element.R

#library(Hmisc)
library(psych)
library(pastecs)
library(doBy)
library(reshape2)
library(vcd)
library(gmodels)
library(ca)
library(ggm)
library(plotrix)
library(polycor)
library(Rgraphviz)
library(kknn)
library(FNN)
#library(gmp)
library(bnlearn)
library(klaR)
library(gRain)
library(lattice)
library(ggplot2)
library(caret)
library(rpart)
library(rpart.plot)
library(randomForest)
library(e1071)
library(gbm)
library(glmnet)
library(adabag)
library(xgboost)
library(readr)
library(stringr)
library(caret)
library(car)
library(glmnet)
library(doParallel)
library(mclust)
library(HiddenMarkov)
library(depmixS4)
library(recommenderlab)
library(nnet)
library(caret)
library(sjmisc)





#t_m ='gpu_hist'
t_m ='hist'
# threads=detectCores()
# number_of_core=threads/2
number_of_core=4

gc()
gcinfo(TRUE)
gcinfo(verbose = FALSE)
#gc(TRUE)
#gc(reset=TRUE)


rnames<-c("number","a1","a2","a3","a4","a5","a6","b1")
cnames<-c()

cell_2003<-c(
  03001,10,11,12,13,26,28,11,
  03002,04,09,19,20,21,26,12,
  03003,01,07,10,23,28,32,16,
  03004,04,06,07,10,13,25,03,
  03005,04,06,15,17,30,31,16,
  03006,01,03,10,21,26,27,06,
  03007,01,09,19,21,23,26,07,
  03008,05,08,09,14,17,23,08,
  03009,05,09,18,20,22,30,09,
  03010,05,09,18,20,22,30,09,
  03011,04,05,11,12,30,32,15,
  03012,02,12,16,17,27,30,12,
  03013,08,13,17,21,23,32,12,
  03014,08,13,17,21,23,32,12,
  03015,04,11,19,25,26,32,13,
  03016,11,17,28,30,31,33,06,
  03017,05,08,18,23,25,31,06,
  03018,05,16,19,20,25,28,13,
  03019,04,08,12,13,16,33,09,
  03020,07,10,25,26,27,32,04,
  03021,14,15,18,25,26,30,01,
  03022,02,07,11,12,14,32,08,
  03023,01,10,20,22,26,31,02,
  03024,02,07,15,17,22,30,14,
  03025,01,05,11,13,14,27,12,
  03026,08,13,15,26,29,31,16,
  03027,01,11,14,17,27,28,15,
  03028,06,13,16,20,28,32,07,
  03029,02,07,15,26,29,32,10,
  03030,02,06,13,14,23,27,07,
  03031,11,17,20,22,28,32,01,
  03032,04,11,25,27,29,30,13,
  03033,01,07,14,20,27,30,10,
  03034,08,13,14,16,23,25,14,
  03035,03,04,05,08,10,11,08,
  03036,07,21,24,25,27,28,15,
  03037,09,14,17,18,26,32,07,
  03038,05,07,08,24,25,27,16,
  03039,03,05,23,24,27,32,03,
  03040,04,05,06,12,14,23,16,
  03041,02,03,17,18,24,25,11,
  03042,03,05,07,10,15,20,07,
  03043,02,08,10,19,20,32,13,
  03044,02,05,09,16,32,33,15,
  03045,03,07,14,15,17,32,03,
  03046,07,08,10,11,17,26,11,
  03047,03,17,26,28,32,33,16,
  03048,10,12,20,28,30,31,09,
  03049,03,06,07,13,24,25,15,
  03050,02,08,17,23,24,26,13,
  03051,04,13,15,17,24,27,01,
  03052,01,12,13,23,30,31,11,
  03053,15,19,20,21,28,29,13,
  03054,02,05,09,21,31,33,12,
  03055,06,13,16,21,28,31,16,
  03056,08,17,21,26,28,29,07,
  03057,18,19,24,25,30,31,16,
  03058,09,11,16,28,32,33,02,
  03059,02,03,05,06,18,30,04,
  03060,02,04,06,17,21,28,11,
  03061,03,05,20,21,28,32,02,
  03062,01,06,12,19,20,32,14,
  03063,05,08,09,14,21,33,11,
  03064,04,06,08,12,15,30,01,
  03065,06,15,16,17,30,33,11,
  03066,03,07,08,20,24,32,14,
  03067,05,11,12,13,27,31,10,
  03068,09,19,25,27,32,33,11,
  03069,07,11,16,19,26,28,11,
  03070,01,02,04,17,18,19,08,
  03071,09,11,12,14,15,33,11,
  03072,03,06,08,11,19,27,11,
  03073,02,12,14,21,23,30,13,
  03074,02,12,19,22,27,32,01,
  03075,16,17,19,22,31,33,11,
  03076,01,13,16,18,20,29,02,
  03077,04,12,16,22,24,25,06,
  03078,07,12,23,26,29,30,11,
  03079,12,15,22,23,26,31,04,
  03080,09,20,24,25,28,30,10,
  03081,01,02,14,26,29,30,07,
  03082,07,17,18,19,30,31,14,
  03083,01,03,14,18,26,28,01,
  03084,02,06,07,10,17,33,03,
  03085,01,04,11,12,19,27,14,
  03086,05,12,16,18,26,30,13,
  03087,02,03,04,05,24,28,13,
  03088,03,10,21,22,24,33,12,
  03089,18,19,21,26,27,33,16
)
cell_2004<-c(
  04001,01,02,03,07,10,25,07,
  04002,10,12,18,22,30,31,11,
  04003,03,05,06,17,26,33,08,
  04004,10,19,22,23,25,29,09,
  04005,09,11,13,16,17,18,07,
  04006,04,12,18,20,23,32,06,
  04007,04,12,17,20,25,28,09,
  04008,01,07,10,22,32,33,13,
  04009,01,09,10,16,22,24,11,
  04010,06,07,08,13,14,19,15,
  04011,01,04,13,23,28,30,03,
  04012,01,07,27,30,31,33,08,
  04013,12,14,21,29,30,32,13,
  04014,03,07,11,17,20,26,12,
  04015,01,03,05,18,22,23,13,
  04016,04,07,08,28,30,32,05,
  04017,05,12,14,15,25,31,09,
  04018,02,05,06,08,28,30,06,
  04019,05,10,11,23,24,32,04,
  04020,01,02,09,22,28,31,04,
  04021,05,09,11,17,26,27,10,
  04022,03,10,14,19,20,30,06,
  04023,01,08,14,17,19,30,03,
  04024,01,13,21,23,25,32,06,
  04026,04,10,14,18,28,32,15,
  04027,01,05,09,10,18,32,11,
  04028,01,02,03,05,10,22,12,
  04029,09,13,20,22,24,32,05,
  04030,01,07,09,17,26,31,05,
  04031,03,06,19,20,21,24,11,
  04032,02,05,08,11,15,31,13,
  04033,01,04,08,09,19,20,01,
  04034,02,07,13,20,27,30,14,
  04035,02,08,26,27,30,32,16,
  04036,02,13,17,18,26,30,01,
  04037,03,04,11,17,20,26,05,
  04038,11,16,17,25,28,29,07,
  04039,10,16,18,25,26,29,03,
  04040,07,17,19,20,21,29,11,
  04041,08,10,17,22,25,29,14,
  04042,06,10,13,17,18,21,02,
  04043,04,09,10,21,22,24,10,
  04044,02,06,07,12,31,32,05,
  04045,01,12,18,26,27,28,13,
  04046,07,15,16,22,23,32,14,
  04047,01,07,08,11,27,31,06,
  04048,08,09,11,16,17,29,09,
  04049,11,12,14,16,25,29,09,
  04050,06,07,19,21,25,29,02,
  04051,02,03,09,10,15,29,11,
  04052,01,12,14,15,17,29,09,
  04053,02,03,04,09,24,25,02,
  04054,09,11,14,16,27,28,11,
  04055,06,08,19,25,29,32,07,
  04056,01,20,21,25,29,30,02,
  04057,05,21,23,25,28,32,04,
  04058,01,08,11,12,27,31,12,
  04059,04,07,11,19,23,26,10,
  04060,03,05,11,24,27,28,15,
  04061,13,16,19,20,23,33,09,
  04062,01,12,25,27,28,29,13,
  04063,07,10,13,16,27,28,07,
  04064,14,15,18,20,27,31,04,
  04065,13,14,27,29,32,33,08,
  04066,05,13,20,23,24,25,03,
  04067,01,06,07,13,16,32,04,
  04068,02,08,11,13,24,31,15,
  04069,02,11,15,20,22,29,05,
  04070,10,12,21,22,30,33,06,
  04071,03,08,16,17,21,29,06,
  04072,08,15,18,28,30,33,14,
  04073,02,07,13,16,23,28,16,
  04074,05,06,15,19,26,29,13,
  04075,07,18,21,26,27,28,07,
  04076,03,05,13,17,25,31,07,
  04077,08,09,10,14,16,26,07,
  04078,04,05,10,21,24,26,05,
  04079,07,13,14,17,19,30,03,
  04080,03,08,20,23,24,26,16,
  04081,03,05,21,24,27,32,06,
  04082,03,20,24,27,29,30,15,
  04083,14,16,27,28,30,33,06,
  04084,01,04,08,11,21,25,14,
  04085,03,08,11,29,30,32,01,
  04086,10,13,18,19,25,27,01,
  04087,01,03,07,08,25,26,14,
  04088,02,10,19,22,24,32,14,
  04089,14,17,20,25,28,30,14,
  04090,01,18,20,24,32,33,12,
  04091,09,13,14,21,30,33,01,
  04092,01,04,08,13,28,31,02,
  04093,11,14,20,27,32,33,05,
  04094,05,09,10,13,24,25,08,
  04095,19,22,27,28,30,32,01,
  04096,01,04,12,16,20,30,15,
  04097,10,19,20,26,29,31,14,
  04098,03,12,13,25,26,31,03,
  04099,05,10,21,22,26,33,02,
  04100,06,08,09,14,24,33,15,
  04101,02,09,14,19,25,26,15,
  04102,03,09,12,15,28,32,01,
  04103,02,03,05,09,16,21,02,
  04104,07,11,17,18,24,29,05,
  04105,07,09,10,21,23,30,12,
  04106,10,15,23,26,28,29,12,
  04107,01,08,12,13,18,20,07,
  04108,08,13,14,27,28,31,12,
  04109,06,08,10,17,30,31,14,
  04110,14,19,20,21,22,31,11,
  04111,11,16,18,20,26,31,02,
  04112,09,13,15,21,26,33,06,
  04113,08,10,23,25,31,32,07,
  04114,01,06,09,17,21,22,01,
  04115,02,16,20,30,31,33,01,
  04116,01,03,05,08,14,33,03,
  04117,01,03,07,14,24,25,07,
  04118,03,04,07,12,30,31,15,
  04119,06,09,18,20,25,33,06,
  04120,07,08,18,21,27,32,10,
  04121,07,13,16,18,30,32,10,
  04122,03,11,14,22,24,31,15
)
cell_2005<-c(
  05001,01,07,08,23,27,28,14,
  05002,06,09,20,26,28,33,14,
  05003,09,12,15,19,22,31,16,
  05004,01,04,08,09,22,23,03,
  05005,05,09,20,26,28,33,15,
  05006,02,04,05,15,21,31,16,
  05007,07,15,17,20,23,33,15,
  05008,11,19,22,27,32,33,11,
  05009,02,17,22,27,29,31,14,
  05010,08,10,11,18,25,26,01,
  05011,09,11,13,15,22,30,15,
  05012,02,03,06,16,22,31,05,
  05013,07,08,16,19,20,24,06,
  05014,13,19,21,23,30,32,05,
  05015,04,08,09,16,17,29,15,
  05016,01,05,06,12,16,30,15,
  05017,02,06,10,25,27,31,03,
  05018,01,03,06,22,23,25,06,
  05019,06,11,12,13,19,22,08,
  05020,14,16,19,20,25,29,05,
  05021,02,06,24,26,30,31,16,
  05022,08,10,12,21,32,33,04,
  05023,10,15,19,20,21,25,12,
  05024,05,09,14,27,31,32,13,
  05025,01,07,10,11,13,32,07,
  05026,06,12,14,20,25,26,07,
  05027,01,03,04,06,21,32,15,
  05028,04,09,22,25,26,32,10,
  05029,02,14,21,22,27,30,14,
  05030,01,05,09,14,22,28,05,
  05031,04,10,16,20,23,32,07,
  05032,05,15,19,20,25,29,03,
  05033,07,08,12,14,19,20,07,
  05034,05,17,18,25,28,32,09,
  05035,12,16,21,28,29,30,14,
  05036,12,19,20,21,26,31,15,
  05037,07,12,14,22,24,32,16,
  05038,04,07,11,20,27,28,16,
  05039,02,16,18,19,21,29,09,
  05040,01,12,21,24,30,32,13,
  05041,02,11,16,23,24,29,03,
  05042,11,16,21,26,27,30,15,
  05043,04,05,06,07,08,32,05,
  05044,01,06,16,17,18,22,09,
  05045,01,07,10,15,18,20,10,
  05046,09,16,18,20,22,24,05,
  05047,02,03,05,07,08,27,15,
  05048,06,07,08,10,16,28,02,
  05049,02,03,08,10,25,27,12,
  05050,02,09,12,20,26,32,13,
  05051,03,06,14,19,20,21,02,
  05052,01,02,14,17,30,32,01,
  05053,04,07,10,14,27,29,09,
  05054,05,13,17,18,21,29,14,
  05055,05,20,22,30,32,33,09,
  05056,12,17,19,27,29,31,09,
  05057,05,06,10,15,30,31,13,
  05058,04,06,10,21,25,26,10,
  05059,07,11,14,18,24,29,07,
  05060,09,12,21,25,31,33,13,
  05061,05,09,14,21,23,24,01,
  05062,02,07,11,12,20,23,07,
  05063,02,11,13,18,22,30,04,
  05064,10,18,23,27,30,32,08,
  05065,12,16,17,21,22,23,16,
  05066,02,04,10,11,25,28,05,
  05067,03,12,16,20,21,26,16,
  05068,01,08,10,13,25,33,13,
  05069,07,09,21,24,31,33,12,
  05070,03,04,08,14,16,26,04,
  05071,04,08,12,14,16,22,10,
  05072,06,10,19,20,24,33,11,
  05073,01,06,08,09,18,20,01,
  05074,06,09,18,20,26,29,09,
  05075,11,13,14,16,18,31,14,
  05076,04,09,11,22,25,28,13,
  05077,08,17,22,24,32,33,16,
  05078,03,11,15,20,26,32,11,
  05079,03,09,20,24,25,28,05,
  05080,01,12,14,26,27,32,16,
  05081,02,04,10,12,26,30,03,
  05082,01,07,11,14,19,20,12,
  05083,03,05,09,14,16,30,13,
  05084,01,02,07,15,19,20,03,
  05085,08,09,13,14,20,22,12,
  05086,07,11,12,24,27,29,12,
  05087,08,09,15,16,23,26,08,
  05088,01,03,07,18,20,24,07,
  05089,05,19,20,23,26,31,12,
  05090,01,09,21,25,29,32,03,
  05091,01,11,12,15,26,27,13,
  05092,08,13,19,26,28,31,10,
  05093,04,06,17,23,25,29,14,
  05094,03,05,09,23,27,33,03,
  05095,09,12,18,21,28,29,05,
  05096,04,05,17,18,26,33,04,
  05097,05,10,23,27,28,30,15,
  05098,12,15,19,22,31,33,01,
  05099,10,13,16,22,24,31,09,
  05100,02,04,09,14,16,31,03,
  05101,09,16,19,21,22,24,12,
  05102,02,05,06,14,24,31,12,
  05103,04,07,16,18,23,30,07,
  05104,02,04,21,23,30,33,09,
  05105,04,15,23,30,32,33,03,
  05106,01,11,13,24,26,31,13,
  05107,09,10,20,24,25,26,11,
  05108,03,10,12,24,29,30,06,
  05109,03,05,13,15,17,31,04,
