IS 605 Final Exam
Oluwakemi Omotunde
May 15, 2017
Pick one of the quantitative independent variables from the training data set (train.csv) , and define that variable as X. Pick SalePrice as the dependent variable, and define it as Y for the next analysis.
train.data <- read.csv("https://raw.githubusercontent.com/komotunde/DATA605/master/train.csv", header = TRUE)
head(train.data)## Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape
## 1 1 60 RL 65 8450 Pave <NA> Reg
## 2 2 20 RL 80 9600 Pave <NA> Reg
## 3 3 60 RL 68 11250 Pave <NA> IR1
## 4 4 70 RL 60 9550 Pave <NA> IR1
## 5 5 60 RL 84 14260 Pave <NA> IR1
## 6 6 50 RL 85 14115 Pave <NA> IR1
## LandContour Utilities LotConfig LandSlope Neighborhood Condition1
## 1 Lvl AllPub Inside Gtl CollgCr Norm
## 2 Lvl AllPub FR2 Gtl Veenker Feedr
## 3 Lvl AllPub Inside Gtl CollgCr Norm
## 4 Lvl AllPub Corner Gtl Crawfor Norm
## 5 Lvl AllPub FR2 Gtl NoRidge Norm
## 6 Lvl AllPub Inside Gtl Mitchel Norm
## Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt
## 1 Norm 1Fam 2Story 7 5 2003
## 2 Norm 1Fam 1Story 6 8 1976
## 3 Norm 1Fam 2Story 7 5 2001
## 4 Norm 1Fam 2Story 7 5 1915
## 5 Norm 1Fam 2Story 8 5 2000
## 6 Norm 1Fam 1.5Fin 5 5 1993
## YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1 2003 Gable CompShg VinylSd VinylSd BrkFace
## 2 1976 Gable CompShg MetalSd MetalSd None
## 3 2002 Gable CompShg VinylSd VinylSd BrkFace
## 4 1970 Gable CompShg Wd Sdng Wd Shng None
## 5 2000 Gable CompShg VinylSd VinylSd BrkFace
## 6 1995 Gable CompShg VinylSd VinylSd None
## MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure
## 1 196 Gd TA PConc Gd TA No
## 2 0 TA TA CBlock Gd TA Gd
## 3 162 Gd TA PConc Gd TA Mn
## 4 0 TA TA BrkTil TA Gd No
## 5 350 Gd TA PConc Gd TA Av
## 6 0 TA TA Wood Gd TA No
## BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
## 1 GLQ 706 Unf 0 150 856
## 2 ALQ 978 Unf 0 284 1262
## 3 GLQ 486 Unf 0 434 920
## 4 ALQ 216 Unf 0 540 756
## 5 GLQ 655 Unf 0 490 1145
## 6 GLQ 732 Unf 0 64 796
## Heating HeatingQC CentralAir Electrical X1stFlrSF X2ndFlrSF LowQualFinSF
## 1 GasA Ex Y SBrkr 856 854 0
## 2 GasA Ex Y SBrkr 1262 0 0
## 3 GasA Ex Y SBrkr 920 866 0
## 4 GasA Gd Y SBrkr 961 756 0
## 5 GasA Ex Y SBrkr 1145 1053 0
## 6 GasA Ex Y SBrkr 796 566 0
## GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr
## 1 1710 1 0 2 1 3
## 2 1262 0 1 2 0 3
## 3 1786 1 0 2 1 3
## 4 1717 1 0 1 0 3
## 5 2198 1 0 2 1 4
## 6 1362 1 0 1 1 1
## KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu
## 1 1 Gd 8 Typ 0 <NA>
## 2 1 TA 6 Typ 1 TA
## 3 1 Gd 6 Typ 1 TA
## 4 1 Gd 7 Typ 1 Gd
## 5 1 Gd 9 Typ 1 TA
## 6 1 TA 5 Typ 0 <NA>
## GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual
## 1 Attchd 2003 RFn 2 548 TA
## 2 Attchd 1976 RFn 2 460 TA
## 3 Attchd 2001 RFn 2 608 TA
## 4 Detchd 1998 Unf 3 642 TA
## 5 Attchd 2000 RFn 3 836 TA
## 6 Attchd 1993 Unf 2 480 TA
## GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch
## 1 TA Y 0 61 0 0
## 2 TA Y 298 0 0 0
## 3 TA Y 0 42 0 0
## 4 TA Y 0 35 272 0
## 5 TA Y 192 84 0 0
## 6 TA Y 40 30 0 320
## ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold
## 1 0 0 <NA> <NA> <NA> 0 2 2008
## 2 0 0 <NA> <NA> <NA> 0 5 2007
## 3 0 0 <NA> <NA> <NA> 0 9 2008
## 4 0 0 <NA> <NA> <NA> 0 2 2006
## 5 0 0 <NA> <NA> <NA> 0 12 2008
## 6 0 0 <NA> MnPrv Shed 700 10 2009
## SaleType SaleCondition SalePrice
## 1 WD Normal 208500
## 2 WD Normal 181500
## 3 WD Normal 223500
## 4 WD Abnorml 140000
## 5 WD Normal 250000
## 6 WD Normal 143000#I will go ahead and use Sale Price as my dependent variable, as requested so it'll be my Y. For my X variable (independent), I will use Total Basement Square Footage.
X <- train.data$TotalBsmtSF
Y <- train.data$SalePriceProbability. Calculate as a minimum the below probabilities a through c. Assume the small letter “x” is estimated as the 4th quartile of the X variable, and the small letter “y” is estimated as the 2nd quartile of the Y variable. Interpret the meaning of all probabilities.
- P(X > x |Y > y) = .4519231
require(dplyr)## Loading required package: dplyr##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionx <- quantile(X, .75) #x is the estimated 4th quartile of X
y <- quantile(Y, .5) #y is the estimated 2nd quartile of Y
num <- filter(train.data, SalePrice > y & TotalBsmtSF > x) %>% tally()/nrow(train.data)
den <- filter(train.data, SalePrice > y) %>% tally()/nrow(train.data)
p1 <- num/den
p1 ## n
## 1 0.4519231Below is how I arrived at the above code.
\[P(X > x |Y > y) = P(X > .75 |Y > .50)\] \[P(A|B) = P(B and A)/P(B)\] b. P(X>x, Y>y) = 0.1246575
num.b <- filter(train.data, TotalBsmtSF > x) %>% tally()/nrow(train.data)
den.b <- filter(train.data, SalePrice > y) %>% tally()/nrow(train.data)
p2 <- num.b * den.b
p2## n
## 1 0.1246575- P(X
y) = 0.5480769
num.c <- filter(train.data, SalePrice > y & TotalBsmtSF < x) %>% tally()/nrow(train.data)
den.c <- filter(train.data, SalePrice > y) %>% tally()/nrow(train.data)
p3 <- num.c/den.c
p3## n
## 1 0.5480769Does splitting the training data in this fashion make them independent? In other words, does P(X|Y)=P(X)P(Y))? Check mathematically, and then evaluate by running a Chi Square test for association. You might have to research this.
filter(train.data, SalePrice <= y & TotalBsmtSF <=x) %>% tally() #696## n
## 1 696filter(train.data, SalePrice > y & TotalBsmtSF <=x) %>% tally() #399## n
## 1 399filter(train.data, TotalBsmtSF <=x) %>% tally() #1095## n
## 1 1095filter(train.data, SalePrice <= y & TotalBsmtSF > x) %>% tally() #36## n
## 1 36filter(train.data, SalePrice > y & TotalBsmtSF > x) %>% tally() #329## n
## 1 329filter(train.data, TotalBsmtSF > x) %>% tally()#365## n
## 1 365filter(train.data, SalePrice <= y) %>% tally() #732## n
## 1 732filter(train.data, SalePrice > y) %>% tally() #728## n
## 1 728nrow(train.data)#1460## [1] 1460P.A = 365/1460 #.25
P.A## [1] 0.25P.B = 728/1460 #.5
P.B## [1] 0.4986301P.AB = P.A * P.B
P.AB## [1] 0.1246575#P(X > x |Y > y) = .4519231
#We can see mathematically that these two variables are dependent.It does not appear that splitting up the data makes them independent. We will perform th Chi Square test to verify our mathematical findings
chi.test <- table(train.data$SalePrice, train.data$TotalBsmtSF)
#now we will do the chi test to find our signifance level
chisq.test(chi.test)## Warning in chisq.test(chi.test): Chi-squared approximation may be incorrect##
## Pearson's Chi-squared test
##
## data: chi.test
## X-squared = 509710, df = 476640, p-value < 2.2e-16#Since our p-value is significantly less than .05, we can reject the null hypothesis stating that X and Y are independent. That is to say that there is dependence between the Sale Price and the Total Basement Square Foot.Descriptive and Inferential Statistics. Provide univariate descriptive statistics and appropriate plots for both variables(SalePrice and TotalBsmtSF). * TotalBsmtSF: Total square feet of basement area * SalePrice: Price house sold for + I assumed on this description as it was not on the data description list.
require(ggplot2)## Loading required package: ggplot2summary(train.data$SalePrice)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 34900 129975 163000 180921 214000 755000summary(train.data$TotalBsmtSF)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0 795.8 991.5 1057.4 1298.2 6110.0ggplot(data=train.data, aes(SalePrice)) + geom_histogram(binwidth = 1000) 
#This plot looks slightly skewed to the right.
ggplot(data=train.data, aes(TotalBsmtSF)) + geom_histogram(binwidth = 100) 
#This plot also looks slightly skewed to the right.Provide a scatterplot of X and Y.
ggplot(train.data, aes(x = TotalBsmtSF, y = SalePrice)) + geom_point(shape = 1) + geom_smooth(method = lm) + labs(x = "Basement Total Sq. Footage", y = "Total Sale Price", title = "Basement Square Footage vs. Sale Price")
#I used geom_smooth to add a linear regression line which is by default a 95% confidence interval regionTransform both variables simultaneously using Box-Cox transformations.You might have to research this.
#I found a lot of useful information on the following website: http://rstudio-pubs-static.s3.amazonaws.com/63893_9f6bc9cd73ad47aab3aa85d0193244d9.html
require(MASS)## Loading required package: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## selectbc <- lm(train.data$SalePrice ~ train.data$TotalBsmtSF)
trans <- boxcox(bc, lambda=seq(-2,2,.1), plotit = FALSE, interp = TRUE)
trans.test.data <- as.data.frame(trans)
lamda <- trans.test.data[which.max(trans$y),1]
lamda #0.02020202## [1] 0.02020202new.data <- cbind(X, Y, train.data$SalePrice^lamda, train.data$TotalBsmtSF^lamda)
colnames(new.data) <- c("TotalBsmtSF", "SalePrice", "Trans.SalePrice", "Trans.TB")
head(new.data)## TotalBsmtSF SalePrice Trans.SalePrice Trans.TB
## [1,] 856 208500 1.280727 1.146151
## [2,] 1262 181500 1.277144 1.155175
## [3,] 920 223500 1.282526 1.147822
## [4,] 756 140000 1.270463 1.143278
## [5,] 1145 250000 1.285433 1.152906
## [6,] 796 143000 1.271008 1.144470Using the transformed variables, run a correlation analysis and interpret. Test the hypothesis that the correlation between these variables is 0 and provide a 99% confidence interval.Discuss the meaning of your analysis.
#For some odd reason, it was not easy for me to subset the data frame for just the columns I need. I used this site for assistance: https://stackoverflow.com/questions/10085806/extracting-specific-columns-from-a-data-frame
trans.data <- new.data[,c("Trans.SalePrice", "Trans.TB")]
head(trans.data)## Trans.SalePrice Trans.TB
## [1,] 1.280727 1.146151
## [2,] 1.277144 1.155175
## [3,] 1.282526 1.147822
## [4,] 1.270463 1.143278
## [5,] 1.285433 1.152906
## [6,] 1.271008 1.144470require(corrplot)## Loading required package: corrplotrequire(stats)
corr. <- cor(trans.data)
corrplot(corr., method = "ellipse")
corrplot(corr., method = "number")
#https://cran.r-project.org/web/packages/corrplot/vignettes/corrplot-intro.html
TSP <- new.data[,"Trans.SalePrice"]
TTB <- new.data[,"Trans.TB"]
TBSF <- new.data[,"TotalBsmtSF"]
SP <- new.data[,"SalePrice"]
c.test <- cor.test(TSP,TTB, method = "pearson", conf.level = .99)
c.test##
## Pearson's product-moment correlation
##
## data: TSP and TTB
## t = 8.844, df = 1458, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 99 percent confidence interval:
## 0.1607066 0.2886342
## sample estimates:
## cor
## 0.2256429#https://stat.ethz.ch/R-manual/R-devel/library/stats/html/cor.test.htmlFrom both the numerical and ellipse correlation plot, we see that there is a correlation betweeen the two variables. The confidence interval is [0.1607066, 0.2886342]. From this, we reject our null hypothesis, which we proved is incorrect when we showed that there is a strong correlation between Total Basement SF and Total Sale Price.
prec <- solve(corr.)
ans <- corr. * prec
ans2 <- prec * corr.
ans## Trans.SalePrice Trans.TB
## Trans.SalePrice 1.05364608 -0.05364608
## Trans.TB -0.05364608 1.05364608ans2## Trans.SalePrice Trans.TB
## Trans.SalePrice 1.05364608 -0.05364608
## Trans.TB -0.05364608 1.05364608Many times, it makes sense to fit a closed form distribution to data. For your non-transformed independent variable, location shift it so that the minimum value is above zero. Then load the MASS package and run fitdistr to fit a density function of your choice. (See https://stat.ethz.ch/R-manual/R-devel/library/MASS/html/fitdistr.html ). Find the optimal value of the parameters for this distribution, and then take 1000 samples from this distribution (e.g., rexp(1000, ???) for an exponential). Plot a histogram and compare it with a histogram of your non-transformed original variable.
min(train.data$TotalBsmtSF)## [1] 0fit.data <- cbind(SP, TBSF)
zero_sub = apply(fit.data, 1, function(row) all(row !=0 ))
FD <- fit.data[zero_sub,]
FD## SP TBSF
## [1,] 208500 856
## [2,] 181500 1262
## [3,] 223500 920
## [4,] 140000 756
## [5,] 250000 1145
## [6,] 143000 796
## [7,] 307000 1686
## [8,] 200000 1107
## [9,] 129900 952
## [10,] 118000 991
## [11,] 129500 1040
## [12,] 345000 1175
## [13,] 144000 912
## [14,] 279500 1494
## [15,] 157000 1253
## [16,] 132000 832
## [17,] 149000 1004
## [18,] 159000 1114
## [19,] 139000 1029
## [20,] 325300 1158
## [21,] 139400 637
## [22,] 230000 1777
## [23,] 129900 1040
## [24,] 154000 1060
## [25,] 256300 1566
## [26,] 134800 900
## [27,] 306000 1704
## [28,] 207500 1484
## [29,] 68500 520
## [30,] 40000 649
## [31,] 149350 1228
## [32,] 179900 1234
## [33,] 165500 1398
## [34,] 277500 1561
## [35,] 309000 1117
## [36,] 145000 1097
## [37,] 153000 1297
## [38,] 109000 1057
## [39,] 160000 1088
## [40,] 170000 1350
## [41,] 144000 840
## [42,] 130250 938
## [43,] 141000 1150
## [44,] 319900 1752
## [45,] 239686 1434
## [46,] 249700 1656
## [47,] 113000 736
## [48,] 127000 955
## [49,] 177000 794
## [50,] 114500 816
## [51,] 110000 816
## [52,] 385000 1842
## [53,] 130000 384
## [54,] 180500 1425
## [55,] 172500 970
## [56,] 196500 860
## [57,] 438780 1410
## [58,] 124900 780
## [59,] 158000 1158
## [60,] 101000 530
## [61,] 202500 1370
## [62,] 140000 576
## [63,] 219500 1057
## [64,] 317000 1143
## [65,] 180000 1947
## [66,] 226000 1453
## [67,] 80000 747
## [68,] 225000 1304
## [69,] 244000 2223
## [70,] 129500 845
## [71,] 185000 832
## [72,] 144900 1086
## [73,] 107400 840
## [74,] 91000 462
## [75,] 135750 952
## [76,] 127000 672
## [77,] 136500 1768
## [78,] 110000 440
## [79,] 193500 896
## [80,] 153500 1237
## [81,] 245000 1563
## [82,] 126500 1065
## [83,] 168500 384
## [84,] 260000 1288
## [85,] 174000 684
## [86,] 164500 612
## [87,] 85000 1013
## [88,] 123600 990
## [89,] 98600 1235
## [90,] 163500 876
## [91,] 133900 1214
## [92,] 204750 824
## [93,] 185000 680
## [94,] 214000 1588
## [95,] 94750 960
## [96,] 83000 458
## [97,] 128950 950
## [98,] 205000 1610
## [99,] 178000 741
## [100,] 198900 1226
## [101,] 169500 1040
## [102,] 250000 1053
## [103,] 100000 641
## [104,] 115000 789
## [105,] 115000 793
## [106,] 190000 1844
## [107,] 136900 994
## [108,] 180000 384
## [109,] 383970 1264
## [110,] 217000 1809
## [111,] 259500 1028
## [112,] 176000 729
## [113,] 139000 1092
## [114,] 155000 1125
## [115,] 320000 1673
## [116,] 163990 728
## [117,] 180000 938
## [118,] 100000 732
## [119,] 136000 1080
## [120,] 153900 1199
## [121,] 181000 1362
## [122,] 84500 520
## [123,] 128000 1078
## [124,] 87000 672
## [125,] 155000 660
## [126,] 150000 1008
## [127,] 226000 924
## [128,] 244000 992
## [129,] 150750 1063
## [130,] 220000 1267
## [131,] 180000 1461
## [132,] 174000 1304
## [133,] 143000 1214
## [134,] 171000 1907
## [135,] 230000 1004
## [136,] 231500 928
## [137,] 115000 864
## [138,] 260000 1734
## [139,] 166000 910
## [140,] 204000 1490
## [141,] 125000 1728
## [142,] 130000 970
## [143,] 105000 715
## [144,] 222500 884
## [145,] 141000 1080
## [146,] 115000 896
## [147,] 122000 969
## [148,] 372402 1710
## [149,] 190000 825
## [150,] 235000 1602
## [151,] 125000 1200
## [152,] 79000 572
## [153,] 269500 774
## [154,] 254900 991
## [155,] 320000 1392
## [156,] 162500 1232
## [157,] 412500 1572
## [158,] 220000 1541
## [159,] 103200 882
## [160,] 152000 1149
## [161,] 127500 644
## [162,] 190000 1617
## [163,] 325624 1582
## [164,] 183500 840
## [165,] 228000 1686
## [166,] 128500 720
## [167,] 215000 1080
## [168,] 239000 1064
## [169,] 163000 1362
## [170,] 184000 1606
## [171,] 243000 1202
## [172,] 211000 1151
## [173,] 172500 1052
## [174,] 501837 2216
## [175,] 100000 968
## [176,] 177000 756
## [177,] 200100 793
## [178,] 200000 1362
## [179,] 127000 504
## [180,] 475000 1107
## [181,] 173000 1188
## [182,] 135000 660
## [183,] 153337 1086
## [184,] 286000 1593
## [185,] 315000 853
## [186,] 184000 725
## [187,] 192000 1431
## [188,] 130000 970
## [189,] 127000 864
## [190,] 148500 855
## [191,] 311872 1726
## [192,] 235000 1360
## [193,] 104000 755
## [194,] 274900 1713
## [195,] 140000 1121
## [196,] 171500 1196
## [197,] 112000 617
## [198,] 149000 848
## [199,] 110000 720
## [200,] 180500 1424
## [201,] 143900 1140
## [202,] 141000 1100
## [203,] 277000 1157
## [204,] 145000 1092
## [205,] 98000 864
## [206,] 186000 1212
## [207,] 252678 900
## [208,] 156000 990
## [209,] 161750 689
## [210,] 134450 1070
## [211,] 210000 1436
## [212,] 107000 686
## [213,] 311500 798
## [214,] 167240 1248
## [215,] 204900 1498
## [216,] 200000 1010
## [217,] 179900 713
## [218,] 97000 864
## [219,] 386250 2392
## [220,] 112000 630
## [221,] 290000 1203
## [222,] 106000 483
## [223,] 125000 912
## [224,] 192500 1373
## [225,] 148000 1194
## [226,] 403000 1462
## [227,] 94500 483
## [228,] 128200 894
## [229,] 216500 860
## [230,] 89500 483
## [231,] 185500 1414
## [232,] 194500 996
## [233,] 318000 1694
## [234,] 113000 735
## [235,] 262500 1566
## [236,] 110500 686
## [237,] 79000 540
## [238,] 120000 626
## [239,] 205000 948
## [240,] 241500 1845
## [241,] 137000 1020
## [242,] 140000 1367
## [243,] 180000 840
## [244,] 277000 1444
## [245,] 76500 728
## [246,] 235000 1573
## [247,] 173000 798
## [248,] 158000 1302
## [249,] 145000 1314
## [250,] 230000 975
## [251,] 207500 864
## [252,] 220000 1604
## [253,] 231500 963
## [254,] 176000 1362
## [255,] 276000 1482
## [256,] 151000 506
## [257,] 130000 926
## [258,] 73000 680
## [259,] 175500 1422
## [260,] 185000 802
## [261,] 179500 720
## [262,] 120500 740
## [263,] 148000 1143
## [264,] 266000 1095
## [265,] 241500 1385
## [266,] 290000 1152
## [267,] 139000 1240
## [268,] 124500 816
## [269,] 205000 952
## [270,] 201000 1560
## [271,] 141000 864
## [272,] 415298 2121
## [273,] 192000 1160
## [274,] 228500 807
## [275,] 185000 1262
## [276,] 207500 1314
## [277,] 244600 1468
## [278,] 179200 1575
## [279,] 164700 625
## [280,] 159000 912
## [281,] 88000 858
## [282,] 122000 882
## [283,] 153575 698
## [284,] 233230 1079
## [285,] 135900 780
## [286,] 131000 768
## [287,] 235000 795
## [288,] 167000 1416
## [289,] 142500 1003
## [290,] 152000 910
## [291,] 239000 975
## [292,] 175000 702
## [293,] 158500 1092
## [294,] 157000 1165
## [295,] 267000 1028
## [296,] 205000 1541
## [297,] 149900 894
## [298,] 295000 1470
## [299,] 305900 2000
## [300,] 225000 700
## [301,] 89500 319
## [302,] 82500 861
## [303,] 360000 1896
## [304,] 165600 697
## [305,] 132000 972
## [306,] 119900 793
## [307,] 375000 2136
## [308,] 178000 728
## [309,] 188500 716
## [310,] 260000 845
## [311,] 270000 1088
## [312,] 260000 1347
## [313,] 187500 1372
## [314,] 342643 1249
## [315,] 354000 1136
## [316,] 301000 1502
## [317,] 126175 1162
## [318,] 242000 710
## [319,] 87000 720
## [320,] 324000 1719
## [321,] 145250 1383
## [322,] 214500 844
## [323,] 78000 596
## [324,] 119000 1728
## [325,] 139000 1056
## [326,] 284000 3206
## [327,] 207000 1358
## [328,] 192000 943
## [329,] 228950 1499
## [330,] 377426 1922
## [331,] 214000 1536
## [332,] 202500 1208
## [333,] 155000 1215
## [334,] 202900 967
## [335,] 82000 721
## [336,] 266000 1684
## [337,] 85000 536
## [338,] 140200 972
## [339,] 151500 958
## [340,] 157500 1478
## [341,] 154000 764
## [342,] 437154 1848
## [343,] 318061 1869
## [344,] 190000 1453
## [345,] 95000 616
## [346,] 105900 624
## [347,] 140000 940
## [348,] 177500 1200
## [349,] 173000 1158
## [350,] 134000 1142
## [351,] 130000 1062
## [352,] 280000 1086
## [353,] 156000 888
## [354,] 145000 883
## [355,] 118000 483
## [356,] 190000 796
## [357,] 147000 672
## [358,] 159000 1394
## [359,] 165000 1099
## [360,] 132000 1268
## [361,] 162000 1063
## [362,] 172400 953
## [363,] 125000 744
## [364,] 123000 608
## [365,] 219500 847
## [366,] 61000 683
## [367,] 148000 870
## [368,] 340000 1580
## [369,] 394432 1856
## [370,] 179000 982
## [371,] 127000 1026
## [372,] 187750 1293
## [373,] 213500 939
## [374,] 76000 784
## [375,] 240000 1580
## [376,] 192000 1256
## [377,] 81000 658
## [378,] 125000 1041
## [379,] 191000 1468
## [380,] 426000 1682
## [381,] 119000 861
## [382,] 215000 804
## [383,] 100000 788
## [384,] 109000 735
## [385,] 129000 1144
## [386,] 123000 894
## [387,] 169500 864
## [388,] 67000 961
## [389,] 241000 1092
## [390,] 245500 1260
## [391,] 164990 1310
## [392,] 108000 672
## [393,] 258000 1141
## [394,] 168000 806
## [395,] 150000 1281
## [396,] 115000 1064
## [397,] 177000 840
## [398,] 280000 1063
## [399,] 339750 1034
## [400,] 60000 1276
## [401,] 145000 1056
## [402,] 222000 1470
## [403,] 115000 1008
## [404,] 228000 1080
## [405,] 181134 1340
## [406,] 149500 672
## [407,] 239000 1370
## [408,] 126000 756
## [409,] 142000 1056
## [410,] 206300 1344
## [411,] 215000 1602
## [412,] 113000 988
## [413,] 315000 1470
## [414,] 139000 1196
## [415,] 135000 651
## [416,] 275000 1518
## [417,] 109008 907
## [418,] 195400 1208
## [419,] 175000 1392
## [420,] 85400 483
## [421,] 79900 901
## [422,] 122500 765
## [423,] 181000 926
## [424,] 81000 630
## [425,] 212000 799
## [426,] 116000 648
## [427,] 119000 884
## [428,] 90350 440
## [429,] 110000 684
## [430,] 555000 3094
## [431,] 118000 1440
## [432,] 162900 1078
## [433,] 172500 1258
## [434,] 210000 915
## [435,] 127500 1436
## [436,] 190000 1517
## [437,] 199900 930
## [438,] 119500 780
## [439,] 120000 649
## [440,] 110000 813
## [441,] 280000 1533
## [442,] 204000 872
## [443,] 210000 768
## [444,] 188000 1728
## [445,] 175500 1242
## [446,] 98000 624
## [447,] 256000 1364
## [448,] 161000 588
## [449,] 110000 709
## [450,] 263435 832
## [451,] 155000 560
## [452,] 62383 864
## [453,] 188700 715
## [454,] 124000 1040
## [455,] 178740 1375
## [456,] 167000 1277
## [457,] 146500 728
## [458,] 250000 1626
## [459,] 187000 832
## [460,] 212000 1488
## [461,] 190000 808
## [462,] 148000 547
## [463,] 440000 1976
## [464,] 251000 