Project 4 - V1

library(tidyr)
library(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, union

library(ggplot2)
library(purrr)
library(printr)

## Warning: package 'printr' was built under R version 4.3.3

## Registered S3 method overwritten by 'printr':
##   method                from     
##   knit_print.data.frame rmarkdown

library(pROC) 

## Type 'citation("pROC")' for a citation.

## 
## Attaching package: 'pROC'

## The following objects are masked from 'package:stats':
## 
##     cov, smooth, var

library(ROCR) 

## Warning: package 'ROCR' was built under R version 4.3.3

library(caret)

## Loading required package: lattice

## 
## Attaching package: 'caret'

## The following object is masked from 'package:purrr':
## 
##     lift

library(car)

## Warning: package 'car' was built under R version 4.3.3

## Loading required package: carData

## Warning: package 'carData' was built under R version 4.3.3

## 
## Attaching package: 'car'

## The following object is masked from 'package:purrr':
## 
##     some

## The following object is masked from 'package:dplyr':
## 
##     recode

library(class)

## Warning: package 'class' was built under R version 4.3.3

library(rpart)

## Warning: package 'rpart' was built under R version 4.3.3

library(rpart.plot)

## Warning: package 'rpart.plot' was built under R version 4.3.3

library(RColorBrewer)
library(rattle)

## Warning: package 'rattle' was built under R version 4.3.3

## Loading required package: tibble

## Loading required package: bitops

## Rattle: A free graphical interface for data science with R.
## Version 5.5.1 Copyright (c) 2006-2021 Togaware Pty Ltd.
## Type 'rattle()' to shake, rattle, and roll your data.

library(e1071)
library(corrplot)

## Warning: package 'corrplot' was built under R version 4.3.3

## corrplot 0.92 loaded

library(gridExtra)

## Warning: package 'gridExtra' was built under R version 4.3.3

## 
## Attaching package: 'gridExtra'

## The following object is masked from 'package:dplyr':
## 
##     combine

library(dplyr)
library(readr)
library(C50)

## Warning: package 'C50' was built under R version 4.3.3

library(gmodels)

## Warning: package 'gmodels' was built under R version 4.3.3

## 
## Attaching package: 'gmodels'

## The following object is masked from 'package:pROC':
## 
##     ci

# Load the churn dataset
churn_data <- read.csv("D:/MS Sem 2/Data Minning/Projects/Project 4/churn.csv", stringsAsFactors=TRUE)




# Overview of the dataset

str(churn_data)

## 'data.frame':    3333 obs. of  21 variables:
##  $ State         : Factor w/ 51 levels "AK","AL","AR",..: 17 36 32 36 37 2 20 25 19 50 ...
##  $ Account.Length: int  128 107 137 84 75 118 121 147 117 141 ...
##  $ Area.Code     : int  415 415 415 408 415 510 510 415 408 415 ...
##  $ Phone         : Factor w/ 3333 levels "327-1058","327-1319",..: 1927 1576 1118 1708 111 2254 1048 81 292 118 ...
##  $ Int.l.Plan    : Factor w/ 2 levels "no","yes": 1 1 1 2 2 2 1 2 1 2 ...
##  $ VMail.Plan    : Factor w/ 2 levels "no","yes": 2 2 1 1 1 1 2 1 1 2 ...
##  $ VMail.Message : int  25 26 0 0 0 0 24 0 0 37 ...
##  $ Day.Mins      : num  265 162 243 299 167 ...
##  $ Day.Calls     : int  110 123 114 71 113 98 88 79 97 84 ...
##  $ Day.Charge    : num  45.1 27.5 41.4 50.9 28.3 ...
##  $ Eve.Mins      : num  197.4 195.5 121.2 61.9 148.3 ...
##  $ Eve.Calls     : int  99 103 110 88 122 101 108 94 80 111 ...
##  $ Eve.Charge    : num  16.78 16.62 10.3 5.26 12.61 ...
##  $ Night.Mins    : num  245 254 163 197 187 ...
##  $ Night.Calls   : int  91 103 104 89 121 118 118 96 90 97 ...
##  $ Night.Charge  : num  11.01 11.45 7.32 8.86 8.41 ...
##  $ Intl.Mins     : num  10 13.7 12.2 6.6 10.1 6.3 7.5 7.1 8.7 11.2 ...
##  $ Intl.Calls    : int  3 3 5 7 3 6 7 6 4 5 ...
##  $ Intl.Charge   : num  2.7 3.7 3.29 1.78 2.73 1.7 2.03 1.92 2.35 3.02 ...
##  $ CustServ.Calls: int  1 1 0 2 3 0 3 0 1 0 ...
##  $ Churn.        : Factor w/ 2 levels "False.","True.": 1 1 1 1 1 1 1 1 1 1 ...

View(churn_data)
#Data Dimension
dim(churn_data)

## [1] 3333   21

#Data Types
sapply(churn_data,class)

##          State Account.Length      Area.Code          Phone     Int.l.Plan 
##       "factor"      "integer"      "integer"       "factor"       "factor" 
##     VMail.Plan  VMail.Message       Day.Mins      Day.Calls     Day.Charge 
##       "factor"      "integer"      "numeric"      "integer"      "numeric" 
##       Eve.Mins      Eve.Calls     Eve.Charge     Night.Mins    Night.Calls 
##      "numeric"      "integer"      "numeric"      "numeric"      "integer" 
##   Night.Charge      Intl.Mins     Intl.Calls    Intl.Charge CustServ.Calls 
##      "numeric"      "numeric"      "integer"      "numeric"      "integer" 
##         Churn. 
##       "factor"

#Data Distribution
C<-churn_data$Churn.
cbind(freq=table(C), percentage=prop.table(table(C))*100)

	freq	percentage
False.	2850	85.50855
True.	483	14.49145

text(barplot(table(churn_data$Churn.),col=c('green','red'),main='Bar plot of Churn'),0,table(churn_data$Churn.),cex=2,pos=3)

#Summary
summary(churn_data)

	State	Account.Length	Area.Code	Phone	Int.l.Plan	VMail.Plan	VMail.Message	Day.Mins	Day.Calls	Day.Charge	Eve.Mins	Eve.Calls	Eve.Charge	Night.Mins	Night.Calls	Night.Charge	Intl.Mins	Intl.Calls	Intl.Charge	CustServ.Calls	Churn.
	WV : 106	Min. : 1.0	Min. :408.0	327-1058: 1	no :3010	no :2411	Min. : 0.000	Min. : 0.0	Min. : 0.0	Min. : 0.00	Min. : 0.0	Min. : 0.0	Min. : 0.00	Min. : 23.2	Min. : 33.0	Min. : 1.040	Min. : 0.00	Min. : 0.000	Min. :0.000	Min. :0.000	False.:2850
	MN : 84	1st Qu.: 74.0	1st Qu.:408.0	327-1319: 1	yes: 323	yes: 922	1st Qu.: 0.000	1st Qu.:143.7	1st Qu.: 87.0	1st Qu.:24.43	1st Qu.:166.6	1st Qu.: 87.0	1st Qu.:14.16	1st Qu.:167.0	1st Qu.: 87.0	1st Qu.: 7.520	1st Qu.: 8.50	1st Qu.: 3.000	1st Qu.:2.300	1st Qu.:1.000	True. : 483
	NY : 83	Median :101.0	Median :415.0	327-3053: 1	NA	NA	Median : 0.000	Median :179.4	Median :101.0	Median :30.50	Median :201.4	Median :100.0	Median :17.12	Median :201.2	Median :100.0	Median : 9.050	Median :10.30	Median : 4.000	Median :2.780	Median :1.000	NA
	AL : 80	Mean :101.1	Mean :437.2	327-3587: 1	NA	NA	Mean : 8.099	Mean :179.8	Mean :100.4	Mean :30.56	Mean :201.0	Mean :100.1	Mean :17.08	Mean :200.9	Mean :100.1	Mean : 9.039	Mean :10.24	Mean : 4.479	Mean :2.765	Mean :1.563	NA
	OH : 78	3rd Qu.:127.0	3rd Qu.:510.0	327-3850: 1	NA	NA	3rd Qu.:20.000	3rd Qu.:216.4	3rd Qu.:114.0	3rd Qu.:36.79	3rd Qu.:235.3	3rd Qu.:114.0	3rd Qu.:20.00	3rd Qu.:235.3	3rd Qu.:113.0	3rd Qu.:10.590	3rd Qu.:12.10	3rd Qu.: 6.000	3rd Qu.:3.270	3rd Qu.:2.000	NA
	OR : 78	Max. :243.0	Max. :510.0	327-3954: 1	NA	NA	Max. :51.000	Max. :350.8	Max. :165.0	Max. :59.64	Max. :363.7	Max. :170.0	Max. :30.91	Max. :395.0	Max. :175.0	Max. :17.770	Max. :20.00	Max. :20.000	Max. :5.400	Max. :9.000	NA
	(Other):2824	NA	NA	(Other) :3327	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA	NA

# Handle missing values
# Check for missing values
missing_values <- colSums(is.na(churn_data))
print(missing_values) # There are no missing values so no need to remove anything

##          State Account.Length      Area.Code          Phone     Int.l.Plan 
##              0              0              0              0              0 
##     VMail.Plan  VMail.Message       Day.Mins      Day.Calls     Day.Charge 
##              0              0              0              0              0 
##       Eve.Mins      Eve.Calls     Eve.Charge     Night.Mins    Night.Calls 
##              0              0              0              0              0 
##   Night.Charge      Intl.Mins     Intl.Calls    Intl.Charge CustServ.Calls 
##              0              0              0              0              0 
##         Churn. 
##              0

#Correlations
churnDB_numeric <- as.data.frame(lapply(churn_data, as.numeric))
correlation_matrix <- cor(churnDB_numeric)
print(correlation_matrix)