  05110,07,10,16,19,24,25,09,
  05111,03,07,15,16,19,29,09,
  05112,04,12,22,28,29,30,16,
  05113,15,18,20,22,26,27,03,
  05114,06,07,10,15,21,27,06,
  05115,03,12,18,23,30,33,02,
  05116,04,06,08,14,15,30,10,
  05117,06,17,22,27,28,32,03,
  05118,04,09,12,15,26,31,16,
  05119,01,07,11,18,20,22,02,
  05120,01,06,13,18,30,32,14,
  05121,01,07,20,25,31,32,12,
  05122,01,04,07,14,30,32,09,
  05123,11,12,13,17,18,25,07,
  05124,05,06,10,19,31,33,11,
  05125,06,14,18,28,31,32,03,
  05126,02,08,13,19,25,26,09,
  05127,04,06,11,14,23,25,12,
  05128,02,04,14,23,29,33,15,
  05129,05,10,14,20,27,33,03,
  05130,03,05,09,15,20,25,16,
  05131,02,07,10,11,12,24,03,
  05132,02,04,10,18,27,29,15,
  05133,01,07,14,16,18,25,11,
  05134,04,13,14,18,26,30,01,
  05135,01,05,13,15,21,25,11,
  05136,05,14,16,18,25,27,13,
  05137,03,09,15,23,25,33,12,
  05138,03,05,06,11,20,22,13,
  05139,02,07,20,23,32,33,10,
  05140,04,06,07,08,12,17,07,
  05141,03,05,08,12,16,19,15,
  05142,07,10,12,17,22,29,05,
  05143,03,10,15,17,20,32,08,
  05144,01,08,14,15,19,27,09,
  05145,03,07,08,17,20,28,15,
  05146,07,11,19,20,24,28,02,
  05147,06,07,15,27,28,30,10,
  05148,03,15,17,23,24,29,13,
  05149,11,16,21,23,25,32,07,
  05150,03,07,10,14,18,20,02,
  05151,04,11,12,13,19,30,05,
  05152,01,05,12,14,21,27,03,
  05153,04,05,07,21,26,29,01
)
cell_2006<-c(
  06001,01,12,15,19,21,28,03,
  06002,07,13,16,21,26,28,09,
  06003,02,04,05,06,16,20,12,
  06004,04,08,17,27,28,31,07,
  06005,03,19,20,24,26,27,11,
  06006,08,21,22,23,26,32,14,
  06007,04,16,18,27,32,33,07,
  06008,03,05,09,18,28,32,16,
  06009,05,06,08,20,26,30,06,
  06010,04,06,12,19,27,29,08,
  06011,05,07,08,14,27,31,11,
  06012,09,11,13,27,31,33,10,
  06013,01,05,06,12,16,21,11,
  06014,06,14,26,29,32,33,07,
  06015,02,03,09,15,29,32,03,
  06016,01,07,13,17,23,30,16,
  06017,03,04,08,31,32,33,02,
  06018,01,13,14,17,24,26,05,
  06019,04,06,13,22,26,32,07,
  06020,05,09,21,23,26,29,06,
  06021,01,02,05,20,21,22,09,
  06022,02,03,04,13,16,27,13,
  06023,04,13,14,19,23,28,08,
  06024,02,07,09,11,21,27,06,
  06025,03,04,17,19,24,32,05,
  06026,01,02,18,22,29,32,03,
  06027,06,08,11,14,16,27,15,
  06028,05,07,14,16,17,27,04,
  06029,03,04,07,09,14,19,08,
  06030,08,13,15,17,20,32,14,
  06031,03,10,12,16,31,32,14,
  06032,05,18,20,24,26,31,09,
  06033,15,20,22,23,27,31,06,
  06034,02,10,15,16,17,33,13,
  06035,03,09,13,21,27,29,13,
  06036,04,07,10,16,17,21,09,
  06037,02,12,23,24,25,32,14,
  06038,02,12,23,24,25,32,14,
  06039,16,19,22,28,31,32,03,
  06040,15,22,25,26,28,33,03,
  06041,03,10,16,18,21,28,04,
  06042,03,16,23,26,28,31,11,
  06043,05,12,13,16,23,32,03,
  06044,02,10,18,21,30,31,05,
  06045,06,07,10,14,20,21,04,
  06046,13,18,23,29,31,32,08,
  06047,02,17,20,22,28,32,03,
  06048,09,13,19,25,29,32,12,
  06049,06,10,12,13,17,20,03,
  06050,02,06,12,15,25,31,07,
  06051,02,06,07,17,27,30,16,
  06052,11,24,26,27,30,32,03,
  06053,01,11,17,27,28,31,02,
  06054,03,05,07,10,28,30,04,
  06055,04,05,28,29,31,33,11,
  06056,11,13,15,21,23,25,08,
  06057,03,04,17,18,21,31,08,
  06058,01,12,22,23,24,25,14,
  06059,05,10,15,17,27,29,11,
  06060,05,15,19,23,30,32,14,
  06061,05,13,17,19,25,30,11,
  06062,18,22,23,24,26,30,01,
  06063,04,05,15,21,23,24,08,
  06064,03,12,14,21,24,28,11,
  06065,04,08,17,28,29,30,13,
  06066,06,08,11,18,30,33,05,
  06067,07,08,11,16,17,24,13,
  06068,03,07,10,14,30,33,10,
  06069,05,16,20,22,29,30,08,
  06070,02,03,11,13,20,27,02,
  06071,05,11,12,19,29,31,01,
  06072,02,03,05,20,21,24,08,
  06073,05,13,16,18,27,29,12,
  06074,01,03,15,19,25,33,04,
  06075,10,21,22,23,25,33,11,
  06076,04,10,17,21,29,32,14,
  06077,08,09,12,13,19,33,09,
  06078,03,05,17,22,31,33,12,
  06079,06,11,13,17,20,32,08,
  06080,15,17,20,22,26,29,09,
  06081,14,16,18,21,22,32,04,
  06082,03,13,15,23,28,29,09,
  06083,07,09,18,19,26,29,10,
  06084,01,12,17,21,25,28,12,
  06085,02,06,18,21,24,25,08,
  06086,04,06,10,24,26,31,06,
  06087,04,05,08,09,12,30,05,
  06088,03,11,20,24,25,26,01,
  06089,01,13,16,18,19,22,01,
  06090,02,11,15,20,23,29,11,
  06091,07,08,12,21,22,24,07,
  06092,02,08,11,16,20,21,14,
  06093,02,12,16,18,19,23,05,
  06094,15,16,17,18,24,33,13,
  06095,01,03,17,20,21,29,16,
  06096,01,05,09,13,18,33,14,
  06097,11,14,15,20,26,27,12,
  06098,06,07,10,11,18,23,16,
  06099,09,12,18,23,24,27,05,
  06100,01,11,18,26,30,32,03,
  06101,09,12,20,26,27,28,16,
  06102,01,04,13,19,20,24,11,
  06103,12,14,15,25,28,31,06,
  06104,03,07,22,27,28,31,11,
  06105,05,12,14,15,20,31,01,
  06106,02,12,14,19,28,33,10,
  06107,01,06,08,13,17,30,07,
  06108,02,06,08,20,24,30,09,
  06109,01,05,17,18,23,26,13,
  06110,09,12,14,18,27,33,13,
  06111,01,08,11,16,17,22,15,
  06112,04,09,13,15,31,33,11,
  06113,05,14,17,18,28,33,02,
  06114,08,10,14,20,27,29,16,
  06115,01,10,20,26,28,29,15,
  06116,05,16,21,22,32,33,09,
  06117,06,14,20,22,23,26,09,
  06118,01,03,07,08,10,30,05,
  06119,01,02,14,20,27,30,02,
  06120,06,08,14,15,24,33,09,
  06121,03,04,06,27,31,33,06,
  06122,04,05,06,08,22,24,03,
  06123,02,03,20,25,28,32,06,
  06124,12,13,14,18,31,32,13,
  06125,15,19,23,30,32,33,06,
  06126,02,08,13,16,24,33,09,
  06127,03,04,11,17,19,30,01,
  06128,04,15,21,30,31,33,05,
  06129,09,14,18,22,27,29,12,
  06130,01,12,21,22,30,32,02,
  06131,03,04,09,22,26,33,01,
  06132,06,14,22,26,30,33,01,
  06133,04,06,20,25,29,31,03,
  06134,10,13,18,26,28,30,12,
  06135,04,19,21,22,23,31,04,
  06136,11,15,17,21,22,24,05,
  06137,10,14,17,21,27,31,09,
  06138,04,09,11,17,18,26,08,
  06139,07,08,14,21,23,25,05,
  06140,01,08,11,18,19,23,05,
  06141,16,18,22,23,25,31,11,
  06142,10,16,19,22,26,27,16,
  06143,01,15,20,29,31,32,08,
  06144,04,10,13,16,22,29,06,
  06145,02,07,23,26,28,31,07,
  06146,03,09,13,23,28,30,05,
  06147,01,04,15,17,27,31,01,
  06148,04,08,12,13,23,29,01,
  06149,02,03,05,11,15,32,15,
  06150,08,09,12,18,25,27,12,
  06151,01,03,04,06,16,22,08,
  06152,01,14,20,25,27,31,15,
  06153,01,07,11,20,30,33,10,
  06154,07,14,18,20,30,33,13
)
cell_2007<-c(
  07001,02,04,09,10,20,26,14,
  07002,05,06,14,20,21,22,01,
  07003,05,09,11,12,22,27,15,
  07004,03,07,10,13,25,33,10,
  07005,01,05,06,16,24,30,12,
  07006,06,10,14,22,26,27,11,
  07007,04,12,15,17,22,32,14,
  07008,01,04,05,18,19,25,10,
  07009,02,04,14,15,25,27,15,
  07010,03,08,14,17,30,32,05,
  07011,03,10,15,25,28,33,16,
  07012,03,10,15,25,28,33,16,
  07013,05,15,18,27,29,32,05,
  07014,01,13,16,20,24,26,09,
  07015,03,04,08,18,22,30,15,
  07016,01,18,20,22,26,33,05,
  07017,05,09,10,24,25,32,14,
  07018,01,12,18,20,21,26,11,
  07019,04,11,16,23,29,31,14,
  07020,05,10,16,20,28,31,14,
  07021,03,06,09,11,25,31,13,
  07022,02,04,07,10,18,27,10,
  07023,03,07,13,17,32,33,02,
  07024,08,09,17,25,27,32,06,
  07025,03,16,18,22,23,26,03,
  07026,01,04,14,16,26,29,10,
  07027,02,03,09,22,24,27,11,
  07028,03,08,13,20,29,30,11,
  07029,06,08,09,11,19,21,10,
  07030,03,16,21,22,27,30,04,
  07031,04,06,10,12,19,31,01,
  07032,04,08,16,24,30,32,16,
  07033,03,04,11,17,18,28,09,
  07034,02,09,12,14,23,25,16,
  07035,01,04,08,12,29,31,06,
  07036,03,14,21,23,30,31,10,
  07037,10,11,16,23,31,33,16,
  07038,03,11,14,19,21,30,05,
  07039,06,07,19,24,27,29,01,
  07040,13,14,15,19,24,30,10,
  07041,01,03,09,11,26,31,12,
  07042,03,13,16,19,32,33,08,
  07043,03,08,10,11,14,30,05,
  07044,09,13,20,21,24,32,08,
  07045,01,12,18,21,28,30,10,
  07046,02,06,07,09,19,26,14,
  07047,02,04,16,18,23,30,06,
  07048,02,11,12,15,17,28,12,
  07049,04,14,18,19,31,33,02,
  07050,01,05,08,13,18,25,02,
  07051,03,14,16,26,27,33,13,
  07052,02,03,07,08,26,29,07,
  07053,10,13,16,17,18,27,11,
  07054,01,03,16,18,23,28,05,
  07055,02,06,11,22,28,29,02,
  07056,14,17,21,29,31,32,12,
  07057,05,11,18,19,20,21,09,
  07058,07,08,10,13,25,27,07,
  07059,01,03,04,06,07,29,14,
  07060,01,02,08,16,19,29,05,
  07061,01,06,07,11,20,23,05,
  07062,08,17,20,29,30,33,09,
  07063,10,15,17,24,26,28,12,
  07064,02,06,09,16,21,23,16,
  07065,04,07,19,21,25,31,07,
  07066,05,11,16,24,32,33,08,
  07067,06,11,13,17,21,23,11,
  07068,11,18,19,22,23,28,01,
  07069,03,04,11,12,14,32,12,
  07070,06,08,15,17,18,30,12,
  07071,01,06,14,21,30,31,09,
  07072,02,04,08,13,14,33,16,
  07073,05,09,11,19,28,31,02,
  07074,08,13,15,25,27,28,03,
  07075,13,16,17,22,30,32,03,
  07076,06,12,15,16,20,31,02,
  07077,06,08,14,21,28,29,02,
  07078,04,06,07,23,25,32,01,
  07079,03,04,14,20,21,25,14,
  07080,01,08,16,18,19,29,04,
  07081,09,14,15,19,24,33,13,
  07082,05,15,17,18,25,32,15,
  07083,11,14,18,20,21,26,05,
  07084,06,10,12,14,20,27,10,
  07085,02,12,17,19,29,30,12,
  07086,05,08,14,22,27,29,16,
  07087,01,03,04,05,08,21,09,
  07088,02,04,10,28,29,33,06,
  07089,03,07,08,15,19,28,03,
  07090,05,11,13,27,30,31,02,
  07091,02,11,17,30,31,32,07,
  07092,14,18,22,23,24,33,09,
  07093,05,10,13,15,19,29,02,
  07094,03,05,18,19,24,32,02,
  07095,01,06,08,18,29,32,07,
  07096,09,10,20,22,30,32,08,
  07097,04,08,13,18,26,30,11,
  07098,02,03,05,11,19,20,12,
  07099,03,04,14,27,31,33,05,
  07100,03,04,14,27,31,33,05,
  07101,15,16,18,21,22,30,14,
  07102,04,06,08,18,20,33,11,
  07103,07,09,25,27,30,32,01,
  07104,02,08,12,14,20,32,04,
  07105,02,07,10,17,23,29,14,
  07106,12,18,21,24,25,29,08,
  07107,02,08,09,18,24,28,10,
  07108,03,07,12,13,20,33,02,
  07109,01,04,07,08,13,14,04,
  07110,02,04,07,15,24,28,03,
  07111,02,09,10,12,13,17,11,
  07112,07,11,14,16,25,32,11,
  07113,04,18,23,25,26,31,10,
  07114,05,12,15,24,27,33,05,
  07115,01,05,10,16,20,26,02,
  07116,03,05,07,11,17,27,13,
  07117,03,07,09,10,26,32,01,
  07118,04,10,16,18,25,32,15,
  07119,03,08,11,13,25,31,12,
  07120,06,07,11,12,18,25,01,
  07121,03,10,21,22,27,28,06,
  07122,04,07,19,24,26,32,09,
  07123,01,13,15,23,28,32,02,
  07124,03,07,13,16,19,32,16,
  07125,03,05,18,20,27,33,01,
  07126,09,10,19,23,26,31,09,
  07127,06,09,13,16,24,28,11,
  07128,09,10,19,21,27,31,05,
  07129,05,07,20,21,22,30,08,
  07130,03,05,09,11,27,31,04,
  07131,03,05,07,16,22,27,05,
  07132,01,09,16,21,22,23,05,
  07133,03,06,07,11,13,33,10,
  07134,01,04,10,13,18,25,15,
  07135,01,11,16,26,31,33,16,
  07136,01,02,18,21,25,29,14,
  07137,03,07,08,18,20,22,03,
  07138,02,03,15,17,19,25,16,
  07139,06,10,12,14,16,22,06,
  07140,01,05,16,21,22,26,11,
  07141,02,03,04,06,17,31,08,
  07142,11,20,25,26,27,30,08,
  07143,01,06,22,23,24,26,04,
  07144,08,14,23,25,28,32,16,
  07145,08,09,11,12,25,31,11,
  07146,04,18,22,24,26,30,09,
  07147,03,07,18,24,26,27,04,
  07148,03,09,16,17,23,28,07,
  07149,01,17,19,22,28,30,03,
  07150,03,05,11,13,19,24,05,
  07151,01,06,10,11,23,25,02,
  07152,11,17,21,29,30,33,08,