1494
## [465,] 132500 970
## [466,] 208900 1478
## [467,] 380000 2153
## [468,] 297000 1705
## [469,] 89471 907
## [470,] 326000 1833
## [471,] 374000 1792
## [472,] 155000 910
## [473,] 164000 1216
## [474,] 132500 999
## [475,] 147000 1113
## [476,] 156000 1073
## [477,] 175000 1484
## [478,] 160000 954
## [479,] 86000 630
## [480,] 115000 264
## [481,] 133000 806
## [482,] 172785 728
## [483,] 155000 1269
## [484,] 91300 190
## [485,] 34900 720
## [486,] 430000 3200
## [487,] 184000 1026
## [488,] 130000 864
## [489,] 120000 912
## [490,] 113000 672
## [491,] 226700 866
## [492,] 140000 1214
## [493,] 289000 1501
## [494,] 147000 855
## [495,] 124500 960
## [496,] 215000 777
## [497,] 208300 1218
## [498,] 161000 689
## [499,] 124500 1041
## [500,] 164900 1008
## [501,] 202665 1368
## [502,] 129900 864
## [503,] 134000 1084
## [504,] 96500 768
## [505,] 402861 2006
## [506,] 158000 689
## [507,] 265000 1264
## [508,] 211000 794
## [509,] 234000 1276
## [510,] 150000 1244
## [511,] 159000 1004
## [512,] 184750 3138
## [513,] 315750 1379
## [514,] 176000 1257
## [515,] 132000 928
## [516,] 446261 1452
## [517,] 86000 528
## [518,] 200624 2035
## [519,] 175000 1461
## [520,] 128000 611
## [521,] 178000 707
## [522,] 107500 1117
## [523,] 188000 880
## [524,] 111250 864
## [525,] 158000 1051
## [526,] 272000 1581
## [527,] 315000 1838
## [528,] 248000 969
## [529,] 213250 1650
## [530,] 133000 723
## [531,] 179665 654
## [532,] 229000 1204
## [533,] 210000 1065
## [534,] 129500 768
## [535,] 125000 825
## [536,] 263000 912
## [537,] 140000 1069
## [538,] 112500 928
## [539,] 255500 1709
## [540,] 284000 998
## [541,] 113000 993
## [542,] 141000 1092
## [543,] 108000 637
## [544,] 175000 729
## [545,] 234000 1374
## [546,] 121500 1392
## [547,] 170000 1389
## [548,] 108000 996
## [549,] 185000 1163
## [550,] 268000 1095
## [551,] 128000 806
## [552,] 325000 1122
## [553,] 214000 1517
## [554,] 316600 1496
## [555,] 135960 943
## [556,] 142600 1728
## [557,] 120000 864
## [558,] 224500 846
## [559,] 170000 384
## [560,] 139000 372
## [561,] 118500 832
## [562,] 145000 861
## [563,] 164500 1164
## [564,] 146000 689
## [565,] 131500 1050
## [566,] 181900 1144
## [567,] 253293 2042
## [568,] 118500 816
## [569,] 325000 1237
## [570,] 133000 884
## [571,] 369900 1868
## [572,] 130000 816
## [573,] 137000 840
## [574,] 143000 1437
## [575,] 79500 742
## [576,] 185900 770
## [577,] 451950 1722
## [578,] 138000 816
## [579,] 140000 848
## [580,] 110000 924
## [581,] 319000 1814
## [582,] 114504 684
## [583,] 194201 1258
## [584,] 217500 1430
## [585,] 151000 716
## [586,] 275000 1058
## [587,] 141000 780
## [588,] 220000 908
## [589,] 151000 600
## [590,] 221000 1494
## [591,] 205000 768
## [592,] 152000 1040
## [593,] 225000 896
## [594,] 359100 965
## [595,] 118500 1029
## [596,] 313000 1440
## [597,] 148000 1032
## [598,] 261500 1299
## [599,] 147000 1120
## [600,] 75500 630
## [601,] 137500 936
## [602,] 183200 783
## [603,] 105500 832
## [604,] 314813 1822
## [605,] 305000 1482
## [606,] 67000 864
## [607,] 240000 1522
## [608,] 135000 980
## [609,] 168500 756
## [610,] 165150 732
## [611,] 160000 1116
## [612,] 139900 978
## [613,] 153000 1156
## [614,] 135000 1040
## [615,] 168500 1248
## [616,] 124000 636
## [617,] 209500 1554
## [618,] 82500 1386
## [619,] 139400 1056
## [620,] 144000 1056
## [621,] 200000 1440
## [622,] 60000 264
## [623,] 93000 811
## [624,] 85000 796
## [625,] 264561 1520
## [626,] 274000 1518
## [627,] 226000 1057
## [628,] 345000 1952
## [629,] 152000 780
## [630,] 370878 1766
## [631,] 143250 981
## [632,] 155000 1094
## [633,] 155000 756
## [634,] 84500 630
## [635,] 205950 813
## [636,] 108000 755
## [637,] 191000 880
## [638,] 135000 756
## [639,] 350000 2109
## [640,] 88000 525
## [641,] 145500 1053
## [642,] 149000 776
## [643,] 97500 912
## [644,] 167000 1486
## [645,] 197900 793
## [646,] 402000 1629
## [647,] 110000 1392
## [648,] 137500 1138
## [649,] 423000 2077
## [650,] 230500 1406
## [651,] 129000 1021
## [652,] 193500 1408
## [653,] 168000 1188
## [654,] 137500 700
## [655,] 173500 738
## [656,] 103600 672
## [657,] 165000 1208
## [658,] 257500 1477
## [659,] 140000 1136
## [660,] 148500 855
## [661,] 87000 1095
## [662,] 109500 768
## [663,] 372500 2046
## [664,] 128500 988
## [665,] 143000 923
## [666,] 159434 793
## [667,] 173000 1291
## [668,] 285000 1626
## [669,] 221000 1195
## [670,] 207500 1190
## [671,] 227875 874
## [672,] 148800 551
## [673,] 392000 1419
## [674,] 194700 1362
## [675,] 141000 848
## [676,] 755000 2444
## [677,] 335000 1210
## [678,] 108480 1073
## [679,] 141500 927
## [680,] 176000 1112
## [681,] 89000 616
## [682,] 123500 980
## [683,] 138500 894
## [684,] 196000 1391
## [685,] 312500 1800
## [686,] 140000 1164
## [687,] 361919 1234
## [688,] 140000 360
## [689,] 213000 1473
## [690,] 302000 1643
## [691,] 254000 1324
## [692,] 179540 728
## [693,] 109900 876
## [694,] 52000 270
## [695,] 102776 859
## [696,] 189000 1228
## [697,] 129000 960
## [698,] 130500 725
## [699,] 165000 1064
## [700,] 159500 718
## [701,] 157000 1176
## [702,] 341000 1311
## [703,] 128500 971
## [704,] 275000 1742
## [705,] 143000 848
## [706,] 124500 864
## [707,] 135000 941
## [708,] 320000 1698
## [709,] 120500 864
## [710,] 222000 880
## [711,] 194500 1232
## [712,] 110000 1584
## [713,] 103000 780
## [714,] 236500 1595
## [715,] 187500 868
## [716,] 222500 1153
## [717,] 131400 864
## [718,] 108000 948
## [719,] 163000 880
## [720,] 239900 893
## [721,] 179000 1200
## [722,] 190000 864
## [723,] 132000 264
## [724,] 142000 912
## [725,] 179000 1349
## [726,] 175000 520
## [727,] 180000 1337
## [728,] 299800 1142
## [729,] 236000 952
## [730,] 265979 1240
## [731,] 260400 1720
## [732,] 96500 576
## [733,] 162000 660
## [734,] 217000 1479
## [735,] 275500 1030
## [736,] 156000 1026
## [737,] 172500 729
## [738,] 212000 866
## [739,] 158900 672
## [740,] 179400 744
## [741,] 290000 1318
## [742,] 127500 864
## [743,] 100000 1145
## [744,] 215200 756
## [745,] 337000 1252
## [746,] 270000 1494
## [747,] 264132 1498
## [748,] 196500 980
## [749,] 160000 983
## [750,] 216837 1860
## [751,] 538000 1650
## [752,] 134900 858
## [753,] 102000 836
## [754,] 107000 1029
## [755,] 114500 912
## [756,] 395000 1935
## [757,] 162000 1204
## [758,] 221500 1614
## [759,] 142500 864
## [760,] 135000 975
## [761,] 176000 1237
## [762,] 175900 761
## [763,] 187100 1413
## [764,] 165500 1097
## [765,] 128000 742
## [766,] 161500 1372
## [767,] 139000 686
## [768,] 233000 956
## [769,] 107900 901
## [770,] 187500 832
## [771,] 160200 1145
## [772,] 146800 1029
## [773,] 269790 1117
## [774,] 225000 1496
## [775,] 194500 712
## [776,] 171000 650
## [777,] 143500 660
## [778,] 110000 773
## [779,] 485000 1926
## [780,] 175000 731
## [781,] 200000 616
## [782,] 109900 1196
## [783,] 189000 728
## [784,] 582933 1734
## [785,] 118000 936
## [786,] 227680 1417
## [787,] 135500 980
## [788,] 223500 1324
## [789,] 159950 1024
## [790,] 106000 849
## [791,] 181000 1040
## [792,] 144500 848
## [793,] 55993 540
## [794,] 157900 1442
## [795,] 116000 686
## [796,] 224900 1649
## [797,] 137000 1008
## [798,] 271000 1568
## [799,] 155000 1010
## [800,] 224000 1358
## [801,] 183000 798
## [802,] 93000 936
## [803,] 225000 847
## [804,] 139500 778
## [805,] 232600 1489
## [806,] 385000 2078
## [807,] 109500 784
## [808,] 189000 1454
## [809,] 185000 1013
## [810,] 147400 600
## [811,] 166000 1392
## [812,] 151000 600
## [813,] 237000 941
## [814,] 167000 1516
## [815,] 139950 1144
## [816,] 128000 1067
## [817,] 153500 1559
## [818,] 100000 483
## [819,] 144000 1099
## [820,] 130500 768
## [821,] 140000 672
## [822,] 157500 650
## [823,] 174900 1127
## [824,] 141000 1800
## [825,] 153900 876
## [826,] 171000 1390
## [827,] 213000 740
## [828,] 133500 864
## [829,] 240000 907
## [830,] 187000 528
## [831,] 131500 848
## [832,] 215000 1273
## [833,] 164000 918
## [834,] 158000 1127
## [835,] 170000 1763
## [836,] 127000 1040
## [837,] 147000 940
## [838,] 174000 702
## [839,] 152000 1090
## [840,] 250000 1054
## [841,] 189950 912
## [842,] 131500 1039
## [843,] 152000 1040
## [844,] 132500 1148
## [845,] 250580 1372
## [846,] 148500 1002
## [847,] 248900 1638
## [848,] 129000 1040
## [849,] 236000 1050
## [850,] 109500 894
## [851,] 200500 804
## [852,] 116000 105
## [853,] 133000 832
## [854,] 66500 676
## [855,] 303477 1184
## [856,] 132250 1064
## [857,] 350000 1462
## [858,] 148000 1109
## [859,] 136500 864
## [860,] 157000 1090
## [861,] 187500 1156
## [862,] 178000 808
## [863,] 118500 795
## [864,] 100000 892
## [865,] 328900 1698
## [866,] 145000 1626
## [867,] 135500 816
## [868,] 268000 2217
## [869,] 149500 1505
## [870,] 122900 672
## [871,] 172500 918
## [872,] 154500 1059
## [873,] 165000 1383
## [874,] 140000 780
## [875,] 106500 951
## [876,] 611657 2330
## [877,] 135000 912
## [878,] 110000 858
## [879,] 153000 992
## [880,] 180000 783
## [881,] 240000 1670
## [882,] 125500 876
## [883,] 128000 1056
## [884,] 255000 1623
## [885,] 250000 1017
## [886,] 131000 864
## [887,] 174000 742
## [888,] 154300 1105
## [889,] 143500 1268
## [890,] 88000 768
## [891,] 145000 1001
## [892,] 173733 612
## [893,] 75000 546
## [894,] 35311 480
## [895,] 135000 1134
## [896,] 238000 1104
## [897,] 176500 1184
## [898,] 201000 928
## [899,] 145900 1272
## [900,] 169990 1316
## [901,] 193000 1604
## [902,] 207500 1686
## [903,] 175000 1126
## [904,] 285000 1181
## [905,] 176000 832
## [906,] 236500 1753
## [907,] 222000 964
## [908,] 201000 1466
## [909,] 117500 925
## [910,] 320000 1905
## [911,] 190000 1500
## [912,] 242000 585
## [913,] 79900 600
## [914,] 184900 1176
## [915,] 253000 1113
## [916,] 239799 1391
## [917,] 244400 1032
## [918,] 150900 1728
## [919,] 214000 992
## [920,] 150000 1440
## [921,] 143000 1632
## [922,] 137500 819
## [923,] 124900 1088
## [924,] 143000 1144
## [925,] 270000 1616
## [926,] 192500 936
## [927,] 197500 1161
## [928,] 129000 864
## [929,] 119900 828
## [930,] 133900 768
## [931,] 172000 784
## [932,] 127500 945
## [933,] 145000 979
## [934,] 124000 561
## [935,] 132000 1057
## [936,] 185000 1337
## [937,] 155000 696
## [938,] 116500 858
## [939,] 272000 1330
## [940,] 155000 804
## [941,] 239000 1800
## [942,] 214900 817
## [943,] 178900 783
## [944,] 160000 728
## [945,] 135000 1098
## [946,] 37900 600
## [947,] 140000 588
## [948,] 135000 720
## [949,] 173000 764
## [950,] 99500 918
## [951,] 182000 1428
## [952,] 167500 728
## [953,] 165000 673
## [954,] 85500 440
## [955,] 199900 1241
## [956,] 110000 894
## [957,] 139000 1121
## [958,] 178400 944
## [959,] 336000 1225
## [960,] 159895 1266
## [961,] 255900 1128
## [962,] 125000 1164
## [963,] 117000 485
## [964,] 395192 1930
## [965,] 195000 848
## [966,] 197000 770
## [967,] 348000 1396
## [968,] 168000 916
## [969,] 187000 822
## [970,] 173900 750
## [971,] 337500 1700
## [972,] 121600 747
## [973,] 136500 1050
## [974,] 185000 1442
## [975,] 91000 1007
## [976,] 206000 1187
## [977,] 86000 691
## [978,] 232000 1574
## [979,] 136905 1680
## [980,] 181000 1346
## [981,] 149900 985
## [982,] 163500 1657
## [983,] 88000 546
## [984,] 240000 1710
## [985,] 102000 1008
## [986,] 135000 720
## [987,] 165000 602
## [988,] 85000 1022
## [989,] 119200 1082
## [990,] 227000 810
## [991,] 203000 1504
## [992,] 187500 1220
## [993,] 160000 384
## [994,] 213490 1362
## [995,] 176000 1132
## [996,] 194000 1199
## [997,] 87000 912
## [998,] 191000 1346
## [999,] 287000 1565
## [1000,] 112500 882
## [1001,] 167500 1268
## [1002,] 293077 1638
## [1003,] 105000 768
## [1004,] 118000 672
## [1005,] 160000 686
## [1006,] 197000 824
## [1007,] 310000 1338
## [1008,] 230000 1654
## [1009,] 119750 920
## [1010,] 315500 1620
## [1011,] 287000 1055
## [1012,] 97000 546
## [1013,] 80000 630
## [1014,] 155000 1134
## [1015,] 173000 800
## [1016,] 196000 1306
## [1017,] 262280 1475
## [1018,] 278000 2524
## [1019,] 556581 1992
## [1020,] 145000 990
## [1021,] 176485 1302
## [1022,] 200141 1316
## [1023,] 165000 816
## [1024,] 144500 1216
## [1025,] 255000 1065
## [1026,] 180000 1193
## [1027,] 185850 1364
## [1028,] 248000 973
## [1029,] 335000 1104
## [1030,] 220000 854
## [1031,] 213500 1338
## [1032,] 81000 894
## [1033,] 90000 662
## [1034,] 110500 1103
## [1035,] 154000 1154
## [1036,] 328000 1306
## [1037,] 178000 799
## [1038,] 167900 780
## [1039,] 151400 942
## [1040,] 135000 845
## [1041,] 135000 1048
## [1042,] 154000 727
## [1043,] 91500 810
## [1044,] 159500 690
## [1045,] 194000 1240
## [1046,] 219500 800
## [1047,] 170000 796
## [1048,] 138800 1096
## [1049,] 155900 848
## [1050,] 126000 990
## [1051,] 145000 1258
## [1052,] 133000 1040
## [1053,] 192000 1459
## [1054,] 160000 1251
## [1055,] 187500 691
## [1056,] 147000 936
## [1057,] 83500 546
## [1058,] 252000 1082
## [1059,] 137500 970
## [1060,] 197000 1247
## [1061,] 160000 600
## [1062,] 136500 1181
## [1063,] 146000 864
## [1064,] 129000 936
## [1065,] 176432 1314
## [1066,] 127000 684
## [1067,] 170000 1074
## [1068,] 128000 672
## [1069,] 157000 1271
## [1070,] 60000 290
## [1071,] 119500 950
## [1072,] 135000 1010
## [1073,] 159500 655
## [1074,] 106000 630
## [1075,] 325000 1463
## [1076,] 179900 910
## [1077,] 274725 868
## [1078,] 181000 924
## [1079,] 280000 1836
## [1080,] 188000 773
## [1081,] 205000 803
## [1082,] 129900 816
## [1083,] 134500 1008
## [1084,] 117000 833
## [1085,] 318000 1734
## [1086,] 184100 408
## [1087,] 130000 894
## [1088,] 140000 533
## [1089,] 133700 1040
## [1090,] 118400 1012
## [1091,] 212900 1552
## [1092,] 112000 672
## [1093,] 118000 698
## [1094,] 163900 384
## [1095,] 115000 1005
## [1096,] 174000 1373
## [1097,] 259000 1530
## [1098,] 215000 847
## [1099,] 140000 936
## [1100,] 135000 1122
## [1101,] 93500 974
## [1102,] 117500 1008
## [1103,] 239500 1128
## [1104,] 169000 916
## [1105,] 102000 960
## [1106,] 119000 1032
## [1107,] 94000 780
## [1108,] 196000 1567
## [1109,] 144000 915
## [1110,] 139000 952
## [1111,] 197500 780
## [1112,] 424870 1466
## [1113,] 80000 1006
## [1114,] 80000 672
## [1115,] 149000 1042
## [1116,] 180000 1298
## [1117,] 174500 704
## [1118,] 116900 572
## [1119,] 143000 650
## [1120,] 124000 932
## [1121,] 149900 1466
## [1122,] 230000 1073
## [1123,] 120500 816
## [1124,] 201800 864
## [1125,] 218000 1437
## [1126,] 179900 1219
## [1127,] 230000 1314
## [1128,] 235128 1580
## [1129,] 185000 901
## [1130,] 146000 855
## [1131,] 224000 1296
## [1132,] 129000 894
## [1133,] 108959 1198
## [1134,] 194000 1360
## [1135,] 233170 1502
## [1136,] 245350 1694
## [1137,] 173000 959
## [1138,] 235000 1127
## [1139,] 625000 1930
## [1140,] 171000 1096
## [1141,] 163000 1261
## [1142,] 171900 625
## [1143,] 200500 1598
## [1144,] 239000 952
## [1145,] 285000 1683
## [1146,] 119500 876
## [1147,] 115000 818
## [1148,] 154900 731
## [1149,] 250000 1216
## [1150,] 392500 1600
## [1151,] 745000 2396
## [1152,] 120000 1120
## [1153,] 186700 1572
## [1154,] 104900 784
## [1155,] 95000 978
## [1156,] 262000 1624
## [1157,] 195000 831
## [1158,] 189000 994
## [1159,] 168000 1249
## [1160,] 174000 776
## [1161,] 125000 702
## [1162,] 165000 1224
## [1163,] 158000 663
## [1164,] 176000 728
## [1165,] 219210 879
## [1166,] 144000 815
## [1167,] 178000 1212
## [1168,] 148000 1051
## [1169,] 116050 864
## [1170,] 197900 866
## [1171,] 117000 884
## [1172,] 213000 1630
## [1173,] 153500 1056
## [1174,] 271900 2158
## [1175,] 107000 1056
## [1176,] 200000 1682
## [1177,] 140000 931
## [1178,] 290000 1660
## [1179,] 189000 1055
## [1180,] 164000 559
## [1181,] 113000 672
## [1182,] 145000 648
## [1183,] 134500 925
## [1184,] 125000 894
## [1185,] 229456 1300
## [1186,] 91500 672
## [1187,] 115000 912
## [1188,] 134000 952
## [1189,] 143000 1040
## [1190,] 137900 2136
## [1191,] 184000 788
## [1192,] 145000 588
## [1193,] 214000 894
## [1194,] 147000 912
## [1195,] 367294 1702
## [1196,] 127000 1075
## [1197,] 190000 1361
## [1198,] 132500 1106
## [1199,] 142000 1188
## [1200,] 130000 940
## [1201,] 138887 747
## [1202,] 175500 764
## [1203,] 195000 847
## [1204,] 142500 1141
## [1205,] 265900 1476
## [1206,] 224900 884
## [1207,] 248328 1689
## [1208,] 170000 1053
## [1209,] 465000 2076
## [1210,] 230000 792
## [1211,] 178000 585
## [1212,] 186500 756
## [1213,] 169900 1012
## [1214,] 129500 735
## [1215,] 119000 876
## [1216,] 244000 2110
## [1217,] 171750 1405
## [1218,] 130000 864
## [1219,] 294000 1192
## [1220,] 165400 746
## [1221,] 127500 884
## [1222,] 301500 1986
## [1223,] 99900 864
## [1224,] 190000 856
## [1225,] 151000 1054
## [1226,] 181000 841
## [1227,] 128900 1050
## [1228,] 161500 1104
## [1229,] 180500 764
## [1230,] 181000 1405
## [1231,] 183900 691
## [1232,] 122000 925
## [1233,] 378500 2002
## [1234,] 381000 728
## [1235,] 144000 874
## [1236,] 260000 1332
## [1237,] 185750 1489
## [1238,] 137000 935
## [1239,] 177000 1019
## [1240,] 139000 661
## [1241,] 137000 928
## [1242,] 162000 723
## [1243,] 197900 1680
## [1244,] 237000 1128
## [1245,] 68400 698
## [1246,] 227000 1573
## [1247,] 180000 1309
## [1248,] 150500 1040
## [1249,] 139000 912
## [1250,] 169000 804
## [1251,] 132500 780
## [1252,] 143000 1328
## [1253,] 190000 1624
## [1254,] 278000 1501
## [1255,] 281000 1085
## [1256,] 180500 1152
## [1257,] 119500 630
## [1258,] 107500 994
## [1259,] 162900 832
## [1260,] 115000 864
## [1261,] 138500 1052
## [1262,] 155000 1120
## [1263,] 140000 547
## [1264,] 160000 6110
## [1265,] 154000 1246
## [1266,] 225000 978
## [1267,] 177500 771
## [1268,] 290000 1165
## [1269,] 232000 1616
## [1270,] 130000 976
## [1271,] 325000 1652
## [1272,] 202500 1368
## [1273,] 138000 990
## [1274,] 147000 924
## [1275,] 179200 1278
## [1276,] 335000 1902
## [1277,] 203000 1274
## [1278,] 302000 1453
## [1279,] 333168 1393
## [1280,] 119000 948
## [1281,] 206900 952
## [1282,] 295493 1622
## [1283,] 208900 1352
## [1284,] 275000 1753
## [1285,] 111000 864
## [1286,] 156500 1478
## [1287,] 190000 750
## [1288,] 82500 420
## [1289,] 147000 1795
## [1290,] 55000 796
## [1291,] 79000 544
## [1292,] 130500 816
## [1293,] 256000 1510
## [1294,] 176500 935
## [1295,] 227000 1588
## [1296,] 132500 911
## [1297,] 100000 816
## [1298,] 125500 803
## [1299,] 125000 765
## [1300,] 167900 1350
## [1301,] 135000 1656
## [1302,] 52500 693
## [1303,] 200000 916
## [1304,] 128500 864
## [1305,] 123000 858
## [1306,] 155000 1114
## [1307,] 228500 1284
## [1308,] 177000 896
## [1309,] 155835 728
## [1310,] 108500 960
## [1311,] 262500 1568
## [1312,] 283463 1732
## [1313,] 215000 1482
## [1314,] 122000 684
## [1315,] 200000 1248
## [1316,] 171000 858
## [1317,] 134900 698
## [1318,] 410000 2033
## [1319,] 235000 992
## [1320,] 170000 570
## [1321,] 110000 864
## [1322,] 149900 1078
## [1323,] 177500 756
## [1324,] 315000 1980
## [1325,] 189000 612
## [1326,] 260000 1530
## [1327,] 104900 715
## [1328,] 156932 616
## [1329,] 144152 600
## [1330,] 216000 814
## [1331,] 193000 873
## [1332,] 127000 757
## [1333,] 144000 848
## [1334,] 232000 1657
## [1335,] 105000 840
## [1336,] 165500 992
## [1337,] 274300 1108
## [1338,] 466500 2633
## [1339,] 250000 1026
## [1340,] 239000 1571
## [1341,] 91000 768
## [1342,] 117000 984
## [1343,] 83000 483
## [1344,] 167500 384
## [1345,] 58500 864
## [1346,] 237500 1205
## [1347,] 157000 596
## [1348,] 112000 816
## [1349,] 105000 560
## [1350,] 125500 796
## [1351,] 250000 1392
## [1352,] 136000 714
## [1353,] 377500 1746
## [1354,] 131000 735
## [1355,] 235000 1525
## [1356,] 124000 1584
## [1357,] 123000 864
## [1358,] 163000 482
## [1359,] 246578 1356
## [1360,] 281213 1094
## [1361,] 160000 747
## [1362,] 137500 939
## [1363,] 138000 1208
## [1364,] 137450 976
## [1365,] 120000 862
## [1366,] 193000 839
## [1367,] 193879 1286
## [1368,] 282922 1485
## [1369,] 105000 672
## [1370,] 275000 1594
## [1371,] 133000 768
## [1372,] 112000 833
## [1373,] 125500 622
## [1374,] 215000 791
## [1375,] 230000 944
## [1376,] 140000 856
## [1377,] 257000 1844
## [1378,] 207000 833
## [1379,] 175900 1386
## [1380,] 122500 777
## [1381,] 340000 1284
## [1382,] 124000 1144
## [1383,] 223000 1844
## [1384,] 179900 708
## [1385,] 127500 1069
## [1386,] 136500 848
## [1387,] 274970 697
## [1388,] 144000 1024
## [1389,] 142000 1252
## [1390,] 271000 1223
## [1391,] 140000 913
## [1392,] 119000 788
## [1393,] 182900 1440
## [1394,] 192140 732
## [1395,] 143750 958
## [1396,] 64500 656
## [1397,] 186500 936
## [1398,] 160000 1126
## [1399,] 174000 1319
## [1400,] 120500 864
## [1401,] 394617 1932
## [1402,] 149700 912
## [1403,] 197000 539
## [1404,] 191000 588
## [1405,] 149300 848
## [1406,] 310000 1017
## [1407,] 121000 952
## [1408,] 179600 1422
## [1409,] 129000 814
## [1410,] 157900 1188
## [1411,] 240000 1220
## [1412,] 112000 560
## [1413,] 92000 630
## [1414,] 136000 896
## [1415,] 287090 1573
## [1416,] 145000 547
## [1417,] 84500 1140
## [1418,] 185000 1221
## [1419,] 175000 953
## [1420,] 210000 1542
## [1421,] 266500 1152
## [1422,] 142125 1078
## [1423,] 147500 1256min(FD)## [1] 105I removed the 0’s from both the independent and dependent variable as I could not figure out how to remove from just one.
require(MASS)
F.TBSF <- FD[,"TBSF"]
dist <- fitdistr(F.TBSF, "normal")
opt.lamda <- dist$estimate
samp <- rexp(1200, opt.lamda)
hist(samp, breaks = 25)
The two histograms look quite different. This second histogram is more right skewed, and although our initial one was right skewed as well, it was not to the degree of this one.
Build some type of regression model and submit your model to the competition board. Provide your complete model summary and results with analysis. Report your Kaggle.com user name and score.