##                       State Account.Length     Area.Code        Phone
## State           1.000000000    0.003677624  0.0158141021  0.016168479
## Account.Length  0.003677624    1.000000000 -0.0124634967  0.004611020
## Area.Code       0.015814102   -0.012463497  1.0000000000 -0.014269658
## Phone           0.016168479    0.004611020 -0.0142696580  1.000000000
## Int.l.Plan     -0.004597069    0.024734655  0.0485505114  0.019892472
## VMail.Plan     -0.031663997    0.002918409 -0.0007470951  0.030253874
## VMail.Message  -0.027762125   -0.004627824 -0.0019943701  0.022065394
## Day.Mins       -0.006736533    0.006216021 -0.0082643662  0.012279191
## Day.Calls      -0.000763869    0.038469882 -0.0096460440 -0.006253220
## Day.Charge     -0.006736053    0.006214135 -0.0082644411  0.012274319
## Eve.Mins        0.013681851   -0.006757142  0.0035803948 -0.017683104
## Eve.Calls      -0.016268134    0.019259967 -0.0118862708  0.003419220
## Eve.Charge      0.013674057   -0.006745302  0.0036066902 -0.017661755
## Night.Mins      0.024575983   -0.008955192 -0.0058246598 -0.007789709
## Night.Calls     0.007457586   -0.013176275  0.0165223169  0.014479482
## Night.Charge    0.024571732   -0.008959535 -0.0058453757 -0.007791172
## Intl.Mins      -0.007834128    0.009513902 -0.0182881682 -0.010388077
## Intl.Calls      0.013967186    0.020661428 -0.0241785887 -0.017595198
## Intl.Charge    -0.007819161    0.009545675 -0.0183946960 -0.010363036
## CustServ.Calls -0.025860652   -0.003795939  0.0275722257  0.033703476
## Churn.          0.007780314    0.016540742  0.0061742332  0.005626022
##                  Int.l.Plan    VMail.Plan VMail.Message      Day.Mins
## State          -0.004597069 -0.0316639971 -0.0277621253 -0.0067365331
## Account.Length  0.024734655  0.0029184091 -0.0046278243  0.0062160205
## Area.Code       0.048550511 -0.0007470951 -0.0019943701 -0.0082643662
## Phone           0.019892472  0.0302538739  0.0220653940  0.0122791908
## Int.l.Plan      1.000000000  0.0060063707  0.0087454859  0.0493958241
## VMail.Plan      0.006006371  1.0000000000  0.9569266421 -0.0016840687
## VMail.Message   0.008745486  0.9569266421  1.0000000000  0.0007782741
## Day.Mins        0.049395824 -0.0016840687  0.0007782741  1.0000000000
## Day.Calls       0.003754626 -0.0110859022 -0.0095480677  0.0067504139
## Day.Charge      0.049398061 -0.0016856290  0.0007755235  0.9999999522
## Eve.Mins        0.019100013  0.0215450456  0.0175620343  0.0070425110
## Eve.Calls       0.006113577 -0.0064444437 -0.0058643513  0.0157689932
## Eve.Charge      0.019106152  0.0215585006  0.0175777801  0.0070290353
## Night.Mins     -0.028904754  0.0060786567  0.0076811359  0.0043233666
## Night.Calls     0.012451186  0.0155525275  0.0071230629  0.0229724555
## Night.Charge   -0.028912765  0.0060637086  0.0076632904  0.0043003570
## Intl.Mins       0.045870743 -0.0013178710  0.0028561959 -0.0101545856
## Intl.Calls      0.017366343  0.0076175947  0.0139573387  0.0080333570
## Intl.Charge     0.045780130 -0.0012762669  0.0028836579 -0.0100919742
## CustServ.Calls -0.024521956 -0.0178239441 -0.0132625831 -0.0134231864
## Churn.          0.259851847 -0.1021481407 -0.0897279698  0.2051508293
##                   Day.Calls    Day.Charge     Eve.Mins    Eve.Calls
## State          -0.000763869 -0.0067360526  0.013681851 -0.016268134
## Account.Length  0.038469882  0.0062141347 -0.006757142  0.019259967
## Area.Code      -0.009646044 -0.0082644411  0.003580395 -0.011886271
## Phone          -0.006253220  0.0122743194 -0.017683104  0.003419220
## Int.l.Plan      0.003754626  0.0493980611  0.019100013  0.006113577
## VMail.Plan     -0.011085902 -0.0016856290  0.021545046 -0.006444444
## VMail.Message  -0.009548068  0.0007755235  0.017562034 -0.005864351
## Day.Mins        0.006750414  0.9999999522  0.007042511  0.015768993
## Day.Calls       1.000000000  0.0067529620 -0.021451408  0.006462114
## Day.Charge      0.006752962  1.0000000000  0.007049607  0.015769282
## Eve.Mins       -0.021451408  0.0070496072  1.000000000 -0.011430108
## Eve.Calls       0.006462114  0.0157692822 -0.011430108  1.000000000
## Eve.Charge     -0.021449263  0.0070361315  0.999999776 -0.011422894
## Night.Mins      0.022937845  0.0043238794 -0.012583678 -0.002092768
## Night.Calls    -0.019556965  0.0229724195  0.007585643  0.007709706
## Night.Charge    0.022926638  0.0043008608 -0.012592806 -0.002055984
## Intl.Mins       0.021564794 -0.0101568616 -0.011034714  0.008702881
## Intl.Calls      0.004574268  0.0080315720  0.002541292  0.017433692
## Intl.Charge     0.021666095 -0.0100942572 -0.011066621  0.008673858
## CustServ.Calls -0.018941930 -0.0134269694 -0.012984553  0.002422575
## Churn.          0.018459312  0.2051507432  0.092795790  0.009233132
##                  Eve.Charge   Night.Mins   Night.Calls Night.Charge
## State           0.013674057  0.024575983  0.0074575864  0.024571732
## Account.Length -0.006745302 -0.008955192 -0.0131762751 -0.008959535
## Area.Code       0.003606690 -0.005824660  0.0165223169 -0.005845376
## Phone          -0.017661755 -0.007789709  0.0144794816 -0.007791172
## Int.l.Plan      0.019106152 -0.028904754  0.0124511861 -0.028912765
## VMail.Plan      0.021558501  0.006078657  0.0155525275  0.006063709
## VMail.Message   0.017577780  0.007681136  0.0071230629  0.007663290
## Day.Mins        0.007029035  0.004323367  0.0229724555  0.004300357
## Day.Calls      -0.021449263  0.022937845 -0.0195569654  0.022926638
## Day.Charge      0.007036131  0.004323879  0.0229724195  0.004300861
## Eve.Mins        0.999999776 -0.012583678  0.0075856431 -0.012592806
## Eve.Calls      -0.011422894 -0.002092768  0.0077097055 -0.002055984
## Eve.Charge      1.000000000 -0.012592020  0.0075958430 -0.012601142
## Night.Mins     -0.012592020  1.000000000  0.0112038563  0.999999215
## Night.Calls     0.007595843  0.011203856  1.0000000000  0.011187820
## Night.Charge   -0.012601142  0.999999215  0.0111878197  1.000000000
## Intl.Mins      -0.011042582 -0.015207297 -0.0136049964 -0.015213526
## Intl.Calls      0.002541458 -0.012353432  0.0003045795 -0.012329215
## Intl.Charge    -0.011074499 -0.015179849 -0.0136301696 -0.015186139
## CustServ.Calls -0.012987407 -0.009287613 -0.0128019273 -0.009276954
## Churn.          0.092786039  0.035492853  0.0061412030  0.035495556
##                   Intl.Mins    Intl.Calls  Intl.Charge CustServ.Calls
## State          -0.007834128  0.0139671856 -0.007819161   -0.025860652
## Account.Length  0.009513902  0.0206614284  0.009545675   -0.003795939
## Area.Code      -0.018288168 -0.0241785887 -0.018394696    0.027572226
## Phone          -0.010388077 -0.0175951975 -0.010363036    0.033703476
## Int.l.Plan      0.045870743  0.0173663432  0.045780130   -0.024521956
## VMail.Plan     -0.001317871  0.0076175947 -0.001276267   -0.017823944
## VMail.Message   0.002856196  0.0139573387  0.002883658   -0.013262583
## Day.Mins       -0.010154586  0.0080333570 -0.010091974   -0.013423186
## Day.Calls       0.021564794  0.0045742682  0.021666095   -0.018941930
## Day.Charge     -0.010156862  0.0080315720 -0.010094257   -0.013426969
## Eve.Mins       -0.011034714  0.0025412917 -0.011066621   -0.012984553
## Eve.Calls       0.008702881  0.0174336921  0.008673858    0.002422575
## Eve.Charge     -0.011042582  0.0025414580 -0.011074499   -0.012987407
## Night.Mins     -0.015207297 -0.0123534324 -0.015179849   -0.009287613
## Night.Calls    -0.013604996  0.0003045795 -0.013630170   -0.012801927
## Night.Charge   -0.015213526 -0.0123292150 -0.015186139   -0.009276954
## Intl.Mins       1.000000000  0.0323038841  0.999992742   -0.009639680
## Intl.Calls      0.032303884  1.0000000000  0.032372145   -0.017560599
## Intl.Charge     0.999992742  0.0323721453  1.000000000   -0.009674732
## CustServ.Calls -0.009639680 -0.0175605992 -0.009674732    1.000000000
## Churn.          0.068238776 -0.0528443358  0.068258632    0.208749999
##                      Churn.
## State           0.007780314
## Account.Length  0.016540742
## Area.Code       0.006174233
## Phone           0.005626022
## Int.l.Plan      0.259851847
## VMail.Plan     -0.102148141
## VMail.Message  -0.089727970
## Day.Mins        0.205150829
## Day.Calls       0.018459312
## Day.Charge      0.205150743
## Eve.Mins        0.092795790
## Eve.Calls       0.009233132
## Eve.Charge      0.092786039
## Night.Mins      0.035492853
## Night.Calls     0.006141203
## Night.Charge    0.035495556
## Intl.Mins       0.068238776
## Intl.Calls     -0.052844336
## Intl.Charge     0.068258632
## CustServ.Calls  0.208749999
## Churn.          1.000000000

#Ploting the Correlations
corrplot(correlation_matrix, method="circle")

#DataSet Visulaization
# create histograms for each attribute
numeric_vars <- select_if(churnDB_numeric, is.numeric)
numeric_vars