  07153,01,04,19,20,25,31,15
)
cell_2008<-c(
  08001,02,04,07,09,14,29,03,
  08002,03,04,18,22,25,29,09,
  08003,06,08,11,13,17,19,12,
  08004,04,08,22,23,27,29,08,
  08005,03,05,15,22,24,25,15,
  08006,01,14,16,18,22,27,14,
  08007,01,13,17,22,23,30,11,
  08008,02,15,16,23,26,27,07,
  08009,09,21,29,30,31,32,16,
  08010,03,08,11,17,21,27,09,
  08011,02,14,17,21,30,32,03,
  08012,03,04,05,16,20,30,13,
  08013,02,08,15,16,22,28,10,
  08014,03,09,11,17,21,31,14,
  08015,06,08,11,16,29,33,03,
  08016,03,12,14,21,29,33,13,
  08017,02,05,07,17,20,22,02,
  08018,02,05,06,23,26,33,13,
  08019,02,09,11,17,27,31,05,
  08020,02,09,11,17,27,31,05,
  08021,09,12,19,20,26,28,15,
  08022,12,18,20,24,28,32,05,
  08023,08,16,18,25,26,32,02,
  08024,11,20,21,26,28,30,13,
  08025,08,16,17,18,19,21,14,
  08026,05,17,19,27,29,32,03,
  08027,15,18,19,23,24,26,13,
  08028,01,13,21,26,29,32,10,
  08029,01,09,14,22,29,32,12,
  08030,06,15,18,19,20,28,11,
  08031,03,06,11,15,21,31,13,
  08032,05,14,16,21,23,28,13,
  08033,12,17,18,30,31,33,04,
  08034,03,05,09,11,21,29,09,
  08035,07,11,14,17,18,29,16,
  08036,02,06,13,18,23,28,16,
  08037,01,12,22,24,28,31,06,
  08038,03,09,10,11,15,19,13,
  08039,01,07,10,13,22,29,01,
  08040,06,13,22,25,27,28,09,
  08041,08,11,20,22,23,27,04,
  08042,03,04,09,11,12,24,01,
  08043,03,10,16,22,27,33,14,
  08044,05,07,09,20,26,29,09,
  08045,01,10,13,21,29,32,04,
  08046,15,16,18,24,28,33,15,
  08047,09,12,13,14,20,22,10,
  08048,11,18,21,27,30,32,01,
  08049,03,10,12,13,19,25,04,
  08050,01,11,19,24,26,27,03,
  08051,01,04,08,10,13,33,11,
  08052,02,10,17,23,29,31,10,
  08053,02,10,17,23,29,31,10,
  08054,02,06,16,17,20,25,07,
  08055,11,16,19,23,26,31,04,
  08056,08,13,22,23,25,30,07,
  08057,19,20,21,26,28,30,08,
  08058,01,12,21,27,29,31,11,
  08059,02,06,15,29,31,32,16,
  08060,06,07,08,17,30,32,03,
  08061,01,02,05,12,26,31,06,
  08062,06,08,13,17,24,27,15,
  08063,05,09,11,14,16,17,15,
  08064,01,02,07,09,12,18,12,
  08065,05,13,15,19,30,31,05,
  08066,07,12,21,22,29,30,08,
  08067,10,11,15,19,26,33,13,
  08068,05,07,17,23,27,29,07,
  08069,05,08,17,20,26,30,10,
  08070,05,06,12,15,18,33,13,
  08071,01,06,21,26,27,28,09,
  08072,01,05,10,18,22,30,09,
  08073,01,09,13,22,28,33,08,
  08074,01,11,15,19,20,24,09,
  08075,01,08,14,18,22,30,03,
  08076,02,05,07,11,13,18,11,
  08077,04,12,22,26,30,33,09,
  08078,06,13,16,26,30,33,01,
  08079,03,04,05,10,20,32,09,
  08080,04,14,22,25,29,32,14,
  08081,02,12,13,18,25,31,04,
  08082,04,08,10,12,21,26,09,
  08083,07,08,09,18,29,32,09,
  08084,04,07,13,20,29,30,16,
  08085,01,04,12,20,24,29,15,
  08086,04,05,10,26,27,30,12,
  08087,01,07,26,29,30,31,06,
  08088,01,06,08,16,17,23,05,
  08089,03,06,11,16,22,27,11,
  08090,02,07,14,18,19,24,01,
  08091,03,12,14,23,31,32,10,
  08092,01,03,18,27,28,30,05,
  08093,04,10,12,16,26,28,07,
  08094,01,04,15,16,23,28,14,
  08095,03,08,14,21,28,29,03,
  08096,06,08,12,24,27,31,14,
  08097,03,06,08,09,16,17,13,
  08098,06,07,10,11,15,30,01,
  08099,10,15,16,22,23,24,07,
  08100,08,14,17,21,27,28,14,
  08101,09,17,21,26,28,30,04,
  08102,03,07,12,21,25,32,05,
  08103,01,12,16,18,22,33,04,
  08104,03,06,08,17,24,31,01,
  08105,05,17,19,27,28,32,02,
  08106,14,19,25,27,29,30,15,
  08107,06,13,18,22,27,32,04,
  08108,09,10,15,17,23,30,12,
  08109,04,07,09,16,21,28,10,
  08110,10,16,22,23,29,31,02,
  08111,17,18,21,25,31,32,06,
  08112,05,13,14,19,22,23,06,
  08113,06,09,10,12,17,22,09,
  08114,04,09,20,24,25,31,14,
  08115,02,12,13,14,17,18,06,
  08116,03,07,21,22,24,29,14,
  08117,03,05,07,10,14,33,07,
  08118,04,09,16,27,31,33,01,
  08119,05,07,09,15,24,29,07,
  08120,10,11,22,24,26,33,02,
  08121,02,22,23,27,31,32,06,
  08122,02,08,11,14,19,26,15,
  08123,10,11,15,16,25,29,02,
  08124,01,07,10,13,21,22,03,
  08125,10,11,12,15,26,29,09,
  08126,04,11,12,14,20,30,13,
  08127,05,08,19,22,27,30,13,
  08128,01,05,19,20,27,33,05,
  08129,01,03,18,24,25,32,15,
  08130,01,12,18,28,30,32,06,
  08131,02,12,15,18,22,32,08,
  08132,09,13,16,25,27,33,08,
  08133,08,11,16,19,24,26,11,
  08134,10,15,19,20,28,32,02,
  08135,05,14,15,16,19,21,15,
  08136,05,09,10,12,18,28,02,
  08137,01,04,24,28,29,33,09,
  08138,07,14,19,23,25,32,04,
  08139,08,09,19,23,25,26,07,
  08140,07,14,16,29,30,31,14,
  08141,03,13,20,25,29,33,15,
  08142,05,06,10,13,17,28,15,
  08143,12,17,18,19,26,27,06,
  08144,02,05,10,27,29,33,15,
  08145,07,13,18,22,26,29,02,
  08146,07,08,17,19,31,32,10,
  08147,07,08,14,22,26,33,02,
  08148,03,05,09,22,26,28,09,
  08149,10,14,22,28,29,33,02,
  08150,04,19,22,24,29,32,02,
  08151,06,08,10,14,17,19,06,
  08152,01,04,06,22,26,30,08,
  08153,01,04,18,21,24,30,16
)
cell_2009<-c(
  09001,04,21,23,24,30,31,04,
  09002,10,14,17,25,29,33,14,
  09003,02,03,06,15,25,30,02,
  09004,03,11,13,17,28,31,03,
  09005,01,03,08,15,17,21,13,
  09006,06,12,18,20,26,33,02,
  09007,01,05,12,23,25,26,15,
  09008,04,15,16,22,32,33,02,
  09009,08,15,21,30,31,33,02,
  09010,03,10,17,19,20,24,02,
  09011,02,04,13,14,18,23,15,
  09012,05,11,14,17,18,28,01,
  09013,04,08,09,21,26,27,09,
  09014,03,06,09,14,15,18,02,
  09015,02,04,06,15,17,32,05,
  09016,02,07,13,16,20,33,03,
  09017,06,14,15,19,25,26,08,
  09018,02,05,06,19,27,30,15,
  09019,06,17,19,20,26,27,04,
  09020,03,05,07,10,19,23,13,
  09021,01,04,05,17,24,27,09,
  09022,05,08,09,10,11,18,08,
  09023,01,06,07,15,24,30,08,
  09024,01,03,17,23,30,33,12,
  09025,10,20,22,23,26,33,11,
  09026,11,15,17,18,20,30,16,
  09027,02,07,11,16,27,32,06,
  09028,03,06,12,15,23,26,10,
  09029,12,13,15,22,23,29,13,
  09030,08,14,24,26,28,32,07,
  09031,01,02,03,15,30,33,01,
  09032,09,11,12,19,27,32,06,
  09033,07,08,13,14,29,30,06,
  09034,09,12,18,21,22,26,07,
  09035,06,15,21,26,29,31,05,
  09036,06,09,18,23,32,33,07,
  09037,02,06,15,18,20,31,03,
  09038,12,13,15,23,28,32,05,
  09039,05,12,14,15,21,27,03,
  09040,04,07,10,20,26,30,12,
  09041,01,08,23,26,28,33,08,
  09042,08,16,22,23,27,30,11,
  09043,04,09,10,15,18,26,07,
  09044,11,14,16,18,26,30,01,
  09045,03,04,06,23,30,32,01,
  09046,16,20,21,26,29,30,09,
  09047,06,08,11,15,21,22,16,
  09048,03,07,11,15,17,31,01,
  09049,09,12,14,20,30,31,06,
  09050,13,21,24,29,30,32,04,
  09051,06,10,13,16,21,23,07,
  09052,09,11,15,19,21,30,08,
  09053,07,12,18,19,22,28,04,
  09054,16,17,23,26,31,32,11,
  09055,03,04,18,22,24,29,11,
  09056,04,09,10,18,29,32,08,
  09057,05,07,10,14,17,25,11,
  09058,05,08,10,15,23,26,09,
  09059,03,07,13,23,27,30,11,
  09060,07,13,17,26,32,33,04,
  09061,10,11,13,16,19,30,03,
  09062,10,19,20,21,23,32,10,
  09063,02,05,11,26,30,32,16,
  09064,01,02,14,23,28,29,15,
  09065,08,12,20,22,30,33,02,
  09066,02,15,19,24,31,32,04,
  09067,04,10,16,23,28,30,05,
  09068,06,11,18,20,25,30,05,
  09069,03,05,12,18,21,23,02,
  09070,01,02,09,10,21,31,10,
  09071,04,05,23,26,31,32,06,
  09072,01,03,12,20,21,29,04,
  09073,09,16,17,18,22,27,14,
  09074,05,10,16,19,23,28,13,
  09075,01,13,15,17,20,30,05,
  09076,09,18,19,25,28,31,06,
  09077,01,09,14,16,28,32,16,
  09078,05,07,12,14,15,20,13,
  09079,02,09,16,21,30,31,13,
  09080,01,11,13,25,32,33,06,
  09081,04,05,06,25,29,30,03,
  09082,11,15,18,21,27,29,02,
  09083,02,08,12,18,24,28,04,
  09084,04,09,11,20,32,33,13,
  09085,04,08,12,17,20,30,03,
  09086,11,12,13,18,23,32,11,
  09087,06,11,13,20,28,32,06,
  09088,04,07,11,15,16,17,02,
  09089,02,03,07,11,19,32,04,
  09090,07,09,14,20,23,30,14,
  09091,03,08,11,14,25,29,04,
  09092,02,06,07,14,18,31,08,
  09093,01,11,20,31,32,33,01,
  09094,03,16,22,25,26,33,14,
  09095,08,09,14,28,31,33,15,
  09096,01,26,27,31,32,33,03,
  09097,07,13,24,26,28,32,14,
  09098,03,14,15,20,23,30,02,
  09099,08,09,18,20,25,29,09,
  09100,02,11,17,27,30,33,11,
  09101,01,02,05,10,19,24,14,
  09102,03,05,07,08,14,31,10,
  09103,06,11,17,20,23,24,09,
  09104,20,22,26,29,30,32,16,
  09105,02,08,10,16,27,30,15,
  09106,01,02,15,18,20,29,04,
  09107,07,08,20,23,28,29,05,
  09108,04,10,17,28,32,33,02,
  09109,05,06,07,14,25,28,01,
  09110,04,10,13,15,19,30,14,
  09111,02,04,07,14,15,25,15,
  09112,06,07,18,24,30,32,09,
  09113,04,12,20,25,28,29,16,
  09114,03,05,11,12,31,32,11,
  09115,02,09,13,15,19,24,03,
  09116,05,17,21,25,27,32,14,
  09117,05,09,15,21,26,31,13,
  09118,12,16,25,26,27,31,05,
  09119,06,07,10,12,15,21,05,
  09120,01,02,08,12,16,30,16,
  09121,02,04,06,10,25,30,09,
  09122,07,14,16,27,29,32,01,
  09123,09,13,20,22,25,28,14,
  09124,03,04,22,23,28,30,10,
  09125,06,07,08,22,26,27,12,
  09126,03,05,06,10,19,23,15,
  09127,02,11,12,14,15,16,04,
  09128,05,08,15,16,26,32,01,
  09129,06,07,16,17,24,25,07,
  09130,02,03,07,12,13,30,11,
  09131,16,23,25,26,32,33,05,
  09132,04,14,15,21,23,30,07,
  09133,05,09,13,18,20,32,01,
  09134,03,05,12,15,28,33,06,
  09135,01,03,14,19,30,33,16,
  09136,01,04,14,22,30,33,01,
  09137,08,12,14,15,17,21,01,
  09138,04,07,14,26,32,33,14,
  09139,01,05,15,17,27,29,02,
  09140,04,05,11,18,22,33,12,
  09141,02,13,21,28,29,31,09,
  09142,07,11,15,19,20,24,13,
  09143,05,09,11,17,23,28,10,
  09144,01,05,10,17,18,29,12,
  09145,03,05,11,15,26,33,11,
  09146,03,09,16,20,22,33,15,
  09147,06,08,10,18,22,32,16,
  09148,06,12,15,22,29,32,10,
  09149,01,03,16,18,22,29,04,
  09150,04,06,07,16,19,20,04,
  09151,06,08,10,16,25,30,14,
  09152,03,04,19,21,27,28,05,
  09153,06,07,08,20,21,25,10,
  09154,01,07,12,14,18,25,16
)
cell_2010<-c(
  10001,07,17,18,27,29,32,13,
  10002,03,06,07,23,30,33,13,
  10003,14,22,26,27,28,31,04,
  10004,01,12,13,16,23,28,07,
  10005,03,05,06,08,17,18,14,
  10006,03,05,07,13,14,18,05,
  10007,14,22,27,28,30,33,14,
  10008,05,07,13,15,18,30,14,
  10009,01,09,13,21,24,32,06,
  10010,07,08,12,15,22,26,08,
  10011,07,08,14,22,24,30,07,
  10012,02,08,13,14,25,33,10,
  10013,01,02,03,16,18,23,12,
  10014,01,03,07,14,26,28,02,
  10015,01,04,16,21,23,28,06,
  10016,02,08,10,12,30,33,16,
  10017,01,03,06,11,12,23,11,
  10018,11,28,29,30,32,33,02,
  10019,02,10,22,24,26,27,06,
  10020,05,06,14,22,24,26,09,
  10021,02,09,16,17,19,25,04,
  10022,01,02,18,29,31,32,02,
  10023,02,09,11,22,24,27,11,
  10024,07,16,26,27,29,31,14,
  10025,04,05,07,10,13,25,11,
  10026,02,04,05,08,19,22,12,
  10027,03,04,15,25,26,30,13,
  10028,01,03,06,12,16,32,12,
  10029,01,05,14,16,17,22,03,
  10030,03,06,10,16,25,31,05,
  10031,05,07,13,24,25,28,04,
  10032,08,18,21,28,29,33,08,
  10033,08,10,11,12,25,29,09,
  10034,06,11,13,22,25,32,12,
  10035,09,10,11,18,19,21,10,
  10036,06,13,14,28,29,30,08,
  10037,03,16,19,21,24,26,06,
  10038,01,06,07,11,13,16,01,
  10039,08,17,21,23,25,32,12,
  10040,12,19,24,25,30,32,11,
  10041,03,05,13,19,25,29,12,