#I would like to preface this by saying that I decided on the multiple regression model as it was the most straightforward and easy for me to handle.
model <- lm(formula = train.data$SalePrice ~ train.data$OverallQual + train.data$GrLivArea + train.data$GarageArea + train.data$GarageCars, data=train.data)
summary(model) ##
## Call:
## lm(formula = train.data$SalePrice ~ train.data$OverallQual +
## train.data$GrLivArea + train.data$GarageArea + train.data$GarageCars,
## data = train.data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -372594 -21236 -1594 18625 301129
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -98436.050 4820.467 -20.420 < 2e-16 ***
## train.data$OverallQual 26988.854 1067.393 25.285 < 2e-16 ***
## train.data$GrLivArea 49.573 2.555 19.402 < 2e-16 ***
## train.data$GarageArea 41.478 10.627 3.903 9.93e-05 ***
## train.data$GarageCars 11317.522 3126.297 3.620 0.000305 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 40420 on 1455 degrees of freedom
## Multiple R-squared: 0.7418, Adjusted R-squared: 0.7411
## F-statistic: 1045 on 4 and 1455 DF, p-value: < 2.2e-16From the summary of the linear model done, we can say our equation is:
\[SalePrice = -98436.050 + (26988.85*OverallQuality) + (49.573 *GrLivArea) + (11317.522*GarageCars) + (41.478 *GarageArea)\] I would like to check my equation by checking on the test data. I will load and compare my calculated SalePrice with the one provided in the test data.
test.data <- read.csv("https://raw.githubusercontent.com/komotunde/DATA605/master/test.csv", header = TRUE)
head(test.data)## Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape
## 1 1461 20 RH 80 11622 Pave <NA> Reg
## 2 1462 20 RL 81 14267 Pave <NA> IR1
## 3 1463 60 RL 74 13830 Pave <NA> IR1
## 4 1464 60 RL 78 9978 Pave <NA> IR1
## 5 1465 120 RL 43 5005 Pave <NA> IR1
## 6 1466 60 RL 75 10000 Pave <NA> IR1
## LandContour Utilities LotConfig LandSlope Neighborhood Condition1
## 1 Lvl AllPub Inside Gtl NAmes Feedr
## 2 Lvl AllPub Corner Gtl NAmes Norm
## 3 Lvl AllPub Inside Gtl Gilbert Norm
## 4 Lvl AllPub Inside Gtl Gilbert Norm
## 5 HLS AllPub Inside Gtl StoneBr Norm
## 6 Lvl AllPub Corner Gtl Gilbert Norm
## Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt
## 1 Norm 1Fam 1Story 5 6 1961
## 2 Norm 1Fam 1Story 6 6 1958
## 3 Norm 1Fam 2Story 5 5 1997
## 4 Norm 1Fam 2Story 6 6 1998
## 5 Norm TwnhsE 1Story 8 5 1992
## 6 Norm 1Fam 2Story 6 5 1993
## YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1 1961 Gable CompShg VinylSd VinylSd None
## 2 1958 Hip CompShg Wd Sdng Wd Sdng BrkFace
## 3 1998 Gable CompShg VinylSd VinylSd None
## 4 1998 Gable CompShg VinylSd VinylSd BrkFace
## 5 1992 Gable CompShg HdBoard HdBoard None
## 6 1994 Gable CompShg HdBoard HdBoard None
## MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure
## 1 0 TA TA CBlock TA TA No
## 2 108 TA TA CBlock TA TA No
## 3 0 TA TA PConc Gd TA No
## 4 20 TA TA PConc TA TA No
## 5 0 Gd TA PConc Gd TA No
## 6 0 TA TA PConc Gd TA No
## BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF
## 1 Rec 468 LwQ 144 270 882
## 2 ALQ 923 Unf 0 406 1329
## 3 GLQ 791 Unf 0 137 928
## 4 GLQ 602 Unf 0 324 926
## 5 ALQ 263 Unf 0 1017 1280
## 6 Unf 0 Unf 0 763 763
## Heating HeatingQC CentralAir Electrical X1stFlrSF X2ndFlrSF LowQualFinSF
## 1 GasA TA Y SBrkr 896 0 0
## 2 GasA TA Y SBrkr 1329 0 0
## 3 GasA Gd Y SBrkr 928 701 0
## 4 GasA Ex Y SBrkr 926 678 0
## 5 GasA Ex Y SBrkr 1280 0 0
## 6 GasA Gd Y SBrkr 763 892 0
## GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr
## 1 896 0 0 1 0 2
## 2 1329 0 0 1 1 3
## 3 1629 0 0 2 1 3
## 4 1604 0 0 2 1 3
## 5 1280 0 0 2 0 2
## 6 1655 0 0 2 1 3
## KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu
## 1 1 TA 5 Typ 0 <NA>
## 2 1 Gd 6 Typ 0 <NA>
## 3 1 TA 6 Typ 1 TA
## 4 1 Gd 7 Typ 1 Gd
## 5 1 Gd 5 Typ 0 <NA>
## 6 1 TA 7 Typ 1 TA
## GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual
## 1 Attchd 1961 Unf 1 730 TA
## 2 Attchd 1958 Unf 1 312 TA
## 3 Attchd 1997 Fin 2 482 TA
## 4 Attchd 1998 Fin 2 470 TA
## 5 Attchd 1992 RFn 2 506 TA
## 6 Attchd 1993 Fin 2 440 TA
## GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch X3SsnPorch
## 1 TA Y 140 0 0 0
## 2 TA Y 393 36 0 0
## 3 TA Y 212 34 0 0
## 4 TA Y 360 36 0 0
## 5 TA Y 0 82 0 0
## 6 TA Y 157 84 0 0
## ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold
## 1 120 0 <NA> MnPrv <NA> 0 6 2010
## 2 0 0 <NA> <NA> Gar2 12500 6 2010
## 3 0 0 <NA> MnPrv <NA> 0 3 2010
## 4 0 0 <NA> <NA> <NA> 0 6 2010
## 5 144 0 <NA> <NA> <NA> 0 1 2010
## 6 0 0 <NA> <NA> <NA> 0 4 2010
## SaleType SaleCondition
## 1 WD Normal
## 2 WD Normal
## 3 WD Normal
## 4 WD Normal
## 5 WD Normal
## 6 WD Normaltest.subset <- test.data[,c("Id", "OverallQual", "GrLivArea", "GarageCars", "GarageArea")]
head(test.subset)## Id OverallQual GrLivArea GarageCars GarageArea
## 1 1461 5 896 1 730
## 2 1462 6 1329 1 312
## 3 1463 5 1629 2 482
## 4 1464 6 1604 2 470
## 5 1465 8 1280 2 506
## 6 1466 6 1655 2 440#I will find the sale price from the above equation and combine with our test subset data frame.
test.subset[is.na(test.subset)] <- 0
SalePrice <- abs(-98436.050 + (26988.854 *test.data$OverallQual) + ( 49.573 *test.data$GrLivArea) + (11317.522*test.data$GarageCars) + (41.478 *test.data$GarageArea))
head(SalePrice)## [1] 122522.1 153638.2 159890.1 185141.9 224551.1 186425.8require(knitr)## Loading required package: knitrnew.df <- cbind(test.subset, SalePrice)
kable(new.df)| Id | OverallQual | GrLivArea | GarageCars | GarageArea | SalePrice |
|---|---|---|---|---|---|
| 1461 | 5 | 896 | 1 | 730 | 122522.090 |
| 1462 | 6 | 1329 | 1 | 312 | 153638.249 |
| 1463 | 5 | 1629 | 2 | 482 | 159890.077 |
| 1464 | 6 | 1604 | 2 | 470 | 185141.870 |
| 1465 | 8 | 1280 | 2 | 506 | 224551.134 |
| 1466 | 6 | 1655 | 2 | 440 | 186425.753 |
| 1467 | 6 | 1187 | 2 | 420 | 162396.029 |
| 1468 | 6 | 1465 | 2 | 393 | 175057.417 |
| 1469 | 7 | 1341 | 2 | 506 | 200586.233 |
| 1470 | 4 | 882 | 2 | 525 | 97653.746 |
| 1471 | 7 | 1337 | 2 | 511 | 200595.331 |
| 1472 | 6 | 987 | 1 | 264 | 134693.339 |
| 1473 | 5 | 1092 | 1 | 320 | 115232.418 |
| 1474 | 6 | 1456 | 2 | 440 | 176560.726 |
| 1475 | 7 | 836 | 1 | 308 | 156021.702 |
| 1476 | 9 | 2334 | 3 | 751 | 325269.562 |
| 1477 | 8 | 1544 | 3 | 868 | 263970.964 |
| 1478 | 9 | 1698 | 3 | 730 | 292870.096 |
| 1479 | 8 | 1822 | 3 | 678 | 269871.438 |
| 1480 | 9 | 2696 | 3 | 958 | 351800.934 |
| 1481 | 8 | 2250 | 3 | 756 | 294323.966 |
| 1482 | 8 | 1370 | 2 | 484 | 228100.188 |
| 1483 | 6 | 1324 | 2 | 430 | 169602.310 |
| 1484 | 7 | 1145 | 2 | 437 | 188007.943 |
| 1485 | 7 | 1374 | 2 | 400 | 197825.474 |
| 1486 | 7 | 1733 | 2 | 433 | 216990.955 |
| 1487 | 8 | 2475 | 3 | 962 | 314022.359 |
| 1488 | 8 | 1595 | 3 | 880 | 266996.923 |
| 1489 | 7 | 1218 | 2 | 676 | 201540.014 |
| 1490 | 6 | 1468 | 2 | 528 | 180805.666 |
| 1491 | 7 | 1659 | 2 | 484 | 215437.931 |
| 1492 | 5 | 1012 | 1 | 429 | 115787.680 |
| 1493 | 6 | 1494 | 2 | 461 | 179315.538 |
| 1494 | 8 | 2349 | 3 | 762 | 299480.561 |
| 1495 | 8 | 2225 | 3 | 713 | 291301.087 |
| 1496 | 7 | 1488 | 2 | 506 | 207873.464 |
| 1497 | 7 | 1680 | 2 | 588 | 220792.676 |
| 1498 | 7 | 1200 | 2 | 480 | 192518.012 |
| 1499 | 7 | 1200 | 2 | 480 | 192518.012 |
| 1500 | 6 | 1236 | 2 | 480 | 167313.786 |
| 1501 | 6 | 1512 | 2 | 440 | 179336.814 |
| 1502 | 7 | 1080 | 2 | 496 | 187232.900 |
| 1503 | 8 | 1418 | 3 | 852 | 257061.118 |
| 1504 | 8 | 1848 | 2 | 592 | 256275.706 |
| 1505 | 7 | 1492 | 2 | 596 | 211804.776 |
| 1506 | 6 | 1829 | 2 | 535 | 198991.865 |
| 1507 | 6 | 2495 | 2 | 660 | 237192.233 |
| 1508 | 6 | 1891 | 2 | 678 | 207996.745 |
| 1509 | 6 | 1645 | 2 | 441 | 185971.501 |
| 1510 | 5 | 1232 | 2 | 490 | 140541.420 |
| 1511 | 5 | 1209 | 2 | 504 | 139981.933 |
| 1512 | 5 | 1510 | 2 | 517 | 155442.620 |
| 1513 | 6 | 1775 | 2 | 480 | 194033.633 |
| 1514 | 5 | 1728 | 0 | 0 | 122170.364 |
| 1515 | 5 | 2461 | 2 | 400 | 197733.617 |
| 1516 | 6 | 1556 | 2 | 470 | 182762.366 |
| 1517 | 6 | 1128 | 1 | 315 | 143798.510 |
| 1518 | 5 | 1604 | 2 | 576 | 162549.684 |
| 1519 | 7 | 1480 | 2 | 620 | 212205.372 |
| 1520 | 5 | 1143 | 1 | 308 | 117262.905 |
| 1521 | 5 | 1206 | 1 | 312 | 120551.916 |
| 1522 | 6 | 1580 | 2 | 440 | 182707.778 |
| 1523 | 4 | 1337 | 1 | 263 | 98024.703 |
| 1524 | 5 | 1064 | 1 | 318 | 113761.418 |
| 1525 | 5 | 972 | 1 | 305 | 108661.488 |
| 1526 | 5 | 988 | 1 | 264 | 107754.058 |
| 1527 | 4 | 985 | 2 | 676 | 109022.943 |
| 1528 | 6 | 1224 | 1 | 280 | 147105.788 |
| 1529 | 5 | 1175 | 2 | 484 | 137466.891 |
| 1530 | 6 | 1395 | 2 | 440 | 173536.773 |
| 1531 | 4 | 1844 | 1 | 240 | 122204.220 |
| 1532 | 5 | 936 | 0 | 0 | 82908.548 |
| 1533 | 5 | 1347 | 2 | 551 | 148772.473 |
| 1534 | 6 | 1251 | 1 | 240 | 146785.139 |
| 1535 | 5 | 1633 | 1 | 240 | 138733.171 |
| 1536 | 5 | 1245 | 1 | 315 | 122609.697 |
| 1537 | 2 | 832 | 2 | 780 | 51774.278 |
| 1538 | 8 | 1566 | 1 | 288 | 218369.286 |
| 1539 | 8 | 2268 | 2 | 624 | 278423.662 |
| 1540 | 5 | 2256 | 0 | 0 | 148344.908 |
| 1541 | 6 | 1470 | 2 | 624 | 184886.700 |
| 1542 | 5 | 1612 | 1 | 363 | 142793.932 |
| 1543 | 7 | 2068 | 1 | 315 | 217385.984 |
| 1544 | 4 | 765 | 1 | 200 | 67055.833 |
| 1545 | 6 | 1132 | 1 | 240 | 140885.952 |
| 1546 | 6 | 1196 | 2 | 576 | 169312.754 |
| 1547 | 5 | 1453 | 1 | 240 | 129810.031 |
| 1548 | 6 | 1416 | 1 | 312 | 157951.100 |
| 1549 | 5 | 1040 | 2 | 624 | 136581.456 |
| 1550 | 5 | 1536 | 2 | 480 | 155196.832 |
| 1551 | 6 | 1068 | 1 | 288 | 139704.224 |
| 1552 | 4 | 1962 | 2 | 572 | 153142.052 |
| 1553 | 6 | 1560 | 0 | 0 | 140830.954 |
| 1554 | 6 | 1324 | 1 | 180 | 147915.288 |
| 1555 | 5 | 1675 | 1 | 365 | 145999.987 |
| 1556 | 5 | 1224 | 1 | 180 | 115969.134 |
| 1557 | 5 | 1392 | 0 | 0 | 105513.836 |
| 1558 | 6 | 919 | 1 | 231 | 129953.601 |
| 1559 | 4 | 1884 | 0 | 0 | 102914.898 |
| 1560 | 5 | 1680 | 2 | 450 | 161091.004 |
| 1561 | 4 | 1832 | 0 | 0 | 100337.102 |
| 1562 | 5 | 892 | 1 | 416 | 109299.706 |
| 1563 | 5 | 864 | 1 | 280 | 102270.654 |
| 1564 | 5 | 1373 | 2 | 591 | 151720.491 |
| 1565 | 5 | 1440 | 2 | 480 | 150437.824 |
| 1566 | 7 | 1483 | 2 | 690 | 215257.551 |
| 1567 | 4 | 756 | 2 | 440 | 87881.918 |
| 1568 | 6 | 1981 | 2 | 522 | 205987.747 |
| 1569 | 3 | 1610 | 1 | 480 | 93570.004 |
| 1570 | 6 | 1074 | 1 | 467 | 147426.224 |
| 1571 | 4 | 1531 | 1 | 209 | 105402.053 |
| 1572 | 5 | 1172 | 1 | 366 | 121106.246 |
| 1573 | 7 | 1508 | 2 | 572 | 211602.472 |
| 1574 | 5 | 1298 | 2 | 504 | 144393.930 |
| 1575 | 7 | 1433 | 2 | 528 | 206059.465 |
| 1576 | 6 | 1802 | 4 | 1017 | 240280.834 |
| 1577 | 7 | 1222 | 2 | 615 | 199208.148 |
| 1578 | 6 | 1445 | 2 | 484 | 177840.455 |
| 1579 | 5 | 965 | 2 | 580 | 131038.449 |
| 1580 | 7 | 1692 | 2 | 513 | 218276.702 |
| 1581 | 5 | 1026 | 1 | 308 | 111462.864 |
| 1582 | 5 | 876 | 2 | 484 | 122644.564 |
| 1583 | 8 | 1978 | 3 | 850 | 284739.042 |
| 1584 | 7 | 2098 | 2 | 621 | 242882.964 |
| 1585 | 6 | 848 | 2 | 420 | 145590.782 |
| 1586 | 3 | 640 | 1 | 240 | 35529.474 |
| 1587 | 5 | 992 | 1 | 319 | 110233.640 |
| 1588 | 5 | 1196 | 1 | 336 | 121051.658 |
| 1589 | 4 | 1120 | 2 | 480 | 107585.610 |
| 1590 | 6 | 1096 | 1 | 352 | 143746.860 |
| 1591 | 4 | 960 | 0 | 0 | 57109.446 |
| 1592 | 5 | 1296 | 1 | 260 | 122856.630 |
| 1593 | 6 | 856 | 2 | 399 | 145116.328 |
| 1594 | 4 | 2650 | 0 | 0 | 140887.816 |
| 1595 | 5 | 1666 | 0 | 0 | 119096.838 |
| 1596 | 7 | 2133 | 1 | 312 | 220483.795 |
| 1597 | 5 | 2177 | 2 | 484 | 187139.037 |
| 1598 | 7 | 1652 | 2 | 473 | 214634.662 |
| 1599 | 8 | 1034 | 2 | 598 | 216172.152 |
| 1600 | 8 | 1191 | 2 | 531 | 221176.087 |
| 1601 | 2 | 540 | 1 | 200 | 1924.200 |
| 1602 | 6 | 1107 | 1 | 625 | 155615.657 |
| 1603 | 4 | 952 | 1 | 330 | 81718.124 |
| 1604 | 8 | 1646 | 2 | 525 | 243482.934 |
| 1605 | 8 | 1916 | 3 | 741 | 277144.414 |
| 1606 | 6 | 1285 | 2 | 473 | 169452.517 |
| 1607 | 6 | 2048 | 2 | 776 | 219844.550 |
| 1608 | 7 | 1346 | 3 | 660 | 218539.232 |
| 1609 | 7 | 1214 | 2 | 520 | 194871.154 |
| 1610 | 5 | 1444 | 2 | 400 | 147317.876 |
| 1611 | 5 | 1264 | 2 | 528 | 143703.920 |
| 1612 | 5 | 1430 | 2 | 624 | 155914.926 |
| 1613 | 5 | 1344 | 2 | 686 | 154223.284 |
| 1614 | 5 | 945 | 1 | 253 | 105166.161 |
| 1615 | 4 | 1092 | 0 | 0 | 63653.082 |
| 1616 | 4 | 1092 | 0 | 0 | 63653.082 |
| 1617 | 4 | 1092 | 1 | 286 | 86833.312 |
| 1618 | 5 | 874 | 1 | 352 | 105752.800 |
| 1619 | 5 | 833 | 2 | 495 | 120969.183 |
| 1620 | 5 | 2432 | 2 | 616 | 205255.248 |
| 1621 | 5 | 1274 | 2 | 576 | 146190.594 |
| 1622 | 5 | 1479 | 1 | 275 | 132550.659 |
| 1623 | 8 | 1803 | 2 | 482 | 249482.341 |
| 1624 | 6 | 1797 | 2 | 616 | 200765.247 |
| 1625 | 6 | 882 | 1 | 502 | 139359.938 |
| 1626 | 6 | 1434 | 2 | 528 | 179120.184 |
| 1627 | 6 | 1608 | 2 | 470 | 185340.162 |
| 1628 | 8 | 2283 | 3 | 632 | 290816.603 |
| 1629 | 7 | 1628 | 2 | 390 | 210002.236 |
| 1630 | 8 | 2522 | 2 | 564 | 288526.524 |
| 1631 | 8 | 1478 | 2 | 495 | 233910.330 |
| 1632 | 8 | 1734 | 2 | 528 | 247969.792 |
| 1633 | 7 | 1382 | 2 | 396 | 198056.146 |
| 1634 | 6 | 1636 | 2 | 440 | 185483.866 |
| 1635 | 6 | 1516 | 2 | 409 | 178249.288 |
| 1636 | 6 | 1190 | 2 | 430 | 162959.528 |
| 1637 | 5 | 1934 | 2 | 567 | 178535.472 |
| 1638 | 7 | 2050 | 2 | 529 | 236687.484 |
| 1639 | 6 | 1671 | 2 | 484 | 189043.953 |
| 1640 | 7 | 2673 | 2 | 441 | 263921.399 |
| 1641 | 6 | 1707 | 2 | 479 | 190621.191 |
| 1642 | 7 | 1884 | 2 | 581 | 230615.222 |
| 1643 | 8 | 1874 | 2 | 588 | 257398.692 |
| 1644 | 8 | 1811 | 2 | 565 | 253321.599 |
| 1645 | 5 | 1621 | 2 | 478 | 159327.581 |
| 1646 | 6 | 1116 | 2 | 528 | 163355.970 |
| 1647 | 7 | 1193 | 2 | 506 | 193249.429 |
| 1648 | 5 | 1180 | 2 | 477 | 137424.410 |
| 1649 | 5 | 1050 | 1 | 336 | 113814.000 |
| 1650 | 4 | 864 | 2 | 576 | 98876.810 |
| 1651 | 4 | 864 | 2 | 576 | 98876.810 |
| 1652 | 6 | 987 | 1 | 264 | 134693.339 |
| 1653 | 6 | 987 | 1 | 288 | 135688.811 |
| 1654 | 6 | 1548 | 2 | 440 | 181121.442 |
| 1655 | 7 | 1055 | 2 | 440 | 183670.807 |
| 1656 | 6 | 1456 | 2 | 440 | 176560.726 |
| 1657 | 6 | 1548 | 2 | 440 | 181121.442 |
| 1658 | 6 | 1456 | 2 | 440 | 176560.726 |
| 1659 | 7 | 836 | 1 | 345 | 157556.388 |
| 1660 | 5 | 1120 | 2 | 656 | 141874.592 |
| 1661 | 9 | 2772 | 3 | 754 | 347106.970 |
| 1662 | 9 | 2690 | 3 | 864 | 347604.564 |
| 1663 | 9 | 2020 | 3 | 896 | 315717.950 |
| 1664 | 10 | 2674 | 3 | 762 | 369569.494 |
| 1665 | 9 | 1736 | 3 | 834 | 299067.582 |
| 1666 | 8 | 1782 | 3 | 932 | 278423.930 |
| 1667 | 8 | 2520 | 3 | 640 | 302897.228 |
| 1668 | 9 | 1743 | 3 | 927 | 303272.047 |
| 1669 | 9 | 1531 | 3 | 700 | 283347.065 |
| 1670 | 9 | 1808 | 3 | 850 | 303300.486 |
| 1671 | 7 | 1760 | 2 | 583 | 224551.126 |
| 1672 | 9 | 2452 | 3 | 886 | 336718.706 |
| 1673 | 8 | 2400 | 3 | 730 | 300681.488 |
| 1674 | 8 | 1606 | 3 | 871 | 267168.924 |
| 1675 | 6 | 1358 | 2 | 484 | 173527.604 |
| 1676 | 6 | 1306 | 2 | 624 | 176756.728 |
| 1677 | 7 | 1358 | 2 | 484 | 200516.458 |
| 1678 | 10 | 2492 | 3 | 949 | 368303.594 |
| 1679 | 8 | 2200 | 3 | 685 | 288900.378 |
| 1680 | 9 | 1884 | 2 | 649 | 287413.434 |
| 1681 | 9 | 1456 | 2 | 539 | 261633.610 |
| 1682 | 8 | 1712 | 3 | 701 | 265372.402 |
| 1683 | 7 | 1405 | 2 | 478 | 202597.521 |
| 1684 | 7 | 1456 | 2 | 390 | 201475.680 |
| 1685 | 6 | 1490 | 2 | 392 | 176255.264 |
| 1686 | 7 | 1220 | 2 | 397 | 190066.798 |
| 1687 | 7 | 1374 | 2 | 400 | 197825.474 |
| 1688 | 7 | 1630 | 2 | 436 | 212009.370 |
| 1689 | 7 | 1594 | 2 | 434 | 210141.786 |
| 1690 | 7 | 1489 | 2 | 400 | 203526.369 |
| 1691 | 7 | 1342 | 2 | 393 | 195948.792 |
| 1692 | 8 | 2004 | 3 | 644 | 277483.472 |
| 1693 | 7 | 1374 | 2 | 400 | 197825.474 |
| 1694 | 6 | 1514 | 2 | 394 | 177527.972 |
| 1695 | 7 | 1430 | 2 | 400 | 200601.562 |
| 1696 | 7 | 2312 | 3 | 658 | 266343.794 |
| 1697 | 7 | 1430 | 2 | 410 | 201016.342 |
| 1698 | 8 | 2687 | 3 | 810 | 318227.179 |
| 1699 | 8 | 2063 | 3 | 815 | 287501.017 |
| 1700 | 7 | 2061 | 2 | 647 | 242127.191 |
| 1701 | 8 | 2232 | 2 | 623 | 276597.556 |
| 1702 | 8 | 1696 | 3 | 972 | 275819.772 |
| 1703 | 8 | 1658 | 3 | 726 | 263732.410 |
| 1704 | 8 | 1702 | 3 | 844 | 270808.026 |
| 1705 | 8 | 1432 | 2 | 492 | 231505.538 |
| 1706 | 9 | 2490 | 3 | 795 | 334827.982 |
| 1707 | 7 | 1436 | 2 | 529 | 206249.662 |
| 1708 | 7 | 1402 | 2 | 625 | 208546.068 |
| 1709 | 9 | 1530 | 3 | 984 | 295077.244 |
| 1710 | 8 | 1448 | 2 | 692 | 240594.306 |
| 1711 | 8 | 1795 | 3 | 782 | 272846.679 |
| 1712 | 8 | 1836 | 2 | 517 | 252569.980 |
| 1713 | 7 | 1662 | 3 | 711 | 236319.678 |
| 1714 | 7 | 1553 | 2 | 588 | 214496.905 |
| 1715 | 7 | 1653 | 2 | 628 | 221113.325 |
| 1716 | 7 | 1218 | 2 | 576 | 197392.214 |
| 1717 | 7 | 1141 | 2 | 484 | 189759.117 |
| 1718 | 6 | 1158 | 0 | 0 | 120902.608 |
| 1719 | 7 | 1812 | 2 | 478 | 222773.732 |
| 1720 | 8 | 1512 | 3 | 845 | 261430.634 |
| 1721 | 7 | 1114 | 2 | 576 | 192236.622 |