State	Account.Length	Area.Code	Phone	Int.l.Plan	VMail.Plan	VMail.Message	Day.Mins	Day.Calls	Day.Charge	Eve.Mins	Eve.Calls	Eve.Charge	Night.Mins	Night.Calls	Night.Charge	Intl.Mins	Intl.Calls	Intl.Charge	CustServ.Calls	Churn.
17	128	415	1927	1	2	25	265.1	110	45.07	197.4	99	16.78	244.7	91	11.01	10.0	3	2.70	1	1
36	107	415	1576	1	2	26	161.6	123	27.47	195.5	103	16.62	254.4	103	11.45	13.7	3	3.70	1	1
32	137	415	1118	1	1	0	243.4	114	41.38	121.2	110	10.30	162.6	104	7.32	12.2	5	3.29	0	1
36	84	408	1708	2	1	0	299.4	71	50.90	61.9	88	5.26	196.9	89	8.86	6.6	7	1.78	2	1
37	75	415	111	2	1	0	166.7	113	28.34	148.3	122	12.61	186.9	121	8.41	10.1	3	2.73	3	1
2	118	510	2254	2	1	0	223.4	98	37.98	220.6	101	18.75	203.9	118	9.18	6.3	6	1.70	0	1
20	121	510	1048	1	2	24	218.2	88	37.09	348.5	108	29.62	212.6	118	9.57	7.5	7	2.03	3	1
25	147	415	81	2	1	0	157.0	79	26.69	103.1	94	8.76	211.8	96	9.53	7.1	6	1.92	0	1
19	117	408	292	1	1	0	184.5	97	31.37	351.6	80	29.89	215.8	90	9.71	8.7	4	2.35	1	1
50	141	415	118	2	2	37	258.6	84	43.96	222.0	111	18.87	326.4	97	14.69	11.2	5	3.02	0	1
16	65	415	71	1	1	0	129.1	137	21.95	228.5	83	19.42	208.8	111	9.40	12.7	6	3.43	4	2
40	74	415	621	1	1	0	187.7	127	31.91	163.4	148	13.89	196.0	94	8.82	9.1	5	2.46	0	1
13	168	408	1283	1	1	0	128.8	96	21.90	104.9	71	8.92	141.1	128	6.35	11.2	2	3.02	1	1
27	95	510	2364	1	1	0	156.6	88	26.62	247.6	75	21.05	192.3	115	8.65	12.3	5	3.32	3	1
13	62	415	1415	1	1	0	120.7	70	20.52	307.2	76	26.11	203.0	99	9.14	13.1	6	3.54	4	1
35	161	415	867	1	1	0	332.9	67	56.59	317.8	97	27.01	160.6	128	7.23	5.4	9	1.46	4	2
14	85	408	835	1	2	27	196.4	139	33.39	280.9	90	23.88	89.3	75	4.02	13.8	4	3.73	1	1
47	93	510	2066	1	1	0	190.7	114	32.42	218.2	111	18.55	129.6	121	5.83	8.1	3	2.19	3	1
46	76	510	1059	1	2	33	189.7	66	32.25	212.8	65	18.09	165.7	108	7.46	10.0	5	2.70	1	1
44	73	415	1617	1	1	0	224.4	90	38.15	159.5	88	13.56	192.8	74	8.68	13.0	2	3.51	1	1
10	147	415	2430	1	1	0	155.1	117	26.37	239.7	93	20.37	208.8	133	9.40	10.6	4	2.86	0	1
6	77	408	2328	1	1	0	62.4	89	10.61	169.9	121	14.44	209.6	64	9.43	5.7	6	1.54	5	2
4	130	415	1120	1	1	0	183.0	112	31.11	72.9	99	6.20	181.8	78	8.18	9.5	19	2.57	0	1
41	111	415	818	1	1	0	110.4	103	18.77	137.3	102	11.67	189.6	105	8.53	7.7	6	2.08	2	1
46	132	510	570	1	1	0	81.1	86	13.79	245.2	72	20.84	237.0	115	10.67	10.3	2	2.78	0	1
30	174	415	127	1	1	0	124.3	76	21.13	277.1	112	23.55	250.7	115	11.28	15.5	5	4.19	3	1
51	57	408	1094	1	2	39	213.0	115	36.21	191.1	112	16.24	182.7	115	8.22	9.5	3	2.57	0	1
27	54	408	3210	1	1	0	134.3	73	22.83	155.5	100	13.22	102.1	68	4.59	14.7	4	3.97	3	1
25	20	415	931	1	1	0	190.0	109	32.30	258.2	84	21.95	181.5	102	8.17	6.3	6	1.70	0	1
12	49	510	2953	1	1	0	119.3	117	20.28	215.1	109	18.28	178.7	90	8.04	11.1	1	3.00	1	1
15	142	415	3141	1	1	0	84.8	95	14.42	136.7	63	11.62	250.5	148	11.27	14.2	6	3.83	2	1
31	75	510	1530	1	1	0	226.1	105	38.44	201.5	107	17.13	246.2	98	11.08	10.3	5	2.78	1	1
19	172	408	1948	1	1	0	212.0	121	36.04	31.2	115	2.65	293.3	78	13.20	12.6	10	3.40	3	1
4	12	408	1186	1	1	0	249.6	118	42.43	252.4	119	21.45	280.2	90	12.61	11.8	3	3.19	1	2
37	57	408	2385	1	2	25	176.8	94	30.06	195.0	75	16.58	213.5	116	9.61	8.3	4	2.24	0	1
11	72	415	1248	1	2	37	220.0	80	37.40	217.3	102	18.47	152.8	71	6.88	14.7	6	3.97	3	1
1	36	408	518	1	2	30	146.3	128	24.87	162.5	80	13.81	129.3	109	5.82	14.5	6	3.92	0	1
20	78	415	937	1	1	0	130.8	64	22.24	223.7	116	19.01	227.8	108	10.25	10.0	5	2.70	1	1
1	136	415	2620	2	2	33	203.9	106	34.66	187.6	99	15.95	101.7	107	4.58	10.5	6	2.84	3	1
32	149	408	190	1	1	0	140.4	94	23.87	271.8	92	23.10	188.3	108	8.47	11.1	9	3.00	1	1
11	98	408	1611	1	1	0	126.3	102	21.47	166.8	85	14.18	187.8	135	8.45	9.4	2	2.54	3	1
21	135	408	1967	2	2	41	173.1	85	29.43	203.9	107	17.33	122.2	78	5.50	14.6	15	3.94	0	2
3	34	510	957	1	1	0	124.8	82	21.22	282.2	98	23.99	311.5	78	14.02	10.0	4	2.70	2	1
14	160	415	2216	1	1	0	85.8	77	14.59	165.3	110	14.05	178.5	92	8.03	9.2	4	2.48	3	1
49	64	510	878	1	1	0	154.0	67	26.18	225.8	118	19.19	265.3	86	11.94	3.5	3	0.95	1	1
38	59	408	933	1	2	28	120.9	97	20.55	213.0	92	18.11	163.1	116	7.34	8.5	5	2.30	2	1
23	65	415	1304	1	1	0	211.3	120	35.92	162.6	122	13.82	134.7	118	6.06	13.2	5	3.56	3	1
9	142	408	1322	1	1	0	187.0	133	31.79	134.6	74	11.44	242.2	127	10.90	7.4	5	2.00	2	1
14	119	415	2480	1	1	0	159.1	114	27.05	231.3	117	19.66	143.2	91	6.44	8.8	3	2.38	5	2
51	97	415	2758	1	2	24	133.2	135	22.64	217.2	58	18.46	70.6	79	3.18	11.0	3	2.97	1	1
13	52	408	3035	1	1	0	191.9	108	32.62	269.8	96	22.93	236.8	87	10.66	7.8	5	2.11	3	1
16	60	408	3268	1	1	0	220.6	57	37.50	211.1	115	17.94	249.0	129	11.21	6.8	3	1.84	1	1
46	10	408	792	1	1	0	186.1	112	31.64	190.2	66	16.17	282.8	57	12.73	11.4	6	3.08	2	1
45	96	415	2697	1	1	0	160.2	117	27.23	267.5	67	22.74	228.5	68	10.28	9.3	5	2.51	2	1
51	87	415	941	1	1	0	151.0	83	25.67	219.7	116	18.67	203.9	127	9.18	9.7	3	2.62	5	2
16	81	408	1307	1	1	0	175.5	67	29.84	249.3	85	21.19	270.2	98	12.16	10.2	3	2.75	1	1
6	141	415	466	1	1	0	126.9	98	21.57	180.0	62	15.30	140.8	128	6.34	8.0	2	2.16	1	1
6	121	408	1542	1	2	30	198.4	129	33.73	75.3	77	6.40	181.2	77	8.15	5.8	3	1.57	3	2
49	68	415	2688	1	1	0	148.8	70	25.30	246.5	164	20.95	129.8	103	5.84	12.1	3	3.27	3	1
37	125	408	1033	1	1	0	229.3	103	38.98	177.4	126	15.08	189.3	95	8.52	12.0	8	3.24	1	1
14	174	408	1163	1	1	0	192.1	97	32.66	169.9	94	14.44	166.6	54	7.50	11.4	4	3.08	1	1
5	116	415	2737	1	2	34	268.6	83	45.66	178.2	142	15.15	166.3	106	7.48	11.6	3	3.13	2	1
24	74	510	604	1	2	33	193.7	91	32.93	246.1	96	20.92	138.0	92	6.21	14.6	3	3.94	2	1
42	149	408	184	1	2	28	180.7	92	30.72	187.8	64	15.96	265.5	53	11.95	12.6	3	3.40	3	1
28	38	408	1154	1	1	0	131.2	98	22.30	162.9	97	13.85	159.0	106	7.15	8.2	6	2.21	2	1
48	40	415	916	1	2	41	148.1	74	25.18	169.5	88	14.41	214.1	102	9.63	6.2	5	1.67	2	1
51	43	415	88	2	1	0	251.5	105	42.76	212.8	104	18.09	157.8	67	7.10	9.3	4	2.51	0	1
24	113	408	1371	2	1	0	125.2	93	21.28	206.4	119	17.54	129.3	139	5.82	8.3	8	2.24	0	1
45	126	408	420	1	1	0	211.6	70	35.97	216.9	80	18.44	153.5	60	6.91	7.8	1	2.11	1	1
44	150	510	1666	1	1	0	178.9	101	30.41	169.1	110	14.37	148.6	100	6.69	13.8	3	3.73	4	2
32	138	408	1146	1	1	0	241.8	93	41.11	170.5	83	14.49	295.3	104	13.29	11.8	7	3.19	3	1
24	162	510	3042	1	2	46	224.9	97	38.23	188.2	84	16.00	254.6	61	11.46	12.1	2	3.27	0	1
33	147	510	3085	1	1	0	248.6	83	42.26	148.9	85	12.66	172.5	109	7.76	8.0	4	2.16	3	1
34	90	415	2521	1	1	0	203.4	146	34.58	226.7	117	19.27	152.4	105	6.86	7.3	4	1.97	1	1
12	85	415	1264	1	1	0	235.8	109	40.09	157.2	94	13.36	188.2	99	8.47	12.0	3	3.24	0	1
24	50	415	836	1	1	0	157.1	90	26.71	223.3	72	18.98	181.4	111	8.16	6.1	2	1.65	1	1
8	82	415	1658	1	1	0	300.3	109	51.05	181.0	100	15.39	270.1	73	12.15	11.7	4	3.16	0	2
35	144	408	1183	1	1	0	61.6	117	10.47	77.1	85	6.55	173.0	99	7.79	8.2	7	2.21	4	2
24	46	415	1038	1	1	0	214.1	72	36.40	164.4	104	13.97	177.5	113	7.99	8.2	3	2.21	2	1
21	70	408	193	1	1	0	170.2	98	28.93	155.2	102	13.19	228.6	76	10.29	15.0	2	4.05	1	1
50	144	415	984	1	1	0	201.1	99	34.19	303.5	74	25.80	224.0	119	10.08	13.2	2	3.56	1	1
38	116	415	140	2	1	0	215.4	104	36.62	204.8	79	17.41	278.5	109	12.53	12.6	5	3.40	3	1
6	55	408	3233	1	2	25	165.6	123	28.15	136.1	95	11.57	175.7	90	7.91	11.0	2	2.97	3	1
11	70	415	2960	1	2	24	249.5	101	42.42	259.7	98	22.07	222.7	68	10.02	9.8	4	2.65	1	1
44	106	510	2386	1	1	0	210.6	96	35.80	249.2	85	21.18	191.4	88	8.61	12.4	1	3.35	2	2
47	128	510	2145	1	2	29	179.3	104	30.48	225.9	86	19.20	323.0	78	14.54	8.6	7	2.32	0	1
16	94	408	2619	1	1	0	157.9	105	26.84	155.0	101	13.18	189.6	84	8.53	8.0	5	2.16	4	2
50	111	510	3020	1	1	0	214.3	118	36.43	208.5	76	17.72	182.4	98	8.21	12.0	2	3.24	1	1
18	74	415	687	1	2	35	154.1	104	26.20	123.4	84	10.49	202.1	57	9.09	10.9	9	2.94	2	1
32	128	415	1143	1	1	0	237.9	125	40.44	247.6	93	21.05	208.9	68	9.40	13.9	4	3.75	1	2
8	82	510	2581	1	1	0	143.9	61	24.46	194.9	105	16.57	109.6	94	4.93	11.1	2	3.00	1	1
19	155	415	238	1	1	0	203.4	100	34.58	190.9	104	16.23	196.0	119	8.82	8.9	4	2.40	0	2
3	80	415	463	1	1	0	124.3	100	21.13	173.0	107	14.71	253.2	62	11.39	7.9	9	2.13	1	1
22	78	415	2580	1	1	0	252.9	93	42.99	178.4	112	15.16	263.9	105	11.88	9.5	7	2.57	3	1
4	90	415	2123	1	1	0	179.1	71	30.45	190.6	81	16.20	127.7	91	5.75	10.6	7	2.86	3	1
1	104	408	1390	1	1	0	278.4	106	47.33	81.0	113	6.89	163.2	137	7.34	9.8	5	2.65	1	1
27	73	415	1531	1	1	0	160.1	110	27.22	213.3	72	18.13	174.1	72	7.83	13.0	4	3.51	0	1
4	99	415	6	1	1	0	198.2	87	33.69	207.3	76	17.62	190.9	113	8.59	8.7	3	2.35	4	1
26	120	408	1026	1	1	0	212.1	131	36.06	209.4	104	17.80	167.2	96	7.52	5.3	5	1.43	1	2
14	77	415	1280	1	1	0	251.8	72	42.81	205.7	126	17.48	275.2	109	12.38	9.8	7	2.65	2	2