  10042,03,06,11,20,31,32,10,
  10043,04,10,19,22,28,33,04,
  10044,03,09,21,23,27,31,05,
  10045,02,03,04,13,20,29,01,
  10046,11,12,21,23,27,32,05,
  10047,03,10,13,20,21,32,15,
  10048,01,06,08,10,23,33,02,
  10049,01,06,10,26,27,28,02,
  10050,07,21,22,26,28,30,11,
  10051,04,17,23,27,28,32,03,
  10052,01,02,19,23,27,29,10,
  10053,03,22,24,27,28,30,14,
  10054,01,06,08,12,14,25,06,
  10055,02,03,13,19,20,23,08,
  10056,01,02,03,08,13,32,07,
  10057,05,11,12,19,25,32,05,
  10058,01,04,11,17,19,29,12,
  10059,01,09,11,12,18,30,10,
  10060,01,08,15,18,22,27,09,
  10061,02,04,16,19,22,26,12,
  10062,11,13,15,20,31,33,03,
  10063,02,06,10,17,23,24,03,
  10064,08,14,25,26,30,31,11,
  10065,02,07,08,17,30,32,12,
  10066,01,03,21,22,31,32,07,
  10067,01,07,10,14,21,25,01,
  10068,03,13,18,20,23,28,13,
  10069,12,14,20,22,24,32,11,
  10070,08,13,23,27,31,33,07,
  10071,05,13,14,17,20,26,01,
  10072,06,08,22,23,30,31,01,
  10073,01,16,20,23,27,31,02,
  10074,02,10,17,18,19,29,15,
  10075,05,09,12,13,15,22,14,
  10076,01,12,14,29,31,32,15,
  10077,02,08,14,20,21,24,09,
  10078,01,03,09,11,17,23,12,
  10079,08,11,12,14,18,22,02,
  10080,08,10,13,14,16,23,16,
  10081,02,03,09,24,26,27,05,
  10082,01,08,13,14,27,31,02,
  10083,02,20,21,22,23,31,12,
  10084,02,10,14,18,20,30,03,
  10085,01,08,12,13,24,27,08,
  10086,05,21,28,29,30,31,08,
  10087,01,08,16,17,25,30,10,
  10088,05,06,15,23,27,30,12,
  10089,07,08,09,16,23,26,01,
  10090,01,06,10,15,25,31,14,
  10091,06,13,16,20,22,24,16,
  10092,03,13,19,27,28,30,02,
  10093,09,10,19,28,32,33,06,
  10094,03,05,07,27,31,32,10,
  10095,09,11,16,17,25,27,14,
  10096,07,12,21,23,24,28,03,
  10097,10,16,18,21,24,26,01,
  10098,01,03,08,16,29,33,07,
  10099,03,04,17,24,27,30,06,
  10100,01,06,12,22,23,26,08,
  10101,04,09,18,21,25,26,06,
  10102,04,11,16,20,22,29,10,
  10103,06,09,14,17,20,33,09,
  10104,07,17,23,24,27,32,02,
  10105,01,08,09,19,21,31,11,
  10106,02,06,08,15,26,29,16,
  10107,08,12,15,17,22,33,16,
  10108,02,04,08,20,23,24,07,
  10109,04,15,18,25,29,32,15,
  10110,01,03,12,24,26,27,01,
  10111,04,07,08,13,17,18,10,
  10112,01,08,18,24,29,30,16,
  10113,05,10,15,18,20,28,10,
  10114,01,08,11,15,17,25,01,
  10115,01,22,24,25,29,33,15,
  10116,05,09,10,20,22,26,07,
  10117,01,08,20,22,24,28,01,
  10118,05,08,11,13,15,25,05,
  10119,07,17,25,27,30,31,09,
  10120,01,02,05,06,10,29,16,
  10121,08,11,13,18,25,30,15,
  10122,02,09,12,16,25,27,06,
  10123,06,12,15,18,29,32,10,
  10124,02,06,08,11,12,25,02,
  10125,06,07,13,23,28,29,09,
  10126,03,13,18,20,27,28,05,
  10127,01,04,08,17,25,33,01,
  10128,04,11,19,20,24,28,12,
  10129,04,08,14,25,28,32,16,
  10130,01,02,07,15,21,31,16,
  10131,05,06,15,16,19,26,06,
  10132,02,10,12,18,24,33,15,
  10133,03,09,17,21,26,32,01,
  10134,09,15,16,22,27,28,06,
  10135,04,10,13,25,26,30,10,
  10136,04,10,23,24,26,33,10,
  10137,07,09,10,13,19,33,06,
  10138,01,21,23,24,26,30,05,
  10139,11,13,18,20,26,31,09,
  10140,01,12,13,18,26,29,15,
  10141,02,03,07,18,23,27,06,
  10142,02,16,18,23,26,27,10,
  10143,02,16,18,23,26,27,10,
  10144,02,03,08,15,19,21,11,
  10145,03,21,24,27,28,31,08,
  10146,01,17,18,22,25,32,01,
  10147,02,08,15,18,24,30,03,
  10148,01,03,07,18,23,27,12,
  10149,02,07,08,16,25,30,09,
  10150,02,17,18,23,29,30,06,
  10151,02,13,14,17,19,26,14,
  10152,04,09,17,21,25,31,01,
  10153,03,06,12,19,30,31,13
)
cell_2011<-c(
  11001,03,09,20,24,26,32,10,
  11002,06,08,12,17,28,33,05,
  11003,13,14,21,22,23,27,04,
  11004,04,06,08,10,13,26,05,
  11005,06,09,12,14,20,22,13,
  11006,01,03,05,13,16,18,05,
  11007,01,09,17,24,26,31,05,
  11008,10,12,13,17,24,31,15,
  11009,17,18,23,24,25,26,04,
  11010,01,04,05,09,15,19,13,
  11011,01,12,18,19,21,24,10,
  11012,07,08,11,13,15,26,13,
  11013,01,03,13,16,21,22,08,
  11014,05,07,10,11,23,26,16,
  11015,03,06,13,26,27,29,07,
  11016,03,04,16,17,22,29,13,
  11017,02,06,15,23,26,33,08,
  11018,13,15,18,28,30,33,01,
  11019,02,04,12,19,32,33,16,
  11020,12,16,17,19,24,30,05,
  11021,01,02,14,18,25,31,08,
  11022,02,07,14,16,17,21,05,
  11023,02,03,06,21,22,25,05,
  11024,05,07,10,19,26,31,14,
  11025,08,25,26,31,32,33,09,
  11026,07,08,17,19,21,26,12,
  11027,13,18,21,22,25,26,01,
  11028,01,04,05,14,16,17,01,
  11029,01,04,09,10,20,31,07,
  11030,02,09,19,24,25,33,10,
  11031,16,17,24,28,29,32,12,
  11032,03,05,07,13,14,15,15,
  11033,02,08,12,13,19,29,04,
  11034,13,14,17,19,24,31,08,
  11035,13,14,18,20,27,31,02,
  11036,02,11,20,22,24,31,05,
  11037,01,03,04,06,17,25,11,
  11038,02,14,15,19,23,24,12,
  11039,03,07,10,16,24,29,13,
  11040,05,11,14,24,26,28,13,
  11041,04,10,12,13,30,32,13,
  11042,05,13,15,17,19,21,15,
  11043,04,13,14,17,25,31,04,
  11044,03,14,16,26,27,31,09,
  11045,02,16,17,20,26,32,08,
  11046,09,17,18,26,29,30,08,
  11047,04,13,23,25,27,33,14,
  11048,10,14,18,25,26,27,15,
  11049,01,11,17,18,27,31,14,
  11050,04,05,19,22,28,29,15,
  11051,01,07,11,14,15,16,14,
  11052,04,05,08,19,27,28,08,
  11053,03,06,10,12,22,30,15,
  11054,08,11,16,17,22,33,08,
  11055,08,13,16,17,29,32,16,
  11056,13,16,19,20,23,25,10,
  11057,04,06,20,21,26,33,02,
  11058,07,18,22,30,32,33,06,
  11059,24,26,27,29,31,33,16,
  11060,10,11,13,21,27,31,01,
  11061,02,03,08,13,19,21,03,
  11062,04,08,09,10,29,30,03,
  11063,04,06,13,15,18,19,05,
  11064,03,06,07,29,30,33,02,
  11065,04,16,23,25,27,29,03,
  11066,04,06,14,17,30,32,12,
  11067,17,19,20,24,25,27,12,
  11068,03,07,10,15,19,24,10,
  11069,02,13,16,18,24,30,12,
  11070,01,03,05,12,21,28,12,
  11071,01,02,15,22,28,30,02,
  11072,01,06,10,11,18,27,12,
  11073,03,04,05,12,17,21,14,
  11074,02,21,26,28,29,32,01,
  11075,07,09,10,12,31,32,13,
  11076,06,19,21,26,32,33,13,
  11077,01,07,08,15,26,29,10,
  11078,03,05,13,20,22,29,09,
  11079,03,14,15,16,24,29,05,
  11080,02,07,09,25,31,32,09,
  11081,06,14,19,23,25,32,12,
  11082,07,16,17,20,25,26,04,
  11083,07,16,18,24,28,29,06,
  11084,09,10,12,16,18,32,15,
  11085,03,06,11,21,24,31,10,
  11086,06,07,09,12,17,24,09,
  11087,02,03,04,05,18,28,01,
  11088,03,09,17,20,21,29,04,
  11089,01,02,11,24,29,30,12,
  11090,02,05,14,18,21,25,16,
  11091,09,15,21,23,28,30,03,
  11092,05,10,17,26,31,32,04,
  11093,04,07,11,13,23,30,09,
  11094,09,11,12,17,18,19,05,
  11095,03,07,08,10,23,24,05,
  11096,01,04,07,13,14,19,15,
  11097,09,17,19,20,21,26,16,
  11098,03,07,20,21,22,32,05,
  11099,10,12,13,21,26,27,14,
  11100,07,11,21,23,31,32,05,
  11101,06,10,19,23,29,31,06,
  11102,01,05,13,21,27,31,11,
  11103,04,05,10,13,15,16,12,
  11104,09,10,16,20,25,29,09,
  11105,04,06,23,25,27,28,01,
  11106,02,11,12,14,24,32,14,
  11107,04,09,16,17,22,29,15,
  11108,02,17,22,26,29,33,10,
  11109,01,03,09,15,16,33,15,
  11110,12,14,21,26,28,33,12,
  11111,01,03,05,20,25,27,04,
  11112,03,05,16,18,23,24,15,
  11113,06,10,11,25,32,33,05,
  11114,01,14,15,16,30,32,09,
  11115,07,08,09,12,17,33,16,
  11116,01,07,11,12,17,27,05,
  11117,08,10,19,26,28,30,04,
  11118,05,06,11,14,20,21,10,
  11119,09,12,14,19,28,32,01,
  11120,04,14,17,28,30,33,07,
  11121,04,14,22,25,32,33,02,
  11122,10,12,18,26,27,31,03,
  11123,01,04,05,14,19,28,16,
  11124,09,18,19,26,31,32,16,
  11125,03,10,15,24,27,32,08,
  11126,03,07,13,18,23,26,16,
  11127,16,19,22,23,27,29,11,
  11128,09,11,14,17,19,23,12,
  11129,07,10,11,21,23,26,06,
  11130,07,14,18,23,25,32,15,
  11131,02,07,09,17,21,25,01,
  11132,02,05,12,13,25,33,07,
  11133,12,14,20,21,25,31,16,
  11134,01,02,06,07,30,31,10,
  11135,12,13,17,20,25,26,12,
  11136,02,04,06,20,22,31,07,
  11137,02,11,18,23,30,33,13,
  11138,01,05,15,24,28,32,07,
  11139,08,20,24,27,30,31,03,
  11140,04,18,20,22,27,29,06,
  11141,02,04,06,19,24,29,11,
  11142,12,15,16,26,29,31,02,
  11143,07,08,12,14,15,30,16,
  11144,01,02,09,10,16,24,03,
  11145,02,04,14,15,26,30,04,
  11146,11,23,26,28,32,33,10,
  11147,04,08,12,17,18,30,10,
  11148,05,14,22,23,25,26,14,
  11149,04,05,06,07,23,31,16,
  11150,08,10,12,15,22,27,13,
  11151,07,11,16,19,31,33,10,
  11152,04,10,11,12,21,26,13,
  11153,05,08,09,10,20,25,13
)
cell_2012<-c(
  12001,01,04,05,09,15,17,06,
  12002,02,03,07,09,10,32,13,
  12003,03,06,08,24,29,31,09,
  12004,01,05,10,11,21,23,16,
  12005,07,09,18,27,31,33,06,
  12006,02,22,25,29,32,33,08,
  12007,10,17,19,27,28,32,04,
  12008,01,12,20,23,24,29,08,
  12009,04,16,24,26,27,33,11,
  12010,01,03,13,19,25,26,10,
  12011,04,14,15,16,20,26,05,
  12012,15,17,18,20,23,27,01,
  12013,06,08,24,29,30,32,13,
  12014,01,02,05,16,28,30,12,
  12015,01,03,06,10,21,23,15,
  12016,02,05,12,17,22,25,08,
  12017,06,09,14,19,25,28,10,
  12018,03,05,06,22,26,32,15,
  12019,07,14,18,20,22,30,16,
  12020,03,08,12,18,23,29,11,
  12021,01,15,16,18,22,30,03,
  12022,04,08,12,24,26,27,04,
  12023,05,09,15,23,24,33,02,
  12024,04,12,19,21,25,28,13,
  12025,03,08,09,17,25,27,06,
  12026,03,07,09,15,24,25,16,
  12027,04,16,22,25,30,31,12,
  12028,10,15,20,21,28,30,11,
  12029,04,07,15,25,26,28,03,
  12030,09,10,17,18,21,31,08,
  12031,04,16,22,24,27,31,03,
  12032,01,02,10,17,22,24,04,
  12033,02,03,15,16,17,27,04,
  12034,02,03,08,23,32,33,16,
  12035,09,11,12,21,24,26,05,
  12036,02,11,13,18,19,26,09,
  12037,05,14,19,24,28,33,09,
  12038,09,10,11,15,19,33,16,
  12039,01,02,05,13,22,29,08,
  12040,03,08,09,22,25,31,10,
  12041,08,11,15,20,24,32,02,
  12042,05,06,11,19,24,28,16,
  12043,02,09,11,21,26,33,03,
  12044,06,09,10,14,22,25,03,
  12045,08,11,20,21,27,30,09,
  12046,04,12,19,20,23,33,06,
  12047,06,07,11,16,32,33,11,
  12048,01,05,14,22,24,30,10,
  12049,04,12,13,19,20,32,02,
  12050,07,13,15,17,19,24,11,
  12051,02,12,14,17,30,31,09,
  12052,02,03,05,06,20,24,04,
  12053,04,15,22,25,27,33,04,
  12054,06,14,18,20,30,33,14,
  12055,04,06,13,20,24,28,01,
  12056,04,07,14,17,26,31,10,
  12057,03,05,19,21,27,31,04,
  12058,03,06,15,20,25,26,04,
  12059,04,13,21,22,26,31,01,
  12060,07,10,13,16,17,29,01,
  12061,03,08,11,12,14,18,14,
  12062,02,13,16,17,20,31,07,
  12063,02,10,17,19,24,27,12,
  12064,05,10,11,16,23,24,11,
  12065,08,10,18,19,27,31,14,
  12066,01,02,09,26,29,33,12,
  12067,04,05,10,21,26,30,16,
  12068,05,17,22,26,32,33,10,
  12069,08,10,11,18,20,29,06,
  12070,02,03,04,24,31,32,11,
  12071,03,04,19,21,22,23,08,
  12072,02,03,07,09,13,30,06,
  12073,04,07,09,10,17,27,05,
  12074,15,16,18,19,28,32,08,
  12075,04,06,22,23,29,32,11,
  12076,11,18,22,27,29,30,15,
  12077,02,04,13,18,26,28,12,
  12078,08,15,22,24,28,33,12,
  12079,06,07,12,24,30,33,12,
  12080,04,09,14,15,16,27,03,
  12081,02,05,10,24,25,29,06,
  12082,02,04,11,18,22,29,06,
  12083,04,09,14,15,26,33,04,
  12084,02,10,20,26,28,29,14,
  12085,05,17,24,30,31,33,05,