| 1722 | 5 | 1114 | 0 | 0 | 91732.542 |
| 1723 | 5 | 1114 | 2 | 576 | 138258.914 |
| 1724 | 7 | 1450 | 3 | 788 | 229004.008 |
| 1725 | 7 | 2122 | 2 | 559 | 241501.080 |
| 1726 | 6 | 1730 | 2 | 528 | 193793.792 |
| 1727 | 6 | 1332 | 2 | 542 | 174644.430 |
| 1728 | 7 | 1540 | 2 | 495 | 209995.002 |
| 1729 | 6 | 1400 | 2 | 465 | 174821.588 |
| 1730 | 6 | 1882 | 2 | 612 | 204813.040 |
| 1731 | 5 | 980 | 2 | 400 | 124316.004 |
| 1732 | 5 | 864 | 2 | 732 | 132336.232 |
| 1733 | 5 | 864 | 1 | 440 | 108907.134 |
| 1734 | 5 | 1020 | 1 | 288 | 110335.866 |
| 1735 | 5 | 912 | 1 | 300 | 105479.718 |
| 1736 | 5 | 912 | 1 | 252 | 103488.774 |
| 1737 | 8 | 2014 | 3 | 864 | 287104.362 |
| 1738 | 7 | 1755 | 2 | 524 | 221856.059 |
| 1739 | 7 | 3005 | 3 | 704 | 302605.871 |
| 1740 | 6 | 1726 | 2 | 561 | 194964.274 |
| 1741 | 6 | 1256 | 2 | 641 | 174983.204 |
| 1742 | 6 | 1512 | 2 | 440 | 179336.814 |
| 1743 | 7 | 1452 | 2 | 506 | 206088.836 |
| 1744 | 8 | 1694 | 2 | 642 | 250715.364 |
| 1745 | 7 | 1740 | 2 | 540 | 221776.112 |
| 1746 | 8 | 2499 | 2 | 527 | 285851.659 |
| 1747 | 7 | 2067 | 2 | 784 | 248107.115 |
| 1748 | 6 | 2640 | 2 | 515 | 238366.008 |
| 1749 | 5 | 1336 | 2 | 502 | 146194.748 |
| 1750 | 6 | 1216 | 1 | 336 | 149031.972 |
| 1751 | 7 | 2288 | 2 | 520 | 248112.556 |
| 1752 | 5 | 864 | 1 | 312 | 103597.950 |
| 1753 | 5 | 1568 | 2 | 440 | 155124.048 |
| 1754 | 7 | 2061 | 2 | 498 | 235946.969 |
| 1755 | 6 | 1320 | 2 | 495 | 172100.088 |
| 1756 | 4 | 894 | 2 | 396 | 92897.960 |
| 1757 | 5 | 864 | 1 | 308 | 103432.038 |
| 1758 | 4 | 1362 | 3 | 768 | 142845.462 |
| 1759 | 5 | 1728 | 2 | 576 | 168696.736 |
| 1760 | 5 | 1313 | 2 | 610 | 149534.193 |
| 1761 | 5 | 1292 | 2 | 520 | 144760.140 |
| 1762 | 5 | 2140 | 2 | 549 | 188000.906 |
| 1763 | 6 | 1576 | 2 | 368 | 179523.070 |
| 1764 | 5 | 960 | 1 | 330 | 109103.562 |
| 1765 | 6 | 1691 | 2 | 550 | 192772.961 |
| 1766 | 6 | 1453 | 2 | 530 | 180145.027 |
| 1767 | 6 | 1567 | 2 | 542 | 186294.085 |
| 1768 | 5 | 1144 | 1 | 286 | 116399.962 |
| 1769 | 7 | 1329 | 2 | 441 | 197295.287 |
| 1770 | 6 | 988 | 1 | 297 | 136111.686 |
| 1771 | 5 | 1202 | 1 | 304 | 120021.800 |
| 1772 | 5 | 1382 | 1 | 350 | 130852.928 |
| 1773 | 4 | 1200 | 1 | 294 | 92519.020 |
| 1774 | 5 | 1866 | 2 | 495 | 172178.092 |
| 1775 | 6 | 1062 | 1 | 297 | 139780.088 |
| 1776 | 5 | 1112 | 2 | 480 | 134177.880 |
| 1777 | 5 | 793 | 1 | 240 | 97091.851 |
| 1778 | 5 | 1031 | 1 | 230 | 108475.445 |
| 1779 | 5 | 1210 | 1 | 616 | 133359.520 |
| 1780 | 7 | 1527 | 2 | 410 | 205824.923 |
| 1781 | 5 | 1200 | 1 | 246 | 117516.930 |
| 1782 | 3 | 792 | 1 | 366 | 48290.798 |
| 1783 | 5 | 1352 | 2 | 720 | 156030.120 |
| 1784 | 4 | 1039 | 1 | 281 | 83998.553 |
| 1785 | 5 | 1078 | 1 | 264 | 112215.628 |
| 1786 | 4 | 2377 | 2 | 528 | 171889.815 |
| 1787 | 7 | 1690 | 2 | 624 | 222781.614 |
| 1788 | 2 | 599 | 0 | 0 | 14764.115 |
| 1789 | 5 | 846 | 2 | 576 | 124973.350 |
| 1790 | 3 | 725 | 1 | 320 | 43061.419 |
| 1791 | 6 | 2544 | 3 | 907 | 261183.898 |
| 1792 | 6 | 1380 | 1 | 364 | 158323.328 |
| 1793 | 6 | 1040 | 2 | 480 | 157597.478 |
| 1794 | 6 | 951 | 2 | 480 | 153185.481 |
| 1795 | 6 | 1105 | 1 | 308 | 142367.985 |
| 1796 | 6 | 1142 | 1 | 384 | 147354.514 |
| 1797 | 6 | 1133 | 2 | 900 | 179628.527 |
| 1798 | 5 | 1041 | 1 | 294 | 111625.767 |
| 1799 | 5 | 732 | 1 | 240 | 94067.898 |
| 1800 | 5 | 1183 | 1 | 288 | 118416.265 |
| 1801 | 4 | 1461 | 1 | 384 | 109190.593 |
| 1802 | 6 | 1495 | 2 | 576 | 184135.081 |
| 1803 | 6 | 1806 | 2 | 483 | 195694.830 |
| 1804 | 5 | 941 | 2 | 564 | 129185.049 |
| 1805 | 6 | 1045 | 1 | 264 | 137568.573 |
| 1806 | 6 | 1378 | 1 | 162 | 149845.626 |
| 1807 | 6 | 1944 | 2 | 324 | 195940.902 |
| 1808 | 5 | 1306 | 2 | 472 | 143463.218 |
| 1809 | 5 | 1464 | 0 | 0 | 109083.092 |
| 1810 | 5 | 1558 | 2 | 400 | 152969.198 |
| 1811 | 4 | 1701 | 0 | 0 | 93843.039 |
| 1812 | 5 | 1447 | 0 | 0 | 108240.351 |
| 1813 | 5 | 1328 | 1 | 308 | 126433.910 |
| 1814 | 4 | 861 | 2 | 288 | 86782.427 |
| 1815 | 2 | 612 | 1 | 308 | 9973.080 |
| 1816 | 5 | 792 | 1 | 287 | 98991.744 |
| 1817 | 4 | 1510 | 2 | 720 | 136873.800 |
| 1818 | 6 | 2007 | 1 | 357 | 189115.253 |
| 1819 | 6 | 1288 | 1 | 280 | 150278.460 |
| 1820 | 4 | 816 | 0 | 0 | 49970.934 |
| 1821 | 6 | 1480 | 1 | 207 | 156768.582 |
| 1822 | 6 | 1521 | 3 | 640 | 199396.093 |
| 1823 | 3 | 797 | 0 | 0 | 22040.193 |
| 1824 | 6 | 1432 | 1 | 216 | 154762.380 |
| 1825 | 5 | 1654 | 1 | 336 | 143756.092 |
| 1826 | 5 | 1142 | 1 | 320 | 117711.068 |
| 1827 | 5 | 995 | 1 | 264 | 108101.069 |
| 1828 | 5 | 1582 | 1 | 250 | 136619.728 |
| 1829 | 5 | 1072 | 5 | 1184 | 195348.038 |
| 1830 | 6 | 1768 | 2 | 576 | 197668.510 |
| 1831 | 7 | 1944 | 1 | 216 | 207132.610 |
| 1832 | 5 | 2128 | 0 | 0 | 141999.564 |
| 1833 | 6 | 1930 | 1 | 316 | 183597.534 |
| 1834 | 6 | 1427 | 1 | 379 | 161275.429 |
| 1835 | 7 | 1864 | 0 | 0 | 182890.000 |
| 1836 | 6 | 1666 | 1 | 384 | 173330.766 |
| 1837 | 4 | 892 | 0 | 0 | 53738.482 |
| 1838 | 6 | 1403 | 1 | 308 | 157140.739 |
| 1839 | 4 | 704 | 1 | 220 | 64861.440 |
| 1840 | 5 | 1200 | 0 | 0 | 95995.820 |
| 1841 | 5 | 1152 | 1 | 252 | 115386.294 |
| 1842 | 5 | 1112 | 1 | 226 | 112324.946 |
| 1843 | 5 | 1052 | 1 | 668 | 127683.842 |
| 1844 | 6 | 1034 | 2 | 504 | 158295.512 |
| 1845 | 5 | 1774 | 1 | 384 | 151695.796 |
| 1846 | 6 | 1138 | 2 | 480 | 162455.632 |
| 1847 | 5 | 2071 | 1 | 336 | 164428.033 |
| 1848 | 2 | 660 | 0 | 0 | 11740.162 |
| 1849 | 4 | 1383 | 2 | 498 | 121369.913 |
| 1850 | 5 | 1073 | 1 | 340 | 115120.091 |
| 1851 | 6 | 1639 | 1 | 240 | 166019.463 |
| 1852 | 5 | 1089 | 1 | 252 | 112263.195 |
| 1853 | 5 | 1049 | 1 | 266 | 110860.967 |
| 1854 | 7 | 1061 | 2 | 462 | 184880.761 |
| 1855 | 6 | 1338 | 2 | 576 | 176352.120 |
| 1856 | 7 | 1879 | 2 | 473 | 225887.733 |
| 1857 | 5 | 2016 | 2 | 576 | 182973.760 |
| 1858 | 5 | 2228 | 2 | 720 | 199456.068 |
| 1859 | 5 | 1535 | 2 | 400 | 151829.019 |
| 1860 | 5 | 1229 | 2 | 672 | 147941.697 |
| 1861 | 5 | 1513 | 2 | 400 | 150738.413 |
| 1862 | 7 | 2787 | 4 | 820 | 307927.927 |
| 1863 | 7 | 2787 | 4 | 820 | 307927.927 |
| 1864 | 7 | 2787 | 4 | 820 | 307927.927 |
| 1865 | 9 | 1680 | 3 | 1138 | 308900.806 |
| 1866 | 9 | 1720 | 3 | 846 | 298772.150 |
| 1867 | 8 | 1468 | 3 | 904 | 261696.624 |
| 1868 | 8 | 1838 | 2 | 524 | 252959.472 |
| 1869 | 7 | 1290 | 2 | 662 | 204528.578 |
| 1870 | 8 | 1254 | 3 | 810 | 247189.070 |
| 1871 | 8 | 1498 | 3 | 844 | 260695.134 |
| 1872 | 6 | 1422 | 2 | 440 | 174875.244 |
| 1873 | 7 | 1759 | 2 | 525 | 222095.829 |
| 1874 | 5 | 990 | 1 | 440 | 115153.332 |
| 1875 | 7 | 1463 | 2 | 539 | 208002.913 |
| 1876 | 6 | 1772 | 2 | 492 | 194382.650 |
| 1877 | 7 | 1444 | 2 | 577 | 208637.190 |
| 1878 | 7 | 1492 | 2 | 608 | 212302.512 |
| 1879 | 5 | 907 | 1 | 343 | 107015.407 |
| 1880 | 5 | 914 | 2 | 444 | 122869.218 |
| 1881 | 7 | 1611 | 3 | 1231 | 255360.015 |
| 1882 | 8 | 2184 | 2 | 570 | 272019.718 |
| 1883 | 7 | 1725 | 2 | 550 | 221447.297 |
| 1884 | 7 | 1870 | 2 | 608 | 231041.106 |
| 1885 | 8 | 1513 | 2 | 521 | 236723.813 |
| 1886 | 8 | 1828 | 2 | 523 | 252422.264 |
| 1887 | 7 | 1417 | 2 | 511 | 204561.171 |
| 1888 | 8 | 1602 | 3 | 810 | 264440.474 |
| 1889 | 6 | 1396 | 2 | 440 | 173586.346 |
| 1890 | 4 | 1149 | 1 | 544 | 100360.297 |
| 1891 | 6 | 1072 | 2 | 525 | 161050.324 |
| 1892 | 4 | 876 | 1 | 320 | 77535.796 |
| 1893 | 5 | 1368 | 1 | 195 | 123729.816 |
| 1894 | 5 | 1678 | 0 | 0 | 119691.714 |
| 1895 | 5 | 1560 | 1 | 313 | 138142.236 |
| 1896 | 5 | 1298 | 1 | 256 | 122789.864 |
| 1897 | 5 | 1268 | 1 | 250 | 121053.806 |
| 1898 | 6 | 1242 | 1 | 180 | 143850.302 |
| 1899 | 6 | 1232 | 2 | 440 | 165456.374 |
| 1900 | 7 | 1228 | 1 | 215 | 171596.864 |
| 1901 | 5 | 1567 | 2 | 440 | 155074.475 |
| 1902 | 5 | 1273 | 1 | 307 | 123665.917 |
| 1903 | 7 | 2480 | 2 | 400 | 252653.212 |
| 1904 | 5 | 1112 | 1 | 390 | 119127.338 |
| 1905 | 6 | 1561 | 2 | 463 | 182719.885 |
| 1906 | 5 | 1523 | 1 | 295 | 135561.431 |
| 1907 | 6 | 1906 | 2 | 576 | 204509.584 |
| 1908 | 6 | 1032 | 2 | 452 | 156039.510 |
| 1909 | 6 | 1229 | 2 | 462 | 166220.171 |
| 1910 | 6 | 1229 | 2 | 462 | 166220.171 |
| 1911 | 6 | 1982 | 2 | 501 | 205166.282 |
| 1912 | 7 | 2365 | 2 | 551 | 253215.495 |
| 1913 | 5 | 2168 | 2 | 576 | 190508.856 |
| 1914 | 4 | 572 | 1 | 200 | 57488.244 |
| 1915 | 8 | 1648 | 2 | 482 | 241798.526 |
| 1916 | 2 | 810 | 1 | 280 | 18627.150 |
| 1917 | 8 | 2052 | 3 | 642 | 279780.020 |
| 1918 | 6 | 926 | 1 | 351 | 135277.972 |
| 1919 | 6 | 1287 | 2 | 541 | 172372.167 |
| 1920 | 5 | 1595 | 2 | 672 | 166085.415 |
| 1921 | 9 | 2036 | 3 | 780 | 311699.670 |
| 1922 | 9 | 1641 | 3 | 885 | 296473.525 |
| 1923 | 6 | 2237 | 2 | 440 | 215277.239 |
| 1924 | 7 | 1479 | 2 | 578 | 210413.723 |
| 1925 | 7 | 2014 | 2 | 486 | 233119.302 |
| 1926 | 9 | 1978 | 3 | 920 | 314631.356 |
| 1927 | 5 | 1008 | 1 | 384 | 113722.878 |
| 1928 | 5 | 1404 | 2 | 504 | 149648.668 |
| 1929 | 5 | 796 | 1 | 336 | 101222.458 |
| 1930 | 6 | 1091 | 1 | 429 | 146692.801 |
| 1931 | 5 | 883 | 2 | 698 | 131867.867 |
| 1932 | 5 | 1287 | 2 | 440 | 141194.035 |
| 1933 | 5 | 1632 | 2 | 898 | 177293.644 |
| 1934 | 6 | 1604 | 2 | 470 | 185141.870 |
| 1935 | 6 | 1470 | 2 | 420 | 176425.188 |
| 1936 | 6 | 1604 | 2 | 472 | 185224.826 |
| 1937 | 6 | 1636 | 2 | 386 | 183244.054 |
| 1938 | 5 | 1384 | 2 | 404 | 144509.408 |
| 1939 | 8 | 1682 | 2 | 528 | 245391.996 |
| 1940 | 8 | 1280 | 2 | 506 | 224551.134 |
| 1941 | 6 | 1633 | 2 | 460 | 186164.707 |
| 1942 | 6 | 1709 | 2 | 416 | 188107.223 |
| 1943 | 8 | 1337 | 2 | 462 | 225551.763 |
| 1944 | 8 | 2500 | 3 | 683 | 303689.322 |
| 1945 | 9 | 1884 | 3 | 670 | 299601.994 |
| 1946 | 6 | 1474 | 2 | 495 | 179734.330 |
| 1947 | 9 | 1710 | 2 | 557 | 274971.756 |
| 1948 | 6 | 1488 | 2 | 738 | 190507.506 |
| 1949 | 7 | 1688 | 2 | 528 | 218700.580 |
| 1950 | 7 | 1260 | 2 | 598 | 200386.796 |
| 1951 | 7 | 2064 | 2 | 550 | 238252.544 |
| 1952 | 7 | 1782 | 2 | 551 | 224314.436 |
| 1953 | 6 | 1211 | 2 | 461 | 165286.379 |
| 1954 | 7 | 2044 | 2 | 489 | 234730.926 |
| 1955 | 5 | 1308 | 2 | 484 | 144060.100 |
| 1956 | 7 | 2840 | 4 | 1314 | 331045.428 |
| 1957 | 6 | 1444 | 2 | 473 | 177334.624 |
| 1958 | 8 | 2340 | 3 | 787 | 300071.354 |
| 1959 | 5 | 1792 | 2 | 480 | 167887.520 |
| 1960 | 4 | 936 | 1 | 288 | 79182.880 |
| 1961 | 5 | 864 | 2 | 576 | 125865.664 |
| 1962 | 6 | 987 | 1 | 264 | 134693.339 |
| 1963 | 6 | 987 | 1 | 352 | 138343.403 |
| 1964 | 5 | 1302 | 1 | 264 | 123319.980 |
| 1965 | 6 | 1456 | 2 | 460 | 177390.286 |
| 1966 | 7 | 1055 | 2 | 440 | 183670.807 |
| 1967 | 8 | 1582 | 3 | 905 | 267389.424 |
| 1968 | 8 | 2464 | 3 | 650 | 300535.920 |
| 1969 | 9 | 1950 | 3 | 706 | 304367.020 |
| 1970 | 9 | 2748 | 3 | 850 | 349899.106 |
| 1971 | 10 | 2790 | 4 | 1150 | 402730.948 |
| 1972 | 9 | 2331 | 3 | 1003 | 335573.299 |
| 1973 | 8 | 2088 | 3 | 656 | 282145.340 |
| 1974 | 8 | 2332 | 3 | 756 | 298388.952 |
| 1975 | 10 | 2470 | 3 | 789 | 360576.508 |
| 1976 | 8 | 1575 | 3 | 732 | 259866.719 |
| 1977 | 8 | 2649 | 3 | 746 | 313688.813 |
| 1978 | 8 | 2690 | 3 | 795 | 317753.728 |
| 1979 | 9 | 1866 | 3 | 870 | 307005.280 |
| 1980 | 7 | 1367 | 2 | 484 | 200962.615 |
| 1981 | 9 | 1800 | 3 | 944 | 306802.834 |
| 1982 | 8 | 1342 | 2 | 550 | 229449.692 |
| 1983 | 8 | 1342 | 2 | 550 | 229449.692 |
| 1984 | 7 | 1626 | 2 | 474 | 213387.242 |
| 1985 | 7 | 1455 | 3 | 644 | 223279.041 |
| 1986 | 7 | 1576 | 3 | 668 | 230272.846 |
| 1987 | 7 | 1246 | 2 | 428 | 192641.514 |
| 1988 | 6 | 1515 | 2 | 393 | 177536.067 |
| 1989 | 7 | 1720 | 2 | 400 | 214977.732 |
| 1990 | 7 | 1986 | 2 | 434 | 229574.402 |
| 1991 | 7 | 1358 | 2 | 484 | 200516.458 |
| 1992 | 7 | 1892 | 2 | 431 | 224790.106 |
| 1993 | 7 | 1414 | 2 | 403 | 199932.828 |
| 1994 | 7 | 2322 | 2 | 400 | 244820.678 |
| 1995 | 7 | 1651 | 2 | 450 | 213631.095 |
| 1996 | 8 | 2199 | 2 | 516 | 270523.501 |
| 1997 | 9 | 2172 | 3 | 687 | 314584.144 |
| 1998 | 8 | 2006 | 3 | 938 | 289777.150 |
| 1999 | 7 | 2125 | 2 | 576 | 242354.925 |
| 2000 | 8 | 2501 | 3 | 751 | 306559.399 |
| 2001 | 7 | 2197 | 3 | 783 | 265827.649 |
| 2002 | 7 | 1578 | 3 | 642 | 229293.564 |
| 2003 | 8 | 1861 | 3 | 851 | 278980.479 |
| 2004 | 8 | 1874 | 3 | 880 | 280827.790 |
| 2005 | 8 | 1460 | 2 | 480 | 232395.846 |
| 2006 | 8 | 1372 | 2 | 588 | 232513.046 |
| 2007 | 8 | 1660 | 3 | 660 | 261094.008 |
| 2008 | 7 | 1218 | 2 | 462 | 192663.722 |
| 2009 | 6 | 1696 | 2 | 542 | 192689.002 |
| 2010 | 7 | 1663 | 2 | 478 | 215387.355 |
| 2011 | 6 | 1175 | 0 | 0 | 121745.349 |
| 2012 | 7 | 1162 | 2 | 483 | 190758.672 |
| 2013 | 6 | 1609 | 2 | 525 | 187671.025 |
| 2014 | 6 | 1680 | 2 | 474 | 189075.330 |
| 2015 | 7 | 1657 | 2 | 483 | 215297.307 |
| 2016 | 6 | 1677 | 2 | 627 | 195272.745 |
| 2017 | 7 | 1737 | 2 | 506 | 220217.141 |
| 2018 | 5 | 984 | 1 | 384 | 112533.126 |
| 2019 | 5 | 864 | 1 | 420 | 108077.574 |
| 2020 | 5 | 890 | 1 | 308 | 104720.936 |
| 2021 | 5 | 864 | 1 | 276 | 102104.742 |
| 2022 | 6 | 1430 | 2 | 484 | 177096.860 |
| 2023 | 5 | 1641 | 2 | 490 | 160816.777 |
| 2024 | 6 | 2683 | 2 | 473 | 238755.571 |
| 2025 | 9 | 2786 | 2 | 636 | 331589.066 |
| 2026 | 7 | 1245 | 2 | 495 | 195370.967 |
| 2027 | 6 | 1200 | 2 | 480 | 165529.158 |
| 2028 | 7 | 1392 | 2 | 540 | 204524.708 |
| 2029 | 6 | 1549 | 2 | 440 | 181171.015 |
| 2030 | 9 | 1638 | 2 | 495 | 268830.864 |
| 2031 | 9 | 1310 | 2 | 545 | 254644.820 |
| 2032 | 9 | 1419 | 2 | 588 | 261831.831 |
| 2033 | 9 | 1557 | 2 | 484 | 264359.193 |
| 2034 | 7 | 1404 | 2 | 462 | 201884.300 |
| 2035 | 7 | 1789 | 2 | 546 | 224454.057 |
| 2036 | 8 | 1586 | 2 | 480 | 238642.044 |
| 2037 | 8 | 1607 | 2 | 480 | 239683.077 |
| 2038 | 10 | 2393 | 2 | 846 | 347806.111 |
| 2039 | 8 | 1239 | 2 | 477 | 221315.779 |
| 2040 | 9 | 2944 | 3 | 864 | 360196.106 |
| 2041 | 8 | 1671 | 2 | 550 | 245759.209 |
| 2042 | 7 | 1812 | 2 | 469 | 222400.430 |
| 2043 | 6 | 1427 | 2 | 516 | 178275.437 |
| 2044 | 6 | 1740 | 2 | 512 | 193625.874 |
| 2045 | 7 | 1620 | 2 | 578 | 217403.516 |
| 2046 | 5 | 1625 | 2 | 484 | 159774.741 |
| 2047 | 5 | 1464 | 2 | 470 | 151212.796 |
| 2048 | 5 | 925 | 2 | 576 | 128889.617 |
| 2049 | 5 | 1728 | 2 | 576 | 168696.736 |
| 2050 | 7 | 1670 | 2 | 464 | 215153.674 |
| 2051 | 5 | 1014 | 1 | 267 | 109167.390 |
| 2052 | 5 | 1114 | 2 | 451 | 133074.164 |
| 2053 | 5 | 1118 | 1 | 264 | 114198.548 |
| 2054 | 4 | 906 | 1 | 231 | 75331.444 |
| 2055 | 5 | 1496 | 2 | 450 | 151969.572 |
| 2056 | 5 | 1337 | 1 | 264 | 125055.035 |
| 2057 | 5 | 1036 | 1 | 312 | 112124.506 |
| 2058 | 6 | 1988 | 2 | 480 | 204592.682 |
| 2059 | 5 | 1176 | 1 | 292 | 118235.166 |
| 2060 | 5 | 1440 | 1 | 480 | 139120.302 |
| 2061 | 6 | 1570 | 2 | 441 | 182253.526 |
| 2062 | 5 | 1104 | 1 | 384 | 118481.886 |
| 2063 | 5 | 882 | 1 | 240 | 101503.848 |
| 2064 | 5 | 1152 | 2 | 636 | 142631.368 |
| 2065 | 5 | 950 | 2 | 400 | 122828.814 |
| 2066 | 6 | 1790 | 2 | 540 | 197265.908 |
| 2067 | 5 | 1764 | 1 | 301 | 147757.392 |
| 2068 | 5 | 1824 | 2 | 484 | 169639.768 |
| 2069 | 4 | 869 | 1 | 390 | 80092.245 |
| 2070 | 5 | 1159 | 1 | 288 | 117226.513 |
| 2071 | 4 | 672 | 1 | 308 | 66925.168 |
| 2072 | 5 | 1436 | 4 | 1488 | 214684.400 |
| 2073 | 5 | 1044 | 2 | 372 | 126327.292 |
| 2074 | 7 | 1312 | 2 | 495 | 198692.358 |
| 2075 | 6 | 1081 | 1 | 401 | 145035.687 |
| 2076 | 5 | 876 | 2 | 576 | 126460.540 |
| 2077 | 5 | 1256 | 1 | 311 | 122989.088 |
| 2078 | 5 | 1027 | 1 | 299 | 111139.135 |
| 2079 | 6 | 1320 | 2 | 576 | 175459.806 |
| 2080 | 6 | 984 | 1 | 280 | 135208.268 |
| 2081 | 6 | 1278 | 1 | 240 | 148123.610 |
| 2082 | 5 | 1800 | 0 | 0 | 125739.620 |
| 2083 | 5 | 1588 | 2 | 480 | 157774.628 |
| 2084 | 5 | 825 | 1 | 350 | 103240.767 |
| 2085 | 5 | 1117 | 1 | 264 | 114148.975 |
| 2086 | 6 | 1133 | 1 | 308 | 143756.029 |
| 2087 | 5 | 1323 | 2 | 400 | 141319.543 |
| 2088 | 5 | 1360 | 1 | 330 | 128932.762 |
| 2089 | 5 | 672 | 1 | 256 | 91757.166 |
| 2090 | 6 | 1456 | 1 | 308 | 159768.108 |
| 2091 | 4 | 1594 | 0 | 0 | 88538.728 |
| 2092 | 4 | 1656 | 2 | 440 | 132497.618 |
| 2093 | 5 | 1740 | 1 | 225 | 143415.312 |
| 2094 | 7 | 1027 | 0 | 0 | 141397.399 |
| 2095 | 6 | 1436 | 2 | 828 | 191662.730 |
| 2096 | 5 | 899 | 1 | 200 | 100687.469 |
| 2097 | 5 | 1080 | 0 | 0 | 90047.060 |
| 2098 | 5 | 1499 | 3 | 869 | 180815.095 |
| 2099 | 2 | 407 | 1 | 297 | 645.643 |
| 2100 | 3 | 1588 | 0 | 0 | 61252.436 |
| 2101 | 5 | 1627 | 2 | 420 | 157219.295 |
| 2102 | 7 | 1450 | 1 | 288 | 185629.964 |
| 2103 | 5 | 1017 | 1 | 308 | 111016.707 |
| 2104 | 5 | 2350 | 2 | 393 | 191940.668 |
| 2105 | 5 | 1540 | 0 | 0 | 112850.640 |
| 2106 | 2 | 1086 | 2 | 400 | 48604.180 |
| 2107 | 7 | 2495 | 2 | 342 | 250991.083 |
| 2108 | 5 | 984 | 1 | 308 | 109380.798 |
| 2109 | 4 | 1093 | 1 | 308 | 87795.401 |
| 2110 | 5 | 1143 | 1 | 288 | 116433.345 |
| 2111 | 7 | 1668 | 1 | 252 | 194943.670 |
| 2112 | 5 | 1738 | 1 | 240 | 143938.336 |