13	98	510	1835	1	2	21	161.2	114	27.40	252.2	83	21.44	160.2	92	7.21	4.4	8	1.19	4	1
20	108	415	723	1	1	0	178.3	137	30.31	189.0	76	16.07	129.1	102	5.81	14.6	5	3.94	0	1
47	135	415	978	1	1	0	151.7	82	25.79	119.0	105	10.12	180.0	100	8.10	10.5	6	2.84	0	1
18	95	408	2611	1	1	0	135.0	99	22.95	183.6	106	15.61	245.3	102	11.04	12.5	9	3.38	1	1
16	122	408	2454	1	1	0	170.5	94	28.99	173.7	109	14.76	248.6	75	11.19	11.3	2	3.05	1	1
4	95	408	244	1	1	0	238.1	65	40.48	187.2	98	15.91	190.0	115	8.55	11.8	4	3.19	4	1
23	36	510	2556	1	2	29	281.4	102	47.84	202.2	76	17.19	187.2	113	8.42	9.0	6	2.43	2	1
33	93	510	1961	1	2	21	117.9	131	20.04	164.5	115	13.98	217.0	86	9.76	9.8	3	2.65	1	1
6	141	415	1567	1	2	32	148.6	91	25.26	131.1	97	11.14	219.4	142	9.87	10.1	1	2.73	1	1
45	157	408	2665	1	1	0	229.8	90	39.07	147.9	121	12.57	241.4	108	10.86	9.6	7	2.59	3	1
23	120	408	2905	1	1	0	165.0	100	28.05	317.2	83	26.96	119.2	86	5.36	8.3	8	2.24	1	1
20	103	415	368	1	1	0	185.0	117	31.45	223.3	94	18.98	222.8	91	10.03	12.6	2	3.40	2	1
2	98	408	1950	1	1	0	161.0	117	27.37	190.9	113	16.23	227.7	113	10.25	12.1	4	3.27	4	1
9	125	408	1180	1	1	0	126.7	108	21.54	206.0	90	17.51	247.8	114	11.15	13.3	7	3.59	1	1
4	63	415	2836	1	1	0	58.9	125	10.01	169.6	59	14.42	211.4	88	9.51	9.4	3	2.54	1	1
22	36	510	1282	2	2	42	196.8	89	33.46	254.9	122	21.67	138.3	126	6.22	20.0	6	5.40	0	2
32	64	510	2241	1	1	0	162.6	83	27.64	152.3	109	12.95	57.5	122	2.59	14.2	3	3.83	1	1
34	74	415	1031	1	1	0	282.5	114	48.03	219.9	48	18.69	170.0	115	7.65	9.4	4	2.54	1	2
25	112	510	2895	1	2	36	113.7	117	19.33	157.5	82	13.39	177.6	118	7.99	10.0	3	2.70	2	1
14	97	408	30	1	1	0	239.8	125	40.77	214.8	111	18.26	143.3	81	6.45	8.7	5	2.35	2	1
30	46	408	909	1	1	0	210.2	92	35.73	227.3	77	19.32	200.1	116	9.00	13.1	7	3.54	1	1
44	41	408	1540	1	2	22	213.8	102	36.35	141.8	86	12.05	142.2	123	6.40	7.2	3	1.94	0	1
21	121	510	1501	1	1	0	190.7	103	32.42	183.5	117	15.60	220.8	103	9.94	9.8	4	2.65	3	1
26	193	415	62	1	1	0	170.9	124	29.05	132.3	95	11.25	112.9	89	5.08	11.6	3	3.13	1	1
34	130	510	2867	1	1	0	154.2	119	26.21	110.2	98	9.37	227.4	117	10.23	9.2	5	2.48	2	1
4	85	408	981	1	1	0	201.4	52	34.24	229.4	104	19.50	252.5	106	11.36	12.0	3	3.24	1	1
26	162	415	293	1	1	0	70.7	108	12.02	157.5	87	13.39	154.8	82	6.97	9.1	3	2.46	4	2
26	61	510	3073	1	2	27	187.5	124	31.88	146.6	103	12.46	225.7	129	10.16	6.4	6	1.73	4	2
44	92	408	2913	1	1	0	91.7	90	15.59	193.7	123	16.46	175.0	86	7.88	9.2	4	2.48	2	1
30	131	408	131	1	2	36	214.2	115	36.41	161.7	117	13.74	264.7	102	11.91	9.5	4	2.57	3	1
30	90	415	955	1	1	0	145.5	92	24.74	217.7	114	18.50	146.9	123	6.61	10.9	2	2.94	3	1
5	75	408	1016	1	1	0	166.3	125	28.27	158.2	86	13.45	256.7	80	11.55	6.1	5	1.65	1	1
32	78	415	2213	1	1	0	231.0	115	39.27	230.4	140	19.58	261.4	120	11.76	9.5	3	2.57	1	1
44	82	408	2554	1	1	0	200.3	96	34.05	201.2	102	17.10	206.1	60	9.27	7.1	1	1.92	4	1
3	163	408	2980	1	1	0	197.0	109	33.49	202.6	128	17.22	206.4	80	9.29	9.1	10	2.46	1	1
2	91	510	2111	2	1	0	129.9	112	22.08	173.3	83	14.73	247.2	130	11.12	11.2	3	3.02	3	1
35	75	415	1669	1	2	21	175.8	97	29.89	217.5	106	18.49	237.5	134	10.69	5.3	4	1.43	5	1
10	91	510	1832	1	1	0	203.1	106	34.53	210.1	113	17.86	195.6	129	8.80	12.0	3	3.24	3	1
1	127	510	656	1	2	36	183.2	117	31.14	126.8	76	10.78	263.3	71	11.85	11.2	8	3.02	1	1
34	113	415	3328	1	2	23	205.0	101	34.85	152.0	60	12.92	158.6	59	7.14	10.2	5	2.75	2	1
9	110	510	670	1	1	0	148.5	115	25.25	276.4	84	23.49	193.6	112	8.71	12.4	3	3.35	1	1
21	120	415	1654	1	2	39	200.3	68	34.05	220.4	97	18.73	253.8	116	11.42	10.5	4	2.84	0	1
23	157	415	1904	1	2	28	192.6	107	32.74	195.5	74	16.62	109.7	139	4.94	6.8	5	1.84	3	1
47	103	510	2199	1	1	0	246.5	47	41.91	195.5	84	16.62	200.5	96	9.02	11.7	4	3.16	1	1
47	117	408	2196	2	1	0	167.1	86	28.41	177.5	87	15.09	249.4	132	11.22	14.1	7	3.81	2	2
23	140	415	3251	1	1	0	231.9	101	39.42	160.1	94	13.61	110.4	98	4.97	14.3	6	3.86	3	1
48	127	408	2086	1	1	0	146.7	91	24.94	203.5	78	17.30	203.4	110	9.15	13.7	3	3.70	1	1
45	83	408	1860	2	1	0	271.5	87	46.16	216.3	126	18.39	121.1	105	5.45	11.7	4	3.16	1	1
19	121	408	2222	1	1	0	181.5	121	30.86	218.4	98	18.56	161.6	103	7.27	8.5	5	2.30	1	1
40	145	408	1399	1	2	43	257.7	97	43.81	162.1	95	13.78	286.9	86	12.91	11.1	4	3.00	2	1
13	113	408	2391	1	1	0	193.8	99	32.95	221.4	125	18.82	172.3	67	7.75	10.6	6	2.86	1	1
30	117	415	976	1	1	0	102.8	119	17.48	206.7	91	17.57	299.0	105	13.46	10.1	7	2.73	1	1
36	65	408	342	1	1	0	187.9	116	31.94	157.6	117	13.40	227.3	86	10.23	7.5	6	2.03	1	1
40	56	415	1969	1	1	0	226.0	112	38.42	248.5	118	21.12	140.5	142	6.32	6.9	11	1.86	1	1
37	96	415	1259	1	1	0	260.4	115	44.27	146.0	46	12.41	269.5	87	12.13	11.5	4	3.11	5	1
19	151	408	2591	1	1	0	178.7	116	30.38	292.1	138	24.83	265.9	101	11.97	9.8	4	2.65	0	1
36	83	415	1550	1	1	0	337.4	120	57.36	227.4	116	19.33	153.9	114	6.93	15.8	7	4.27	0	2
46	139	510	36	1	2	23	157.6	129	26.79	247.0	96	21.00	259.2	112	11.66	13.7	2	3.70	0	1
25	6	510	841	1	1	0	183.6	117	31.21	256.7	72	21.82	178.6	79	8.04	10.2	2	2.75	1	1
10	115	510	858	1	2	24	142.1	124	24.16	183.4	129	15.59	164.8	114	7.42	9.6	4	2.59	1	1
41	87	415	1200	1	1	0	136.3	97	23.17	172.2	108	14.64	137.5	101	6.19	7.1	5	1.92	0	1
46	141	415	3174	1	1	0	217.1	110	36.91	241.5	111	20.53	253.5	103	11.41	12.0	6	3.24	0	1
13	141	510	2792	1	2	36	187.5	99	31.88	241.4	116	20.52	229.5	105	10.33	10.5	5	2.84	3	1
23	62	415	2920	1	1	0	98.9	103	16.81	135.4	122	11.51	236.6	82	10.65	12.2	1	3.29	1	1
37	146	415	291	1	1	0	206.3	151	35.07	148.6	89	12.63	167.2	91	7.52	6.1	3	1.65	1	1
9	92	415	1245	1	2	33	243.1	92	41.33	213.8	92	18.17	228.7	104	10.29	12.1	2	3.27	2	1
11	185	510	1393	1	2	31	189.8	126	32.27	163.3	133	13.88	264.8	126	11.92	7.5	3	2.03	1	1
8	148	415	84	1	1	0	202.0	102	34.34	243.2	128	20.67	261.3	90	11.76	10.9	3	2.94	1	1
4	94	408	2219	1	2	38	170.1	124	28.92	193.3	116	16.43	105.9	73	4.77	12.8	4	3.46	1	1
2	32	510	2718	1	1	0	230.9	87	39.25	187.4	90	15.93	154.0	53	6.93	6.3	2	1.70	0	1
6	68	408	419	1	1	0	237.1	105	40.31	223.5	105	19.00	97.4	79	4.38	13.2	2	3.56	1	1
31	64	408	2339	1	2	27	182.1	91	30.96	169.7	98	14.42	164.7	86	7.41	10.6	5	2.86	2	1
33	25	415	1895	1	1	0	119.3	87	20.28	211.5	101	17.98	268.9	86	12.10	10.5	4	2.84	3	1
38	65	415	2455	1	1	0	116.8	87	19.86	178.9	93	15.21	182.4	150	8.21	14.1	2	3.81	1	1
19	179	408	3082	1	1	0	219.2	92	37.26	149.4	125	12.70	244.7	104	11.01	6.1	5	1.65	0	1
30	94	415	1747	1	1	0	252.6	104	42.94	169.0	125	14.37	170.9	106	7.69	11.1	7	3.00	2	1
24	62	415	2897	1	1	0	147.1	91	25.01	190.4	107	16.18	195.2	115	8.78	12.2	3	3.29	0	1
23	127	415	2588	1	1	0	202.1	103	34.36	229.4	86	19.50	195.2	113	8.78	11.5	3	3.11	2	1
3	116	408	2750	1	1	0	173.5	93	29.50	194.1	76	16.50	208.0	112	9.36	16.2	10	4.37	3	1
17	70	408	2970	1	1	0	232.1	122	39.46	292.3	112	24.85	201.2	112	9.05	0.0	0	0.00	3	1
50	94	510	1024	2	2	23	197.1	125	33.51	214.5	136	18.23	282.2	103	12.70	9.5	5	2.57	4	1
1	126	415	1591	1	1	0	58.2	94	9.89	138.7	118	11.79	136.8	91	6.16	11.9	1	3.21	5	2
35	67	408	2733	1	2	36	115.6	111	19.65	237.7	94	20.20	169.9	103	7.65	9.9	12	2.67	2	1
31	19	408	1225	1	1	0	186.1	98	31.64	254.3	57	21.62	214.0	127	9.63	14.6	7	3.94	2	1
46	170	510	812	2	1	0	259.9	68	44.18	245.0	122	20.83	134.4	121	6.05	8.4	3	2.27	3	1
33	73	415	199	1	1	0	214.3	145	36.43	268.5	135	22.82	241.2	92	10.85	10.8	13	2.92	1	1
35	106	408	3315	1	1	0	158.7	74	26.98	64.3	139	5.47	198.5	103	8.93	10.2	4	2.75	1	1
4	93	415	2536	1	1	0	271.6	71	46.17	229.4	108	19.50	77.3	121	3.48	10.9	3	2.94	2	1
51	164	510	1627	1	1	0	160.6	111	27.30	163.2	126	13.87	187.1	112	8.42	9.0	3	2.43	1	1
48	51	408	403	1	1	0	232.4	109	39.51	187.4	95	15.93	231.2	107	10.40	9.1	3	2.46	1	1
6	107	415	3204	1	1	0	133.8	85	22.75	180.5	94	15.34	112.2	115	5.05	8.9	4	2.40	0	1
44	130	415	1159	1	1	0	176.9	109	30.07	90.7	104	7.71	238.0	69	10.71	9.5	2	2.57	1	1
18	80	408	1684	1	1	0	209.9	74	35.68	195.1	77	16.58	208.2	119	9.37	8.8	4	2.38	2	1
27	94	415	2841	1	1	0	137.5	118	23.38	203.2	88	17.27	150.0	131	6.75	13.4	2	3.62	0	1
37	118	408	2884	1	2	23	289.5	52	49.22	166.6	111	14.16	119.1	88	5.36	9.5	4	2.57	1	1
21	117	415	2048	1	2	23	198.1	86	33.68	177.0	86	15.05	180.5	92	8.12	6.8	6	1.84	1	1
43	78	415	179	1	1	0	149.7	119	25.45	182.2	115	15.49	261.5	126	11.77	9.7	8	2.62	0	1
44	208	510	1786	1	1	0	326.5	67	55.51	176.3	113	14.99	181.7	102	8.18	10.7	6	2.89	2	2
22	131	510	958	2	2	26	292.9	101	49.79	199.7	97	16.97	255.3	127	11.49	13.8	7	3.73	4	2
8	63	408	2532	1	1	0	83.0	64	14.11	177.0	106	15.05	245.7	89	11.06	13.0	3	3.51	0	1
24	53	415	1125	1	2	24	145.7	146	24.77	220.5	136	18.74	249.9	96	11.25	13.1	5	3.54	3	1
9	62	408	1777	1	1	0	182.3	101	30.99	328.2	93	27.90	245.0	131	11.03	11.2	1	3.02	2	1
21	97	415	2451	1	1	0	218.0	86	37.06	184.0	94	15.64	240.5	110	10.82	6.4	8	1.73	3	1