  12086,08,09,13,15,22,23,08,
  12087,03,10,11,13,14,22,09,
  12088,03,05,23,24,27,31,15,
  12089,03,07,10,13,14,25,11,
  12090,02,13,20,25,29,30,11,
  12091,01,05,07,08,19,21,16,
  12092,06,13,17,18,28,32,03,
  12093,03,05,19,21,24,33,13,
  12094,06,09,14,16,23,33,15,
  12095,17,24,27,28,29,30,02,
  12096,04,07,11,16,29,33,07,
  12097,05,08,13,14,19,22,06,
  12098,02,12,19,26,29,31,09,
  12099,08,12,15,16,21,27,16,
  12100,05,07,15,18,25,33,10,
  12101,09,12,17,18,20,33,02,
  12102,13,25,27,28,29,30,15,
  12103,04,09,11,14,32,33,02,
  12104,04,05,09,10,19,28,03,
  12105,06,13,14,15,17,30,04,
  12106,13,14,20,22,23,32,16,
  12107,11,12,15,24,25,31,09,
  12108,01,09,12,13,19,28,13,
  12109,02,12,24,26,29,31,03,
  12110,03,07,10,13,22,32,09,
  12111,02,09,10,20,22,31,13,
  12112,08,15,20,21,27,31,06,
  12113,03,06,09,13,18,32,06,
  12114,01,06,11,26,27,29,15,
  12115,03,08,20,24,26,32,14,
  12116,03,21,26,29,3,132,03,
  12117,13,15,18,20,24,28,09,
  12118,05,06,07,12,15,28,11,
  12119,12,20,25,26,27,28,13,
  12120,01,04,20,24,28,29,16,
  12121,01,07,08,20,23,24,11,
  12122,12,13,19,22,28,29,11,
  12123,08,10,16,25,28,33,09,
  12124,06,07,21,25,27,33,11,
  12125,08,12,13,26,29,33,01,
  12126,03,05,12,15,23,24,07,
  12127,01,09,11,21,26,32,08,
  12128,05,09,12,29,30,31,05,
  12129,01,07,09,17,21,29,01,
  12130,01,03,15,20,22,31,03,
  12131,06,18,19,26,28,32,12,
  12132,07,12,16,17,21,25,10,
  12133,01,08,11,20,21,29,02,
  12134,02,05,06,07,13,23,15,
  12135,02,05,07,08,11,17,16,
  12136,02,07,08,17,21,28,11,
  12137,01,02,04,06,13,17,07,
  12138,01,07,16,17,19,21,14,
  12139,08,19,21,24,28,31,15,
  12140,14,18,27,30,31,33,15,
  12141,03,05,08,19,20,27,09,
  12142,05,18,22,28,29,31,06,
  12143,07,08,18,25,30,32,06,
  12144,03,10,12,13,27,30,04,
  12145,05,20,26,27,28,33,03,
  12146,01,05,07,13,29,32,13,
  12147,02,12,15,23,24,32,09,
  12148,03,06,11,17,21,31,07,
  12149,01,05,13,25,26,32,13,
  12150,09,11,17,23,24,26,07,
  12151,05,14,24,25,26,32,01,
  12152,10,12,18,22,28,29,07,
  12153,04,05,11,21,27,28,10,
  12154,05,07,12,16,28,32,04
)

cell_2013<-c(
  13001,06,08,14,15,24,25,06,
  13002,01,16,18,22,28,30,12,
  13003,22,23,26,27,28,33,09,
  13004,06,10,16,20,27,32,08,
  13005,01,13,14,25,31,32,12,
  13006,09,10,13,17,22,30,13,
  13007,02,09,15,22,26,32,01,
  13008,03,08,17,21,25,32,15,
  13009,01,04,09,13,16,23,02,
  13010,01,09,11,17,32,33,12,
  13011,03,12,17,24,27,29,09,
  13012,06,14,17,22,28,29,02,
  13013,05,06,13,19,22,28,09,
  13014,02,04,05,17,19,20,08,
  13015,05,06,07,11,13,18,15,
  13016,02,05,06,12,14,28,05,
  13017,04,06,12,30,31,32,09,
  13018,02,08,13,28,29,30,05,
  13019,01,02,05,16,20,26,06,
  13020,01,07,08,12,16,21,01,
  13021,01,06,17,19,26,31,11,
  13022,02,04,07,09,15,20,07,
  13023,03,06,15,18,30,32,05,
  13024,04,05,13,23,27,30,09,
  13025,16,17,18,24,25,30,08,
  13026,04,11,14,15,22,31,11,
  13027,01,02,04,12,21,24,12,
  13028,07,08,14,25,26,28,13,
  13029,06,07,10,19,23,29,12,
  13030,07,14,18,25,26,29,06,
  13031,03,13,14,15,21,33,03,
  13032,04,21,25,29,30,33,03,
  13033,05,06,13,17,19,28,01,
  13034,06,15,20,22,26,33,09,
  13035,01,14,15,17,26,30,02,
  13036,04,05,09,27,29,31,13,
  13037,02,15,18,27,28,32,14,
  13038,09,10,12,14,15,19,11,
  13039,01,02,14,15,24,29,06,
  13040,02,04,10,12,17,30,10,
  13041,02,10,12,17,23,24,05,
  13042,01,08,12,13,15,33,03,
  13043,03,06,14,15,17,25,16,
  13044,03,05,11,18,26,28,06,
  13045,06,07,08,14,23,31,12,
  13046,03,16,19,20,24,26,06,
  13047,01,08,11,17,27,30,12,
  13048,10,13,17,28,30,32,04,
  13049,10,13,14,16,21,32,14,
  13050,03,07,13,18,22,25,03,
  13051,08,12,15,19,28,29,02,
  13052,06,07,14,21,22,24,13,
  13053,03,12,13,22,30,33,14,
  13054,03,04,08,14,21,28,14,
  13055,08,18,19,22,27,32,06,
  13056,03,12,25,26,28,29,16,
  13057,13,16,19,23,26,28,05,
  13058,08,11,17,21,23,24,05,
  13059,03,10,18,24,27,29,09,
  13060,05,07,10,13,19,20,15,
  13061,05,06,07,12,13,18,12,
  13062,01,06,07,19,22,27,02,
  13063,10,15,18,20,23,31,12,
  13064,01,09,13,22,25,32,12,
  13065,07,18,19,23,29,30,02,
  13066,01,03,16,17,20,32,07,
  13067,01,04,09,15,22,30,06,
  13068,02,07,13,20,25,27,06,
  13069,07,16,17,18,30,33,06,
  13070,02,03,09,10,28,30,06,
  13071,05,12,21,23,26,28,09,
  13072,02,08,11,14,19,33,09,
  13073,02,09,13,17,20,28,11,
  13074,03,06,08,14,19,32,03,
  13075,04,06,09,25,30,33,14,
  13076,14,23,24,26,29,30,03,
  13077,09,14,23,24,26,29,03,
  13078,03,05,17,18,26,27,15,
  13079,07,13,17,19,22,26,13,
  13080,10,11,12,23,28,32,16,
  13081,01,04,10,13,21,31,13,
  13082,04,13,14,20,22,30,06,
  13083,05,06,12,14,19,23,09,
  13084,05,07,09,11,20,21,03,
  13085,02,08,12,14,16,32,16,
  13086,02,04,11,13,16,26,11,
  13087,02,13,19,23,24,28,05,
  13088,09,15,20,21,22,24,14,
  13089,04,08,12,19,21,25,13,
  13090,02,05,11,23,24,29,08,
  13091,04,14,24,25,28,31,10,
  13092,07,11,15,21,26,31,06,
  13093,01,02,08,26,29,31,14,
  13094,02,04,14,18,20,22,07,
  13095,01,06,15,19,28,29,10,
  13096,01,02,22,28,29,30,15,
  13097,05,14,17,22,23,25,07,
  13098,07,15,18,19,20,26,14,
  13099,05,11,20,21,26,31,03,
  13100,04,08,11,14,16,20,11,
  13101,05,07,09,23,27,32,01,
  13102,02,04,05,06,08,16,03,
  13103,02,04,09,13,18,20,07,
  13104,01,02,04,15,17,28,11,
  13105,01,11,23,27,31,32,09,
  13106,09,11,23,30,31,32,06,
  13107,07,09,11,17,28,31,11,
  13108,16,21,22,28,31,32,05,
  13109,09,23,24,27,29,32,08,
  13110,15,17,18,21,29,32,13,
  13111,01,02,03,06,08,33,13,
  13112,01,06,12,13,22,31,07,
  13113,04,07,11,17,24,33,09,
  13114,04,06,17,21,23,33,07,
  13115,03,12,16,17,18,27,08,
  13116,12,15,21,26,32,33,07,
  13117,09,12,13,24,27,33,16,
  13118,02,03,17,22,32,33,16,
  13119,05,15,20,22,26,32,09,
  13120,05,06,13,18,23,31,11,
  13121,04,05,06,07,25,27,07,
  13122,07,10,13,15,26,27,11,
  13123,01,02,06,11,17,25,02,
  13124,03,09,15,23,25,30,07,
  13125,04,06,08,18,25,28,16,
  13126,04,10,19,27,31,33,16,
  13127,02,03,13,20,22,33,14,
  13128,07,13,17,19,25,31,08,
  13129,05,06,10,14,27,31,14,
  13130,01,03,15,16,31,33,08,
  13131,04,06,12,17,19,26,09,
  13132,04,06,12,17,19,26,09,
  13133,04,07,12,19,22,25,01,
  13134,01,17,18,19,25,29,10,
  13135,09,23,24,25,29,31,12,
  13136,04,06,14,16,18,26,06,
  13137,04,17,19,23,24,27,10,
  13138,04,15,16,24,27,28,03,
  13139,07,08,11,13,21,27,08,
  13140,01,05,12,13,21,22,10,
  13141,03,04,05,25,30,31,04,
  13142,11,12,14,20,22,29,14,
  13143,12,18,21,22,27,32,11,
  13144,05,07,12,19,27,31,02,
  13145,06,10,13,16,23,24,15,
  13146,08,20,25,30,32,33,01,
  13147,02,15,16,17,19,30,08,
  13148,06,11,12,14,17,22,01,
  13149,09,18,25,26,30,32,11,
  13150,01,15,16,25,26,29,10,
  13151,03,09,10,19,28,33,09,
  13152,04,06,14,16,18,29,05,
  13153,08,11,13,18,28,33,10,
  13154,07,11,14,19,24,29,05
  )

cell_2014<-c(
  14001,03,09,15,20,27,29,01,
  14002,04,21,23,31,32,33,04,
  14003,06,10,11,28,30,33,12,
  14004,01,04,19,22,24,25,15,
  14005,15,18,23,27,32,33,04,
  14006,03,04,07,17,21,27,14,
  14007,08,10,12,14,18,28,14,
  14008,05,14,16,21,29,30,12,
  14009,08,09,19,20,25,32,16,
  14010,05,07,08,20,31,33,11,
  14011,09,10,13,14,21,32,02,
  14012,01,08,11,19,21,24,08,
  14013,05,09,13,15,17,21,13,
  14014,04,09,19,22,25,29,15,
  14015,02,11,19,30,32,33,09,
  14016,02,03,07,13,21,24,08,
  14017,04,06,07,14,25,26,10,
  14018,13,17,18,21,30,33,15,
  14019,02,10,15,19,20,21,07,
  14020,09,14,17,23,24,25,15,
  14021,08,10,15,17,22,29,12,
  14022,04,06,07,10,21,26,16,
  14023,07,09,13,17,21,22,10,
  14024,08,10,16,20,23,30,09,
  14025,01,05,10,14,16,30,16,
  14026,01,02,05,06,11,23,14,
  14027,08,10,14,16,30,31,01,
  14028,06,16,21,27,30,32,05,
  14029,02,07,14,16,21,29,14,
  14030,12,18,19,23,24,30,10,
  14031,04,10,16,17,21,27,14,
  14032,01,02,14,22,29,33,07,
  14033,05,13,23,28,32,33,12,
  14034,01,03,04,08,25,31,06,
  14035,07,08,09,17,32,33,06,
  14036,01,07,08,09,11,22,03,
  14037,06,13,14,24,25,30,07,
  14038,04,07,22,23,24,33,16,
  14039,03,11,15,19,20,31,07,
  14040,03,04,06,11,12,15,08,
  14041,07,11,16,18,21,22,02,
  14042,12,15,20,25,28,33,14,
  14043,02,05,09,14,24,33,09,
  14044,04,09,21,27,28,33,12,
  14045,02,04,09,11,19,22,15,
  14046,02,10,11,17,18,22,10,
  14047,08,10,11,12,19,29,15,
  14048,06,09,16,17,24,25,16,
  14049,06,07,16,17,23,32,06,
  14050,03,17,23,25,26,32,13,
  14051,10,16,19,21,23,24,13,
  14052,09,13,15,28,30,33,08,
  14053,14,17,19,22,26,31,02,
  14054,01,04,05,11,29,30,14,
  14055,02,09,14,19,21,30,04,
  14056,01,11,18,20,28,29,01,
  14057,02,04,12,18,23,31,08,
  14058,02,03,12,13,14,25,11,
  14059,05,08,12,13,23,25,13,
  14060,03,05,14,18,25,33,06,
  14061,02,14,17,27,28,31,08,
  14062,06,09,15,24,25,26,09,
  14063,03,08,17,21,22,31,16,
  14064,02,09,15,16,29,32,14,
  14065,03,04,05,08,10,22,06,
  14066,02,05,15,17,18,21,16,
  14067,01,06,07,17,18,23,06,
  14068,04,12,13,22,27,29,16,
  14069,05,12,17,19,25,30,11,
  14070,01,07,09,19,28,29,07,
  14071,02,04,12,17,22,25,14,
  14072,01,03,07,13,19,32,16,
  14073,01,12,16,20,30,33,02,
  14074,01,03,06,13,30,31,12,
  14075,03,09,11,22,27,29,06,
  14076,06,10,12,17,18,33,11,
  14077,08,09,12,15,19,22,10,
  14078,02,03,05,06,09,17,07,
  14079,02,07,16,22,27,28,02,
  14080,05,14,16,17,25,30,07,
  14081,08,14,22,24,27,29,10,
  14082,02,04,20,25,26,29,11,
  14083,05,06,19,21,23,33,12,
  14084,01,06,09,10,13,25,08,
  14085,01,02,11,19,23,29,08,
  14086,02,04,10,12,14,30,08,
  14087,06,18,22,23,32,33,06,
  14088,03,06,11,14,16,29,15,
  14089,04,06,14,17,27,30,09,
  14090,05,09,11,19,24,32,13,
  14091,01,05,12,19,27,29,14,
  14092,03,13,18,19,22,26,07,
  14093,02,08,09,10,20,29,05,
  14094,01,10,18,20,23,29,01,
  14095,05,06,08,14,22,31,08,
  14096,12,14,17,19,22,24,08,
  14097,07,13,24,25,27,32,15,
  14098,02,13,17,20,29,31,07,
  14099,01,05,10,11,13,32,14,
  14100,01,06,09,10,14,16,11,
  14101,16,18,20,23,24,32,07,
  14102,14,16,21,24,28,31,13,
  14103,03,08,09,10,18,33,04,
  14104,02,06,12,19,27,28,13,
  14105,14,16,17,19,27,32,04,
  14106,09,14,17,18,21,25,15,
  14107,11,14,17,22,25,27,16,
  14108,03,08,09,20,23,28,02,
  14109,02,05,11,15,19,28,02,
  14110,01,08,11,13,19,30,06,
  14111,02,08,17,20,22,28,02,
  14112,01,15,16,21,24,30,03,
  14113,12,14,28,31,32,33,07,
  14114,02,07,23,30,32,33,10,
  14115,01,09,10,11,13,32,03,
  14116,09,10,14,15,19,29,16,
  14117,05,10,17,25,28,29,04,
  14118,05,07,15,18,26,30,03,
  14119,06,13,17,20,26,29,09,
  14120,01,07,12,16,23,28,04,
  14121,01,02,13,22,28,30,09,
  14122,06,09,11,16,20,29,11,
  14123,01,06,11,17,28,33,05,
  14124,02,17,20,24,31,33,04,
  14125,10,11,15,26,31,32,06,
  14126,06,11,16,17,22,27,01,
  14127,02,10,12,21,23,27,12,