| 2113 | 5 | 1210 | 1 | 240 | 117763.792 |
| 2114 | 6 | 1290 | 1 | 200 | 147059.366 |
| 2115 | 6 | 1672 | 1 | 240 | 167655.372 |
| 2116 | 5 | 949 | 2 | 370 | 121534.901 |
| 2117 | 6 | 1497 | 1 | 672 | 176898.593 |
| 2118 | 6 | 1342 | 1 | 240 | 151296.282 |
| 2119 | 6 | 1013 | 1 | 160 | 131668.525 |
| 2120 | 5 | 1216 | 1 | 355 | 122831.200 |
| 2121 | 4 | 896 | 1 | 280 | 76868.136 |
| 2122 | 4 | 1136 | 1 | 336 | 91088.424 |
| 2123 | 5 | 808 | 1 | 164 | 94683.118 |
| 2124 | 7 | 2009 | 2 | 400 | 229304.329 |
| 2125 | 5 | 1902 | 2 | 576 | 177322.438 |
| 2126 | 6 | 1716 | 2 | 672 | 199072.602 |
| 2127 | 6 | 1984 | 1 | 360 | 188099.508 |
| 2128 | 6 | 1609 | 1 | 228 | 164034.537 |
| 2129 | 6 | 768 | 2 | 440 | 142454.502 |
| 2130 | 6 | 1536 | 1 | 308 | 163733.948 |
| 2131 | 6 | 1969 | 2 | 400 | 200332.555 |
| 2132 | 5 | 1308 | 2 | 400 | 140575.948 |
| 2133 | 6 | 1040 | 2 | 320 | 150960.998 |
| 2134 | 6 | 1236 | 1 | 384 | 152014.376 |
| 2135 | 5 | 759 | 2 | 576 | 120660.499 |
| 2136 | 3 | 1344 | 0 | 0 | 49156.624 |
| 2137 | 5 | 1054 | 1 | 240 | 110030.404 |
| 2138 | 5 | 1075 | 2 | 440 | 130684.559 |
| 2139 | 6 | 1096 | 2 | 484 | 160539.478 |
| 2140 | 5 | 992 | 1 | 294 | 109196.690 |
| 2141 | 6 | 1034 | 2 | 504 | 158295.512 |
| 2142 | 5 | 1073 | 1 | 270 | 112216.631 |
| 2143 | 5 | 1126 | 2 | 506 | 135950.330 |
| 2144 | 5 | 1140 | 2 | 400 | 132247.684 |
| 2145 | 5 | 960 | 1 | 300 | 107859.222 |
| 2146 | 6 | 1188 | 2 | 621 | 170782.680 |
| 2147 | 5 | 1721 | 2 | 626 | 170423.625 |
| 2148 | 5 | 1350 | 3 | 627 | 163391.042 |
| 2149 | 5 | 904 | 3 | 912 | 153102.714 |
| 2150 | 7 | 1524 | 2 | 478 | 208496.708 |
| 2151 | 7 | 1079 | 1 | 249 | 165620.739 |
| 2152 | 5 | 1518 | 0 | 0 | 111760.034 |
| 2153 | 5 | 1509 | 1 | 322 | 135987.315 |
| 2154 | 5 | 864 | 0 | 0 | 79339.292 |
| 2155 | 6 | 1269 | 1 | 280 | 149336.573 |
| 2156 | 6 | 2814 | 2 | 614 | 251098.032 |
| 2157 | 7 | 1626 | 2 | 534 | 215875.922 |
| 2158 | 7 | 2200 | 2 | 453 | 240971.106 |
| 2159 | 7 | 2037 | 2 | 472 | 233678.789 |
| 2160 | 7 | 1356 | 2 | 484 | 200417.312 |
| 2161 | 8 | 1615 | 3 | 864 | 267324.735 |
| 2162 | 9 | 2276 | 3 | 1348 | 347156.694 |
| 2163 | 9 | 1766 | 3 | 874 | 302213.892 |
| 2164 | 8 | 1511 | 3 | 811 | 259970.809 |
| 2165 | 6 | 1643 | 2 | 438 | 185747.921 |
| 2166 | 5 | 990 | 2 | 528 | 130120.918 |
| 2167 | 7 | 1418 | 2 | 558 | 206560.210 |
| 2168 | 6 | 1771 | 2 | 600 | 198812.701 |
| 2169 | 7 | 1652 | 2 | 532 | 217081.864 |
| 2170 | 7 | 1823 | 2 | 626 | 229457.779 |
| 2171 | 5 | 1174 | 2 | 528 | 139242.350 |
| 2172 | 5 | 1076 | 2 | 576 | 136375.140 |
| 2173 | 5 | 1558 | 2 | 440 | 154628.318 |
| 2174 | 7 | 2161 | 2 | 570 | 243890.685 |
| 2175 | 9 | 1947 | 3 | 725 | 305006.383 |
| 2176 | 8 | 1786 | 3 | 715 | 269621.496 |
| 2177 | 7 | 2327 | 2 | 596 | 253198.231 |
| 2178 | 8 | 1764 | 2 | 560 | 250784.278 |
| 2179 | 6 | 848 | 2 | 420 | 145590.782 |
| 2180 | 6 | 1838 | 3 | 721 | 218470.452 |
| 2181 | 7 | 1445 | 2 | 470 | 204248.617 |
| 2182 | 7 | 1564 | 3 | 814 | 235733.758 |
| 2183 | 7 | 1361 | 2 | 610 | 205891.405 |
| 2184 | 5 | 1092 | 1 | 264 | 112909.650 |
| 2185 | 5 | 1033 | 2 | 504 | 131257.085 |
| 2186 | 6 | 1127 | 2 | 480 | 161910.329 |
| 2187 | 6 | 1117 | 2 | 542 | 163986.235 |
| 2188 | 6 | 1398 | 2 | 440 | 173685.492 |
| 2189 | 5 | 3820 | 2 | 624 | 274394.396 |
| 2190 | 4 | 1152 | 0 | 0 | 66627.462 |
| 2191 | 4 | 1152 | 0 | 0 | 66627.462 |
| 2192 | 4 | 784 | 0 | 0 | 48384.598 |
| 2193 | 5 | 1053 | 0 | 0 | 88708.589 |
| 2194 | 5 | 1137 | 0 | 0 | 92872.721 |
| 2195 | 4 | 930 | 1 | 286 | 78802.486 |
| 2196 | 4 | 1204 | 1 | 312 | 93463.916 |
| 2197 | 4 | 1292 | 1 | 205 | 93388.194 |
| 2198 | 7 | 1424 | 1 | 312 | 185336.538 |
| 2199 | 6 | 1920 | 2 | 480 | 201221.718 |
| 2200 | 6 | 1316 | 1 | 369 | 155358.046 |
| 2201 | 6 | 1264 | 2 | 400 | 165383.590 |
| 2202 | 8 | 1512 | 1 | 180 | 211212.720 |
| 2203 | 6 | 1603 | 2 | 599 | 190442.959 |
| 2204 | 5 | 1938 | 1 | 240 | 153852.936 |
| 2205 | 5 | 1374 | 1 | 225 | 125271.594 |
| 2206 | 6 | 1091 | 1 | 344 | 143167.171 |
| 2207 | 8 | 1873 | 2 | 786 | 265561.763 |
| 2208 | 7 | 2161 | 2 | 506 | 241236.093 |
| 2209 | 5 | 1898 | 2 | 484 | 173308.170 |
| 2210 | 6 | 1032 | 2 | 462 | 156454.290 |
| 2211 | 6 | 919 | 1 | 195 | 128460.393 |
| 2212 | 6 | 1090 | 1 | 240 | 138803.886 |
| 2213 | 5 | 1200 | 0 | 0 | 95995.820 |
| 2214 | 5 | 1656 | 1 | 288 | 141864.294 |
| 2215 | 5 | 912 | 1 | 360 | 107968.398 |
| 2216 | 5 | 1955 | 1 | 356 | 159507.125 |
| 2217 | 1 | 733 | 2 | 487 | 7724.643 |
| 2218 | 4 | 1361 | 1 | 185 | 95979.171 |
| 2219 | 4 | 1049 | 1 | 195 | 80927.175 |
| 2220 | 4 | 864 | 1 | 216 | 72627.208 |
| 2221 | 8 | 1648 | 2 | 525 | 243582.080 |
| 2222 | 7 | 1646 | 2 | 482 | 214710.526 |
| 2223 | 7 | 2032 | 3 | 786 | 257772.538 |
| 2224 | 7 | 1820 | 3 | 816 | 248507.402 |
| 2225 | 5 | 1872 | 2 | 484 | 172019.272 |
| 2226 | 4 | 1689 | 2 | 432 | 133801.703 |
| 2227 | 7 | 1501 | 2 | 512 | 208766.781 |
| 2228 | 8 | 1537 | 3 | 788 | 260305.713 |
| 2229 | 8 | 1780 | 2 | 612 | 253734.302 |
| 2230 | 5 | 1442 | 2 | 400 | 147218.730 |
| 2231 | 7 | 1612 | 3 | 666 | 231974.518 |
| 2232 | 6 | 1495 | 2 | 438 | 178411.117 |
| 2233 | 6 | 1256 | 2 | 578 | 172370.090 |
| 2234 | 8 | 1440 | 2 | 467 | 230865.172 |
| 2235 | 6 | 1675 | 2 | 435 | 187209.823 |
| 2236 | 8 | 1728 | 2 | 520 | 247340.530 |
| 2237 | 8 | 1964 | 3 | 892 | 285787.096 |
| 2238 | 7 | 1344 | 4 | 784 | 234900.880 |
| 2239 | 5 | 1092 | 0 | 0 | 90641.936 |
| 2240 | 6 | 1189 | 2 | 392 | 161333.791 |
| 2241 | 4 | 1200 | 3 | 850 | 138215.832 |
| 2242 | 5 | 1040 | 2 | 499 | 131396.706 |
| 2243 | 5 | 1475 | 1 | 336 | 134882.525 |
| 2244 | 4 | 988 | 1 | 297 | 82133.978 |
| 2245 | 4 | 988 | 1 | 297 | 82133.978 |
| 2246 | 5 | 1160 | 1 | 257 | 115990.268 |
| 2247 | 6 | 1092 | 0 | 0 | 117630.790 |
| 2248 | 5 | 816 | 1 | 264 | 99227.502 |
| 2249 | 5 | 845 | 1 | 264 | 100665.119 |
| 2250 | 5 | 889 | 2 | 484 | 123289.013 |
| 2251 | 5 | 1836 | 1 | 288 | 150787.434 |
| 2252 | 6 | 1587 | 2 | 525 | 186580.419 |
| 2253 | 6 | 1384 | 2 | 390 | 170917.570 |
| 2254 | 6 | 1694 | 2 | 398 | 186617.024 |
| 2255 | 6 | 1714 | 2 | 451 | 189806.818 |
| 2256 | 7 | 1553 | 2 | 420 | 207528.601 |
| 2257 | 6 | 2299 | 2 | 482 | 220092.841 |
| 2258 | 7 | 1187 | 2 | 420 | 189384.883 |
| 2259 | 6 | 1642 | 2 | 392 | 183790.360 |
| 2260 | 6 | 1128 | 2 | 480 | 161959.902 |
| 2261 | 8 | 1179 | 2 | 480 | 218465.833 |
| 2262 | 8 | 1321 | 2 | 484 | 225671.111 |
| 2263 | 8 | 2541 | 3 | 729 | 307629.803 |
| 2264 | 9 | 2338 | 3 | 1110 | 340358.456 |
| 2265 | 5 | 1424 | 3 | 828 | 175396.522 |
| 2266 | 9 | 1612 | 2 | 556 | 270072.124 |
| 2267 | 8 | 2234 | 2 | 724 | 280885.980 |
| 2268 | 10 | 2042 | 3 | 724 | 336663.194 |
| 2269 | 6 | 1284 | 2 | 480 | 169693.290 |
| 2270 | 7 | 1479 | 2 | 484 | 206514.791 |
| 2271 | 7 | 1664 | 2 | 663 | 223110.358 |
| 2272 | 7 | 1930 | 2 | 481 | 228747.780 |
| 2273 | 6 | 1177 | 2 | 495 | 165011.149 |
| 2274 | 6 | 1353 | 2 | 478 | 173030.871 |
| 2275 | 6 | 1220 | 2 | 944 | 185766.410 |
| 2276 | 7 | 1324 | 2 | 585 | 203020.254 |
| 2277 | 6 | 1877 | 2 | 488 | 199421.903 |
| 2278 | 5 | 1422 | 2 | 576 | 153527.398 |
| 2279 | 5 | 914 | 1 | 368 | 108399.368 |
| 2280 | 4 | 914 | 1 | 270 | 77345.670 |
| 2281 | 6 | 1337 | 2 | 511 | 173606.477 |
| 2282 | 6 | 1337 | 2 | 522 | 174062.735 |
| 2283 | 6 | 1092 | 1 | 264 | 139898.504 |
| 2284 | 6 | 1218 | 1 | 264 | 146144.702 |
| 2285 | 7 | 1055 | 1 | 319 | 167334.447 |
| 2286 | 5 | 988 | 1 | 360 | 111735.946 |
| 2287 | 9 | 1816 | 3 | 730 | 298719.710 |
| 2288 | 8 | 1694 | 3 | 856 | 270909.178 |
| 2289 | 8 | 2122 | 3 | 938 | 295527.618 |
| 2290 | 9 | 2656 | 3 | 1040 | 353219.210 |
| 2291 | 8 | 2550 | 3 | 670 | 305628.758 |
| 2292 | 10 | 2046 | 3 | 878 | 343249.098 |
| 2293 | 9 | 2552 | 3 | 932 | 343583.994 |
| 2294 | 9 | 2758 | 3 | 814 | 348901.628 |
| 2295 | 10 | 2290 | 3 | 1174 | 367622.398 |
| 2296 | 8 | 2152 | 2 | 728 | 276986.906 |
| 2297 | 8 | 2100 | 3 | 786 | 288132.356 |
| 2298 | 9 | 1802 | 3 | 843 | 302712.702 |
| 2299 | 8 | 2956 | 3 | 916 | 335958.984 |
| 2300 | 8 | 2385 | 3 | 818 | 303587.957 |
| 2301 | 8 | 1818 | 3 | 774 | 273655.034 |
| 2302 | 7 | 1614 | 3 | 878 | 240867.000 |
| 2303 | 8 | 1721 | 2 | 554 | 248403.771 |
| 2304 | 8 | 1828 | 3 | 876 | 278381.520 |
| 2305 | 6 | 1302 | 2 | 631 | 176848.782 |
| 2306 | 6 | 1302 | 2 | 631 | 176848.782 |
| 2307 | 6 | 1362 | 2 | 460 | 172730.424 |
| 2308 | 8 | 1554 | 2 | 627 | 243152.974 |
| 2309 | 9 | 1577 | 2 | 564 | 268668.893 |
| 2310 | 8 | 1324 | 2 | 550 | 228557.378 |
| 2311 | 7 | 1405 | 2 | 478 | 202597.521 |
| 2312 | 6 | 1496 | 2 | 572 | 184018.742 |
| 2313 | 6 | 1536 | 2 | 400 | 178867.446 |
| 2314 | 7 | 1458 | 2 | 454 | 204229.418 |
| 2315 | 6 | 1495 | 2 | 440 | 178494.073 |
| 2316 | 6 | 1746 | 3 | 350 | 198521.398 |
| 2317 | 6 | 1326 | 2 | 388 | 167959.380 |
| 2318 | 6 | 1504 | 2 | 440 | 178940.230 |
| 2319 | 7 | 1456 | 2 | 400 | 201890.460 |
| 2320 | 7 | 1258 | 2 | 462 | 194646.642 |
| 2321 | 8 | 1589 | 3 | 630 | 256329.985 |
| 2322 | 7 | 1266 | 2 | 388 | 191973.854 |
| 2323 | 7 | 1119 | 2 | 437 | 186719.045 |
| 2324 | 7 | 1374 | 2 | 400 | 197825.474 |
| 2325 | 7 | 1525 | 2 | 534 | 210869.049 |
| 2326 | 7 | 1394 | 2 | 400 | 198816.934 |
| 2327 | 7 | 1948 | 2 | 434 | 227690.628 |
| 2328 | 7 | 1995 | 2 | 435 | 230062.037 |
| 2329 | 6 | 1690 | 2 | 442 | 188243.764 |
| 2330 | 6 | 1644 | 2 | 460 | 186710.010 |
| 2331 | 8 | 2551 | 3 | 925 | 316255.221 |
| 2332 | 9 | 3078 | 3 | 806 | 364433.164 |
| 2333 | 8 | 2582 | 3 | 758 | 310865.158 |
| 2334 | 7 | 2385 | 3 | 600 | 267556.899 |
| 2335 | 8 | 2202 | 2 | 517 | 270713.698 |
| 2336 | 8 | 2538 | 3 | 933 | 315942.596 |
| 2337 | 7 | 1369 | 2 | 605 | 206080.599 |
| 2338 | 8 | 1542 | 3 | 852 | 263208.170 |
| 2339 | 8 | 1534 | 2 | 484 | 236230.160 |
| 2340 | 10 | 1966 | 3 | 1092 | 348159.550 |
| 2341 | 7 | 1528 | 2 | 480 | 208777.956 |
| 2342 | 8 | 1538 | 2 | 484 | 236428.452 |
| 2343 | 7 | 1506 | 2 | 672 | 215651.126 |
| 2344 | 7 | 1977 | 3 | 574 | 246252.687 |
| 2345 | 8 | 1830 | 3 | 859 | 277775.540 |
| 2346 | 8 | 1338 | 2 | 598 | 231242.344 |
| 2347 | 7 | 1335 | 2 | 575 | 203150.777 |
| 2348 | 8 | 1792 | 2 | 590 | 253416.662 |
| 2349 | 5 | 1588 | 2 | 561 | 161134.346 |
| 2350 | 8 | 1880 | 3 | 880 | 281125.228 |
| 2351 | 8 | 1584 | 2 | 594 | 243271.390 |
| 2352 | 8 | 1685 | 3 | 658 | 262250.377 |
| 2353 | 6 | 2443 | 3 | 744 | 249416.111 |
| 2354 | 6 | 1100 | 0 | 0 | 118027.374 |
| 2355 | 7 | 1143 | 0 | 0 | 147147.867 |
| 2356 | 5 | 1094 | 2 | 576 | 137267.454 |
| 2357 | 7 | 1486 | 2 | 566 | 210262.998 |
| 2358 | 6 | 1820 | 2 | 492 | 196762.154 |
| 2359 | 6 | 1266 | 1 | 283 | 149312.288 |
| 2360 | 5 | 894 | 1 | 308 | 104919.228 |
| 2361 | 5 | 1040 | 2 | 686 | 139153.092 |
| 2362 | 7 | 2503 | 2 | 564 | 260595.783 |
| 2363 | 5 | 1037 | 2 | 431 | 128427.483 |
| 2364 | 6 | 1055 | 2 | 542 | 160912.709 |
| 2365 | 8 | 1378 | 2 | 540 | 230819.540 |
| 2366 | 8 | 1151 | 2 | 484 | 217243.701 |
| 2367 | 8 | 1565 | 2 | 476 | 237435.099 |
| 2368 | 7 | 1352 | 2 | 466 | 199472.416 |
| 2369 | 8 | 1550 | 2 | 528 | 238848.360 |
| 2370 | 6 | 1501 | 2 | 440 | 178791.511 |
| 2371 | 6 | 1573 | 2 | 440 | 182360.767 |
| 2372 | 7 | 1358 | 2 | 625 | 206364.856 |
| 2373 | 8 | 2048 | 2 | 552 | 264531.186 |
| 2374 | 8 | 2362 | 2 | 1105 | 303034.442 |
| 2375 | 8 | 1494 | 2 | 478 | 233998.372 |
| 2376 | 7 | 2362 | 2 | 546 | 252859.386 |
| 2377 | 8 | 2497 | 2 | 676 | 291932.735 |
| 2378 | 6 | 1152 | 2 | 412 | 160329.150 |
| 2379 | 6 | 2411 | 2 | 570 | 229295.081 |
| 2380 | 6 | 1082 | 2 | 480 | 159679.544 |
| 2381 | 6 | 1295 | 2 | 528 | 172229.537 |
| 2382 | 7 | 1610 | 2 | 515 | 214294.672 |
| 2383 | 7 | 1594 | 2 | 472 | 211717.950 |
| 2384 | 7 | 2075 | 2 | 473 | 235604.041 |
| 2385 | 6 | 1093 | 2 | 484 | 160390.759 |
| 2386 | 6 | 1052 | 1 | 311 | 139865.050 |
| 2387 | 5 | 1107 | 1 | 308 | 115478.277 |
| 2388 | 4 | 1224 | 3 | 530 | 126132.624 |
| 2389 | 5 | 1074 | 2 | 396 | 128809.954 |
| 2390 | 5 | 1187 | 2 | 440 | 136236.735 |
| 2391 | 5 | 964 | 2 | 784 | 139450.388 |
| 2392 | 5 | 894 | 1 | 312 | 105085.140 |
| 2393 | 7 | 1200 | 2 | 440 | 190858.892 |
| 2394 | 6 | 1042 | 2 | 440 | 156037.504 |
| 2395 | 6 | 2154 | 2 | 539 | 215269.002 |
| 2396 | 6 | 1374 | 1 | 286 | 154790.606 |
| 2397 | 6 | 1652 | 2 | 510 | 189180.494 |
| 2398 | 5 | 908 | 2 | 512 | 125392.284 |
| 2399 | 3 | 666 | 0 | 0 | 15546.130 |
| 2400 | 3 | 670 | 0 | 0 | 15744.422 |
| 2401 | 5 | 808 | 1 | 308 | 100655.950 |
| 2402 | 5 | 1150 | 1 | 288 | 116780.356 |
| 2403 | 5 | 1560 | 3 | 792 | 180645.242 |
| 2404 | 5 | 1280 | 2 | 432 | 140515.200 |
| 2405 | 6 | 1254 | 2 | 525 | 170072.610 |
| 2406 | 6 | 936 | 1 | 315 | 134280.494 |
| 2407 | 5 | 1008 | 1 | 308 | 110570.550 |
| 2408 | 5 | 1053 | 2 | 692 | 140046.409 |
| 2409 | 5 | 1144 | 1 | 336 | 118473.862 |
| 2410 | 6 | 1721 | 2 | 464 | 190693.043 |
| 2411 | 5 | 922 | 1 | 308 | 106307.272 |
| 2412 | 5 | 1411 | 1 | 310 | 130631.425 |
| 2413 | 5 | 1216 | 1 | 336 | 122043.118 |
| 2414 | 5 | 1154 | 1 | 336 | 118969.592 |
| 2415 | 5 | 1560 | 2 | 484 | 156552.496 |
| 2416 | 6 | 948 | 2 | 410 | 150133.302 |
| 2417 | 6 | 1040 | 1 | 293 | 138523.570 |
| 2418 | 5 | 925 | 1 | 252 | 104133.223 |
| 2419 | 4 | 1540 | 1 | 352 | 111779.564 |
| 2420 | 5 | 925 | 1 | 390 | 109857.187 |
| 2421 | 4 | 1647 | 1 | 280 | 114097.459 |
| 2422 | 5 | 924 | 1 | 420 | 111051.954 |
| 2423 | 4 | 1544 | 0 | 0 | 86060.078 |
| 2424 | 5 | 1728 | 1 | 371 | 148876.224 |
| 2425 | 5 | 3086 | 3 | 1200 | 273216.664 |
| 2426 | 4 | 1281 | 2 | 580 | 119714.663 |
| 2427 | 5 | 1534 | 0 | 0 | 112553.202 |
| 2428 | 7 | 1651 | 1 | 276 | 195096.401 |
| 2429 | 5 | 888 | 1 | 240 | 101801.286 |
| 2430 | 6 | 952 | 1 | 288 | 133953.756 |
| 2431 | 5 | 1238 | 1 | 357 | 124004.762 |
| 2432 | 5 | 1040 | 1 | 286 | 111244.370 |
| 2433 | 5 | 1170 | 1 | 338 | 119845.716 |
| 2434 | 5 | 1242 | 1 | 324 | 122834.280 |
| 2435 | 5 | 1377 | 1 | 351 | 130646.541 |
| 2436 | 5 | 925 | 1 | 300 | 106124.167 |
| 2437 | 5 | 864 | 1 | 294 | 102851.346 |
| 2438 | 5 | 936 | 1 | 288 | 106171.734 |
| 2439 | 5 | 960 | 2 | 576 | 130624.672 |
| 2440 | 6 | 1296 | 2 | 576 | 174270.054 |
| 2441 | 5 | 1022 | 1 | 184 | 106121.300 |
| 2442 | 5 | 967 | 1 | 180 | 103228.873 |
| 2443 | 5 | 1072 | 2 | 379 | 128005.682 |
| 2444 | 5 | 1174 | 2 | 576 | 141233.294 |
| 2445 | 4 | 1141 | 1 | 252 | 87852.137 |
| 2446 | 4 | 1798 | 2 | 342 | 135472.140 |
| 2447 | 8 | 1772 | 2 | 816 | 261799.230 |
| 2448 | 6 | 1642 | 1 | 374 | 171726.234 |
| 2449 | 5 | 1232 | 2 | 480 | 140126.640 |
| 2450 | 6 | 1650 | 2 | 468 | 187339.272 |
| 2451 | 5 | 1358 | 1 | 336 | 129082.484 |
| 2452 | 7 | 2454 | 2 | 576 | 258664.442 |
| 2453 | 4 | 968 | 1 | 331 | 82552.770 |
| 2454 | 4 | 1382 | 1 | 384 | 105274.326 |
| 2455 | 5 | 1060 | 1 | 308 | 113148.346 |
| 2456 | 5 | 1435 | 1 | 308 | 131738.221 |
| 2457 | 5 | 1274 | 1 | 224 | 120272.816 |
| 2458 | 6 | 1232 | 1 | 217 | 144889.258 |
| 2459 | 5 | 884 | 1 | 240 | 101602.994 |
| 2460 | 6 | 1409 | 2 | 528 | 177880.859 |
| 2461 | 5 | 1322 | 1 | 280 | 124975.088 |
| 2462 | 5 | 1426 | 1 | 230 | 128056.780 |
| 2463 | 5 | 1281 | 2 | 379 | 138366.439 |
| 2464 | 6 | 2264 | 1 | 408 | 203970.892 |
| 2465 | 6 | 1376 | 2 | 576 | 178235.894 |
| 2466 | 5 | 1316 | 2 | 576 | 148272.660 |
| 2467 | 7 | 1344 | 2 | 456 | 198661.052 |
| 2468 | 5 | 1173 | 1 | 240 | 115929.591 |
| 2469 | 5 | 1214 | 1 | 216 | 116966.612 |
| 2470 | 6 | 2294 | 2 | 658 | 227145.104 |
| 2471 | 7 | 1952 | 1 | 299 | 210971.868 |
| 2472 | 6 | 2180 | 2 | 720 | 224065.418 |
| 2473 | 4 | 1315 | 2 | 436 | 115427.313 |
| 2474 | 4 | 1484 | 1 | 264 | 105353.412 |
| 2475 | 7 | 2267 | 2 | 498 | 246159.007 |
| 2476 | 5 | 1282 | 1 | 240 | 121333.048 |
| 2477 | 5 | 999 | 1 | 308 | 110124.393 |
| 2478 | 5 | 1452 | 2 | 572 | 154848.676 |
| 2479 | 4 | 1005 | 2 | 440 | 100225.595 |
| 2480 | 5 | 1020 | 2 | 528 | 131608.108 |
| 2481 | 5 | 1040 | 1 | 264 | 110331.854 |
| 2482 | 5 | 868 | 2 | 576 | 126063.956 |
| 2483 | 5 | 897 | 1 | 264 | 103242.915 |
| 2484 | 5 | 943 | 2 | 528 | 127790.987 |
| 2485 | 5 | 912 | 1 | 315 | 106101.888 |
| 2486 | 5 | 1375 | 1 | 323 | 129386.011 |
| 2487 | 5 | 2654 | 2 | 638 | 217172.970 |
| 2488 | 7 | 1302 | 1 | 224 | 175638.568 |
| 2489 | 6 | 1299 | 2 | 494 | 171017.577 |
| 2490 | 5 | 1176 | 1 | 303 | 118691.424 |
| 2491 | 4 | 998 | 2 | 460 | 100708.144 |
| 2492 | 6 | 1522 | 2 | 552 | 184478.080 |
| 2493 | 5 | 1325 | 2 | 576 | 148718.817 |
| 2494 | 5 | 1630 | 2 | 649 | 166866.476 |
| 2495 | 4 | 1242 | 1 | 336 | 96343.162 |
| 2496 | 6 | 2422 | 2 | 527 | 228056.830 |
| 2497 | 6 | 1626 | 1 | 332 | 169190.990 |
| 2498 | 5 | 864 | 1 | 399 | 107206.536 |
| 2499 | 4 | 943 | 1 | 308 | 80359.451 |
| 2500 | 5 | 1038 | 1 | 264 | 110232.708 |
| 2501 | 5 | 1342 | 1 | 256 | 124971.076 |
| 2502 | 5 | 1480 | 1 | 253 | 131687.716 |