23	105	510	1420	1	1	0	140.6	109	23.90	178.6	51	15.18	217.0	83	9.76	6.8	3	1.84	2	1
48	157	415	512	1	1	0	152.7	105	25.96	257.5	80	21.89	198.1	93	8.91	9.4	4	2.54	1	1
25	66	415	449	1	2	36	106.7	76	18.14	209.8	77	17.83	190.4	117	8.57	12.1	2	3.27	1	1
16	122	415	598	1	1	0	243.8	98	41.45	83.9	72	7.13	179.8	84	8.09	13.7	8	3.70	2	1
38	38	415	1696	1	1	0	194.4	94	33.05	186.7	95	15.87	223.3	90	10.05	10.8	5	2.92	3	1
21	106	510	2865	1	1	0	213.9	95	36.36	151.9	70	12.91	260.1	124	11.70	12.2	5	3.29	3	1
40	99	510	2069	1	1	0	217.2	112	36.92	246.7	89	20.97	226.1	89	10.17	15.8	7	4.27	3	1
19	99	415	2963	1	1	0	241.1	72	40.99	155.6	98	13.23	188.2	109	8.47	11.6	10	3.13	1	1
4	144	510	689	2	1	0	203.5	100	34.60	247.6	103	21.05	194.3	94	8.74	11.9	11	3.21	0	1
39	82	415	213	1	2	24	155.2	131	26.38	244.5	106	20.78	122.4	68	5.51	10.7	3	2.89	1	1
4	86	408	2728	1	2	31	167.6	139	28.49	113.0	118	9.61	246.9	121	11.11	12.2	6	3.29	1	1
10	70	510	1398	2	1	0	226.7	98	38.54	228.1	115	19.39	73.2	93	3.29	17.6	4	4.75	2	2
19	93	415	383	1	1	0	179.3	93	30.48	178.6	98	15.18	225.2	131	10.13	11.5	6	3.11	3	1
10	93	415	37	1	1	0	151.4	89	25.74	186.4	76	15.84	172.5	120	7.76	10.9	3	2.94	0	1
10	120	415	1878	1	1	0	180.0	80	30.60	224.2	82	19.06	265.4	91	11.94	4.7	7	1.27	3	1
21	136	415	1674	1	1	0	250.2	121	42.53	267.1	118	22.70	151.0	114	6.80	13.0	2	3.51	1	2
2	106	415	1052	1	1	0	223.0	121	37.91	110.1	98	9.36	188.7	107	8.49	7.1	12	1.92	0	1
48	81	415	3327	1	1	0	183.6	116	31.21	152.6	98	12.97	212.2	99	9.55	12.2	6	3.29	3	1
43	127	408	311	1	2	22	166.0	114	28.22	174.5	103	14.83	244.9	68	11.02	10.2	6	2.75	1	1
26	65	415	552	1	1	0	136.1	112	23.14	272.9	96	23.20	220.2	104	9.91	4.4	2	1.19	1	1
22	35	408	641	1	1	0	149.3	113	25.38	242.2	122	20.59	174.3	104	7.84	8.9	6	2.40	2	1
37	88	408	412	1	1	0	65.4	97	11.12	168.2	76	14.30	236.0	113	10.62	13.8	1	3.73	2	1
16	65	415	2160	1	1	0	213.4	111	36.28	234.5	94	19.93	250.1	123	11.25	2.7	4	0.73	1	1
25	123	415	2642	1	1	0	206.9	85	35.17	244.7	78	20.80	221.5	136	9.97	7.7	2	2.08	3	1
13	126	408	2675	1	2	27	186.2	78	31.65	189.6	83	16.12	76.5	139	3.44	9.6	3	2.59	2	1
46	104	415	2101	1	2	23	280.2	136	47.63	220.5	92	18.74	136.9	102	6.16	13.3	3	3.59	4	1
18	45	415	1796	1	2	22	196.6	84	33.42	313.2	92	26.62	163.3	108	7.35	11.9	3	3.21	0	1
21	93	408	1196	2	1	0	312.0	109	53.04	129.4	100	11.00	217.6	74	9.79	10.5	2	2.84	0	2
36	63	415	2933	2	2	36	199.0	110	33.83	291.3	111	24.76	197.6	92	8.89	11.0	6	2.97	1	1
37	100	415	885	1	1	0	203.1	96	34.53	217.0	126	18.45	180.9	122	8.14	13.5	2	3.65	3	1
34	53	415	11	1	1	0	168.8	97	28.70	220.3	87	18.73	154.3	113	6.94	10.9	2	2.94	0	1
14	92	415	1165	2	1	0	173.1	140	29.43	240.3	105	20.43	233.2	117	10.49	9.0	5	2.43	1	1
24	139	510	1670	1	1	0	134.4	106	22.85	211.3	98	17.96	193.6	125	8.71	10.2	2	2.75	5	2
42	110	408	1095	1	2	40	202.6	103	34.44	118.8	128	10.10	234.9	98	10.57	9.0	9	2.43	2	1
15	110	408	1394	1	1	0	74.5	117	12.67	200.8	98	17.07	192.2	101	8.65	9.8	7	2.65	3	1
51	215	510	2334	1	1	0	83.6	148	14.21	120.9	91	10.28	226.6	110	10.20	10.7	9	2.89	0	1
2	73	415	1039	1	1	0	192.2	86	32.67	168.6	116	14.33	139.8	87	6.29	9.4	6	2.54	1	1
32	138	510	2564	1	1	0	220.2	89	37.43	88.3	125	7.51	195.3	79	8.79	12.9	5	3.48	0	1
34	137	415	387	2	1	0	135.1	95	22.97	134.1	102	11.40	223.1	81	10.04	12.3	2	3.32	2	2
16	36	415	2768	1	1	0	253.4	77	43.08	182.4	151	15.50	275.8	103	12.41	8.4	2	2.27	1	1
50	85	408	329	1	1	0	225.0	81	38.25	176.9	63	15.04	194.3	110	8.74	7.1	2	1.92	3	1
46	108	408	276	1	1	0	198.5	99	33.75	267.8	60	22.76	354.9	75	15.97	9.4	3	2.54	0	2
41	22	408	132	1	1	0	110.3	107	18.75	166.5	93	14.15	202.3	96	9.10	9.5	5	2.57	0	1
40	107	415	2052	1	2	37	60.0	102	10.20	102.2	80	8.69	261.8	106	11.78	11.1	3	3.00	0	1
16	51	510	735	1	1	0	214.8	94	36.52	149.7	58	12.72	283.4	66	12.75	10.2	5	2.75	0	1
4	94	408	997	1	1	0	181.8	85	30.91	202.4	98	17.20	245.9	97	11.07	9.2	2	2.48	4	1
33	119	510	779	1	2	23	154.0	114	26.18	278.0	137	23.63	228.4	112	10.28	11.8	4	3.19	2	1
38	33	415	1851	1	2	29	157.4	99	26.76	117.9	80	10.02	279.2	79	12.56	13.9	11	3.75	4	2
32	106	415	1351	1	1	0	207.9	91	35.34	172.0	109	14.62	191.8	143	8.63	14.4	7	3.89	4	1
26	82	408	650	1	1	0	207.0	90	35.19	232.9	83	19.80	172.4	108	7.76	9.1	8	2.46	3	1
23	86	510	785	1	2	41	119.0	101	20.23	230.0	134	19.55	236.9	58	10.66	9.5	3	2.57	0	1
44	97	415	2961	2	1	0	143.7	117	24.43	273.0	82	23.21	178.3	81	8.02	10.9	3	2.94	0	1
10	106	408	2030	1	2	32	165.9	126	28.20	216.5	93	18.40	173.1	86	7.79	14.1	8	3.81	4	1
8	108	510	1762	1	1	0	138.6	122	23.56	172.3	117	14.65	231.6	92	10.42	9.8	3	2.65	1	1
44	114	415	522	1	1	0	84.7	118	14.40	249.9	86	21.24	193.4	95	8.70	14.5	8	3.92	1	1
17	92	408	2074	2	1	0	62.6	111	10.64	180.6	126	15.35	221.7	80	9.98	10.4	2	2.81	1	2
45	59	510	3022	1	1	0	155.2	79	26.38	235.3	123	20.00	169.4	80	7.62	8.7	4	2.35	1	1
24	24	510	2424	1	2	25	164.9	110	28.03	209.3	105	17.79	231.2	55	10.40	6.7	9	1.81	1	1
15	151	408	246	1	1	0	134.5	88	22.87	143.1	112	12.16	223.9	61	10.08	15.4	1	4.16	1	1
33	117	415	457	1	1	0	143.3	103	24.36	211.3	108	17.96	185.2	96	8.33	11.5	3	3.11	1	1
41	78	510	1771	1	1	0	168.3	110	28.61	221.2	73	18.80	241.0	136	10.85	12.5	1	3.38	1	1
28	155	408	3164	1	1	0	262.4	55	44.61	194.6	113	16.54	146.5	85	6.59	8.3	6	2.24	2	1
50	114	510	3184	1	2	30	206.2	79	35.05	260.0	91	22.10	291.6	83	13.12	11.4	6	3.08	1	1
40	114	510	2997	1	2	28	225.8	94	38.39	193.0	117	16.41	232.4	100	10.46	8.4	9	2.27	4	1
31	119	408	3263	1	1	0	138.3	89	23.51	170.5	78	14.49	263.9	98	11.88	13.5	6	3.65	3	1
25	64	510	2163	1	2	48	94.4	104	16.05	136.2	101	11.58	147.4	89	6.63	4.5	4	1.22	0	1
20	118	408	584	2	1	0	160.0	123	27.20	175.4	96	14.91	184.8	99	8.32	9.9	3	2.67	2	1
39	101	415	2931	1	1	0	206.6	105	35.12	224.9	117	19.12	249.9	100	11.25	14.6	3	3.94	0	1
37	117	415	613	1	1	0	134.7	121	22.90	180.0	83	15.30	200.9	104	9.04	7.7	3	2.08	1	1
2	49	415	136	1	2	28	214.4	78	36.45	235.2	100	19.99	206.2	107	9.28	8.0	13	2.16	3	1
51	139	415	375	1	1	0	192.8	104	32.78	234.4	96	19.92	203.2	101	9.14	13.0	3	3.51	3	1
39	92	408	450	1	2	28	151.1	90	25.69	194.8	79	16.56	239.2	114	10.76	10.0	3	2.70	1	1
48	83	415	1497	1	1	0	221.4	103	37.64	231.8	103	19.70	122.5	100	5.51	9.8	5	2.65	3	1
12	148	510	3121	2	1	0	218.9	88	37.21	208.0	85	17.68	203.3	99	9.15	11.1	4	3.00	0	1
42	144	408	430	1	2	48	189.8	96	32.27	123.4	67	10.49	214.2	106	9.64	6.5	2	1.76	2	2
2	131	415	1237	1	2	25	192.7	85	32.76	225.9	105	19.20	254.2	59	11.44	10.9	6	2.94	2	1
47	146	510	1022	2	1	0	204.4	135	34.75	219.1	90	18.62	222.7	114	10.02	10.5	6	2.84	3	1
27	143	415	2124	1	1	0	172.3	97	29.29	174.0	108	14.79	188.2	119	8.47	13.0	4	3.51	2	1
24	81	415	1489	1	1	0	198.4	93	33.73	210.9	108	17.93	193.3	71	8.70	10.4	6	2.81	2	1
1	48	415	2184	1	2	37	211.7	115	35.99	159.9	84	13.59	144.1	80	6.48	12.2	1	3.29	1	1
23	86	415	1546	1	2	28	221.6	74	37.67	288.4	100	24.51	240.3	105	10.81	9.0	2	2.43	1	1
9	71	415	1267	1	1	0	197.9	108	33.64	181.5	109	15.43	281.4	56	12.66	6.7	5	1.81	3	1
42	145	408	2999	1	2	24	147.5	90	25.08	175.7	108	14.93	252.1	102	11.34	15.6	3	4.21	2	1
23	137	510	1045	1	1	0	206.4	122	35.09	128.0	102	10.88	194.5	84	8.75	8.8	5	2.38	2	1
17	137	408	914	1	1	0	205.9	88	35.00	209.3	86	17.79	289.9	84	13.05	14.5	4	3.92	2	1
2	167	510	297	1	1	0	207.6	88	35.29	132.4	63	11.25	255.2	98	11.48	14.1	5	3.81	0	1
37	89	510	908	1	1	0	303.9	95	51.66	260.9	114	22.18	312.1	89	14.04	5.3	3	1.43	1	2
7	199	415	2322	1	2	34	230.6	121	39.20	219.4	99	18.65	299.3	94	13.47	8.0	2	2.16	0	1
30	132	510	277	1	1	0	99.5	110	16.92	129.1	80	10.97	125.1	124	5.63	9.7	3	2.62	0	1
49	94	510	1032	1	1	0	177.1	112	30.11	194.0	112	16.49	146.7	108	6.60	5.9	4	1.59	1	1
7	96	415	2119	1	2	37	172.7	93	29.36	120.1	116	10.21	216.1	86	9.72	10.3	5	2.78	5	2
49	96	510	558	1	2	18	172.7	86	29.36	133.4	113	11.34	259.5	70	11.68	9.8	3	2.65	1	1
16	166	510	827	1	1	0	204.2	115	34.71	179.9	152	15.29	216.8	109	9.76	9.5	5	2.57	1	1
8	74	415	1559	1	1	0	85.7	83	14.57	247.7	67	21.05	142.4	85	6.41	10.1	5	2.73	2	1
3	36	415	695	1	1	0	157.6	117	26.79	184.3	58	15.67	240.4	99	10.82	11.9	1	3.21	0	1
22	113	415	2491	1	1	0	215.5	129	36.64	218.7	117	18.59	207.1	91	9.32	6.6	9	1.78	4	1
24	94	415	3009	1	1	0	181.5	98	30.86	199.9	88	16.99	287.7	114	12.95	6.6	5	1.78	1	1
21	67	415	91	1	1	0	171.7	80	29.19	110.4	81	9.38	195.4	111	8.79	11.9	4	3.21	2	1
10	127	415	3116	1	1	0	266.6	106	45.32	264.8	168	22.51	207.2	119	9.32	5.9	2	1.59	1	2
40	121	408	74	1	1	0	170.4	108	28.97	350.5	68	29.79	297.0	87	13.37	11.2	3	3.02	0	2
13	158	415	1205	1	1	0	158.0	106	26.86	292.5	114	24.86	241.1	89	10.85	9.1	4	2.46	1	1
4	136	510	2755	1	1	0	92.0	117	15.64	253.6	77	21.56	214.1	90	9.63	10.3	10	2.78	1	1
25	196	415	2298	1	1	0	234.0	109	39.78	249.5	114	21.21	173.1	70	7.79	9.1	5	2.46	2	1