  14128,05,07,08,17,18,24,14,
  14129,05,08,09,20,28,32,02,
  14130,01,02,10,24,30,33,10,
  14131,05,17,21,22,28,32,14,
  14132,05,06,14,15,18,33,08,
  14133,13,14,16,23,30,31,13,
  14134,05,16,22,23,26,28,02,
  14135,02,04,11,13,25,33,01,
  14136,03,16,19,27,31,32,10,
  14137,03,06,09,11,25,29,09,
  14138,04,06,13,29,31,33,13,
  14139,01,14,15,20,25,29,11,
  14140,06,10,11,14,17,33,06,
  14141,08,09,11,16,21,24,10,
  14142,06,21,22,23,25,28,13,
  14143,03,12,18,20,25,26,16,
  14144,03,05,06,09,10,27,14,
  14145,10,12,13,23,26,29,11,
  14146,01,06,13,20,29,32,01,
  14147,06,07,22,26,31,32,10,
  14148,01,02,05,12,15,16,13,
  14149,07,09,10,15,19,33,01,
  14150,03,08,14,22,24,32,09,
  14151,04,05,08,11,21,27,08,
  14152,08,13,15,20,21,25,12
)
cell_2015<-c(
  15001,01,07,09,16,20,23,06,
  15002,07,15,16,25,28,32,05,
  15003,10,15,20,23,24,31,15,
  15004,02,14,15,16,23,24,10,
  15005,07,10,16,17,18,32,15,
  15006,01,10,11,29,31,33,13,
  15007,01,07,09,17,20,33,08,
  15008,04,07,10,16,20,22,03,
  15009,04,07,14,17,21,25,14,
  15010,01,02,03,08,21,31,09,
  15011,04,14,15,17,18,20,15,
  15012,03,05,22,23,29,31,06,
  15013,08,09,24,25,26,29,01,
  15014,02,12,16,19,27,30,11,
  15015,01,07,20,24,25,33,04,
  15016,02,06,10,15,17,31,13,
  15017,13,18,20,25,27,33,12,
  15018,06,09,12,14,28,29,09,
  15019,02,06,11,19,25,26,04,
  15020,01,04,07,19,22,23,04,
  15021,14,15,16,17,27,28,08,
  15022,04,07,10,16,23,25,10,
  15023,08,09,10,13,29,30,01,
  15024,09,11,16,18,23,24,10,
  15025,10,11,12,15,27,32,14,
  15026,02,13,17,21,22,33,13,
  15027,05,07,09,16,26,29,07,
  15028,04,07,10,26,27,28,14,
  15029,07,14,15,19,21,28,07,
  15030,08,11,14,15,16,26,07,
  15031,01,05,07,22,26,32,11,
  15032,11,14,16,18,29,32,16,
  15033,03,06,21,29,31,32,05,
  15034,12,13,17,18,20,27,13,
  15035,01,08,09,22,24,33,03,
  15036,04,06,16,17,26,33,03,
  15037,05,07,12,18,28,31,03,
  15038,05,06,11,12,14,33,14,
  15039,01,13,15,26,29,30,12,
  15040,13,16,18,27,30,32,16,
  15041,04,09,11,17,21,25,06,
  15042,09,10,19,21,23,32,08,
  15043,11,12,15,24,26,27,15,
  15044,02,03,04,13,14,16,02,
  15045,01,05,13,22,30,31,07,
  15046,05,07,10,14,23,31,01,
  15047,02,03,20,24,26,27,09,
  15048,13,16,17,22,25,27,10,
  15049,07,12,14,17,20,23,05,
  15050,03,09,12,16,17,31,04,
  15051,04,10,24,26,28,32,09,
  15052,02,04,11,16,25,26,12,
  15053,03,07,17,22,32,33,10,
  15054,01,02,07,10,22,26,07,
  15055,01,10,15,18,19,28,02,
  15056,01,07,08,16,18,20,14,
  15057,09,20,24,25,26,32,04,
  15058,02,09,10,18,19,20,15,
  15059,02,06,09,16,25,32,14,
  15060,01,03,18,27,31,32,13,
  15061,06,18,22,26,32,33,04,
  15062,09,14,15,18,21,26,16,
  15063,01,07,09,16,22,32,12,
  15064,11,12,14,17,23,27,01,
  15065,08,10,14,19,26,29,12,
  15066,05,08,11,17,24,28,16,
  15067,02,05,08,24,25,31,14,
  15068,06,15,18,21,26,27,10,
  15069,01,13,17,18,23,30,15,
  15070,01,07,13,19,21,29,15,
  15071,08,18,20,28,29,31,08,
  15072,01,03,05,20,21,31,05,
  15073,01,02,17,22,26,27,04,
  15074,04,07,21,25,26,29,08,
  15075,06,11,13,19,21,32,04,
  15076,01,09,10,19,23,27,09,
  15077,01,06,08,10,13,27,16,
  15078,03,07,20,22,26,29,02,
  15079,09,14,15,20,26,32,11,
  15080,14,17,25,27,28,30,02,
  15081,13,20,22,26,28,31,13,
  15082,02,08,09,14,28,30,07,
  15083,06,07,16,18,29,32,05,
  15084,15,18,20,22,28,29,15,
  15085,02,08,25,27,28,29,05,
  15086,05,06,08,16,18,22,12,
  15087,09,15,16,19,20,28,11,
  15088,02,12,20,24,29,31,09,
  15089,12,14,19,27,28,29,01,
  15090,10,12,14,22,25,33,15,
  15091,05,07,17,19,22,31,11,
  15092,09,15,19,21,26,27,01,
  15093,01,03,13,21,25,31,08,
  15094,01,04,06,13,16,17,10,
  15095,04,15,21,28,30,31,04,
  15096,06,16,17,23,24,31,07,
  15097,09,12,14,20,26,27,04,
  15098,06,09,13,26,27,33,01,
  15099,06,07,10,11,14,22,09,
  15100,02,03,11,17,19,21,08,
  15101,08,16,22,24,28,29,05,
  15102,07,09,12,14,21,23,06,
  15103,06,08,13,26,30,32,14,
  15104,09,18,21,23,25,26,01,
  15105,09,10,16,19,20,26,12,
  15106,01,03,04,23,31,32,13,
  15107,07,14,16,18,21,25,08,
  15108,02,12,19,22,24,27,15,
  15109,01,08,09,16,32,33,13,
  15110,05,07,16,17,22,23,04,
  15111,08,14,16,18,20,30,12,
  15112,01,03,10,19,20,27,11,
  15113,01,05,07,08,19,27,12,
  15114,04,07,09,13,21,26,01,
  15115,01,07,08,14,24,32,03,
  15116,04,06,15,23,26,28,11,
  15117,04,11,12,18,26,32,12,
  15118,01,04,11,21,23,31,12,
  15119,02,08,10,18,23,31,08,
  15120,16,21,24,26,27,29,16,
  15121,01,03,20,21,28,29,12,
  15122,05,07,11,16,22,25,07,
  15123,05,08,09,12,22,28,07,
  15124,02,03,05,12,18,27,01,
  15125,05,13,22,27,30,33,10,
  15126,10,11,15,20,23,29,12,
  15127,07,10,19,22,27,33,06,
  15128,01,03,08,11,22,28,06,
  15129,05,08,11,16,18,27,04,
  15130,06,14,15,16,17,22,10,
  15131,10,12,13,19,22,26,03,
  15132,03,05,11,28,30,33,01,
  15133,02,03,13,20,22,24,15,
  15134,02,05,14,19,27,31,04,
  15135,01,12,14,18,26,32,07,
  15136,02,05,12,23,28,29,01,
  15137,14,22,23,27,28,31,12,
  15138,01,02,08,16,19,24,11,
  15139,01,10,13,18,25,27,09,
  15140,06,20,28,29,30,31,12,
  15141,03,08,19,25,27,28,02,
  15142,13,17,19,20,22,25,11,
  15143,13,15,19,20,21,32,04,
  15144,01,04,07,15,28,32,16,
  15145,07,08,15,19,20,24,13,
  15146,16,17,21,28,30,32,15,
  15147,08,09,16,23,24,30,05,
  15148,09,13,14,22,26,27,07,
  15149,09,10,20,21,22,33,09,
  15150,01,03,08,11,29,31,13,
  15151,05,06,08,23,31,32,11,
  15152,11,18,19,21,29,32,12,
  15153,08,11,15,22,27,29,03,
  15154,07,09,11,15,18,25,07
)
cell_2016<-c(
  16001,06,13,16,18,20,22,13,
  16002,09,14,17,20,24,30,16,
  16003,01,10,14,23,26,28,01,
  16004,08,10,17,22,25,33,12,
  16005,11,14,18,20,31,33,14,
  16006,13,16,18,20,28,31,12,
  16007,05,12,14,20,27,29,06,
  16008,02,15,24,29,32,33,02,
  16009,10,14,24,25,27,32,04,
  16010,02,04,12,14,19,25,06,
  16011,03,08,10,15,22,29,12,
  16012,07,12,14,16,27,32,15,
  16013,07,12,21,22,26,31,01,
  16014,02,08,10,18,20,27,07,
  16015,01,02,14,22,25,26,07,
  16016,01,20,22,24,25,26,16,
  16017,05,06,08,20,22,30,05,
  16018,12,13,14,17,21,25,04,
  16019,06,13,16,17,23,30,10,
  16020,01,02,10,12,22,24,10,
  16021,09,11,13,22,24,26,05,
  16022,04,09,19,22,23,30,07,
  16023,03,06,10,19,25,29,07,
  16024,02,05,07,14,18,31,13,
  16025,04,11,12,17,24,30,12,
  16026,04,09,12,28,30,33,01,
  16027,11,13,15,17,19,31,05,
  16028,06,08,12,21,25,29,01,
  16029,12,15,18,20,21,27,15,
  16030,10,14,19,22,25,29,12,
  16031,03,08,10,19,26,33,03,
  16032,08,12,14,15,21,27,15,
  16033,06,17,18,20,27,29,15,
  16034,03,15,21,22,23,28,15,
  16035,04,13,19,20,26,29,11,
  16036,03,04,07,09,20,22,03,
  16037,06,15,26,31,32,33,16,
  16038,03,12,13,22,28,29,03,
  16039,01,03,07,18,19,27,16,
  16040,03,13,19,20,23,26,03,
  16041,12,17,18,21,22,24,04,
  16042,07,14,17,23,26,31,09,
  16043,05,14,20,26,30,33,12,
  16044,01,03,10,12,18,30,01,
  16045,04,09,12,17,30,32,03,
  16046,07,20,25,26,27,30,14,
  16047,02,05,08,15,17,22,16,
  16048,03,08,13,14,15,30,04,
  16049,06,08,13,14,22,27,10,
  16050,09,12,24,28,29,30,02,
  16051,01,02,04,09,15,33,12,
  16052,01,06,13,19,24,28,16,
  16053,02,08,10,12,29,31,01,
  16054,06,11,16,19,28,32,04,
  16055,05,06,10,16,22,26,11,
  16056,03,04,08,11,16,18,14,
  16057,07,12,19,22,23,26,11,
  16058,03,05,18,20,24,32,11,
  16059,04,11,12,20,25,28,15,
  16060,04,05,22,26,29,32,08,
  16061,05,06,08,18,20,32,08,
  16062,12,13,15,18,19,21,09,
  16063,16,17,18,23,28,32,07,
  16064,03,12,14,17,19,26,03,
  16065,13,16,22,25,26,27,14,
  16066,03,07,13,18,19,20,05,
  16067,09,13,18,20,27,31,04,
  16068,08,19,23,28,31,32,01,
  16069,08,10,11,20,21,27,11,
  16070,03,06,11,18,23,29,01,
  16071,19,21,26,28,29,32,01,
  16072,05,16,19,22,24,25,02,
  16073,09,11,12,15,16,20,13,
  16074,06,10,11,12,20,25,12,
  16075,01,03,06,16,29,32,07,
  16076,07,08,13,22,30,32,01,
  16077,01,09,17,19,20,29,10,
  16078,02,04,08,23,26,29,02,
  16079,01,03,10,12,24,28,02,
  16080,01,16,17,24,25,32,14,
  16081,02,06,15,25,30,32,07,
  16082,06,12,14,15,17,20,09,
  16083,09,16,17,24,30,31,04,
  16084,02,04,12,18,24,26,05,
  16085,01,12,19,20,21,25,16,
  16086,09,10,11,12,15,32,05,
  16087,02,03,10,11,14,21,12,
  16088,03,14,16,18,25,33,15,
  16089,01,03,14,30,31,32,08,
  16090,02,13,17,20,21,26,07,
  16091,04,08,14,22,23,28,07,
  16092,02,13,15,23,24,29,06,
  16093,06,09,15,17,25,27,09,
  16094,06,07,10,12,18,31,10,
  16095,01,05,09,12,18,32,12,
  16096,06,13,14,21,22,24,16,
  16097,06,13,25,26,28,31,01,
  16098,02,08,25,29,31,32,06,
  16099,01,11,21,23,27,33,06,
  16100,03,10,22,23,27,29,04,
  16101,01,03,19,24,32,33,01,
  16102,05,08,10,14,17,30,13,
  16103,01,05,13,19,24,27,11,
  16104,05,09,11,18,30,31,04,
  16105,08,10,19,27,28,31,16,
  16106,04,05,13,22,25,30,04,
  16107,06,11,18,26,27,32,01,
  16108,02,03,07,08,19,26,16,
  16109,09,11,15,16,27,33,05,
  16110,05,07,28,31,32,33,08,
  16111,02,04,07,14,15,32,04,
  16112,06,12,14,15,18,25,12,
  16113,01,11,16,17,20,26,14,
  16114,05,16,20,22,27,29,09,
  16115,06,08,20,22,26,27,09,
  16116,07,18,20,23,27,31,13,
  16117,03,10,14,17,28,33,02,
  16118,09,14,22,23,31,33,14,
  16119,09,19,21,30,31,32,04,
  16120,02,05,06,21,25,28,09,
  16121,02,03,10,23,25,28,09,
  16122,15,22,23,24,28,29,08,
  16123,07,09,12,14,20,27,16,
  16124,09,15,21,24,27,32,10,
  16125,01,06,08,20,27,30,03,
  16126,02,06,12,17,18,19,10,
  16127,07,12,17,26,29,31,16,
  16128,04,09,11,17,26,27,13,
  16129,05,06,08,21,31,33,14,
  16130,03,17,21,23,27,28,01,
  16131,04,10,18,19,25,27,02,
  16132,05,08,13,19,27,28,07,
  16133,15,16,21,22,27,33,15,
  16134,11,12,13,14,18,33,13,
  16135,02,08,10,18,20,33,12,
  16136,02,07,10,20,27,29,03,
  16137,01,06,09,10,15,32,14,
  16138,07,16,20,24,25,30,07,
  16139,01,06,19,26,28,30,03,
  16140,01,02,05,17,26,32,10,
  16141,04,13,15,17,21,24,15,
  16142,01,10,17,21,23,30,12,
  16143,06,09,23,24,25,33,13,
  16144,04,10,12,27,32,33,05,
  16145,01,03,07,12,19,20,06,
  16146,03,07,15,1,61,723,10,
  16147,04,14,18,28,31,32,12,
  16148,01,02,11,20,26,30,14,
  16149,03,20,23,26,32,33,07,
  16150,02,04,05,09,13,21,05,
  16151,06,11,16,20,22,33,07,
  16152,02,08,09,16,20,22,07,
  16153,07,09,16,24,25,29,06
)
cell_2017<-c(
  17001,09,11,14,20,25,26,15,
  17002,15,19,23,24,25,32,03,
  17003,01,04,08,15,27,32,16,
  17004,05,13,17,26,27,30,07,
  17005,06,11,12,22,23,30,05,
  17006,02,04,08,26,29,33,08,
  17007,02,04,05,24,26,33,15,
  17008,07,13,15,27,28,29,13,
  17009,02,06,08,09,15,29,14,
  17010,05,08,19,25,28,30,07,
  17011,10,11,12,23,26,29,16,
  17012,10,11,14,15,16,24,07,
  17013,08,11,28,29,31,33,06,
  17014,06,08,18,20,23,31,13,
  17015,01,08,09,14,17,32,01,
  17016,05,08,16,22,27,29,02,
  17017,03,07,08,10,22,23,12,
  17018,01,02,03,17,25,31,09,
