mammals. -K. Mullis A big computer, a complex algorithm and a long time does not equal science. -Robert Gentleman __ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.
Re: [R] ggplot2 month and year boxplot x axis order problem
Hi, Thanks for your speedy reply! The file is pretty big (I have 18,000 datapoints), there is not enough room on the r screen for the entire output so I have just cut out a few lines from the end of the dput . I dont know if that helps? X -(12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L), .Label = c(01,2011, 02,2011, 03,2011, 04,2011, 05,2010, 06,2010, 07,2010, 08,2010, 09,2010, 10,2010, 11,2010, 12,2010), class = factor)), .Names = c(ID, Temp, Date.Time, Month.Year, Month, Week, Shortdate, MY), row.names = c(NA, -18631L), class = data.frame)) my ggplot code I have tried is Plot1-ggplot(data=Great,aes(Great$Month.Year,Great$Temp))+ geom_boxplot() I dont know if that makes it any clearer Phil -- View this message in context: http://r.789695.n4.nabble.com/ggplot2-month-and-year-boxplot-x-axis-order-problem-tp3623029p3623230.html Sent from the R help mailing list archive at Nabble.com. __ R-help@r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.
Re: [R] ggplot2 month and year boxplot x axis order problem
Hi thanks for your patience, I understand what you mean now. I made some dummy data; x-(structure(list(ID = c(1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L), Temp = c(4.414, 4.1002, 3.9433, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.4745, 11.4745, 11.4745, 11.4745, 11.6314, 11.6314, 11.7883, 12.1021, 12.5728, 13.3573, 13.5142, 14.1418, 15.0832, 11.1607, 11.1607, 11.1607, 11.1607, 11.3176, 11.3176, 11.3176, 11.9452, 11.7883, 11.7883, 11.7883, 11.9452, 12.4159, 12.5728, 13.3573, 13.3573, 13.3573, 13.0435, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 9.121, 9.121, 9.121, 9.121, 9.121, 9.121, 9.121, 9.121, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 3.3157, 3.3157, 3.3157, 3.3157, 3.1588, 3.1588, 3.1588, 3.1588, 1.5898, 1.7467, 1.7467, 1.7467, 1.7467, 1.7467, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845, 2.845), Date.Time = structure(c(2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 7L, 7L, 7L, 7L, 7L, 7L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L), .Label = c(02/11/2010, 04/05/2010, 07/06/2010, 08/12/2010, 10/01/2011, 13/03/2011, 15/02/2011, 15/07/2010, 19/08/2010, 20/04/2011, 20/08/2010, 23/10/2010, 28/09/2010, 30/09/2010), class = factor), Month.Year = structure(c(5L, 5L, 5L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L), .Label = c(01,2011, 02,2011, 03,2011, 04,2011, 05,2010, 06,2010, 07,2010, 08,2010, 09,2010, 10,2010, 11,2010, 12,2010), class = factor), Month = structure(c(9L, 9L, 9L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 12L,
Re: [R] ggplot2 month and year boxplot x axis order problem
Try this out. The Date.Time variable was not a date class. str() is your friend. # library(ggplot2) x - ( structure(list(ID = c(1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L, 1734L), Temp = c(4.414, 4.1002, 3.9433, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 4.414, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 3.9433, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.6314, 11.4745, 11.4745, 11.4745, 11.4745, 11.6314, 11.6314, 11.7883, 12.1021, 12.5728, 13.3573, 13.5142, 14.1418, 15.0832, 11.1607, 11.1607, 11.1607, 11.1607, 11.3176, 11.3176, 11.3176, 11.9452, 11.7883, 11.7883, 11.7883, 11.9452, 12.4159, 12.5728, 13.3573, 13.3573, 13.3573, 13.0435, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 12.8866, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 11.0038, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 10.8469, 9.121, 9.121, 9.121, 9.121, 9.121, 9.121, 9.121, 9.121, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 5.0416, 3.3157, 3.3157, 3.3157, 3.3157, 3.1588, 3.1588, 3.1588, 3.1588, 1.5898, 1.7467, 1.7467, 1.7467, 1.7467, 1.7467, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053, 0.8053), Date.Time = structure(c(2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 13L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 14L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 4L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 5L, 7L, 7L, 7L, 7L, 7L, 7L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L), .Label = c(02/11/2010, 04/05/2010, 07/06/2010, 08/12/2010, 10/01/2011, 13/03/2011, 15/02/2011, 15/07/2010, 19/08/2010, 20/04/2011, 20/08/2010, 23/10/2010, 28/09/2010, 30/09/2010), class = factor), Month.Year = structure(c(5L, 5L, 5L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 8L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 9L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 10L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 2L, 2L, 2L, 2L, 2L, 2L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L, 3L), .Label = c(01,2011, 02,2011, 03,2011, 04,2011, 05,2010, 06,2010, 07,2010, 08,2010, 09,2010, 10,2010, 11,2010, 12,2010), class = factor), Month = structure(c(9L, 9L, 9L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 7L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 6L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 12L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 11L, 10L, 10L,