47	113	415	3230	1	1	0	272.1	111	46.26	268.5	118	22.82	213.8	105	9.62	8.5	10	2.30	1	2
16	122	408	323	1	1	0	296.4	99	50.39	214.8	89	18.26	133.9	107	6.03	11.4	3	3.08	4	2
40	112	510	496	1	1	0	194.4	101	33.05	190.3	82	16.18	183.4	107	8.25	11.4	2	3.08	0	1
42	209	415	3038	1	1	0	227.2	128	38.62	258.4	92	21.96	183.5	74	8.26	8.9	4	2.40	3	1
24	62	415	1408	1	1	0	248.7	109	42.28	220.0	118	18.70	265.7	78	11.96	13.2	2	3.56	1	2
44	110	415	2538	1	2	38	236.3	102	40.17	195.9	112	16.65	183.5	82	8.26	9.7	6	2.62	1	1
46	16	510	1454	1	1	0	205.6	69	34.95	169.5	93	14.41	220.1	64	9.90	10.9	3	2.94	0	1
20	73	408	1203	1	1	0	94.1	136	16.00	280.3	122	23.83	205.0	77	9.23	9.8	4	2.65	0	1
14	128	408	1162	1	1	0	125.2	99	21.28	205.4	107	17.46	254.4	111	11.45	18.9	2	5.10	0	1
20	39	408	157	1	1	0	60.4	158	10.27	306.2	120	26.03	123.9	46	5.58	12.4	3	3.35	1	1
11	103	415	1913	1	2	28	121.0	105	20.57	270.4	100	22.98	160.5	76	7.22	7.7	4	2.08	2	1
40	119	415	60	1	2	29	117.8	66	20.03	256.8	114	21.83	147.6	76	6.64	7.6	3	2.05	3	1
14	173	510	1305	1	2	21	232.4	96	39.51	211.9	118	18.01	273.0	102	12.29	5.0	5	1.35	3	1
42	128	510	3047	2	2	32	223.5	81	38.00	188.8	74	16.05	154.9	101	6.97	9.4	2	2.54	2	2
20	86	510	114	1	1	0	176.3	79	29.97	259.2	97	22.03	287.4	78	12.93	6.2	3	1.67	0	1
51	114	415	2679	1	2	32	125.2	79	21.28	177.8	105	15.11	232.4	89	10.46	12.9	3	3.48	1	1
46	104	408	1193	1	1	0	138.7	107	23.58	256.9	113	21.84	234.9	74	10.57	10.0	3	2.70	0	1
38	148	415	2347	1	1	0	86.3	134	14.67	246.6	92	20.96	251.6	91	11.32	11.3	4	3.05	1	1
46	129	408	1990	1	1	0	207.0	91	35.19	154.9	121	13.17	245.1	112	11.03	13.4	5	3.62	3	1
22	100	510	1176	1	2	30	58.8	104	10.00	219.5	107	18.66	152.3	118	6.85	7.1	3	1.92	0	1
2	121	408	144	1	2	35	68.7	95	11.68	209.2	69	17.78	197.4	42	8.88	11.4	4	3.08	1	1
11	143	408	1158	1	2	33	239.2	109	40.66	235.5	112	20.02	156.3	95	7.03	9.5	4	2.57	1	1
13	76	510	122	1	1	0	198.3	130	33.71	217.1	86	18.45	188.4	96	8.48	12.5	3	3.38	0	1
4	158	510	1251	1	1	0	205.2	97	34.88	240.6	77	20.45	79.7	108	3.59	14.4	12	3.89	0	1
10	116	510	413	1	1	0	192.1	98	32.66	312.9	135	26.60	130.2	94	5.86	7.9	2	2.13	3	1
27	54	415	2117	1	1	0	272.6	83	46.34	248.7	74	21.14	197.4	111	8.88	9.5	2	2.57	1	2
2	86	415	1859	1	1	0	128.3	121	21.81	197.1	93	16.75	138.4	152	6.23	12.2	5	3.29	7	2
9	108	510	1369	1	1	0	169.6	99	28.83	264.1	87	22.45	206.3	78	9.28	9.3	4	2.51	0	1
27	66	510	2829	1	1	0	201.3	95	34.22	152.8	66	12.99	233.2	101	10.49	7.5	4	2.03	1	1
18	151	408	2437	1	2	17	214.7	97	36.50	138.5	90	11.77	169.1	44	7.61	8.6	4	2.32	1	1
41	99	510	2452	1	1	0	169.2	70	28.76	271.5	77	23.08	170.2	104	7.66	10.6	2	2.86	0	1
48	55	415	195	1	1	0	194.1	121	33.00	176.6	110	15.01	302.8	136	13.63	7.0	7	1.89	2	1
38	77	510	2923	1	1	0	233.8	104	39.75	266.5	94	22.65	212.7	104	9.57	7.6	3	2.05	2	1
1	78	408	327	1	1	0	225.1	67	38.27	199.2	127	16.93	175.5	102	7.90	14.6	2	3.94	0	1
11	89	415	581	1	1	0	213.0	63	36.21	176.6	71	15.01	262.6	126	11.82	9.1	1	2.46	1	2
24	101	415	1246	1	1	0	183.9	115	31.26	255.9	101	21.75	275.0	145	12.38	10.8	11	2.92	1	1
15	44	415	826	1	2	34	221.8	105	37.71	161.7	85	13.74	227.7	62	10.25	14.0	7	3.78	0	1
16	98	408	1720	1	2	21	64.6	98	10.98	176.1	86	14.97	244.8	84	11.02	0.0	0	0.00	2	1
41	64	510	799	1	2	37	154.6	92	26.28	83.4	103	7.09	165.9	99	7.47	13.3	3	3.59	1	1
46	141	415	222	1	1	0	260.2	131	44.23	179.2	120	15.23	135.0	119	6.08	7.2	8	1.94	3	1
49	81	415	2879	1	2	33	161.6	117	27.47	123.0	90	10.46	261.3	101	11.76	12.2	5	3.29	1	1
47	162	510	1678	1	1	0	220.6	117	37.50	155.2	121	13.19	186.7	89	8.40	10.5	11	2.84	1	1
4	83	415	2569	1	2	41	155.9	122	26.50	162.3	107	13.80	127.6	105	5.74	13.1	5	3.54	3	1
10	100	510	3280	1	1	0	107.0	63	18.19	105.7	67	8.98	243.1	74	10.94	12.8	3	3.46	4	2
1	59	510	1391	1	1	0	182.5	104	31.03	204.7	95	17.40	229.9	100	10.35	11.3	8	3.05	4	1
3	179	415	3029	2	2	38	220.1	78	37.42	234.3	71	19.92	237.3	85	10.68	10.1	4	2.73	4	1
3	79	408	2783	1	1	0	152.2	112	25.87	177.2	132	15.06	96.4	87	4.34	5.3	3	1.43	1	1
1	117	415	378	1	1	0	181.5	95	30.86	205.1	88	17.43	204.0	82	9.18	14.7	9	3.97	2	1
26	64	408	2625	2	1	0	236.2	77	40.15	218.6	85	18.58	194.1	97	8.73	13.2	2	3.56	2	2
22	31	415	1578	1	1	0	166.1	105	28.24	79.3	93	6.74	213.7	98	9.62	12.7	2	3.43	1	1
5	124	408	579	2	1	0	244.6	89	41.58	188.8	80	16.05	206.0	114	9.27	11.3	4	3.05	1	1
33	122	408	2054	1	2	23	134.2	85	22.81	227.3	132	19.32	122.4	96	5.51	8.5	2	2.30	2	1
30	37	408	2327	2	2	39	149.7	122	25.45	211.1	75	17.94	114.3	90	5.14	9.2	4	2.48	1	1
41	90	408	2835	1	2	29	150.1	109	25.52	264.7	103	22.50	178.4	97	8.03	5.8	4	1.57	1	1
6	159	408	500	2	1	0	257.1	53	43.71	312.2	127	26.54	183.0	82	8.24	8.8	6	2.38	1	2
9	148	415	848	1	1	0	124.4	83	21.15	179.7	81	15.27	253.0	99	11.39	11.3	6	3.05	0	1
36	39	415	3313	1	2	36	141.7	121	24.09	232.3	113	19.75	222.1	131	9.99	12.0	5	3.24	1	1
26	77	408	1064	1	1	0	230.0	87	39.10	103.2	138	8.77	309.6	136	13.93	11.3	3	3.05	2	1
37	194	408	51	1	1	0	162.3	88	27.59	213.7	118	18.16	192.1	81	8.64	10.9	2	2.94	0	1
6	154	415	577	1	1	0	350.8	75	59.64	216.5	94	18.40	253.9	100	11.43	10.1	9	2.73	1	2
28	112	415	243	1	1	0	193.3	96	32.86	264.1	123	22.45	128.6	115	5.79	9.1	3	2.46	4	1
21	45	415	807	1	1	0	78.2	127	13.29	253.4	108	21.54	255.0	100	11.48	18.0	3	4.86	1	1
17	132	415	1492	1	1	0	83.4	110	14.18	232.2	137	19.74	146.7	114	6.60	7.6	5	2.05	1	1
20	128	415	2042	1	1	0	195.6	99	33.25	267.8	120	22.76	164.9	76	7.42	16.0	2	4.32	0	1
28	135	415	1974	1	1	0	201.8	81	34.31	225.0	114	19.13	204.4	82	9.20	10.3	6	2.78	1	1
33	56	408	2040	1	1	0	197.0	110	33.49	222.8	102	18.94	225.3	91	10.14	10.6	6	2.86	2	1
5	151	415	1084	2	1	0	218.0	57	37.06	114.4	88	9.72	269.2	95	12.11	12.4	1	3.35	0	2
35	32	415	1327	1	1	0	164.8	98	28.02	229.9	96	19.54	167.3	108	7.53	14.8	2	4.00	2	1
4	90	415	3320	1	1	0	179.2	77	30.46	210.7	99	17.91	276.9	58	12.46	9.2	6	2.48	2	1
42	87	415	1526	1	2	21	214.0	113	36.38	180.0	114	15.30	134.5	82	6.05	10.6	5	2.86	0	1
8	138	415	70	1	1	0	170.5	87	28.99	118.2	116	10.05	187.9	111	8.46	11.2	7	3.02	2	1
29	79	408	1296	1	1	0	205.7	123	34.97	214.5	108	18.23	226.1	106	10.17	6.7	18	1.81	1	1
25	95	415	1665	2	1	0	165.5	84	28.14	286.2	112	24.33	198.9	89	8.95	11.5	2	3.11	1	2
17	127	415	636	1	1	0	221.0	100	37.57	160.7	113	13.66	233.1	96	10.49	6.8	4	1.84	2	1
42	137	510	1631	1	1	0	242.1	118	41.16	191.0	93	16.24	218.6	50	9.84	14.7	2	3.97	3	1
37	97	415	765	1	1	0	151.6	107	25.77	155.4	96	13.21	240.0	112	10.80	14.7	4	3.97	1	1
38	149	415	188	2	1	0	176.2	87	29.95	145.0	81	12.33	249.5	92	11.23	5.7	4	1.54	0	1
16	117	415	1028	2	2	22	196.0	82	33.32	322.7	82	27.43	225.6	120	10.15	3.7	5	1.00	1	1
36	84	408	349	1	1	0	159.5	125	27.12	247.1	90	21.00	187.9	82	8.46	7.2	4	1.94	2	1
17	137	415	693	1	1	0	230.2	113	39.13	220.4	79	18.73	204.7	111	9.21	10.7	7	2.89	4	1
7	99	415	1317	1	1	0	146.7	64	24.94	274.0	99	23.29	321.3	98	14.46	8.9	1	2.40	3	1
31	54	510	938	1	1	0	210.5	102	35.79	204.5	83	17.38	127.8	53	5.75	8.5	5	2.30	1	1
49	85	415	1198	1	1	0	102.0	95	17.34	270.2	139	22.97	148.2	105	6.67	10.7	3	2.89	1	1
26	150	510	3181	1	1	0	126.0	99	21.42	238.5	73	20.27	285.1	100	12.83	10.2	6	2.75	3	1
50	43	415	2314	1	1	0	168.4	125	28.63	243.8	89	20.72	214.7	102	9.66	11.1	2	3.00	1	1
20	35	415	2587	1	1	0	105.6	129	17.95	258.2	129	21.95	213.1	77	9.59	8.7	3	2.35	0	1
21	98	415	398	1	1	0	206.5	92	35.11	176.2	152	14.98	232.8	115	10.48	12.4	5	3.35	5	1
39	112	510	919	1	1	0	217.1	76	36.91	205.2	100	17.44	185.7	91	8.36	9.4	3	2.54	2	1
49	16	510	2747	1	1	0	229.6	78	39.03	205.7	108	17.48	166.2	91	7.48	10.8	2	2.92	0	2
43	98	415	1737	1	2	22	278.3	89	47.31	93.4	143	7.94	107.6	42	4.84	9.7	5	2.62	0	1
44	84	408	442	1	1	0	138.6	102	23.56	199.0	93	16.92	204.1	137	9.18	7.8	4	2.11	0	1
38	94	415	35	1	1	0	234.4	103	39.85	279.3	109	23.74	234.2	121	10.54	2.0	2	0.54	1	2
15	84	510	1779	1	1	0	181.5	129	30.86	130.7	112	11.11	186.5	118	8.39	8.5	4	2.30	1	1
8	66	415	2640	1	1	0	167.3	91	28.44	230.0	68	19.55	191.7	118	8.63	10.6	5	2.86	1	2
11	98	415	211	1	2	31	121.0	105	20.57	218.9	98	18.61	226.7	110	10.20	12.0	1	3.24	1	1
14	74	415	1374	1	1	0	221.1	124	37.59	110.8	94	9.42	240.1	112	10.80	10.6	3	2.86	0	1
45	96	408	2936	1	2	26	145.8	108	24.79	192.2	89	16.34	165.1	96	7.43	9.9	2	2.67	1	1
18	119	510	2991	1	1	0	222.8	122	37.88	163.2	107	13.87	160.6	112	7.23	11.2	6	3.02	1	1
36	73	415	393	1	1	0	183.4	80	31.18	242.0	115	20.57	201.4	100	9.06	7.5	3	2.03	4	1
49	92	415	3312	2	1	0	264.3	91	44.93	160.9	115	13.68	198.6	73	8.94	9.3	5	2.51	0	1
15	21	415	588	1	1	0	146.0	78	24.82	109.7	79	9.32	247.4	108	11.13	6.8	7	1.84	0	1
9	122	510	170	1	1	0	157.1	134	26.71	184.9	122	15.72	197.2	59	8.87	8.5	5	2.30	4	2
40	133	510	791	2	1	0	127.3	108	21.64	251.3	81	21.36	135.0	88	6.08	10.3	3	2.78	1	1