| 2503 | 4 | 1362 | 1 | 280 | 99969.154 |
| 2504 | 6 | 1822 | 2 | 515 | 197815.294 |
| 2505 | 7 | 1958 | 2 | 499 | 230882.428 |
| 2506 | 8 | 1651 | 3 | 870 | 269358.231 |
| 2507 | 8 | 2140 | 3 | 894 | 294594.900 |
| 2508 | 8 | 1651 | 3 | 870 | 269358.231 |
| 2509 | 7 | 1546 | 3 | 796 | 234094.840 |
| 2510 | 8 | 1500 | 2 | 674 | 242425.498 |
| 2511 | 7 | 1270 | 2 | 524 | 197813.154 |
| 2512 | 7 | 1795 | 2 | 578 | 226078.791 |
| 2513 | 7 | 1873 | 2 | 619 | 231646.083 |
| 2514 | 8 | 1743 | 2 | 529 | 248457.427 |
| 2515 | 5 | 1022 | 2 | 747 | 140790.936 |
| 2516 | 6 | 1308 | 2 | 497 | 171588.168 |
| 2517 | 5 | 990 | 1 | 384 | 112830.564 |
| 2518 | 5 | 1097 | 1 | 242 | 112244.999 |
| 2519 | 7 | 1873 | 2 | 597 | 230733.567 |
| 2520 | 7 | 1753 | 2 | 534 | 222171.693 |
| 2521 | 7 | 1690 | 2 | 517 | 218343.468 |
| 2522 | 7 | 1842 | 2 | 486 | 224592.746 |
| 2523 | 5 | 894 | 2 | 440 | 121711.846 |
| 2524 | 5 | 1025 | 2 | 370 | 125302.449 |
| 2525 | 5 | 1009 | 2 | 576 | 133053.749 |
| 2526 | 5 | 1040 | 2 | 748 | 141724.728 |
| 2527 | 5 | 907 | 1 | 308 | 105563.677 |
| 2528 | 5 | 879 | 2 | 440 | 120968.251 |
| 2529 | 5 | 864 | 2 | 576 | 125865.664 |
| 2530 | 4 | 875 | 2 | 728 | 105726.769 |
| 2531 | 7 | 1673 | 2 | 583 | 220238.275 |
| 2532 | 7 | 1932 | 2 | 610 | 234197.588 |
| 2533 | 7 | 1729 | 2 | 542 | 221313.765 |
| 2534 | 8 | 1592 | 2 | 484 | 239105.394 |
| 2535 | 8 | 2439 | 2 | 560 | 284246.053 |
| 2536 | 7 | 1992 | 2 | 608 | 237089.012 |
| 2537 | 8 | 1341 | 2 | 482 | 226579.615 |
| 2538 | 7 | 1476 | 2 | 552 | 209186.576 |
| 2539 | 7 | 1190 | 2 | 578 | 196087.126 |
| 2540 | 6 | 1330 | 2 | 437 | 170190.094 |
| 2541 | 7 | 1491 | 2 | 484 | 207109.667 |
| 2542 | 5 | 1536 | 2 | 400 | 151878.592 |
| 2543 | 5 | 936 | 1 | 384 | 110153.622 |
| 2544 | 4 | 1088 | 2 | 520 | 107658.394 |
| 2545 | 5 | 1351 | 2 | 576 | 150007.715 |
| 2546 | 6 | 1179 | 2 | 622 | 170378.001 |
| 2547 | 6 | 1044 | 2 | 528 | 159786.714 |
| 2548 | 5 | 2233 | 2 | 579 | 193855.535 |
| 2549 | 5 | 1408 | 2 | 489 | 149224.790 |
| 2550 | 10 | 5095 | 3 | 1154 | 505845.103 |
| 2551 | 6 | 1072 | 2 | 525 | 161050.324 |
| 2552 | 5 | 960 | 1 | 392 | 111675.198 |
| 2553 | 4 | 1152 | 0 | 0 | 66627.462 |
| 2554 | 5 | 1195 | 0 | 0 | 95747.955 |
| 2555 | 6 | 865 | 1 | 216 | 126654.489 |
| 2556 | 4 | 768 | 1 | 355 | 73633.642 |
| 2557 | 4 | 864 | 2 | 528 | 96885.866 |
| 2558 | 5 | 2592 | 0 | 0 | 165001.436 |
| 2559 | 5 | 1422 | 1 | 352 | 132918.804 |
| 2560 | 6 | 1298 | 1 | 240 | 149115.070 |
| 2561 | 7 | 1098 | 1 | 216 | 165193.852 |
| 2562 | 6 | 1436 | 1 | 228 | 155458.408 |
| 2563 | 6 | 1461 | 1 | 225 | 156573.299 |
| 2564 | 7 | 1718 | 2 | 264 | 209237.578 |
| 2565 | 5 | 1226 | 2 | 400 | 136510.962 |
| 2566 | 4 | 1755 | 1 | 231 | 117418.921 |
| 2567 | 5 | 1355 | 2 | 528 | 148215.063 |
| 2568 | 6 | 1560 | 2 | 580 | 187523.238 |
| 2569 | 6 | 1488 | 2 | 552 | 182792.598 |
| 2570 | 6 | 1045 | 2 | 462 | 157098.739 |
| 2571 | 4 | 1680 | 2 | 628 | 141485.234 |
| 2572 | 8 | 1020 | 2 | 509 | 211786.588 |
| 2573 | 7 | 1696 | 2 | 625 | 223120.530 |
| 2574 | 8 | 2726 | 2 | 691 | 303907.122 |
| 2575 | 6 | 1215 | 2 | 720 | 176227.473 |
| 2576 | 5 | 1601 | 0 | 0 | 115874.593 |
| 2577 | 5 | 1828 | 0 | 0 | NA |
| 2578 | 5 | 816 | 1 | 100 | 92425.110 |
| 2579 | 2 | 845 | 1 | 256 | 19366.733 |
| 2580 | 5 | 1991 | 0 | 0 | 135208.063 |
| 2581 | 4 | 1073 | 2 | 720 | 115210.399 |
| 2582 | 5 | 1001 | 1 | 216 | 106407.563 |
| 2583 | 8 | 1625 | 2 | 495 | 241197.561 |
| 2584 | 6 | 1299 | 2 | 486 | 170685.753 |
| 2585 | 5 | 1392 | 3 | 650 | 166427.102 |
| 2586 | 7 | 1409 | 2 | 576 | 206860.657 |
| 2587 | 7 | 1478 | 2 | 506 | 207377.734 |
| 2588 | 7 | 918 | 1 | 360 | 162243.544 |
| 2589 | 6 | 1026 | 2 | 528 | 158894.400 |
| 2590 | 7 | 1501 | 2 | 512 | 208766.781 |
| 2591 | 6 | 2279 | 2 | 461 | 218230.343 |
| 2592 | 7 | 1689 | 2 | 433 | 214809.743 |
| 2593 | 8 | 1564 | 2 | 502 | 238463.954 |
| 2594 | 7 | 1240 | 2 | 528 | 196491.876 |
| 2595 | 8 | 1312 | 2 | 471 | 224685.740 |
| 2596 | 8 | 1922 | 3 | 692 | 275409.430 |
| 2597 | 6 | 1491 | 2 | 571 | 183729.399 |
| 2598 | 7 | 2486 | 2 | 452 | 255107.506 |
| 2599 | 10 | 1824 | 3 | 932 | 334483.704 |
| 2600 | 3 | 2034 | 4 | 1041 | 171810.680 |
| 2601 | 6 | 936 | 2 | 460 | 151612.326 |
| 2602 | 4 | 1092 | 1 | 253 | 85464.538 |
| 2603 | 4 | 992 | 1 | 297 | 82332.270 |
| 2604 | 4 | 1092 | 0 | 0 | 63653.082 |
| 2605 | 4 | 1092 | 1 | 286 | 86833.312 |
| 2606 | 5 | 1008 | 2 | 678 | 137234.932 |
| 2607 | 6 | 1356 | 2 | 528 | 175253.490 |
| 2608 | 5 | 1676 | 2 | 672 | 170100.828 |
| 2609 | 5 | 1432 | 2 | 531 | 152156.618 |
| 2610 | 5 | 796 | 0 | 0 | 75968.328 |
| 2611 | 4 | 1608 | 1 | 444 | 118966.504 |
| 2612 | 5 | 1178 | 2 | 502 | 138362.214 |
| 2613 | 5 | 816 | 1 | 264 | 99227.502 |
| 2614 | 5 | 887 | 1 | 288 | 103742.657 |
| 2615 | 6 | 1293 | 2 | 452 | 168978.063 |
| 2616 | 6 | 1024 | 1 | 313 | 138559.962 |
| 2617 | 5 | 1797 | 3 | 963 | 199486.781 |
| 2618 | 6 | 1390 | 2 | 550 | 177851.488 |
| 2619 | 7 | 1851 | 2 | 506 | 225868.463 |
| 2620 | 6 | 1525 | 2 | 400 | 178322.143 |
| 2621 | 6 | 1671 | 2 | 423 | 186513.795 |
| 2622 | 6 | 1776 | 2 | 443 | 192548.520 |
| 2623 | 8 | 2064 | 2 | 527 | 264287.404 |
| 2624 | 7 | 2212 | 3 | 773 | 266156.464 |
| 2625 | 8 | 2687 | 2 | 618 | 298945.881 |
| 2626 | 6 | 1169 | 2 | 402 | 160757.111 |
| 2627 | 8 | 1204 | 2 | 461 | 218917.076 |
| 2628 | 9 | 2798 | 3 | 670 | 344911.716 |
| 2629 | 10 | 3390 | 3 | 758 | 404897.850 |
| 2630 | 9 | 2473 | 3 | 675 | 329007.881 |
| 2631 | 10 | 2698 | 3 | 736 | 369680.818 |
| 2632 | 9 | 2795 | 3 | 660 | 344348.217 |
| 2633 | 9 | 1714 | 2 | 517 | 273510.928 |
| 2634 | 9 | 2000 | 3 | 722 | 307509.318 |
| 2635 | 6 | 1102 | 2 | 582 | 164901.760 |
| 2636 | 7 | 1857 | 2 | 482 | 225170.429 |
| 2637 | 7 | 1083 | 2 | 596 | 191529.419 |
| 2638 | 7 | 2318 | 2 | 541 | 250470.784 |
| 2639 | 6 | 1875 | 2 | 485 | 199198.323 |
| 2640 | 6 | 1103 | 2 | 462 | 159973.973 |
| 2641 | 4 | 874 | 2 | 576 | 99372.540 |
| 2642 | 6 | 1419 | 2 | 543 | 178998.759 |
| 2643 | 6 | 1092 | 2 | 440 | 158516.154 |
| 2644 | 5 | 1365 | 2 | 440 | 145060.729 |
| 2645 | 6 | 1030 | 1 | 264 | 136824.978 |
| 2646 | 6 | 948 | 1 | 264 | 132759.992 |
| 2647 | 6 | 1092 | 1 | 264 | 139898.504 |
| 2648 | 6 | 1069 | 2 | 440 | 157375.975 |
| 2649 | 5 | 1387 | 1 | 300 | 129026.893 |
| 2650 | 7 | 1055 | 1 | 319 | 167334.447 |
| 2651 | 6 | 1456 | 2 | 460 | 177390.286 |
| 2652 | 9 | 2589 | 3 | 831 | 341228.917 |
| 2653 | 8 | 1618 | 3 | 880 | 268137.102 |
| 2654 | 7 | 1740 | 3 | 874 | 246947.286 |
| 2655 | 9 | 1868 | 3 | 1085 | 316022.196 |
| 2656 | 9 | 2206 | 3 | 670 | 315564.500 |
| 2657 | 9 | 2091 | 2 | 521 | 292365.861 |
| 2658 | 8 | 2253 | 2 | 575 | 275647.645 |
| 2659 | 8 | 2389 | 3 | 672 | 297730.461 |
| 2660 | 8 | 2358 | 3 | 784 | 300839.234 |
| 2661 | 9 | 1792 | 3 | 925 | 305618.168 |
| 2662 | 9 | 1780 | 3 | 816 | 300502.190 |
| 2663 | 8 | 1914 | 3 | 746 | 277252.658 |
| 2664 | 9 | 1565 | 2 | 556 | 267742.193 |
| 2665 | 9 | 1686 | 3 | 899 | 299285.002 |
| 2666 | 9 | 1666 | 2 | 575 | 273537.148 |
| 2667 | 6 | 1456 | 2 | 390 | 174486.826 |
| 2668 | 7 | 1492 | 2 | 440 | 205334.208 |
| 2669 | 6 | 1326 | 2 | 427 | 169577.022 |
| 2670 | 8 | 2373 | 3 | 632 | 295278.173 |
| 2671 | 7 | 1492 | 2 | 440 | 205334.208 |
| 2672 | 7 | 1364 | 2 | 437 | 198864.430 |
| 2673 | 7 | 1511 | 2 | 398 | 204534.019 |
| 2674 | 7 | 1548 | 2 | 388 | 205953.440 |
| 2675 | 7 | 1142 | 2 | 440 | 187983.658 |
| 2676 | 7 | 1598 | 2 | 433 | 210298.600 |
| 2677 | 6 | 1889 | 2 | 431 | 197652.533 |
| 2678 | 7 | 2322 | 3 | 617 | 265138.926 |
| 2679 | 8 | 1976 | 3 | 885 | 286091.626 |
| 2680 | 8 | 2234 | 3 | 768 | 294028.534 |
| 2681 | 9 | 2855 | 3 | 774 | 352051.089 |
| 2682 | 8 | 2726 | 3 | 725 | 316634.896 |
| 2683 | 9 | 3500 | 3 | 959 | 391699.104 |
| 2684 | 8 | 2494 | 3 | 803 | 308369.244 |
| 2685 | 8 | 2799 | 3 | 704 | 319382.687 |
| 2686 | 8 | 1964 | 2 | 760 | 268994.478 |
| 2687 | 8 | 1670 | 3 | 928 | 272705.842 |
| 2688 | 8 | 1504 | 2 | 510 | 235821.398 |
| 2689 | 8 | 1278 | 2 | 584 | 227687.272 |
| 2690 | 9 | 2640 | 3 | 792 | 342139.498 |
| 2691 | 6 | 1716 | 2 | 615 | 196708.356 |
| 2692 | 6 | 1142 | 0 | 0 | 120109.440 |
| 2693 | 7 | 1400 | 2 | 612 | 207907.708 |
| 2694 | 6 | 1131 | 0 | 0 | 119564.137 |
| 2695 | 7 | 1686 | 2 | 462 | 215863.886 |
| 2696 | 7 | 1585 | 2 | 449 | 210317.799 |
| 2697 | 6 | 1837 | 2 | 688 | 205734.583 |
| 2698 | 6 | 1731 | 2 | 462 | 191105.817 |
| 2699 | 6 | 1398 | 2 | 542 | 177916.248 |
| 2700 | 6 | 1217 | 2 | 484 | 166537.811 |
| 2701 | 6 | 1320 | 2 | 472 | 171146.094 |
| 2702 | 5 | 988 | 2 | 624 | 134003.660 |
| 2703 | 6 | 1654 | 2 | 528 | 190026.244 |
| 2704 | 5 | 1211 | 2 | 576 | 143067.495 |
| 2705 | 5 | 984 | 1 | 310 | 109463.754 |
| 2706 | 5 | 909 | 1 | 294 | 105082.131 |
| 2707 | 5 | 925 | 2 | 484 | 125073.641 |
| 2708 | 5 | 1024 | 1 | 308 | 111363.718 |
| 2709 | 5 | 912 | 0 | 0 | 81718.796 |
| 2710 | 5 | 941 | 1 | 288 | 106419.599 |
| 2711 | 7 | 2646 | 2 | 550 | 267104.030 |
| 2712 | 8 | 2826 | 3 | 888 | 328353.110 |
| 2713 | 7 | 1143 | 2 | 588 | 194171.975 |
| 2714 | 7 | 1223 | 2 | 480 | 193658.191 |
| 2715 | 6 | 1524 | 2 | 440 | 179931.690 |
| 2716 | 7 | 1080 | 2 | 496 | 187232.900 |
| 2717 | 7 | 1694 | 1 | 434 | 203781.564 |
| 2718 | 8 | 1568 | 2 | 564 | 241233.882 |
| 2719 | 5 | 1193 | 2 | 501 | 139064.331 |
| 2720 | 7 | 1334 | 2 | 477 | 199036.360 |
| 2721 | 5 | 1051 | 2 | 504 | 132149.399 |
| 2722 | 5 | 1770 | 2 | 530 | 168870.814 |
| 2723 | 6 | 976 | 2 | 504 | 155420.278 |
| 2724 | 5 | 898 | 1 | 326 | 105864.124 |
| 2725 | 5 | 1051 | 1 | 264 | 110877.157 |
| 2726 | 5 | 1141 | 1 | 568 | 127948.039 |
| 2727 | 6 | 1565 | 1 | 299 | 164798.263 |
| 2728 | 6 | 1488 | 2 | 430 | 177732.282 |
| 2729 | 5 | 1440 | 2 | 480 | 150437.824 |
| 2730 | 5 | 1248 | 1 | 286 | 121555.554 |
| 2731 | 6 | 816 | 1 | 240 | 125220.884 |
| 2732 | 5 | 1043 | 1 | 273 | 110853.875 |
| 2733 | 5 | 1433 | 2 | 441 | 148473.171 |
| 2734 | 5 | 1624 | 1 | 240 | 138287.014 |
| 2735 | 5 | 1216 | 1 | 280 | 119720.350 |
| 2736 | 5 | 1728 | 1 | 234 | 143193.738 |
| 2737 | 5 | 936 | 1 | 240 | 104180.790 |
| 2738 | 5 | 1584 | 2 | 506 | 158654.764 |
| 2739 | 6 | 1246 | 2 | 441 | 166191.874 |
| 2740 | 6 | 1008 | 2 | 430 | 153937.242 |
| 2741 | 5 | 1364 | 1 | 331 | 129172.532 |
| 2742 | 6 | 1336 | 2 | 488 | 172602.910 |
| 2743 | 5 | 1370 | 1 | 300 | 128184.152 |
| 2744 | 6 | 1124 | 1 | 353 | 145176.382 |
| 2745 | 6 | 1050 | 1 | 286 | 138728.954 |
| 2746 | 5 | 1008 | 1 | 280 | 109409.166 |
| 2747 | 6 | 1575 | 2 | 400 | 180800.793 |
| 2748 | 5 | 1145 | 2 | 684 | 144275.301 |
| 2749 | 5 | 1005 | 1 | 319 | 110878.089 |
| 2750 | 5 | 1056 | 1 | 300 | 112618.230 |
| 2751 | 5 | 884 | 1 | 270 | 102847.334 |
| 2752 | 7 | 2039 | 3 | 791 | 258326.939 |
| 2753 | 5 | 1384 | 2 | 896 | 164916.584 |
| 2754 | 5 | 2640 | 3 | 1008 | 243143.330 |
| 2755 | 6 | 1312 | 2 | 649 | 178091.116 |
| 2756 | 3 | 713 | 1 | 371 | 44581.921 |
| 2757 | 3 | 715 | 2 | 660 | 67985.731 |
| 2758 | 4 | 720 | 1 | 280 | 68143.288 |
| 2759 | 6 | 1595 | 2 | 528 | 187101.437 |
| 2760 | 4 | 1760 | 2 | 648 | 146280.634 |
| 2761 | 6 | 1146 | 1 | 294 | 143819.786 |
| 2762 | 6 | 1207 | 1 | 264 | 145599.399 |
| 2763 | 6 | 1773 | 2 | 418 | 191362.851 |
| 2764 | 7 | 1472 | 2 | 484 | 206167.780 |
| 2765 | 7 | 2448 | 2 | 441 | 252767.474 |
| 2766 | 4 | 1521 | 1 | 597 | 120999.787 |
| 2767 | 3 | 1040 | 2 | 400 | 73312.676 |
| 2768 | 5 | 1556 | 0 | 0 | 113643.808 |
| 2769 | 5 | 1150 | 1 | 288 | 116780.356 |
| 2770 | 7 | 1045 | 2 | 528 | 186825.141 |
| 2771 | 5 | 864 | 1 | 336 | 104593.422 |
| 2772 | 5 | 1025 | 0 | 0 | 87320.545 |
| 2773 | 5 | 2014 | 2 | 624 | 184865.558 |
| 2774 | 5 | 1668 | 1 | 240 | 140468.226 |
| 2775 | 4 | 1657 | 1 | 162 | 109698.785 |
| 2776 | 6 | 1416 | 2 | 400 | 172918.686 |
| 2777 | 7 | 1428 | 2 | 576 | 207802.544 |
| 2778 | 7 | 1004 | 1 | 200 | 159870.342 |
| 2779 | 4 | 1951 | 2 | 576 | 152762.661 |
| 2780 | 6 | 1032 | 1 | 280 | 137587.772 |
| 2781 | 5 | 844 | 1 | 216 | 98624.602 |
| 2782 | 4 | 864 | 1 | 528 | 85568.344 |
| 2783 | 3 | 1376 | 1 | 216 | 71019.730 |
| 2784 | 5 | 960 | 2 | 576 | 130624.672 |
| 2785 | 5 | 1566 | 2 | 450 | 155439.682 |
| 2786 | 3 | 492 | 1 | 200 | 26533.550 |
| 2787 | 6 | 1182 | 1 | 378 | 149088.566 |
| 2788 | 3 | 840 | 1 | 250 | 45858.854 |
| 2789 | 7 | 2104 | 2 | 432 | 235341.060 |
| 2790 | 5 | 1248 | 0 | 0 | 98375.324 |
| 2791 | 5 | 960 | 2 | 624 | 132615.616 |
| 2792 | 3 | 1020 | 0 | 0 | 33094.972 |
| 2793 | 6 | 1827 | 1 | 240 | 175339.187 |
| 2794 | 3 | 1162 | 1 | 258 | 62153.184 |
| 2795 | 5 | 1324 | 1 | 180 | 120926.434 |
| 2796 | 5 | 816 | 1 | 210 | 96987.690 |
| 2797 | 6 | 2486 | 2 | 576 | 233261.924 |
| 2798 | 4 | 1430 | 2 | 370 | 118390.660 |
| 2799 | 5 | 1330 | 1 | 390 | 129934.252 |
| 2800 | 5 | 819 | 0 | 0 | 77108.507 |
| 2801 | 6 | 984 | 1 | 308 | 136369.652 |
| 2802 | 5 | 1422 | 1 | 288 | 130264.212 |
| 2803 | 6 | 1921 | 2 | 576 | 205253.179 |
| 2804 | 5 | 1640 | 2 | 394 | 156785.316 |
| 2805 | 5 | 1032 | 1 | 260 | 109769.358 |
| 2806 | 5 | 879 | 1 | 180 | 98866.449 |
| 2807 | 7 | 1073 | 1 | 246 | 165198.867 |
| 2808 | 5 | 1064 | 2 | 528 | 133789.320 |
| 2809 | 6 | 934 | 1 | 336 | 135052.386 |
| 2810 | 5 | 1059 | 1 | 286 | 112186.257 |
| 2811 | 5 | 1458 | 2 | 512 | 152657.434 |
| 2812 | 6 | 1040 | 2 | 616 | 163238.486 |
| 2813 | 5 | 1967 | 2 | 580 | 180710.595 |
| 2814 | 5 | 1949 | 2 | 586 | 180067.149 |
| 2815 | 5 | 872 | 1 | 322 | 104409.314 |
| 2816 | 7 | 1830 | 2 | 521 | 225449.600 |
| 2817 | 5 | 1000 | 2 | 575 | 132566.114 |
| 2818 | 5 | 810 | 2 | 576 | 123188.722 |
| 2819 | 7 | 1700 | 1 | 450 | 204742.650 |
| 2820 | 4 | 1350 | 2 | 504 | 119982.872 |
| 2821 | 5 | 1150 | 1 | 215 | 113752.462 |
| 2822 | 6 | 2009 | 3 | 795 | 230016.807 |
| 2823 | 6 | 3672 | 2 | 836 | 302839.782 |
| 2824 | 5 | 1560 | 2 | 528 | 158377.528 |
| 2825 | 5 | 1488 | 2 | 569 | 156508.870 |
| 2826 | 5 | 1057 | 1 | 288 | 112170.067 |
| 2827 | 6 | 1609 | 1 | 305 | 167228.343 |
| 2828 | 6 | 2559 | 2 | 506 | 233977.293 |
| 2829 | 6 | 1440 | 4 | 920 | 218312.042 |
| 2830 | 7 | 1876 | 3 | 848 | 252610.786 |
| 2831 | 7 | 1208 | 2 | 632 | 199219.252 |
| 2832 | 6 | 1846 | 2 | 495 | 198175.486 |
| 2833 | 8 | 1590 | 3 | 754 | 261522.830 |
| 2834 | 7 | 1809 | 2 | 638 | 229261.493 |
| 2835 | 7 | 1614 | 2 | 576 | 217023.122 |
| 2836 | 7 | 1596 | 2 | 610 | 217541.060 |
| 2837 | 6 | 1388 | 2 | 522 | 176590.958 |
| 2838 | 5 | 1100 | 2 | 462 | 132836.400 |
| 2839 | 6 | 1499 | 2 | 473 | 180061.139 |
| 2840 | 7 | 1425 | 2 | 591 | 208275.995 |
| 2841 | 7 | 1749 | 2 | 515 | 221185.319 |
| 2842 | 7 | 1779 | 2 | 586 | 225617.447 |
| 2843 | 6 | 1388 | 1 | 317 | 156770.446 |
| 2844 | 6 | 1282 | 3 | 672 | 188875.442 |
| 2845 | 5 | 864 | 1 | 297 | 102975.780 |
| 2846 | 7 | 1762 | 2 | 591 | 224982.096 |
| 2847 | 6 | 1755 | 2 | 530 | 195116.073 |
| 2848 | 8 | 1358 | 2 | 418 | 224767.764 |
| 2849 | 7 | 1909 | 2 | 529 | 229697.691 |
| 2850 | 8 | 2214 | 3 | 646 | 287976.758 |
| 2851 | 7 | 2049 | 2 | 467 | 234066.275 |
| 2852 | 7 | 1939 | 3 | 555 | 243580.831 |
| 2853 | 7 | 1995 | 2 | 610 | 237320.687 |
| 2854 | 6 | 848 | 2 | 420 | 145590.782 |
| 2855 | 7 | 1390 | 2 | 545 | 204632.952 |
| 2856 | 7 | 1737 | 2 | 578 | 223203.557 |
| 2857 | 7 | 1611 | 2 | 572 | 216708.491 |
| 2858 | 7 | 1336 | 2 | 502 | 200172.456 |
| 2859 | 4 | 1436 | 2 | 528 | 125241.622 |
| 2860 | 6 | 1012 | 0 | 0 | 113664.950 |
| 2861 | 5 | 1176 | 1 | 360 | 121055.670 |
| 2862 | 7 | 1724 | 2 | 616 | 224135.272 |
| 2863 | 6 | 914 | 0 | 0 | 108806.796 |
| 2864 | 7 | 2314 | 2 | 502 | 248654.850 |
| 2865 | 6 | 1072 | 2 | 525 | 161050.324 |
| 2866 | 7 | 1709 | 2 | 380 | 213602.869 |
| 2867 | 4 | 936 | 1 | 265 | 78228.886 |
| 2868 | 6 | 1338 | 2 | 528 | 174361.176 |
| 2869 | 4 | 1669 | 1 | 288 | 115519.889 |
| 2870 | 4 | 1482 | 2 | 609 | 130881.698 |
| 2871 | 4 | 1414 | 0 | 0 | 79615.588 |
| 2872 | 2 | 498 | 1 | 216 | 505.782 |
| 2873 | 4 | 1273 | 1 | 275 | 95349.767 |
| 2874 | 5 | 1551 | 1 | 240 | 134668.185 |
| 2875 | 6 | 1340 | 1 | 440 | 159492.736 |
| 2876 | 7 | 1479 | 1 | 312 | 188063.053 |
| 2877 | 6 | 1510 | 1 | 216 | 158629.074 |
| 2878 | 7 | 1636 | 1 | 288 | 194850.542 |
| 2879 | 5 | 1465 | 1 | 240 | 130404.907 |
| 2880 | 5 | 1288 | 1 | 240 | 121630.486 |
| 2881 | 6 | 1550 | 1 | 318 | 164842.750 |
| 2882 | 5 | 1717 | 1 | 410 | 149948.563 |
| 2883 | 7 | 1671 | 2 | 451 | 214664.033 |
| 2884 | 7 | 1609 | 3 | 579 | 228217.213 |
| 2885 | 6 | 1801 | 2 | 365 | 190552.561 |
| 2886 | 5 | 2315 | 1 | 342 | 176772.713 |
| 2887 | 5 | 976 | 1 | 215 | 105126.760 |
| 2888 | 6 | 1285 | 2 | 506 | 170821.291 |
| 2889 | 4 | 672 | 0 | 0 | 42832.422 |
| 2890 | 4 | 641 | 1 | 272 | 63895.197 |
| 2891 | 6 | 1638 | 1 | 384 | 171942.722 |
| 2892 | 3 | 729 | 0 | 0 | 18669.229 |
| 2893 | 5 | 1396 | 0 | 0 | 105712.128 |
| 2894 | 3 | 936 | 0 | 0 | 28930.840 |