  17019,04,06,08,12,23,25,08,
  17020,04,08,10,12,31,33,10,
  17021,02,05,10,22,32,33,09,
  17022,02,06,15,16,18,32,15,
  17023,01,03,04,11,18,22,14,
  17024,09,21,25,26,29,31,13,
  17025,02,15,16,17,22,32,07,
  17026,03,10,12,19,27,30,08,
  17027,02,04,11,14,27,30,05,
  17028,07,08,12,13,22,30,09,
  17029,02,15,21,23,25,30,10,
  17030,01,07,09,20,23,30,02,
  17031,06,10,16,26,27,29,03,
  17032,05,08,15,24,27,31,11,
  17033,05,07,15,20,23,30,15,
  17034,04,07,08,19,32,33,13,
  17035,01,06,14,24,28,32,12,
  17036,01,02,05,10,24,27,15,
  17037,11,15,20,22,25,30,05,
  17038,01,04,08,13,24,27,05,
  17039,02,04,12,14,17,24,15,
  17040,15,19,23,28,29,33,04,
  17041,04,10,13,15,22,27,04,
  17042,01,02,04,07,10,23,04,
  17043,08,13,16,23,27,31,08,
  17044,08,16,19,21,31,32,06,
  17045,05,07,16,20,21,25,05,
  17046,04,13,14,23,26,32,10,
  17047,02,05,08,10,32,33,02,
  17048,05,08,09,14,15,19,07,
  17049,01,08,14,15,20,29,10,
  17050,10,12,20,24,27,29,07,
  17051,02,05,09,15,24,25,11,
  17052,07,08,18,24,29,31,07,
  17053,04,09,11,15,29,31,06,
  17054,02,03,09,23,28,33,08,
  17055,07,12,13,20,24,31,05,
  17056,13,14,18,19,21,28,06,
  17057,18,20,22,23,30,31,16,
  17058,01,09,13,22,28,32,11,
  17059,04,08,09,15,19,25,09,
  17060,05,10,13,24,26,31,04,
  17061,06,07,12,20,26,27,11,
  17062,01,07,22,24,26,31,10,
  17063,12,16,20,22,25,31,04,
  17064,02,10,16,22,24,28,15,
  17065,02,05,08,10,12,21,07,
  17066,01,04,06,17,19,26,03,
  17067,01,03,04,10,18,29,04,
  17068,02,06,10,22,30,31,15,
  17069,02,11,12,23,29,31,05,
  17070,01,06,14,22,25,26,12,
  17071,02,03,06,14,31,32,03,
  17072,06,11,14,23,26,30,02,
  17073,03,06,16,23,26,30,14,
  17074,02,06,16,23,30,31,02,
  17075,01,03,06,19,21,29,07,
  17076,01,04,08,09,14,15,13,
  17077,01,02,04,15,17,22,14,
  17078,05,07,18,19,22,24,16,
  17079,03,07,14,23,25,27,08,
  17080,01,12,16,20,22,24,08,
  17081,03,05,14,25,26,30,05,
  17082,14,18,21,25,28,29,10,
  17083,03,08,14,20,24,26,12,
  17084,01,05,11,20,22,24,02,
  17085,01,05,06,16,25,30,09,
  17086,03,05,06,13,20,22,07,
  17087,03,06,13,14,19,28,06,
  17088,07,09,18,22,23,29,06,
  17089,11,12,13,16,23,25,12,
  17090,01,07,10,16,22,33,09,
  17091,05,07,10,23,28,29,03,
  17092,10,18,19,29,32,33,09,
  17093,07,08,09,15,22,27,12,
  17094,08,11,13,19,28,31,06,
  17095,09,10,12,19,22,29,16,
  17096,02,06,11,12,19,29,06,
  17097,05,10,18,19,30,31,03,
  17098,04,19,22,27,30,33,01,
  17099,02,05,06,16,28,29,04,
  17100,04,07,08,18,23,24,02,
  17101,01,04,11,28,31,32,16,
  17102,04,08,10,14,18,20,11,
  17103,01,21,23,25,31,33,01,
  17104,01,14,15,20,23,30,14,
  17105,03,06,07,12,25,26,07,
  17106,12,15,20,25,27,31,02,
  17107,08,09,15,17,30,32,06,
  17108,07,12,14,15,17,20,01,
  17109,08,14,16,18,21,23,16,
  17110,01,03,12,15,19,23,14,
  17111,05,1,01,719,29,32,12,
  17112,03,10,14,16,22,23,11,
  17113,04,06,16,27,29,33,05,
  17114,06,12,13,15,18,26,13,
  17115,04,10,11,25,30,31,01,
  17116,02,14,20,22,30,32,02,
  17117,01,02,08,11,14,21,09,
  17118,08,09,15,22,30,33,16,
  17119,09,16,21,25,26,31,14,
  17120,08,10,15,19,23,28,16,
  17121,11,18,19,22,24,32,07,
  17122,11,20,21,22,24,27,15,
  17123,04,05,06,11,21,31,10,
  17124,02,06,11,26,28,29,03,
  17125,01,14,23,25,29,30,03,
  17126,01,16,17,21,27,30,16,
  17127,14,15,21,24,27,32,12,
  17128,02,06,13,22,29,31,08,
  17129,05,06,09,14,21,33,02,
  17130,05,13,14,23,25,31,02,
  17131,01,07,10,11,26,27,11,
  17132,02,03,05,09,13,28,11,
  17133,06,15,17,18,23,30,11,
  17134,04,05,11,14,28,32,04,
  17135,01,06,07,14,18,26,16,
  17136,03,07,10,18,21,24,12,
  17137,05,10,20,23,26,31,03,
  17138,01,17,24,28,32,33,02,
  17139,02,14,20,24,28,32,16,
  17140,21,22,25,28,29,30,08,
  17141,01,06,07,11,13,15,05,
  17142,08,13,14,18,23,33,06,
  17143,04,06,09,14,20,29,14,
  17144,03,14,16,20,31,32,09,
  17145,02,06,12,17,25,28,12,
  17146,01,19,25,26,27,33,10,
  17147,03,07,20,21,25,31,14,
  17148,04,07,11,14,29,32,12,
  17149,05,08,15,20,27,30,13,
  17150,06,14,19,20,21,23,08,
  17151,02,05,07,09,11,27,16,
  17152,06,10,23,25,26,29,05,
  17153,07,11,12,13,18,19,16,
  17154,05,09,13,15,18,26,05
)
cell_2018<-c(
  18001,01,08,11,26,28,31,04,
  18002,07,18,24,29,31,33,16,
  18003,01,14,16,17,20,31,04,
  18004,14,18,19,26,30,31,11,
  18005,02,20,21,28,31,33,06,
  18006,02,07,08,09,17,29,11,
  18007,13,14,20,25,27,31,12,
  18008,05,09,10,12,17,19,13,
  18009,05,10,17,23,26,32,07,
  18010,01,08,17,20,21,22,03,
  18011,03,10,21,23,27,33,11,
  18012,11,12,13,19,26,28,12,
  18013,06,08,13,15,22,33,06,
  18014,06,08,13,15,22,33,06,
  18015,11,15,20,21,26,33,15,
  18016,01,11,12,18,25,27,16,
  18017,08,12,21,22,27,31,09,
  18018,02,12,13,18,25,27,07,
  18019,03,11,12,16,21,23,09,
  18020,06,09,10,14,28,30,05,
  18021,03,04,06,11,23,28,14,
  18022,05,07,20,22,30,32,10,
  18023,12,15,16,21,26,29,16,
  18024,11,19,22,26,31,32,02,
  18025,04,13,16,19,21,25,14,
  18026,04,07,12,14,26,32,04,
  18027,02,07,09,14,18,28,05,
  18028,03,08,11,14,18,23,16,
  18029,01,02,09,14,22,25,05,
  18030,13,14,20,21,25,33,07,
  18031,02,16,18,19,27,30,14,
  18032,21,22,23,24,25,32,06,
  18033,21,22,23,24,25,32,06,
  18034,01,05,11,22,23,26,15,
  18035,07,10,11,17,23,28,15,
  18036,08,17,24,26,28,33,04,
  18037,01,06,07,08,27,30,10,
  18038,15,23,24,25,28,29,09,
  18039,08,12,18,19,23,32,03,
  18040,01,03,08,13,18,23,16,
  18041,07,08,20,23,24,32,13,
  18042,16,10,21,28,29,31,12,
  18043,01,04,06,08,21,24,07,
  18044,05,09,12,17,27,30,06,
  18045,03,04,06,25,26,30,01,
  18046,10,13,14,18,20,31,03,
  18047,06,07,12,16,22,25,07,
  18048,01,12,20,25,30,31,02,
  18049,01,03,04,11,19,23,02,
  18050,01,02,04,10,18,19,07,
  18051,05,07,20,23,27,31,04,
  18052,03,05,06,09,15,32,14,
  18053,01,04,10,11,14,27,06,
  18054,04,06,18,22,25,33,16,
  18055,07,09,10,12,22,26,07,
  18056,01,03,06,20,21,26,01,
  18057,05,15,17,19,20,30,13,
  18058,07,12,13,16,26,31,07,
  18059,04,06,08,13,22,32,11,
  18060,04,08,13,25,30,31,10,
  18061,09,10,11,12,18,23,07,
  18062,02,18,19,24,25,33,11,
  18063,05,06,10,16,20,25,12,
  18064,02,05,10,11,17,21,05,
  18065,01,04,06,14,28,33,01,
  18066,09,16,17,19,22,26,10,
  18067,01,04,09,12,15,18,05,
  18068,08,10,17,20,27,30,01,
  18069,06,13,17,19,23,31,12,
  18070,04,09,15,16,19,27,10,
  18071,02,05,06,13,16,19,03,
  18072,11,16,19,22,25,30,08,
  18073,02,09,14,15,16,23,10,
  18074,09,11,14,20,27,30,09,
  18075,07,09,12,13,22,24,11,
  18076,03,07,08,15,29,30,13,
  18077,02,05,09,15,20,24,10,
  18078,03,10,14,17,18,30,12,
  18079,14,15,17,22,24,29,13,
  18080,04,07,13,20,29,33,03,
  18081,01,02,12,16,20,26,03,
  18082,06,12,14,20,22,24,09,
  18083,04,09,18,21,32,33,03,
  18084,05,06,08,12,22,24,03,
  18085,04,10,25,26,30,33,06,
  18086,02,07,17,21,23,26,16,
  18087,01,05,10,16,18,31,03,
  18088,03,05,12,29,30,32,14,
  18089,06,09,12,14,18,27,14,
  18090,01,02,04,10,14,23,07,
  18091,06,11,13,17,25,32,07,
  18092,06,10,16,19,24,33,16,
  18093,04,18,20,21,29,33,07,
  18094,04,07,16,20,24,30,05,
  18095,10,11,12,21,26,33,09,
  18096,01,05,09,20,28,32,12,
  18097,01,02,17,20,25,28,13,
  18098,06,10,11,20,29,32,13,
  18099,03,07,08,14,25,32,06,
  18100,02,11,14,15,29,33,02,
  18101,01,03,14,26,29,33,09,
  18102,02,06,11,19,21,28,05,
  18103,02,09,15,22,23,24,16,
  18104,02,03,06,19,25,29,01,
  18105,04,05,13,18,19,25,01,
  18106,04,18,19,24,25,26,10,
  18107,01,02,05,12,20,22,01,
  18108,05,13,18,21,26,30,02,
  18109,10,11,18,23,31,33,15,
  18110,11,13,16,21,22,23,02,
  18111,01,07,14,24,25,28,08,
  18112,05,08,18,25,26,31,04,
  18113,01,06,09,16,25,26,09,
  18114,01,07,15,16,20,27,14,
  18115,01,13,19,24,26,29,11,
  18116,05,14,17,22,23,28,15,
  18117,08,11,15,17,23,25,05,
  18118,08,12,21,22,27,31,09,
  18119,03,13,14,16,25,27,12,
  18120,03,04,18,26,27,33,01,
  18121,06,08,14,19,23,25,11,
  18122,05,07,20,22,30,32,10,
  18123,13,21,24,27,31,32,01,
  18124,09,13,14,19,22,25,02,
  18125,03,10,11,14,15,32,02,
  18126,01,06,08,09,14,22,05,
  18127,02,05,06,07,11,15,12,
  18128,06,07,08,19,22,23,02,
  18129,02,04,06,16,18,19,16,
  18130,05,12,17,18,24,28,12,
  18131,21,22,24,31,32,33,01,
  18132,01,02,09,10,15,22,06,
  18133,02,04,11,12,18,32,13,
  18134,03,16,18,31,32,33,12,
  18135,01,02,06,10,11,29,16,
  18136,10,12,15,25,26,27,14,
  18137,03,05,11,15,20,23,09,
  18138,01,10,25,27,30,32,09,
  18139,11,18,20,23,31,32,15,
  18140,01,15,20,22,25,28,14,
  18141,11,14,16,18,24,33,04,
  18142,05,08,10,11,27,28,11,
  18143,04,06,15,28,32,33,14,
  18144,08,13,17,18,20,27,13,
  18145,03,09,13,22,23,25,06,
  18146,02,10,11,17,18,29,16,
  18147,03,15,17,23,27,30,11,
  18148,03,06,18,19,21,31,01,
  18149,01,07,08,10,12,24,01,
  18150,06,08,15,19,20,31,05,
  18151,05,15,19,25,26,29,15,
  18152,04,14,16,23,28,29,03,
  18153,01,07,17,23,25,31,11
  
)

cell_2019<-c(
  19001,06,10,13,15,32,33,15,
  19002,04,05,06,08,09,18,11,
  19003,13,17,20,21,22,27,01,
  19004,08,12,16,19,26,32,03,
  19005,21,22,26,28,31,32,07,
  19006,01,05,10,19,26,28,12,
  19007,06,10,14,15,19,23,15,
  19008,02,06,09,13,28,32,12,
  19009,01,07,10,22,31,32,15,
  19010,02,04,05,08,11,30,02,
  19011,10,13,19,21,24,30,07,
  19012,07,10,21,23,31,33,14,
  19013,05,07,14,16,18,21,01,
  19014,01,02,03,14,19,33,03,
  19015,11,15,16,20,24,31,04,
  19016,05,07,09,11,19,25,05,
  19017,04,05,24,28,30,33,09,
  19018,04,11,18,19,26,32,04,
  19019,03,11,17,18,24,25,06,
  19020,02,12,13,23,27,28,12,
  19021,02,05,07,08,20,27,04,
  19022,03,07,11,21,30,33,07,
  19023,01,10,14,15,18,31,13,
  19024,01,08,23,25,28,29,10,
  19025,15,16,21,27,30,33,04,
  19026,03,13,15,19,20,27,14,
  19027,02,06,08,10,11,17,13,
  19028,04,19,22,26,29,30,11,
  19029,08,11,17,23,32,33,10,
  19030,04,05,07,10,12,22,16,
  19031,03,13,15,18,21,33,16,
  19032,04,08,09,13,28,33,04,
  19033,09,15,19,21,23,29,15,
  19034,09,11,15,22,24,26,03,
  19035,01,05,07,09,10,20,16,
  19036,02,10,13,16,23,32,08,
  19037,01,07,12,14,18,25,10,
  19038,09,12,21,27,29,30,05,
  19039,06,07,11,14,27,32,08,
  19040,05,06,09,18,23,31,11,
  19041,02,09,13,23,24,26,16,
  19042,15,17,19,22,25,26,04,
  19043,01,06,12,13,24,32,13,
  19044,06,14,16,17,23,29,07,
  19045,01,06,17,19,27,31,14,
  19046,02,12,16,22,25,32,06,
  19047,03,11,18,25,30,33,14,
  19048,03,07,10,12,18,29,10,
  19049,03,10,13,22,23,28,15,
  19050,04,06,10,11,21,23,02,
  19051,08,09,10,13,15,28,09,
  19052,03,06,09,13,16,19,16,
  19053,04,16,22,25,29,31,08,
  19054,07,10,11,15,24,26,11,
  19055,01,06,11,15,19,31,10,
  19056,13,14,17,19,21,29,01,
  19057,04,05,06,08,13,18,16,
  19058,07,08,12,21,23,27,12,
  19059,04,05,07,09,16,18,06,
  19060,03,04,14,20,23,27,01,
  19061,03,17,19,24,27,31,12,