44	145	415	857	1	1	0	187.9	110	31.94	197.0	117	16.75	167.0	108	7.52	4.8	4	1.30	2	1
38	25	408	3326	1	1	0	178.8	90	30.40	141.2	72	12.00	203.0	99	9.14	8.4	5	2.27	2	1
34	64	415	2413	1	1	0	97.2	80	16.52	186.2	90	15.83	189.0	92	8.50	10.4	6	2.81	2	1
30	85	415	3128	1	1	0	259.8	85	44.17	242.3	117	20.60	168.8	72	7.60	5.4	1	1.46	0	1
26	126	415	1318	1	1	0	256.5	112	43.61	199.5	90	16.96	188.3	122	8.47	7.0	5	1.89	3	1
38	76	415	2954	1	1	0	169.5	77	28.82	124.0	87	10.54	219.4	92	9.87	10.0	3	2.70	0	1
9	113	415	887	1	1	0	239.7	47	40.75	282.9	110	24.05	238.4	88	10.73	8.7	3	2.35	2	2
9	224	510	1233	2	1	0	171.5	99	29.16	160.0	103	13.60	212.4	102	9.56	5.0	2	1.35	1	2
4	117	408	3170	1	1	0	239.9	84	40.78	174.8	106	14.86	209.5	93	9.43	9.8	2	2.65	0	1
42	128	408	1604	1	2	34	142.3	73	24.19	194.8	79	16.56	239.3	81	10.77	16.0	6	4.32	1	1
34	115	415	1063	1	1	0	184.1	98	31.30	327.0	73	27.80	212.5	106	9.56	7.5	6	2.03	2	1
33	141	415	876	1	2	28	206.9	126	35.17	264.4	126	22.47	171.8	124	7.73	9.3	11	2.51	2	1
24	51	510	1047	1	1	0	259.9	114	44.18	176.2	94	14.98	77.2	112	3.47	15.3	1	4.13	1	1
32	100	415	2427	1	1	0	203.8	122	34.65	283.1	76	24.06	197.3	83	8.88	12.5	3	3.38	0	1
16	96	415	1081	1	2	45	248.8	124	42.30	140.3	77	11.93	263.6	102	11.86	10.3	2	2.78	3	1
8	112	415	2355	1	2	16	221.6	110	37.67	130.2	123	11.07	200.0	108	9.00	11.3	3	3.05	1	1
20	129	510	2857	2	1	0	192.9	131	32.79	185.5	101	15.77	205.2	130	9.23	10.9	4	2.94	1	1
22	163	415	2702	1	1	0	122.4	129	20.81	113.4	108	9.64	180.2	97	8.11	12.5	7	3.38	1	1
31	67	415	1009	1	2	40	104.9	65	17.83	216.3	93	18.39	217.4	128	9.78	9.6	9	2.59	1	1
4	140	408	2971	1	1	0	173.2	91	29.44	196.8	106	16.73	209.3	128	9.42	11.2	5	3.02	3	1
38	49	510	1722	1	1	0	119.4	69	20.30	273.3	92	23.23	214.4	153	9.65	12.4	7	3.35	2	1
17	46	510	1362	1	1	0	250.3	100	42.55	260.6	90	22.15	195.0	104	8.78	13.3	2	3.59	2	2
30	148	415	1922	1	1	0	178.3	98	30.31	282.6	110	24.02	181.0	98	8.15	11.4	4	3.08	1	1
23	112	510	3257	1	1	0	243.4	77	41.38	182.1	97	15.48	259.2	94	11.66	12.8	2	3.46	1	1
41	78	415	2990	1	1	0	155.0	106	26.35	175.3	101	14.90	155.6	125	7.00	11.8	5	3.19	2	1
39	61	408	1978	1	2	31	288.7	101	49.08	203.8	102	17.32	203.2	49	9.14	8.6	3	2.32	0	1
27	58	510	2133	1	2	29	240.4	80	40.87	118.9	91	10.11	164.2	108	7.39	11.2	3	3.02	1	1
33	155	415	2518	1	1	0	190.3	123	32.35	301.3	96	25.61	214.6	134	9.66	8.0	3	2.16	1	1
36	100	510	2055	1	1	0	278.0	76	47.26	176.7	74	15.02	219.5	126	9.88	8.3	4	2.24	0	2
51	113	510	905	1	1	0	155.0	93	26.35	330.6	106	28.10	189.4	123	8.52	13.5	3	3.65	1	1
23	81	415	2860	1	1	0	153.5	99	26.10	197.6	102	16.80	198.5	86	8.93	6.3	2	1.70	2	1
3	135	510	3245	1	2	27	273.4	141	46.48	154.0	99	13.09	245.8	112	11.06	12.3	6	3.32	1	1
10	99	408	317	1	1	0	155.3	93	26.40	265.7	95	22.58	145.7	67	6.56	12.4	4	3.35	0	1
3	59	510	583	1	2	29	133.1	114	22.63	221.2	82	18.80	131.6	103	5.92	6.8	3	1.84	1	1
25	135	510	1712	1	1	0	246.8	129	41.96	187.8	121	15.96	154.5	109	6.95	12.6	5	3.40	1	1
49	85	408	1907	2	1	0	165.4	107	28.12	196.0	126	16.66	349.2	110	15.71	9.6	7	2.59	2	1
44	70	510	2211	1	1	0	59.5	103	10.12	257.2	106	21.86	208.3	86	9.37	11.1	6	3.00	0	1
44	88	510	3060	1	1	0	138.3	116	23.51	236.0	138	20.06	179.1	110	8.06	9.6	4	2.59	3	1
33	55	510	1933	1	1	0	286.7	100	48.74	134.4	121	11.42	192.9	122	8.68	6.9	5	1.86	2	1
11	75	415	221	1	1	0	117.3	114	19.94	201.1	61	17.09	107.9	82	4.86	12.2	3	3.29	1	1
14	79	510	488	1	2	21	264.3	79	44.93	202.8	118	17.24	173.4	92	7.80	6.3	3	1.70	4	1
2	85	408	2968	1	1	0	127.9	107	21.74	271.2	124	23.05	202.2	76	9.10	12.5	5	3.38	0	1
17	86	408	427	1	2	23	225.5	107	38.34	246.3	105	20.94	245.7	81	11.06	9.8	2	2.65	0	1
42	91	510	5	1	1	0	149.0	115	25.33	245.3	105	20.85	260.0	94	11.70	8.3	3	2.24	0	1
19	149	415	38	1	2	20	198.9	77	33.81	274.0	88	23.29	190.7	76	8.58	14.3	9	3.86	1	1
36	97	408	2751	1	1	0	256.4	125	43.59	273.9	100	23.28	222.7	101	10.02	11.1	1	3.00	1	2
20	88	415	3214	1	1	0	264.8	124	45.02	245.4	112	20.86	160.5	115	7.22	14.8	2	4.00	1	2
4	60	415	1377	1	1	0	98.2	88	16.69	180.5	69	15.34	223.6	69	10.06	9.3	2	2.51	2	1
18	54	408	1051	1	1	0	159.8	99	27.17	264.0	64	22.44	115.7	70	5.21	9.7	7	2.62	2	1
8	11	415	546	1	2	28	190.6	86	32.40	220.1	122	18.71	180.3	80	8.11	6.0	3	1.62	3	1
48	109	415	1239	1	1	0	184.0	120	31.28	120.4	119	10.23	153.7	86	6.92	11.0	3	2.97	0	1
45	90	415	1986	1	1	0	261.8	128	44.51	220.6	104	18.75	136.6	91	6.15	9.6	5	2.59	1	1
40	115	408	1197	1	1	0	147.9	109	25.14	228.4	117	19.41	299.7	90	13.49	9.6	9	2.59	3	1
36	144	415	2275	1	2	18	106.4	109	18.09	108.1	113	9.19	208.4	111	9.38	10.1	5	2.73	1	1
34	91	408	371	1	1	0	133.7	75	22.73	195.3	87	16.60	280.5	89	12.62	5.9	2	1.59	0	1
29	105	415	1409	1	2	23	193.5	85	32.90	220.2	90	18.72	272.4	111	12.26	8.5	5	2.30	0	1
34	71	415	917	2	1	0	178.2	113	30.29	167.8	94	14.26	182.1	111	8.19	13.6	3	3.67	3	2
10	132	510	273	1	2	36	226.2	103	38.45	181.6	125	15.44	258.8	102	11.65	10.5	5	2.84	3	2
21	112	415	331	1	1	0	170.4	103	28.97	200.2	71	17.02	258.3	100	11.62	11.6	4	3.13	1	1
4	86	415	2267	1	2	32	70.9	163	12.05	166.7	121	14.17	244.9	105	11.02	11.1	5	3.00	3	1
2	41	510	1507	1	2	34	194.4	63	33.05	254.9	110	21.67	160.2	115	7.21	17.2	9	4.64	2	1
30	44	415	3143	1	1	0	240.3	146	40.85	164.6	83	13.99	240.7	106	10.83	10.6	2	2.86	1	1
34	78	408	637	1	1	0	75.0	116	12.75	248.7	87	21.14	176.0	83	7.92	9.5	6	2.57	3	1
15	149	408	1820	1	1	0	69.1	117	11.75	136.3	100	11.59	181.7	53	8.18	6.3	3	1.70	1	1
50	72	510	3213	1	2	33	96.6	59	16.42	315.4	98	26.81	163.3	117	7.35	6.2	4	1.67	4	2
23	139	415	3300	1	2	20	214.6	101	36.48	235.1	132	19.98	162.8	132	7.33	14.8	12	4.00	0	1
3	74	510	82	1	1	0	148.5	111	25.25	146.5	42	12.45	289.2	83	13.01	9.9	6	2.67	3	1
45	50	510	2786	1	1	0	258.1	106	43.88	161.4	106	13.72	225.1	110	10.13	11.7	5	3.16	1	1
11	141	510	2680	1	2	23	149.7	112	25.45	162.5	118	13.81	220.3	115	9.91	7.6	2	2.05	3	1
4	140	408	2309	1	1	0	149.8	134	25.47	164.4	98	13.97	294.7	124	13.26	8.1	2	2.19	1	1
14	99	408	2544	1	1	0	190.4	102	32.37	158.1	107	13.44	271.5	92	12.22	11.2	4	3.02	2	1
12	166	408	1774	1	1	0	181.4	108	30.84	253.8	54	21.57	112.3	94	5.05	11.6	6	3.13	1	1
34	124	408	2418	1	1	0	151.1	123	25.69	187.4	104	15.93	255.4	93	11.49	5.3	3	1.43	1	1
21	74	415	146	1	1	0	155.7	116	26.47	173.7	63	14.76	257.4	97	11.58	8.1	4	2.19	0	1
11	117	510	701	1	1	0	149.9	95	25.48	256.1	110	21.77	212.7	92	9.57	13.3	13	3.59	2	1
11	85	510	2382	1	1	0	222.3	132	37.79	231.5	101	19.68	223.5	75	10.06	11.0	2	2.97	3	1
45	36	415	2599	1	2	16	149.4	111	25.40	131.8	113	11.20	132.7	87	5.97	6.7	2	1.81	0	1
20	102	510	1029	2	1	0	233.8	103	39.75	221.6	131	18.84	146.9	106	6.61	12.8	3	3.46	0	1
16	76	415	1300	1	1	0	204.2	100	34.71	292.6	139	24.87	244.3	105	10.99	10.5	2	2.84	0	1
47	165	510	629	1	1	0	242.9	126	41.29	209.8	65	17.83	228.4	126	10.28	0.0	0	0.00	1	1
13	130	415	1230	1	1	0	150.4	119	25.57	230.5	99	19.59	186.3	76	8.38	12.3	4	3.32	1	1
16	78	415	1734	1	1	0	208.9	119	35.51	252.4	132	21.45	280.2	120	12.61	12.8	7	3.46	0	1
2	55	415	1681	2	1	0	191.9	91	32.62	256.1	110	21.77	203.7	101	9.17	14.3	6	3.86	1	2
22	92	415	1736	2	1	0	130.7	113	22.22	260.6	122	22.15	244.2	98	10.99	9.4	2	2.54	2	2
40	129	415	1405	1	2	33	119.6	104	20.33	278.7	88	23.69	263.4	175	11.85	5.9	2	1.59	2	1
21	18	408	725	1	1	0	273.6	93	46.51	114.6	116	9.74	250.6	120	11.28	8.2	4	2.21	1	1
10	161	415	2217	2	1	0	156.1	114	26.54	180.3	63	15.33	179.6	115	8.08	11.1	9	3.00	2	1
5	93	415	1071	1	2	36	178.7	134	30.38	178.6	102	15.18	126.8	82	5.71	8.0	4	2.16	2	1
2	144	415	1619	1	1	0	177.5	93	30.18	287.4	75	24.43	180.5	118	8.12	11.9	3	3.21	2	1
22	75	408	550	2	1	0	211.3	61	35.92	105.6	119	8.98	175.9	63	7.92	9.7	4	2.62	4	2
50	95	415	1805	1	1	0	175.2	91	29.78	244.4	109	20.77	75.8	95	3.41	7.5	2	2.03	1	1
42	126	415	2061	1	2	23	114.3	102	19.43	190.3	103	16.18	240.4	111	10.82	12.6	7	3.40	3	1
10	124	415	2443	1	2	28	251.4	104	42.74	225.1	89	19.13	251.9	121	11.34	7.5	5	2.03	1	1
23	93	415	1403	2	1	0	216.9	61	36.87	207.4	120	17.63	221.7	110	9.98	17.5	5	4.73	1	2
23	109	415	2653	2	2	26	217.2	138	36.92	145.5	111	12.37	280.7	76	12.63	9.3	3	2.51	0	1
33	80	510	274	1	1	0	206.3	97	35.07	154.9	98	13.17	263.6	82	11.86	12.4	12	3.35	0	1
1	41	415	1803	1	1	0	159.3	66	27.08	125.9	75	10.70	261.9	76	11.79	11.1	5	3.00	1	1
36	136	415	2824	1	2	31	143.1	88	24.33	236.6	65	20.11	227.8	120	10.25	11.4	5	3.08	2	1
25	92	415	2740	1	1	0	154.0	122	26.18	329.8	88	28.03	288.0	117	12.96	5.6	2	1.51	3	2
17	143	408	2823	1	2	24	186.6	69	31.72	222.0	116	18.87	234.9	138	10.57	11.6	5	3.13	1	1
26	118	415	2473	1	2	26	170.8	114	29.04	199.5	125	16.96	169.7	98	7.64	9.6	5	2.59	5	2
47	193	408	3095	1	2	17	124.0	102	21.08	202.9	81	17.25	205.1	129	9.23	12.3	3	3.32	1	1