| 2895 | 8 | 1778 | 2 | 495 | 248782.230 |
| 2896 | 8 | 1646 | 2 | 525 | 243482.934 |
| 2897 | 6 | 1625 | 2 | 576 | 190579.571 |
| 2898 | 6 | 1664 | 2 | 616 | 194172.038 |
| 2899 | 8 | 1491 | 2 | 490 | 234347.389 |
| 2900 | 6 | 1210 | 2 | 528 | 168015.832 |
| 2901 | 6 | 1650 | 2 | 518 | 189413.172 |
| 2902 | 6 | 1403 | 2 | 470 | 175177.697 |
| 2903 | 8 | 1960 | 3 | 714 | 278205.720 |
| 2904 | 9 | 1838 | 3 | 682 | 297819.372 |
| 2905 | 1 | 1600 | 1 | 270 | 30386.186 |
| 2906 | 7 | 1368 | 4 | 784 | 236090.632 |
| 2907 | 5 | 1304 | 1 | 336 | 126405.542 |
| 2908 | 5 | 874 | 1 | 288 | 103098.208 |
| 2909 | 5 | 1652 | 3 | 928 | 190846.966 |
| 2910 | 4 | 630 | 0 | 0 | 40750.356 |
| 2911 | 4 | 1092 | 1 | 253 | 85464.538 |
| 2912 | 5 | 1360 | 1 | 336 | 129181.630 |
| 2913 | 4 | 1092 | 1 | 286 | 86833.312 |
| 2914 | 4 | 1092 | 0 | 0 | 63653.082 |
| 2915 | 4 | 1092 | 0 | 0 | 63653.082 |
| 2916 | 4 | 1092 | 1 | 286 | 86833.312 |
| 2917 | 5 | 1224 | 2 | 576 | 143711.944 |
| 2918 | 5 | 970 | 0 | 0 | 84594.030 |
| 2919 | 7 | 2000 | 3 | 650 | 250545.194 |
write.csv(new.df, file = "kagglesubmission.csv")
#When I tried to submit the first time, I realized that my file was not in the proper format so I have to come make some changes
sub.df <- new.df[,c("Id", "SalePrice")]
kable(sub.df)| Id | SalePrice |
|---|---|
| 1461 | 122522.090 |
| 1462 | 153638.249 |
| 1463 | 159890.077 |
| 1464 | 185141.870 |
| 1465 | 224551.134 |
| 1466 | 186425.753 |
| 1467 | 162396.029 |
| 1468 | 175057.417 |
| 1469 | 200586.233 |
| 1470 | 97653.746 |
| 1471 | 200595.331 |
| 1472 | 134693.339 |
| 1473 | 115232.418 |
| 1474 | 176560.726 |
| 1475 | 156021.702 |
| 1476 | 325269.562 |
| 1477 | 263970.964 |
| 1478 | 292870.096 |
| 1479 | 269871.438 |
| 1480 | 351800.934 |
| 1481 | 294323.966 |
| 1482 | 228100.188 |
| 1483 | 169602.310 |
| 1484 | 188007.943 |
| 1485 | 197825.474 |
| 1486 | 216990.955 |
| 1487 | 314022.359 |
| 1488 | 266996.923 |
| 1489 | 201540.014 |
| 1490 | 180805.666 |
| 1491 | 215437.931 |
| 1492 | 115787.680 |
| 1493 | 179315.538 |
| 1494 | 299480.561 |
| 1495 | 291301.087 |
| 1496 | 207873.464 |
| 1497 | 220792.676 |
| 1498 | 192518.012 |
| 1499 | 192518.012 |
| 1500 | 167313.786 |
| 1501 | 179336.814 |
| 1502 | 187232.900 |
| 1503 | 257061.118 |
| 1504 | 256275.706 |
| 1505 | 211804.776 |
| 1506 | 198991.865 |
| 1507 | 237192.233 |
| 1508 | 207996.745 |
| 1509 | 185971.501 |
| 1510 | 140541.420 |
| 1511 | 139981.933 |
| 1512 | 155442.620 |
| 1513 | 194033.633 |
| 1514 | 122170.364 |
| 1515 | 197733.617 |
| 1516 | 182762.366 |
| 1517 | 143798.510 |
| 1518 | 162549.684 |
| 1519 | 212205.372 |
| 1520 | 117262.905 |
| 1521 | 120551.916 |
| 1522 | 182707.778 |
| 1523 | 98024.703 |
| 1524 | 113761.418 |
| 1525 | 108661.488 |
| 1526 | 107754.058 |
| 1527 | 109022.943 |
| 1528 | 147105.788 |
| 1529 | 137466.891 |
| 1530 | 173536.773 |
| 1531 | 122204.220 |
| 1532 | 82908.548 |
| 1533 | 148772.473 |
| 1534 | 146785.139 |
| 1535 | 138733.171 |
| 1536 | 122609.697 |
| 1537 | 51774.278 |
| 1538 | 218369.286 |
| 1539 | 278423.662 |
| 1540 | 148344.908 |
| 1541 | 184886.700 |
| 1542 | 142793.932 |
| 1543 | 217385.984 |
| 1544 | 67055.833 |
| 1545 | 140885.952 |
| 1546 | 169312.754 |
| 1547 | 129810.031 |
| 1548 | 157951.100 |
| 1549 | 136581.456 |
| 1550 | 155196.832 |
| 1551 | 139704.224 |
| 1552 | 153142.052 |
| 1553 | 140830.954 |
| 1554 | 147915.288 |
| 1555 | 145999.987 |
| 1556 | 115969.134 |
| 1557 | 105513.836 |
| 1558 | 129953.601 |
| 1559 | 102914.898 |
| 1560 | 161091.004 |
| 1561 | 100337.102 |
| 1562 | 109299.706 |
| 1563 | 102270.654 |
| 1564 | 151720.491 |
| 1565 | 150437.824 |
| 1566 | 215257.551 |
| 1567 | 87881.918 |
| 1568 | 205987.747 |
| 1569 | 93570.004 |
| 1570 | 147426.224 |
| 1571 | 105402.053 |
| 1572 | 121106.246 |
| 1573 | 211602.472 |
| 1574 | 144393.930 |
| 1575 | 206059.465 |
| 1576 | 240280.834 |
| 1577 | 199208.148 |
| 1578 | 177840.455 |
| 1579 | 131038.449 |
| 1580 | 218276.702 |
| 1581 | 111462.864 |
| 1582 | 122644.564 |
| 1583 | 284739.042 |
| 1584 | 242882.964 |
| 1585 | 145590.782 |
| 1586 | 35529.474 |
| 1587 | 110233.640 |
| 1588 | 121051.658 |
| 1589 | 107585.610 |
| 1590 | 143746.860 |
| 1591 | 57109.446 |
| 1592 | 122856.630 |
| 1593 | 145116.328 |
| 1594 | 140887.816 |
| 1595 | 119096.838 |
| 1596 | 220483.795 |
| 1597 | 187139.037 |
| 1598 | 214634.662 |
| 1599 | 216172.152 |
| 1600 | 221176.087 |
| 1601 | 1924.200 |
| 1602 | 155615.657 |
| 1603 | 81718.124 |
| 1604 | 243482.934 |
| 1605 | 277144.414 |
| 1606 | 169452.517 |
| 1607 | 219844.550 |
| 1608 | 218539.232 |
| 1609 | 194871.154 |
| 1610 | 147317.876 |
| 1611 | 143703.920 |
| 1612 | 155914.926 |
| 1613 | 154223.284 |
| 1614 | 105166.161 |
| 1615 | 63653.082 |
| 1616 | 63653.082 |
| 1617 | 86833.312 |
| 1618 | 105752.800 |
| 1619 | 120969.183 |
| 1620 | 205255.248 |
| 1621 | 146190.594 |
| 1622 | 132550.659 |
| 1623 | 249482.341 |
| 1624 | 200765.247 |
| 1625 | 139359.938 |
| 1626 | 179120.184 |
| 1627 | 185340.162 |
| 1628 | 290816.603 |
| 1629 | 210002.236 |
| 1630 | 288526.524 |
| 1631 | 233910.330 |
| 1632 | 247969.792 |
| 1633 | 198056.146 |
| 1634 | 185483.866 |
| 1635 | 178249.288 |
| 1636 | 162959.528 |
| 1637 | 178535.472 |
| 1638 | 236687.484 |
| 1639 | 189043.953 |
| 1640 | 263921.399 |
| 1641 | 190621.191 |
| 1642 | 230615.222 |
| 1643 | 257398.692 |
| 1644 | 253321.599 |
| 1645 | 159327.581 |
| 1646 | 163355.970 |
| 1647 | 193249.429 |
| 1648 | 137424.410 |
| 1649 | 113814.000 |
| 1650 | 98876.810 |
| 1651 | 98876.810 |
| 1652 | 134693.339 |
| 1653 | 135688.811 |
| 1654 | 181121.442 |
| 1655 | 183670.807 |
| 1656 | 176560.726 |
| 1657 | 181121.442 |
| 1658 | 176560.726 |
| 1659 | 157556.388 |
| 1660 | 141874.592 |
| 1661 | 347106.970 |
| 1662 | 347604.564 |
| 1663 | 315717.950 |
| 1664 | 369569.494 |
| 1665 | 299067.582 |
| 1666 | 278423.930 |
| 1667 | 302897.228 |
| 1668 | 303272.047 |
| 1669 | 283347.065 |
| 1670 | 303300.486 |
| 1671 | 224551.126 |
| 1672 | 336718.706 |
| 1673 | 300681.488 |
| 1674 | 267168.924 |
| 1675 | 173527.604 |
| 1676 | 176756.728 |
| 1677 | 200516.458 |
| 1678 | 368303.594 |
| 1679 | 288900.378 |
| 1680 | 287413.434 |
| 1681 | 261633.610 |
| 1682 | 265372.402 |
| 1683 | 202597.521 |
| 1684 | 201475.680 |
| 1685 | 176255.264 |
| 1686 | 190066.798 |
| 1687 | 197825.474 |
| 1688 | 212009.370 |
| 1689 | 210141.786 |
| 1690 | 203526.369 |
| 1691 | 195948.792 |
| 1692 | 277483.472 |
| 1693 | 197825.474 |
| 1694 | 177527.972 |
| 1695 | 200601.562 |
| 1696 | 266343.794 |
| 1697 | 201016.342 |
| 1698 | 318227.179 |
| 1699 | 287501.017 |
| 1700 | 242127.191 |
| 1701 | 276597.556 |
| 1702 | 275819.772 |
| 1703 | 263732.410 |
| 1704 | 270808.026 |
| 1705 | 231505.538 |
| 1706 | 334827.982 |
| 1707 | 206249.662 |
| 1708 | 208546.068 |
| 1709 | 295077.244 |
| 1710 | 240594.306 |
| 1711 | 272846.679 |
| 1712 | 252569.980 |
| 1713 | 236319.678 |
| 1714 | 214496.905 |
| 1715 | 221113.325 |
| 1716 | 197392.214 |
| 1717 | 189759.117 |
| 1718 | 120902.608 |
| 1719 | 222773.732 |
| 1720 | 261430.634 |
| 1721 | 192236.622 |
| 1722 | 91732.542 |
| 1723 | 138258.914 |
| 1724 | 229004.008 |
| 1725 | 241501.080 |
| 1726 | 193793.792 |
| 1727 | 174644.430 |
| 1728 | 209995.002 |
| 1729 | 174821.588 |
| 1730 | 204813.040 |
| 1731 | 124316.004 |
| 1732 | 132336.232 |
| 1733 | 108907.134 |
| 1734 | 110335.866 |
| 1735 | 105479.718 |
| 1736 | 103488.774 |
| 1737 | 287104.362 |
| 1738 | 221856.059 |
| 1739 | 302605.871 |
| 1740 | 194964.274 |
| 1741 | 174983.204 |
| 1742 | 179336.814 |
| 1743 | 206088.836 |
| 1744 | 250715.364 |
| 1745 | 221776.112 |
| 1746 | 285851.659 |
| 1747 | 248107.115 |
| 1748 | 238366.008 |
| 1749 | 146194.748 |
| 1750 | 149031.972 |
| 1751 | 248112.556 |
| 1752 | 103597.950 |
| 1753 | 155124.048 |
| 1754 | 235946.969 |
| 1755 | 172100.088 |
| 1756 | 92897.960 |
| 1757 | 103432.038 |
| 1758 | 142845.462 |
| 1759 | 168696.736 |
| 1760 | 149534.193 |
| 1761 | 144760.140 |
| 1762 | 188000.906 |
| 1763 | 179523.070 |
| 1764 | 109103.562 |
| 1765 | 192772.961 |
| 1766 | 180145.027 |
| 1767 | 186294.085 |
| 1768 | 116399.962 |
| 1769 | 197295.287 |
| 1770 | 136111.686 |
| 1771 | 120021.800 |
| 1772 | 130852.928 |
| 1773 | 92519.020 |
| 1774 | 172178.092 |
| 1775 | 139780.088 |
| 1776 | 134177.880 |
| 1777 | 97091.851 |
| 1778 | 108475.445 |
| 1779 | 133359.520 |
| 1780 | 205824.923 |
| 1781 | 117516.930 |
| 1782 | 48290.798 |
| 1783 | 156030.120 |
| 1784 | 83998.553 |
| 1785 | 112215.628 |
| 1786 | 171889.815 |
| 1787 | 222781.614 |
| 1788 | 14764.115 |
| 1789 | 124973.350 |
| 1790 | 43061.419 |
| 1791 | 261183.898 |
| 1792 | 158323.328 |
| 1793 | 157597.478 |
| 1794 | 153185.481 |
| 1795 | 142367.985 |
| 1796 | 147354.514 |
| 1797 | 179628.527 |
| 1798 | 111625.767 |
| 1799 | 94067.898 |
| 1800 | 118416.265 |
| 1801 | 109190.593 |
| 1802 | 184135.081 |
| 1803 | 195694.830 |
| 1804 | 129185.049 |
| 1805 | 137568.573 |
| 1806 | 149845.626 |
| 1807 | 195940.902 |
| 1808 | 143463.218 |
| 1809 | 109083.092 |
| 1810 | 152969.198 |
| 1811 | 93843.039 |
| 1812 | 108240.351 |
| 1813 | 126433.910 |
| 1814 | 86782.427 |
| 1815 | 9973.080 |
| 1816 | 98991.744 |
| 1817 | 136873.800 |
| 1818 | 189115.253 |
| 1819 | 150278.460 |
| 1820 | 49970.934 |
| 1821 | 156768.582 |
| 1822 | 199396.093 |
| 1823 | 22040.193 |
| 1824 | 154762.380 |
| 1825 | 143756.092 |
| 1826 | 117711.068 |
| 1827 | 108101.069 |
| 1828 | 136619.728 |
| 1829 | 195348.038 |
| 1830 | 197668.510 |
| 1831 | 207132.610 |
| 1832 | 141999.564 |
| 1833 | 183597.534 |
| 1834 | 161275.429 |
| 1835 | 182890.000 |
| 1836 | 173330.766 |
| 1837 | 53738.482 |
| 1838 | 157140.739 |
| 1839 | 64861.440 |
| 1840 | 95995.820 |
| 1841 | 115386.294 |
| 1842 | 112324.946 |
| 1843 | 127683.842 |
| 1844 | 158295.512 |
| 1845 | 151695.796 |
| 1846 | 162455.632 |
| 1847 | 164428.033 |
| 1848 | 11740.162 |
| 1849 | 121369.913 |
| 1850 | 115120.091 |
| 1851 | 166019.463 |
| 1852 | 112263.195 |
| 1853 | 110860.967 |
| 1854 | 184880.761 |
| 1855 | 176352.120 |
| 1856 | 225887.733 |
| 1857 | 182973.760 |
| 1858 | 199456.068 |
| 1859 | 151829.019 |
| 1860 | 147941.697 |
| 1861 | 150738.413 |
| 1862 | 307927.927 |
| 1863 | 307927.927 |
| 1864 | 307927.927 |
| 1865 | 308900.806 |
| 1866 | 298772.150 |
| 1867 | 261696.624 |
| 1868 | 252959.472 |
| 1869 | 204528.578 |
| 1870 | 247189.070 |
| 1871 | 260695.134 |
| 1872 | 174875.244 |
| 1873 | 222095.829 |
| 1874 | 115153.332 |
| 1875 | 208002.913 |
| 1876 | 194382.650 |
| 1877 | 208637.190 |
| 1878 | 212302.512 |
| 1879 | 107015.407 |
| 1880 | 122869.218 |
| 1881 | 255360.015 |
| 1882 | 272019.718 |
| 1883 | 221447.297 |
| 1884 | 231041.106 |
| 1885 | 236723.813 |
| 1886 | 252422.264 |
| 1887 | 204561.171 |
| 1888 | 264440.474 |
| 1889 | 173586.346 |
| 1890 | 100360.297 |
| 1891 | 161050.324 |
| 1892 | 77535.796 |
| 1893 | 123729.816 |
| 1894 | 119691.714 |
| 1895 | 138142.236 |
| 1896 | 122789.864 |
| 1897 | 121053.806 |
| 1898 | 143850.302 |
| 1899 | 165456.374 |
| 1900 | 171596.864 |
| 1901 | 155074.475 |
| 1902 | 123665.917 |
| 1903 | 252653.212 |
| 1904 | 119127.338 |
| 1905 | 182719.885 |
| 1906 | 135561.431 |
| 1907 | 204509.584 |
| 1908 | 156039.510 |
| 1909 | 166220.171 |
| 1910 | 166220.171 |
| 1911 | 205166.282 |
| 1912 | 253215.495 |
| 1913 | 190508.856 |
| 1914 | 57488.244 |
| 1915 | 241798.526 |
| 1916 | 18627.150 |
| 1917 | 279780.020 |
| 1918 | 135277.972 |
| 1919 | 172372.167 |
| 1920 | 166085.415 |
| 1921 | 311699.670 |
| 1922 | 296473.525 |
| 1923 | 215277.239 |
| 1924 | 210413.723 |
| 1925 | 233119.302 |
| 1926 | 314631.356 |
| 1927 | 113722.878 |
| 1928 | 149648.668 |
| 1929 | 101222.458 |
| 1930 | 146692.801 |
| 1931 | 131867.867 |
| 1932 | 141194.035 |
| 1933 | 177293.644 |
| 1934 | 185141.870 |
| 1935 | 176425.188 |
| 1936 | 185224.826 |
| 1937 | 183244.054 |
| 1938 | 144509.408 |
| 1939 | 245391.996 |
| 1940 | 224551.134 |
| 1941 | 186164.707 |
| 1942 | 188107.223 |
| 1943 | 225551.763 |
| 1944 | 303689.322 |
| 1945 | 299601.994 |
| 1946 | 179734.330 |
| 1947 | 274971.756 |
| 1948 | 190507.506 |
| 1949 | 218700.580 |
| 1950 | 200386.796 |
| 1951 | 238252.544 |
| 1952 | 224314.436 |
| 1953 | 165286.379 |
| 1954 | 234730.926 |
| 1955 | 144060.100 |
| 1956 | 331045.428 |
| 1957 | 177334.624 |
| 1958 | 300071.354 |
| 1959 | 167887.520 |
| 1960 | 79182.880 |
| 1961 | 125865.664 |
| 1962 | 134693.339 |
| 1963 | 138343.403 |
| 1964 | 123319.980 |
| 1965 | 177390.286 |
| 1966 | 183670.807 |
| 1967 | 267389.424 |
| 1968 | 300535.920 |
| 1969 | 304367.020 |
| 1970 | 349899.106 |
| 1971 | 402730.948 |
| 1972 | 335573.299 |
| 1973 | 282145.340 |
| 1974 | 298388.952 |
| 1975 | 360576.508 |
| 1976 | 259866.719 |
| 1977 | 313688.813 |
| 1978 | 317753.728 |
| 1979 | 307005.280 |
| 1980 | 200962.615 |
| 1981 | 306802.834 |
| 1982 | 229449.692 |
| 1983 | 229449.692 |
| 1984 | 213387.242 |
| 1985 | 223279.041 |
| 1986 | 230272.846 |
| 1987 | 192641.514 |
| 1988 | 177536.067 |
| 1989 | 214977.732 |
| 1990 | 229574.402 |
| 1991 | 200516.458 |
| 1992 | 224790.106 |
| 1993 | 199932.828 |
| 1994 | 244820.678 |
| 1995 | 213631.095 |
| 1996 | 270523.501 |
| 1997 | 314584.144 |
| 1998 | 289777.150 |
| 1999 | 242354.925 |
| 2000 | 306559.399 |
| 2001 | 265827.649 |
| 2002 | 229293.564 |
| 2003 | 278980.479 |
| 2004 | 280827.790 |
| 2005 | 232395.846 |
| 2006 | 232513.046 |
| 2007 | 261094.008 |
| 2008 | 192663.722 |
| 2009 | 192689.002 |
| 2010 | 215387.355 |
| 2011 | 121745.349 |
| 2012 | 190758.672 |
| 2013 | 187671.025 |
| 2014 | 189075.330 |
| 2015 | 215297.307 |
| 2016 | 195272.745 |
| 2017 | 220217.141 |
| 2018 | 112533.126 |
| 2019 | 108077.574 |
| 2020 | 104720.936 |
| 2021 | 102104.742 |
| 2022 | 177096.860 |
| 2023 | 160816.777 |
| 2024 | 238755.571 |
| 2025 | 331589.066 |
| 2026 | 195370.967 |
| 2027 | 165529.158 |
| 2028 | 204524.708 |
| 2029 | 181171.015 |
| 2030 | 268830.864 |
| 2031 | 254644.820 |
| 2032 | 261831.831 |
| 2033 | 264359.193 |
| 2034 | 201884.300 |
| 2035 | 224454.057 |
| 2036 | 238642.044 |
| 2037 | 239683.077 |
| 2038 | 347806.111 |
| 2039 | 221315.779 |
| 2040 | 360196.106 |
| 2041 | 245759.209 |
| 2042 | 222400.430 |
| 2043 | 178275.437 |
| 2044 | 193625.874 |
| 2045 | 217403.516 |
| 2046 | 159774.741 |
| 2047 | 151212.796 |
| 2048 | 128889.617 |
| 2049 | 168696.736 |
| 2050 | 215153.674 |
| 2051 | 109167.390 |
| 2052 | 133074.164 |
| 2053 | 114198.548 |
| 2054 | 75331.444 |
| 2055 | 151969.572 |
| 2056 | 125055.035 |
| 2057 | 112124.506 |
| 2058 | 204592.682 |
| 2059 | 118235.166 |
| 2060 | 139120.302 |
| 2061 | 182253.526 |
| 2062 | 118481.886 |
| 2063 | 101503.848 |
| 2064 | 142631.368 |
| 2065 | 122828.814 |
| 2066 | 197265.908 |
| 2067 | 147757.392 |
| 2068 | 169639.768 |
| 2069 | 80092.245 |
| 2070 | 117226.513 |
| 2071 | 66925.168 |
| 2072 | 214684.400 |
| 2073 | 126327.292 |
| 2074 | 198692.358 |
| 2075 | 145035.687 |
| 2076 | 126460.540 |
| 2077 | 122989.088 |
| 2078 | 111139.135 |
| 2079 | 175459.806 |
| 2080 | 135208.268 |
| 2081 | 148123.610 |
| 2082 | 125739.620 |
| 2083 | 157774.628 |
| 2084 | 103240.767 |
| 2085 | 114148.975 |
| 2086 | 143756.029 |
| 2087 | 141319.543 |
| 2088 | 128932.762 |
| 2089 | 91757.166 |
| 2090 | 159768.108 |
| 2091 | 88538.728 |
| 2092 | 132497.618 |
| 2093 | 143415.312 |
| 2094 | 141397.399 |
| 2095 | 191662.730 |
| 2096 | 100687.469 |
| 2097 | 90047.060 |
| 2098 | 180815.095 |
| 2099 | 645.643 |
| 2100 | 61252.436 |
| 2101 | 157219.295 |
| 2102 | 185629.964 |
| 2103 | 111016.707 |
| 2104 | 191940.668 |
| 2105 | 112850.640 |
| 2106 | 48604.180 |
| 2107 | 250991.083 |
| 2108 | 109380.798 |
| 2109 | 87795.401 |
| 2110 | 116433.345 |
| 2111 | 194943.670 |
| 2112 | 143938.336 |
| 2113 | 117763.792 |
| 2114 | 147059.366 |
| 2115 | 167655.372 |
| 2116 | 121534.901 |
| 2117 | 176898.593 |
| 2118 | 151296.282 |
| 2119 | 131668.525 |
| 2120 | 122831.200 |
| 2121 | 76868.136 |
| 2122 | 91088.424 |
| 2123 | 94683.118 |
| 2124 | 229304.329 |
| 2125 | 177322.438 |
| 2126 | 199072.602 |
| 2127 | 188099.508 |
| 2128 | 164034.537 |
| 2129 | 142454.502 |
| 2130 | 163733.948 |
| 2131 | 200332.555 |
| 2132 | 140575.948 |
| 2133 | 150960.998 |
| 2134 | 152014.376 |
| 2135 | 120660.499 |
| 2136 | 49156.624 |
| 2137 | 110030.404 |
| 2138 | 130684.559 |
| 2139 | 160539.478 |
| 2140 | 109196.690 |
| 2141 | 158295.512 |
| 2142 | 112216.631 |
| 2143 | 135950.330 |
| 2144 | 132247.684 |
| 2145 | 107859.222 |
| 2146 | 170782.680 |
| 2147 | 170423.625 |
| 2148 | 163391.042 |
| 2149 | 153102.714 |
| 2150 | 208496.708 |
| 2151 | 165620.739 |
| 2152 | 111760.034 |
| 2153 | 135987.315 |
| 2154 | 79339.292 |
| 2155 | 149336.573 |
| 2156 | 251098.032 |
| 2157 | 215875.922 |
| 2158 | 240971.106 |
| 2159 | 233678.789 |
| 2160 | 200417.312 |
| 2161 | 267324.735 |