  19062,07,13,16,23,26,30,01,
  19063,01,14,19,22,29,31,16,
  19064,12,20,24,25,30,33,12,
  19065,06,09,11,15,20,26,10,
  19066,01,14,17,20,22,32,04,
  19067,04,06,08,11,30,33,11,
  19068,03,14,20,24,26,33,10,
  19069,06,11,16,19,21,25,01,
  19070,06,15,18,19,24,32,09,
  19071,01,08,19,24,29,30,04,
  19072,02,09,13,15,22,30,15,
  19073,01,02,06,12,16,18,08,
  19074,12,21,27,29,31,33,04,
  19075,05,08,20,22,31,33,03,
  19076,12,15,19,20,29,32,14,
  19077,09,11,13,18,21,22,15,
  19078,01,17,27,29,31,33,12,
  19079,01,03,06,09,19,31,16,
  19080,03,06,08,20,24,32,07,
  19081,05,24,27,29,31,32,10,
  19082,07,16,19,22,24,28,02,
  19083,06,15,17,26,28,31,03,
  19084,04,08,14,18,20,27,03,
  19085,01,04,14,18,24,29,04,
  19086,16,22,24,26,28,31,06,
  19087,04,05,07,09,21,30,04,
  19088,13,14,15,21,23,29,13,
  19089,02,04,14,16,20,22,11,
  19090,02,03,06,08,14,22,04,
  19091,07,10,21,24,29,32,11,
  19092,09,17,27,28,32,33,08,
  19093,05,07,08,09,20,22,02,
  19094,05,10,12,18,19,27,06,
  19095,02,05,14,19,21,28,01,
  19096,05,07,12,18,27,32,11,
  19097,03,05,18,24,25,31,09,
  19098,03,11,12,14,17,26,09,
  19099,07,14,22,23,27,30,08,
  19100,01,04,12,13,30,32,08,
  19101,01,04,09,21,31,33,05,
  19102,03,08,12,16,20,32,12,
  19103,04,12,14,21,27,29,12,
  19104,01,05,16,17,18,24,10,
  19105,02,13,15,17,26,33,01,
  19106,02,14,22,27,30,33,14,
  19107,02,06,08,23,27,32,02,
  19108,07,13,19,22,25,32,13,
  19109,03,06,07,17,28,31,10,
  19110,01,18,22,26,27,28,08,
  19111,07,18,20,22,24,33,01,
  19112,03,12,14,17,23,27,01,
  19113,01,05,19,21,25,33,15,
  19114,02,04,09,11,12,30,01,
  19115,04,10,11,14,15,29,05,
  19116,01,08,09,13,16,33,01,
  19117,03,05,11,28,32,33,01,
  19118,02,14,15,25,28,31,04,
  19119,04,20,22,24,26,33,07,
  19120,10,12,27,31,32,33,03,
  19121,02,06,15,21,30,31,02,
  19122,04,10,15,19,21,23,02,
  19123,02,06,08,17,28,30,06,
  19124,04,09,30,31,32,33,01,
  19125,02,11,12,26,27,29,03,
  19126,02,14,17,29,32,33,16,
  19127,02,06,07,12,17,24,10,
  19128,03,08,12,16,17,19,08,
  19129,03,04,07,09,15,26,07,
  19130,01,07,9,11,24,32,16,
  19131,09,17,19,20,24,31,04,
  19132,04,06,11,14,19,33,07,
  19133,03,07,16,21,24,31,07,
  19134,01,04,06,22,29,30,03,
  19135,03,06,10,11,27,33,03,
  19136,12,14,15,17,29,33,12,
  19137,07,10,13,19,23,31,06,
  19138,02,06,12,30,31,32,11,
  19139,08,14,20,23,30,33,11,
  19140,02,04,09,11,14,22,05,
  19141,10,13,14,15,17,33,14,
  19142,08,14,24,27,29,33,09,
  19143,05,13,15,16,26,32,09,
  19144,02,12,15,19,27,30,03,
  19145,01,08,13,17,18,19,16,
  19146,01,04,10,12,30,32,14,
  19147,01,09,12,14,23,27,12,
  19148,09,10,13,20,26,27,08,
  19149,01,06,27,28,31,33,07,
  19150,02,09,14,22,27,29,02,
  19151,02,06,09,18,24,26,14
)

cell_2020<-c(
  20001,02,15,23,26,29,30,02,
  20002,04,09,14,15,16,29,11,
  20003,09,17,26,29,30,32,03,
  20004,02,15,17,27,32,33,03,
  20005,11,16,17,22,26,32,04,
  20006,03,04,05,10,16,32,09,
  20007,05,12,17,20,25,31,10,
  20008,01,04,06,10,11,28,16,
  20009,03,06,08,14,19,26,12,
  20010,11,14,22,27,31,32,09,
  20011,04,05,07,17,18,29,01,
  20012,04,13,14,23,26,31,09,
  20013,02,08,10,20,21,30,14,
  20014,02,07,08,10,12,16,07,
  20015,08,09,22,24,30,33,01,
  20016,05,06,08,17,24,27,07,
  20017,02,04,07,15,20,27,04,
  20018,05,07,08,11,17,22,13,
  20019,15,19,27,28,30,33,03,
  20020,01,06,09,13,15,22,14,
  20021,02,06,14,16,27,31,07,
  20022,02,10,20,22,25,30,02,
  20023,04,05,20,21,30,33,08,
  20024,10,13,27,28,29,31,08,
  20025,01,09,10,15,20,29,02,
  20026,01,04,09,18,19,31,06,
  20027,12,13,14,24,25,28,06,
  20028,05,06,15,18,26,32,08,
  20029,01,12,18,20,30,32,05,
  20030,17,18,21,29,30,32,03,
  20031,02,05,09,15,15,27,09,
  20032,03,11,13,14,15,26,13,
  20033,07,10,12,21,31,32,01,
  20034,02,08,15,16,26,32,03,
  20035,10,14,24,25,28,33,11,
  20036,07,09,16,22,24,32,06,
  20037,01,04,11,13,17,24,15,
  20038,01,06,07,18,23,24,15,
  20039,02,09,10,11,16,29,02,
  20040,01,06,12,16,19,21,04,
  20041,06,07,16,22,24,25,13,
  20042,02,06,07,11,14,31,03,
  20043,01,11,24,25,27,30,07,
  20044,07,08,16,17,19,24,07,
  20045,02,03,15,21,22,33,16,
  20046,13,19,25,26,27,32,08,
  20047,04,10,17,19,28,32,01,
  20048,12,14,18,23,30,32,02,
  20049,01,07,09,12,18,22,04,
  20050,04,09,17,20,32,33,15,
  20051,03,06,08,11,19,28,08,
  20052,02,08,13,29,32,33,15,
  20053,02,14,15,16,32,33,01,
  20054,03,10,19,25,26,31,02,
  20055,01,05,07,23,28,30,12,
  20056,02,05,08,12,26,31,14,
  20057,09,14,21,23,26,32,03,
  20058,01,03,11,12,19,26,07,
  20059,02,04,10,17,22,25,14,
  20060,05,09,14,20,24,30,08,
  20061,08,17,24,26,27,31,04,
  20062,10,14,17,22,26,27,05,
  20063,12,15,16,22,29,32,14,
  20064,01,03,07,21,27,32,01,
  20065,09,15,18,21,23,26,08,
  20066,02,09,13,17,26,28,07,
  20067,04,07,09,23,27,30,08,
  20068,12,16,21,26,27,32,10,
  20069,03,09,10,13,18,26,04,
  20070,01,02,04,06,19,21,15,
  20071,09,11,12,13,22,23,08,
  20072,06,08,10,15,17,26,04,
  20073,05,07,11,13,27,29,03,
  20074,04,08,09,13,19,33,12,
  20075,03,11,13,20,24,30,16,
  20076,10,15,16,18,20,27,06,
  20077,03,10,16,21,25,27,12,
  20078,03,11,14,16,21,32,04,
  20079,05,12,20,21,22,29,14,
  20080,14,15,18,22,31,33,01,
  20081,01,05,13,14,27,33,15,
  20082,02,08,11,17,21,30,09,
  20083,01,19,25,26,30,31,12,
  20084,03,07,16,17,23,30,07,
  20085,03,07,16,17,23,30,07,
  20086,02,04,06,15,24,27,06,
  20087,11,15,20,23,25,33,10,
  20088,01,06,12,26,29,30,12,
  20089,02,14,16,21,29,30,10,
  20090,02,21,23,26,31,32,06,
  20091,01,09,11,12,16,19,16,
  20092,01,06,12,18,22,24,03,
  20093,04,05,10,13,15,19,15,
  20094,10,15,17,27,29,31,08,
  20095,03,09,16,17,20,26,02,
  20096,01,20,23,26,27,32,15,
  20097,02,08,21,25,26,30,10,
  20098,06,08,11,22,25,33,02,
  20099,05,06,11,12,15,30,12,
  20100,01,07,15,16,20,23,07,
  20101,10,17,24,25,28,30,15,
  20102,09,10,19,25,26,29,08,
  20103,04,09,10,22,28,32,08,
  20104,04,08,10,16,27,29,09,
  20105,06,14,19,20,22,24,01,
  20106,02,04,11,15,18,28,10,
  20107,03,09,11,24,25,28,16,
  20108,10,12,15,17,23,32,05,
  20109,06,13,16,20,23,32,13,
  20110,02,06,09,14,22,25,04,
  20111,06,09,17,22,24,26,16,
  20112,02,09,12,17,28,32,05,
  20113,01,03,07,10,22,32,11,
  20114,01,05,11,24,30,32,03,
  20115,01,04,12,20,25,32,02,
  20116,05,06,14,16,19,27,10,
  20117,07,08,09,10,16,27,07,
  20118,11,13,19,26,30,33,05,
  20119,01,09,22,28,32,33,15,
  20120,01,02,03,04,09,10,12,
  20121,02,04,06,21,25,29,03,
  20122,12,15,17,24,26,31,15,
  20123,01,03,18,19,26,29,03,
  20124,16,18,19,20,29,33,12,
  20125,05,12,16,26,30,31,13,
  20126,03,07,12,14,23,28,11,
  20127,01,04,18,19,26,31,07,
  20128,08,10,15,16,23,26,10,
  20129,01,02,05,15,28,33,04,
  20130,08,09,11,14,17,29,16,
  20131,08,19,22,26,27,30,07,
  20132,01,04,11,12,14,23,04,
  20133,03,19,22,23,27,29,07,
  20134,02,09,10,20,22,26,01

)
cell_2021<-c(
  21001,02,03,13,18,20,31,11,
  21002,06,10,13,25,26,32,11,
  21003,06,09,16,18,22,29,11,
  21004,02,03,07,08,17,22,15,
  21005,07,09,14,26,30,31,04,
  21006,06,08,22,24,25,26,01,
  21007,02,04,12,21,25,32,16,
  21008,01,05,07,14,18,33,07,
  21009,04,08,16,17,24,30,11,
  21010,01,04,11,19,32,33,05,
  21011,05,10,16,23,27,33,14,
  21012,03,06,14,18,20,26,01,
  21013,06,09,12,16,27,31,06,
  21014,04,15,21,25,29,33,06,
  21015,06,14,16,26,28,29,07,
  21016,03,08,09,13,15,18,10,
  21017,09,15,18,29,32,33,02,
  21018,02,08,14,23,25,32,06,
  21019,12,16,17,24,28,29,08,
  21020,01,03,06,07,09,11,02,
  21021,04,08,17,24,28,33,13,
  21022,10,15,17,25,31,32,06,
  21023,02,21,22,23,27,28,11,
  21024,01,04,06,10,11,18,02,
  21025,06,08,14,17,18,30,11,
  21026,03,05,13,19,20,25,03,
  21027,05,07,09,16,20,26,08,
  21028,11,16,23,26,27,33,05,
  21029,08,10,15,17,22,30,12,
  21030,08,09,13,27,29,31,05,
  21031,06,11,21,25,28,31,07,
  21032,01,05,08,15,16,30,03,
  21033,02,12,13,14,31,33,06,
  21034,04,10,12,18,23,25,01,
  21035,12,14,18,20,26,28,11,
  21036,01,02,06,11,21,26,11,
  21037,13,17,19,24,26,30,12,
  21038,05,07,09,16,18,27,06,
  21039,02,08,21,24,29,31,13,
  21040,02,06,07,24,28,29,16,
  21041,02,09,18,23,26,32,14,
  21042,05,09,10,22,25,27,08,
  21043,02,03,17,18,23,24,01,
  21044,05,07,14,17,26,28,13,
  21045,01,04,14,15,17,32,02,
  21046,05,09,13,21,28,33,06,
  21047,03,07,13,16,24,29,01,
  21048,04,15,17,22,29,32,03,
  21049,04,11,13,22,25,32,01,
  21050,02,09,10,16,25,28,08,
  21051,08,09,10,19,27,29,15,
  21052,03,04,06,19,21,30,14,
  21053,07,10,14,16,24,33,16,
  21054,07,13,21,22,24,31,02,
  21055,03,11,12,16,22,28,10,
  21056,08,21,22,23,29,32,01,
  21057,05,06,09,17,25,33,16,
  21058,09,11,13,18,19,28,14,
  21059,01,09,11,18,32,33,14,
  21060,10,11,17,20,29,30,15,
  21061,04,09,12,18,20,23,01,
  21062,12,13,15,20,22,25,10,
  21063,04,05,06,09,23,24,09,
  21064,04,06,08,15,16,18,16,
  21065,01,04,08,19,29,33,16,
  21066,02,06,19,26,30,33,15,
  21067,01,11,19,23,25,29,09,
  21068,04,14,18,24,31,32,15,
  21069,06,11,18,20,23,26,05,
  21070,01,05,11,15,16,29,15,
  21071,01,07,24,31,32,33,08,
  21072,01,09,15,16,19,21,15,
  21073,01,06,18,22,24,25,08,
  21074,09,11,12,13,22,23,08,
  21075,12,15,16,21,22,29,01,
  21076,03,09,21,23,30,32,06,
  21077,08,15,17,25,27,30,10,
  21078,04,06,15,26,27,31,12,
  21079,01,03,10,24,28,29,13,
  21080,05,08,22,23,24,29,09,
  21081,01,03,05,18,22,23,01,
  21082,03,06,11,13,26,32,05,
  21083,04,09,11,25,28,33,04,
  21084,05,07,09,11,21,28,01,
  21085,05,06,07,11,14,20,02,
  21086,06,08,10,14,28,29,01,
  21087,02,13,16,19,23,24,04,
  21088,04,12,15,16,19,26,06,
  21089,01,02,07,13,23,24,12,
  21090,05,06,12,14,27,28,08,
  21091,04,06,16,24,26,33,16,
  21092,02,07,08,10,12,31,03,
  21093,05,11,15,23,28,33,03,
  21094,09,11,24,25,28,33,15,
  21095,08,12,17,24,27,28,13,
  21096,01,07,11,14,15,26,11,
  21097,03,11,12,13,25,28,12,
  21098,01,10,13,18,26,32,05,
  21099,09,11,17,18,20,27,15,
  21100,07,09,12,13,14,29,16,
  21101,02,04,12,22,29,31,01,
  21102,05,09,15,24,27,30,09,
  21103,10,13,15,25,29,30,15,
  21104,01,07,17,20,22,28,15

  
)
cell_all<-c(
  cell_2003,
  cell_2004,
  cell_2005,
  cell_2006,
  cell_2007,
  cell_2008,
  cell_2009,
  cell_2010,
  cell_2011,
  cell_2012,
  cell_2013,
  cell_2014,
  cell_2015,
  cell_2016,
  cell_2017,
  cell_2018,
  cell_2019,
  cell_2020,
  cell_2021
  )
m_all<-matrix(cell_all,ncol = 8,byrow = TRUE,dimnames = list(cnames,rnames))

n<-m_all[,1]
a1<-m_all[,2]
a2<-m_all[,3]
a3<-m_all[,4]
a4<-m_all[,5]
a5<-m_all[,6]
a6<-m_all[,7]
b1<-m_all[,8]
#apply(x,marMARGIN,FUN,...)
sa<-apply(m_all[,2:7],1,sum,na.rm=TRUE)
dsa<-c(0,diff(sa))
dsb<-c(0,diff(b1))
dcb<- data.frame(n,a1,a2,a3,a4,a5,a6,b1,dsa,dsb)

#write.csv(dcb,file = "dcb.csv")
print(tail(dcb,1))