| 2162 | 347156.694 |
| 2163 | 302213.892 |
| 2164 | 259970.809 |
| 2165 | 185747.921 |
| 2166 | 130120.918 |
| 2167 | 206560.210 |
| 2168 | 198812.701 |
| 2169 | 217081.864 |
| 2170 | 229457.779 |
| 2171 | 139242.350 |
| 2172 | 136375.140 |
| 2173 | 154628.318 |
| 2174 | 243890.685 |
| 2175 | 305006.383 |
| 2176 | 269621.496 |
| 2177 | 253198.231 |
| 2178 | 250784.278 |
| 2179 | 145590.782 |
| 2180 | 218470.452 |
| 2181 | 204248.617 |
| 2182 | 235733.758 |
| 2183 | 205891.405 |
| 2184 | 112909.650 |
| 2185 | 131257.085 |
| 2186 | 161910.329 |
| 2187 | 163986.235 |
| 2188 | 173685.492 |
| 2189 | 274394.396 |
| 2190 | 66627.462 |
| 2191 | 66627.462 |
| 2192 | 48384.598 |
| 2193 | 88708.589 |
| 2194 | 92872.721 |
| 2195 | 78802.486 |
| 2196 | 93463.916 |
| 2197 | 93388.194 |
| 2198 | 185336.538 |
| 2199 | 201221.718 |
| 2200 | 155358.046 |
| 2201 | 165383.590 |
| 2202 | 211212.720 |
| 2203 | 190442.959 |
| 2204 | 153852.936 |
| 2205 | 125271.594 |
| 2206 | 143167.171 |
| 2207 | 265561.763 |
| 2208 | 241236.093 |
| 2209 | 173308.170 |
| 2210 | 156454.290 |
| 2211 | 128460.393 |
| 2212 | 138803.886 |
| 2213 | 95995.820 |
| 2214 | 141864.294 |
| 2215 | 107968.398 |
| 2216 | 159507.125 |
| 2217 | 7724.643 |
| 2218 | 95979.171 |
| 2219 | 80927.175 |
| 2220 | 72627.208 |
| 2221 | 243582.080 |
| 2222 | 214710.526 |
| 2223 | 257772.538 |
| 2224 | 248507.402 |
| 2225 | 172019.272 |
| 2226 | 133801.703 |
| 2227 | 208766.781 |
| 2228 | 260305.713 |
| 2229 | 253734.302 |
| 2230 | 147218.730 |
| 2231 | 231974.518 |
| 2232 | 178411.117 |
| 2233 | 172370.090 |
| 2234 | 230865.172 |
| 2235 | 187209.823 |
| 2236 | 247340.530 |
| 2237 | 285787.096 |
| 2238 | 234900.880 |
| 2239 | 90641.936 |
| 2240 | 161333.791 |
| 2241 | 138215.832 |
| 2242 | 131396.706 |
| 2243 | 134882.525 |
| 2244 | 82133.978 |
| 2245 | 82133.978 |
| 2246 | 115990.268 |
| 2247 | 117630.790 |
| 2248 | 99227.502 |
| 2249 | 100665.119 |
| 2250 | 123289.013 |
| 2251 | 150787.434 |
| 2252 | 186580.419 |
| 2253 | 170917.570 |
| 2254 | 186617.024 |
| 2255 | 189806.818 |
| 2256 | 207528.601 |
| 2257 | 220092.841 |
| 2258 | 189384.883 |
| 2259 | 183790.360 |
| 2260 | 161959.902 |
| 2261 | 218465.833 |
| 2262 | 225671.111 |
| 2263 | 307629.803 |
| 2264 | 340358.456 |
| 2265 | 175396.522 |
| 2266 | 270072.124 |
| 2267 | 280885.980 |
| 2268 | 336663.194 |
| 2269 | 169693.290 |
| 2270 | 206514.791 |
| 2271 | 223110.358 |
| 2272 | 228747.780 |
| 2273 | 165011.149 |
| 2274 | 173030.871 |
| 2275 | 185766.410 |
| 2276 | 203020.254 |
| 2277 | 199421.903 |
| 2278 | 153527.398 |
| 2279 | 108399.368 |
| 2280 | 77345.670 |
| 2281 | 173606.477 |
| 2282 | 174062.735 |
| 2283 | 139898.504 |
| 2284 | 146144.702 |
| 2285 | 167334.447 |
| 2286 | 111735.946 |
| 2287 | 298719.710 |
| 2288 | 270909.178 |
| 2289 | 295527.618 |
| 2290 | 353219.210 |
| 2291 | 305628.758 |
| 2292 | 343249.098 |
| 2293 | 343583.994 |
| 2294 | 348901.628 |
| 2295 | 367622.398 |
| 2296 | 276986.906 |
| 2297 | 288132.356 |
| 2298 | 302712.702 |
| 2299 | 335958.984 |
| 2300 | 303587.957 |
| 2301 | 273655.034 |
| 2302 | 240867.000 |
| 2303 | 248403.771 |
| 2304 | 278381.520 |
| 2305 | 176848.782 |
| 2306 | 176848.782 |
| 2307 | 172730.424 |
| 2308 | 243152.974 |
| 2309 | 268668.893 |
| 2310 | 228557.378 |
| 2311 | 202597.521 |
| 2312 | 184018.742 |
| 2313 | 178867.446 |
| 2314 | 204229.418 |
| 2315 | 178494.073 |
| 2316 | 198521.398 |
| 2317 | 167959.380 |
| 2318 | 178940.230 |
| 2319 | 201890.460 |
| 2320 | 194646.642 |
| 2321 | 256329.985 |
| 2322 | 191973.854 |
| 2323 | 186719.045 |
| 2324 | 197825.474 |
| 2325 | 210869.049 |
| 2326 | 198816.934 |
| 2327 | 227690.628 |
| 2328 | 230062.037 |
| 2329 | 188243.764 |
| 2330 | 186710.010 |
| 2331 | 316255.221 |
| 2332 | 364433.164 |
| 2333 | 310865.158 |
| 2334 | 267556.899 |
| 2335 | 270713.698 |
| 2336 | 315942.596 |
| 2337 | 206080.599 |
| 2338 | 263208.170 |
| 2339 | 236230.160 |
| 2340 | 348159.550 |
| 2341 | 208777.956 |
| 2342 | 236428.452 |
| 2343 | 215651.126 |
| 2344 | 246252.687 |
| 2345 | 277775.540 |
| 2346 | 231242.344 |
| 2347 | 203150.777 |
| 2348 | 253416.662 |
| 2349 | 161134.346 |
| 2350 | 281125.228 |
| 2351 | 243271.390 |
| 2352 | 262250.377 |
| 2353 | 249416.111 |
| 2354 | 118027.374 |
| 2355 | 147147.867 |
| 2356 | 137267.454 |
| 2357 | 210262.998 |
| 2358 | 196762.154 |
| 2359 | 149312.288 |
| 2360 | 104919.228 |
| 2361 | 139153.092 |
| 2362 | 260595.783 |
| 2363 | 128427.483 |
| 2364 | 160912.709 |
| 2365 | 230819.540 |
| 2366 | 217243.701 |
| 2367 | 237435.099 |
| 2368 | 199472.416 |
| 2369 | 238848.360 |
| 2370 | 178791.511 |
| 2371 | 182360.767 |
| 2372 | 206364.856 |
| 2373 | 264531.186 |
| 2374 | 303034.442 |
| 2375 | 233998.372 |
| 2376 | 252859.386 |
| 2377 | 291932.735 |
| 2378 | 160329.150 |
| 2379 | 229295.081 |
| 2380 | 159679.544 |
| 2381 | 172229.537 |
| 2382 | 214294.672 |
| 2383 | 211717.950 |
| 2384 | 235604.041 |
| 2385 | 160390.759 |
| 2386 | 139865.050 |
| 2387 | 115478.277 |
| 2388 | 126132.624 |
| 2389 | 128809.954 |
| 2390 | 136236.735 |
| 2391 | 139450.388 |
| 2392 | 105085.140 |
| 2393 | 190858.892 |
| 2394 | 156037.504 |
| 2395 | 215269.002 |
| 2396 | 154790.606 |
| 2397 | 189180.494 |
| 2398 | 125392.284 |
| 2399 | 15546.130 |
| 2400 | 15744.422 |
| 2401 | 100655.950 |
| 2402 | 116780.356 |
| 2403 | 180645.242 |
| 2404 | 140515.200 |
| 2405 | 170072.610 |
| 2406 | 134280.494 |
| 2407 | 110570.550 |
| 2408 | 140046.409 |
| 2409 | 118473.862 |
| 2410 | 190693.043 |
| 2411 | 106307.272 |
| 2412 | 130631.425 |
| 2413 | 122043.118 |
| 2414 | 118969.592 |
| 2415 | 156552.496 |
| 2416 | 150133.302 |
| 2417 | 138523.570 |
| 2418 | 104133.223 |
| 2419 | 111779.564 |
| 2420 | 109857.187 |
| 2421 | 114097.459 |
| 2422 | 111051.954 |
| 2423 | 86060.078 |
| 2424 | 148876.224 |
| 2425 | 273216.664 |
| 2426 | 119714.663 |
| 2427 | 112553.202 |
| 2428 | 195096.401 |
| 2429 | 101801.286 |
| 2430 | 133953.756 |
| 2431 | 124004.762 |
| 2432 | 111244.370 |
| 2433 | 119845.716 |
| 2434 | 122834.280 |
| 2435 | 130646.541 |
| 2436 | 106124.167 |
| 2437 | 102851.346 |
| 2438 | 106171.734 |
| 2439 | 130624.672 |
| 2440 | 174270.054 |
| 2441 | 106121.300 |
| 2442 | 103228.873 |
| 2443 | 128005.682 |
| 2444 | 141233.294 |
| 2445 | 87852.137 |
| 2446 | 135472.140 |
| 2447 | 261799.230 |
| 2448 | 171726.234 |
| 2449 | 140126.640 |
| 2450 | 187339.272 |
| 2451 | 129082.484 |
| 2452 | 258664.442 |
| 2453 | 82552.770 |
| 2454 | 105274.326 |
| 2455 | 113148.346 |
| 2456 | 131738.221 |
| 2457 | 120272.816 |
| 2458 | 144889.258 |
| 2459 | 101602.994 |
| 2460 | 177880.859 |
| 2461 | 124975.088 |
| 2462 | 128056.780 |
| 2463 | 138366.439 |
| 2464 | 203970.892 |
| 2465 | 178235.894 |
| 2466 | 148272.660 |
| 2467 | 198661.052 |
| 2468 | 115929.591 |
| 2469 | 116966.612 |
| 2470 | 227145.104 |
| 2471 | 210971.868 |
| 2472 | 224065.418 |
| 2473 | 115427.313 |
| 2474 | 105353.412 |
| 2475 | 246159.007 |
| 2476 | 121333.048 |
| 2477 | 110124.393 |
| 2478 | 154848.676 |
| 2479 | 100225.595 |
| 2480 | 131608.108 |
| 2481 | 110331.854 |
| 2482 | 126063.956 |
| 2483 | 103242.915 |
| 2484 | 127790.987 |
| 2485 | 106101.888 |
| 2486 | 129386.011 |
| 2487 | 217172.970 |
| 2488 | 175638.568 |
| 2489 | 171017.577 |
| 2490 | 118691.424 |
| 2491 | 100708.144 |
| 2492 | 184478.080 |
| 2493 | 148718.817 |
| 2494 | 166866.476 |
| 2495 | 96343.162 |
| 2496 | 228056.830 |
| 2497 | 169190.990 |
| 2498 | 107206.536 |
| 2499 | 80359.451 |
| 2500 | 110232.708 |
| 2501 | 124971.076 |
| 2502 | 131687.716 |
| 2503 | 99969.154 |
| 2504 | 197815.294 |
| 2505 | 230882.428 |
| 2506 | 269358.231 |
| 2507 | 294594.900 |
| 2508 | 269358.231 |
| 2509 | 234094.840 |
| 2510 | 242425.498 |
| 2511 | 197813.154 |
| 2512 | 226078.791 |
| 2513 | 231646.083 |
| 2514 | 248457.427 |
| 2515 | 140790.936 |
| 2516 | 171588.168 |
| 2517 | 112830.564 |
| 2518 | 112244.999 |
| 2519 | 230733.567 |
| 2520 | 222171.693 |
| 2521 | 218343.468 |
| 2522 | 224592.746 |
| 2523 | 121711.846 |
| 2524 | 125302.449 |
| 2525 | 133053.749 |
| 2526 | 141724.728 |
| 2527 | 105563.677 |
| 2528 | 120968.251 |
| 2529 | 125865.664 |
| 2530 | 105726.769 |
| 2531 | 220238.275 |
| 2532 | 234197.588 |
| 2533 | 221313.765 |
| 2534 | 239105.394 |
| 2535 | 284246.053 |
| 2536 | 237089.012 |
| 2537 | 226579.615 |
| 2538 | 209186.576 |
| 2539 | 196087.126 |
| 2540 | 170190.094 |
| 2541 | 207109.667 |
| 2542 | 151878.592 |
| 2543 | 110153.622 |
| 2544 | 107658.394 |
| 2545 | 150007.715 |
| 2546 | 170378.001 |
| 2547 | 159786.714 |
| 2548 | 193855.535 |
| 2549 | 149224.790 |
| 2550 | 505845.103 |
| 2551 | 161050.324 |
| 2552 | 111675.198 |
| 2553 | 66627.462 |
| 2554 | 95747.955 |
| 2555 | 126654.489 |
| 2556 | 73633.642 |
| 2557 | 96885.866 |
| 2558 | 165001.436 |
| 2559 | 132918.804 |
| 2560 | 149115.070 |
| 2561 | 165193.852 |
| 2562 | 155458.408 |
| 2563 | 156573.299 |
| 2564 | 209237.578 |
| 2565 | 136510.962 |
| 2566 | 117418.921 |
| 2567 | 148215.063 |
| 2568 | 187523.238 |
| 2569 | 182792.598 |
| 2570 | 157098.739 |
| 2571 | 141485.234 |
| 2572 | 211786.588 |
| 2573 | 223120.530 |
| 2574 | 303907.122 |
| 2575 | 176227.473 |
| 2576 | 115874.593 |
| 2577 | NA |
| 2578 | 92425.110 |
| 2579 | 19366.733 |
| 2580 | 135208.063 |
| 2581 | 115210.399 |
| 2582 | 106407.563 |
| 2583 | 241197.561 |
| 2584 | 170685.753 |
| 2585 | 166427.102 |
| 2586 | 206860.657 |
| 2587 | 207377.734 |
| 2588 | 162243.544 |
| 2589 | 158894.400 |
| 2590 | 208766.781 |
| 2591 | 218230.343 |
| 2592 | 214809.743 |
| 2593 | 238463.954 |
| 2594 | 196491.876 |
| 2595 | 224685.740 |
| 2596 | 275409.430 |
| 2597 | 183729.399 |
| 2598 | 255107.506 |
| 2599 | 334483.704 |
| 2600 | 171810.680 |
| 2601 | 151612.326 |
| 2602 | 85464.538 |
| 2603 | 82332.270 |
| 2604 | 63653.082 |
| 2605 | 86833.312 |
| 2606 | 137234.932 |
| 2607 | 175253.490 |
| 2608 | 170100.828 |
| 2609 | 152156.618 |
| 2610 | 75968.328 |
| 2611 | 118966.504 |
| 2612 | 138362.214 |
| 2613 | 99227.502 |
| 2614 | 103742.657 |
| 2615 | 168978.063 |
| 2616 | 138559.962 |
| 2617 | 199486.781 |
| 2618 | 177851.488 |
| 2619 | 225868.463 |
| 2620 | 178322.143 |
| 2621 | 186513.795 |
| 2622 | 192548.520 |
| 2623 | 264287.404 |
| 2624 | 266156.464 |
| 2625 | 298945.881 |
| 2626 | 160757.111 |
| 2627 | 218917.076 |
| 2628 | 344911.716 |
| 2629 | 404897.850 |
| 2630 | 329007.881 |
| 2631 | 369680.818 |
| 2632 | 344348.217 |
| 2633 | 273510.928 |
| 2634 | 307509.318 |
| 2635 | 164901.760 |
| 2636 | 225170.429 |
| 2637 | 191529.419 |
| 2638 | 250470.784 |
| 2639 | 199198.323 |
| 2640 | 159973.973 |
| 2641 | 99372.540 |
| 2642 | 178998.759 |
| 2643 | 158516.154 |
| 2644 | 145060.729 |
| 2645 | 136824.978 |
| 2646 | 132759.992 |
| 2647 | 139898.504 |
| 2648 | 157375.975 |
| 2649 | 129026.893 |
| 2650 | 167334.447 |
| 2651 | 177390.286 |
| 2652 | 341228.917 |
| 2653 | 268137.102 |
| 2654 | 246947.286 |
| 2655 | 316022.196 |
| 2656 | 315564.500 |
| 2657 | 292365.861 |
| 2658 | 275647.645 |
| 2659 | 297730.461 |
| 2660 | 300839.234 |
| 2661 | 305618.168 |
| 2662 | 300502.190 |
| 2663 | 277252.658 |
| 2664 | 267742.193 |
| 2665 | 299285.002 |
| 2666 | 273537.148 |
| 2667 | 174486.826 |
| 2668 | 205334.208 |
| 2669 | 169577.022 |
| 2670 | 295278.173 |
| 2671 | 205334.208 |
| 2672 | 198864.430 |
| 2673 | 204534.019 |
| 2674 | 205953.440 |
| 2675 | 187983.658 |
| 2676 | 210298.600 |
| 2677 | 197652.533 |
| 2678 | 265138.926 |
| 2679 | 286091.626 |
| 2680 | 294028.534 |
| 2681 | 352051.089 |
| 2682 | 316634.896 |
| 2683 | 391699.104 |
| 2684 | 308369.244 |
| 2685 | 319382.687 |
| 2686 | 268994.478 |
| 2687 | 272705.842 |
| 2688 | 235821.398 |
| 2689 | 227687.272 |
| 2690 | 342139.498 |
| 2691 | 196708.356 |
| 2692 | 120109.440 |
| 2693 | 207907.708 |
| 2694 | 119564.137 |
| 2695 | 215863.886 |
| 2696 | 210317.799 |
| 2697 | 205734.583 |
| 2698 | 191105.817 |
| 2699 | 177916.248 |
| 2700 | 166537.811 |
| 2701 | 171146.094 |
| 2702 | 134003.660 |
| 2703 | 190026.244 |
| 2704 | 143067.495 |
| 2705 | 109463.754 |
| 2706 | 105082.131 |
| 2707 | 125073.641 |
| 2708 | 111363.718 |
| 2709 | 81718.796 |
| 2710 | 106419.599 |
| 2711 | 267104.030 |
| 2712 | 328353.110 |
| 2713 | 194171.975 |
| 2714 | 193658.191 |
| 2715 | 179931.690 |
| 2716 | 187232.900 |
| 2717 | 203781.564 |
| 2718 | 241233.882 |
| 2719 | 139064.331 |
| 2720 | 199036.360 |
| 2721 | 132149.399 |
| 2722 | 168870.814 |
| 2723 | 155420.278 |
| 2724 | 105864.124 |
| 2725 | 110877.157 |
| 2726 | 127948.039 |
| 2727 | 164798.263 |
| 2728 | 177732.282 |
| 2729 | 150437.824 |
| 2730 | 121555.554 |
| 2731 | 125220.884 |
| 2732 | 110853.875 |
| 2733 | 148473.171 |
| 2734 | 138287.014 |
| 2735 | 119720.350 |
| 2736 | 143193.738 |
| 2737 | 104180.790 |
| 2738 | 158654.764 |
| 2739 | 166191.874 |
| 2740 | 153937.242 |
| 2741 | 129172.532 |
| 2742 | 172602.910 |
| 2743 | 128184.152 |
| 2744 | 145176.382 |
| 2745 | 138728.954 |
| 2746 | 109409.166 |
| 2747 | 180800.793 |
| 2748 | 144275.301 |
| 2749 | 110878.089 |
| 2750 | 112618.230 |
| 2751 | 102847.334 |
| 2752 | 258326.939 |
| 2753 | 164916.584 |
| 2754 | 243143.330 |
| 2755 | 178091.116 |
| 2756 | 44581.921 |
| 2757 | 67985.731 |
| 2758 | 68143.288 |
| 2759 | 187101.437 |
| 2760 | 146280.634 |
| 2761 | 143819.786 |
| 2762 | 145599.399 |
| 2763 | 191362.851 |
| 2764 | 206167.780 |
| 2765 | 252767.474 |
| 2766 | 120999.787 |
| 2767 | 73312.676 |
| 2768 | 113643.808 |
| 2769 | 116780.356 |
| 2770 | 186825.141 |
| 2771 | 104593.422 |
| 2772 | 87320.545 |
| 2773 | 184865.558 |
| 2774 | 140468.226 |
| 2775 | 109698.785 |
| 2776 | 172918.686 |
| 2777 | 207802.544 |
| 2778 | 159870.342 |
| 2779 | 152762.661 |
| 2780 | 137587.772 |
| 2781 | 98624.602 |
| 2782 | 85568.344 |
| 2783 | 71019.730 |
| 2784 | 130624.672 |
| 2785 | 155439.682 |
| 2786 | 26533.550 |
| 2787 | 149088.566 |
| 2788 | 45858.854 |
| 2789 | 235341.060 |
| 2790 | 98375.324 |
| 2791 | 132615.616 |
| 2792 | 33094.972 |
| 2793 | 175339.187 |
| 2794 | 62153.184 |
| 2795 | 120926.434 |
| 2796 | 96987.690 |
| 2797 | 233261.924 |
| 2798 | 118390.660 |
| 2799 | 129934.252 |
| 2800 | 77108.507 |
| 2801 | 136369.652 |
| 2802 | 130264.212 |
| 2803 | 205253.179 |
| 2804 | 156785.316 |
| 2805 | 109769.358 |
| 2806 | 98866.449 |
| 2807 | 165198.867 |
| 2808 | 133789.320 |
| 2809 | 135052.386 |
| 2810 | 112186.257 |
| 2811 | 152657.434 |
| 2812 | 163238.486 |
| 2813 | 180710.595 |
| 2814 | 180067.149 |
| 2815 | 104409.314 |
| 2816 | 225449.600 |
| 2817 | 132566.114 |
| 2818 | 123188.722 |
| 2819 | 204742.650 |
| 2820 | 119982.872 |
| 2821 | 113752.462 |
| 2822 | 230016.807 |
| 2823 | 302839.782 |
| 2824 | 158377.528 |
| 2825 | 156508.870 |
| 2826 | 112170.067 |
| 2827 | 167228.343 |
| 2828 | 233977.293 |
| 2829 | 218312.042 |
| 2830 | 252610.786 |
| 2831 | 199219.252 |
| 2832 | 198175.486 |
| 2833 | 261522.830 |
| 2834 | 229261.493 |
| 2835 | 217023.122 |
| 2836 | 217541.060 |
| 2837 | 176590.958 |
| 2838 | 132836.400 |
| 2839 | 180061.139 |
| 2840 | 208275.995 |
| 2841 | 221185.319 |
| 2842 | 225617.447 |
| 2843 | 156770.446 |
| 2844 | 188875.442 |
| 2845 | 102975.780 |
| 2846 | 224982.096 |
| 2847 | 195116.073 |
| 2848 | 224767.764 |
| 2849 | 229697.691 |
| 2850 | 287976.758 |
| 2851 | 234066.275 |
| 2852 | 243580.831 |
| 2853 | 237320.687 |
| 2854 | 145590.782 |
| 2855 | 204632.952 |
| 2856 | 223203.557 |
| 2857 | 216708.491 |
| 2858 | 200172.456 |
| 2859 | 125241.622 |
| 2860 | 113664.950 |
| 2861 | 121055.670 |
| 2862 | 224135.272 |
| 2863 | 108806.796 |
| 2864 | 248654.850 |
| 2865 | 161050.324 |
| 2866 | 213602.869 |
| 2867 | 78228.886 |
| 2868 | 174361.176 |
| 2869 | 115519.889 |
| 2870 | 130881.698 |
| 2871 | 79615.588 |
| 2872 | 505.782 |
| 2873 | 95349.767 |
| 2874 | 134668.185 |
| 2875 | 159492.736 |
| 2876 | 188063.053 |
| 2877 | 158629.074 |
| 2878 | 194850.542 |
| 2879 | 130404.907 |
| 2880 | 121630.486 |
| 2881 | 164842.750 |
| 2882 | 149948.563 |
| 2883 | 214664.033 |
| 2884 | 228217.213 |
| 2885 | 190552.561 |
| 2886 | 176772.713 |
| 2887 | 105126.760 |
| 2888 | 170821.291 |
| 2889 | 42832.422 |
| 2890 | 63895.197 |
| 2891 | 171942.722 |
| 2892 | 18669.229 |
| 2893 | 105712.128 |
| 2894 | 28930.840 |
| 2895 | 248782.230 |
| 2896 | 243482.934 |
| 2897 | 190579.571 |
| 2898 | 194172.038 |
| 2899 | 234347.389 |
| 2900 | 168015.832 |
| 2901 | 189413.172 |
| 2902 | 175177.697 |
| 2903 | 278205.720 |
| 2904 | 297819.372 |
| 2905 | 30386.186 |
| 2906 | 236090.632 |
| 2907 | 126405.542 |
| 2908 | 103098.208 |
| 2909 | 190846.966 |
| 2910 | 40750.356 |
| 2911 | 85464.538 |
| 2912 | 129181.630 |
| 2913 | 86833.312 |
| 2914 | 63653.082 |
| 2915 | 63653.082 |
| 2916 | 86833.312 |
| 2917 | 143711.944 |
| 2918 | 84594.030 |
| 2919 | 250545.194 |
write.csv(sub.df, file = "kagglesubmission2.csv", quote=FALSE, row.names=FALSE)