30	73	415	996	1	1	0	198.3	94	33.71	279.3	101	23.74	146.2	87	6.58	14.8	8	4.00	3	1
46	62	408	682	1	1	0	172.8	101	29.38	204.8	97	17.41	240.8	90	10.84	9.1	8	2.46	2	1
9	30	415	794	1	2	30	217.4	74	36.96	213.8	86	18.17	227.2	104	10.22	6.6	3	1.78	0	1
2	60	408	2992	2	2	29	265.9	113	45.20	215.8	94	18.34	108.1	82	4.86	14.0	12	3.78	0	2
14	148	510	3293	1	2	14	93.6	137	15.91	193.8	72	16.47	144.9	84	6.52	17.5	5	4.73	1	1
26	96	510	3270	1	1	0	98.2	100	16.69	307.2	88	26.11	182.5	120	8.21	7.6	1	2.05	2	1
37	52	408	2175	1	1	0	214.7	68	36.50	158.6	138	13.48	123.4	114	5.55	9.4	4	2.54	2	1
33	87	415	1089	1	1	0	168.2	92	28.59	224.7	100	19.10	169.5	99	7.63	12.9	3	3.48	1	1
49	41	408	2910	1	1	0	202.9	97	34.49	153.8	104	13.07	113.5	92	5.11	9.0	3	2.43	3	1
50	112	415	1867	1	1	0	261.4	108	44.44	154.5	102	13.13	130.9	90	5.89	11.6	2	3.13	1	1
41	88	510	2367	1	1	0	73.3	86	12.46	161.4	82	13.72	239.6	76	10.78	8.2	3	2.21	4	2
18	122	408	2264	1	2	27	253.7	84	43.13	229.2	109	19.48	190.5	123	8.57	9.2	5	2.48	7	1
25	61	408	1321	1	1	0	45.0	108	7.65	151.3	74	12.86	152.9	94	6.88	9.8	6	2.65	2	1
15	87	510	2206	1	1	0	231.3	105	39.32	171.7	108	14.59	67.7	136	3.05	13.0	6	3.51	1	1
37	176	408	1439	1	1	0	47.4	125	8.06	167.8	90	14.26	163.1	107	7.34	10.5	8	2.84	2	1
23	30	510	2246	1	1	0	227.4	88	38.66	182.5	100	15.51	191.7	134	8.63	12.5	3	3.38	0	1
32	95	415	1836	1	2	22	40.9	126	6.95	133.4	90	11.34	264.2	91	11.89	11.9	7	3.21	0	1
14	46	415	1987	1	1	0	124.8	133	21.22	157.3	143	13.37	199.3	72	8.97	8.6	4	2.32	2	1
8	100	510	2661	2	1	0	68.5	110	11.65	337.1	115	28.65	205.2	99	9.23	12.1	9	3.27	0	1
35	47	415	2230	1	2	37	163.5	77	27.80	203.1	102	17.26	232.0	87	10.44	7.8	4	2.11	2	1
2	77	415	2866	1	1	0	163.0	112	27.71	219.1	89	18.62	233.4	66	10.50	6.7	3	1.81	2	1
38	98	415	1387	1	2	38	213.7	61	36.33	253.0	104	21.51	207.7	73	9.35	10.7	5	2.89	2	1
37	125	415	2798	1	2	36	201.3	117	34.22	42.2	78	3.59	125.7	104	5.66	5.4	3	1.46	1	1
19	67	510	1635	1	1	0	310.4	97	52.77	66.5	123	5.65	246.5	99	11.09	9.2	10	2.48	4	1
30	194	408	2861	1	1	0	48.4	101	8.23	281.1	138	23.89	218.5	87	9.83	18.2	1	4.91	1	1
44	128	415	834	1	2	40	171.2	88	29.10	145.7	109	12.38	196.8	93	8.86	14.0	6	3.78	1	1
45	190	415	2511	1	2	22	166.5	93	28.31	183.0	92	15.56	121.0	102	5.44	8.5	3	2.30	0	1
38	165	415	564	1	1	0	216.6	126	36.82	190.8	104	16.22	224.7	123	10.11	12.4	8	3.35	0	1
35	59	408	3094	1	1	0	107.8	113	18.33	216.6	125	18.41	217.5	92	9.79	9.9	3	2.67	2	1
2	47	408	2707	1	2	28	141.3	94	24.02	168.0	108	14.28	113.5	84	5.11	7.8	2	2.11	1	1
40	150	415	3107	1	2	29	209.9	77	35.68	158.0	52	13.43	141.9	113	6.39	6.6	1	1.78	0	1
24	152	415	3118	2	2	20	237.5	120	40.38	253.4	94	21.54	265.2	80	11.93	14.2	3	3.83	9	2
28	26	415	2303	1	1	0	234.5	109	39.87	216.5	129	18.40	191.6	94	8.62	3.5	6	0.95	3	1
21	79	510	2251	1	2	31	103.1	90	17.53	243.0	135	20.66	76.4	92	3.44	12.2	8	3.29	3	1
40	95	510	433	1	2	27	129.5	106	22.02	248.9	90	21.16	268.0	115	12.06	11.9	3	3.21	1	1
49	69	510	3211	2	1	0	279.8	90	47.57	248.7	91	21.14	171.0	118	7.69	8.4	10	2.27	2	2
47	95	510	1785	2	2	41	136.8	91	23.26	200.8	61	17.07	133.7	67	6.02	10.3	9	2.78	5	2
7	31	415	2224	1	2	31	100.1	54	17.02	246.3	97	20.94	255.0	131	11.48	5.9	3	1.59	0	1
37	121	408	1325	1	2	31	237.1	63	40.31	205.6	117	17.48	196.7	85	8.85	10.1	5	2.73	4	1
1	111	415	1337	1	1	0	172.8	58	29.38	183.1	108	15.56	158.8	104	7.15	7.9	3	2.13	4	2
35	157	415	3291	1	1	0	224.5	111	38.17	200.7	99	17.06	116.6	118	5.25	11.5	2	3.11	2	1
11	44	510	3250	1	1	0	288.1	112	48.98	258.0	92	21.93	192.4	90	8.66	10.2	4	2.75	3	2
45	61	510	2655	2	1	0	78.2	103	13.29	195.9	149	16.65	108.0	100	4.86	10.1	6	2.73	2	1
33	65	415	1732	1	1	0	148.7	80	25.28	259.0	94	22.02	149.5	107	6.73	12.7	6	3.43	2	1
30	74	415	2551	1	2	25	194.6	84	33.08	119.9	103	10.19	175.5	75	7.90	13.1	2	3.54	2	1
32	123	408	315	1	1	0	159.5	77	27.12	303.8	92	25.82	226.9	120	10.21	12.0	4	3.24	0	1
44	58	408	3256	1	2	20	194.5	110	33.07	213.7	89	18.16	236.6	92	10.65	9.5	2	2.57	1	1
27	74	408	444	1	1	0	174.1	96	29.60	251.1	94	21.34	257.6	123	11.59	8.3	5	2.24	2	2
6	125	415	1811	1	1	0	131.8	97	22.41	136.7	100	11.62	308.2	119	13.87	7.7	6	2.08	2	1
47	80	415	536	1	1	0	160.6	103	27.30	237.0	109	20.15	245.1	88	11.03	10.7	1	2.89	1	1
40	53	408	3322	1	2	18	146.8	107	24.96	310.0	84	26.35	178.7	130	8.04	7.2	7	1.94	0	1
51	99	408	2189	1	2	28	200.7	88	34.12	264.2	116	22.46	172.7	102	7.77	9.1	5	2.46	1	1
14	99	415	2807	1	1	0	145.6	106	24.75	98.3	106	8.36	230.8	83	10.39	10.9	5	2.94	1	1
7	66	415	3190	1	2	29	229.4	104	39.00	257.4	84	21.88	231.5	119	10.42	8.0	1	2.16	2	1
22	97	510	2200	1	1	0	211.0	76	35.87	189.0	100	16.07	123.0	102	5.54	4.7	4	1.27	3	1
4	75	510	2047	1	2	37	121.5	97	20.66	271.4	110	23.07	248.7	97	11.19	11.3	5	3.05	2	1
21	85	510	1254	2	1	0	216.0	73	36.72	188.2	117	16.00	147.1	98	6.62	3.6	7	0.97	2	1
16	108	510	53	1	1	0	293.0	88	49.81	160.6	101	13.65	143.9	87	6.48	10.0	6	2.70	2	1
28	133	408	597	2	2	32	221.1	137	37.59	264.9	99	22.52	168.9	108	7.60	15.4	4	4.16	2	2
9	51	510	2781	1	1	0	181.5	108	30.86	196.9	87	16.74	187.2	119	8.42	10.3	2	2.78	1	1
24	186	415	289	1	2	26	74.3	107	12.63	177.3	116	15.07	296.3	90	13.33	14.5	3	3.92	2	1
49	44	415	1035	2	1	0	62.3	92	10.59	275.0	82	23.38	138.7	108	6.24	10.8	3	2.92	1	1
10	64	408	2949	1	2	31	228.6	88	38.86	248.5	109	21.12	167.1	124	7.52	9.0	1	2.43	3	1
50	44	510	3229	1	1	0	228.1	121	38.78	276.5	79	23.50	279.8	77	12.59	9.9	5	2.67	2	2
42	114	415	869	1	2	36	309.9	90	52.68	200.3	89	17.03	183.5	105	8.26	14.2	2	3.83	1	1
10	92	415	806	1	1	0	201.9	74	34.32	226.8	119	19.28	217.5	80	9.79	13.7	6	3.70	3	1
38	110	408	200	1	1	0	149.8	112	25.47	180.0	93	15.30	140.0	119	6.30	11.7	4	3.16	2	1
6	90	408	2329	1	2	30	183.8	76	31.25	229.7	95	19.52	144.1	124	6.48	7.7	3	2.08	1	1
7	72	408	2141	1	2	21	186.7	108	31.74	335.0	86	28.48	187.2	119	8.42	16.5	4	4.46	1	1
16	113	415	949	1	1	0	209.4	151	35.60	347.3	113	29.52	246.0	116	11.07	7.4	2	2.00	1	2
39	171	415	3115	1	2	25	223.2	77	37.94	183.2	118	15.57	150.8	90	6.79	10.2	3	2.75	3	1
33	104	415	1073	1	1	0	164.2	109	27.91	155.4	90	13.21	168.9	117	7.60	10.7	8	2.89	1	1
22	165	408	813	1	1	0	150.5	75	25.59	193.1	93	16.41	311.6	93	14.02	10.3	2	2.78	1	1
42	104	510	3288	1	1	0	234.2	128	39.81	293.1	92	24.91	183.9	79	8.28	9.8	6	2.65	0	2
3	110	408	1633	1	1	0	55.3	102	9.40	164.7	124	14.00	200.7	108	9.03	10.2	5	2.75	1	1
44	90	408	1034	2	1	0	221.8	97	37.71	203.8	134	17.32	215.8	154	9.71	8.4	4	2.27	1	1
31	114	415	2790	1	1	0	169.6	85	28.83	58.9	86	5.01	179.3	124	8.07	7.4	8	2.00	1	1
37	101	408	627	1	1	0	89.7	118	15.25	260.1	79	22.11	170.1	93	7.65	13.5	11	3.65	5	2
49	117	408	1699	1	2	14	80.2	81	13.63	219.0	103	18.62	122.6	102	5.52	8.6	2	2.32	1	1
2	109	408	1224	1	1	0	218.9	105	37.21	299.9	87	25.49	158.6	110	7.14	11.3	4	3.05	2	1
39	82	408	1164	1	1	0	125.7	96	21.37	207.6	137	17.65	183.1	103	8.24	12.9	2	3.48	1	1
37	92	510	2994	1	1	0	176.3	85	29.97	93.4	125	7.94	207.2	107	9.32	9.6	1	2.59	2	1
22	82	510	1912	1	2	29	207.2	111	35.22	254.1	137	21.60	169.3	92	7.62	9.5	5	2.57	2	1
50	90	415	601	1	1	0	205.7	138	34.97	161.9	83	13.76	269.7	104	12.14	12.5	6	3.38	2	1
12	87	408	1194	1	2	28	151.4	95	25.74	152.4	97	12.95	250.1	109	11.25	0.0	0	0.00	1	1
24	124	510	2950	1	1	0	157.5	70	26.78	130.7	79	11.11	193.4	98	8.70	9.6	4	2.59	3	1
35	39	408	1055	1	1	0	160.4	68	27.27	102.6	103	8.72	235.3	106	10.59	9.1	5	2.46	2	1
4	84	415	490	1	1	0	159.0	80	27.03	167.9	128	14.27	167.6	101	7.54	12.3	5	3.32	1	1
36	75	510	1527	1	2	46	214.1	62	36.40	200.9	111	17.08	246.8	126	11.11	9.2	6	2.48	0	1
23	102	510	325	1	1	0	102.6	89	17.44	246.0	77	20.91	170.5	140	7.67	9.1	4	2.46	2	1
20	62	415	2065	2	1	0	159.7	86	27.15	197.5	76	16.79	121.6	105	5.47	13.9	6	3.75	0	2
50	143	510	809	1	1	0	202.8	109	34.48	165.8	104	14.09	143.9	71	6.48	4.6	4	1.24	1	1
23	53	415	683	1	1	0	57.5	95	9.78	265.5	131	22.57	244.3	128	10.99	11.6	6	3.13	3	1
33	30	415	2766	1	1	0	169.9	144	28.88	225.2	118	19.14	169.7	93	7.64	11.4	7	3.08	1	1
25	112	415	1614	1	1	0	335.5	77	57.04	212.5	109	18.06	265.0	132	11.93	12.7	8	3.43	2	2
40	129	415	1499	1	1	0	139.5	119	23.72	289.3	105	24.59	129.4	97	5.82	13.1	8	3.54	0	1
28	63	415	721	1	2	29	142.3	107	24.19	118.7	56	10.09	240.1	91	10.80	6.6	8	1.78	1	1
51	28	415	2292	1	1	0	187.8	94	31.93	248.6	86	21.13	208.8	124	9.40	10.6	5	2.86	0	1
51	111	415	1570	1	1	0	146.2	55	24.85	261.5	83	22.23	163.2	116	7.34	8.7	3	2.35	3	1
39	91	510	258	1	1	0	231.8	120	39.41	150.6	106	12.80	269.2	129	12.11	11.6	7	3.13	3	1
18	90	415	269	1	1	0	193.7	83	32.93	154.2	79	13.11	299.0	60	13.46	12.7	3	3.43	1	1
38	151	510	426	1	1	0	156.4	108	26.59	233.4	118	19.84	195.7	141	8.81	7.7	6	2.08	4	1
34	105	415	1880	2	2	29	220.7	82	37.52	217.7	110	18.50	190.5	100	8.57	13.2	6	3.56	1	2
8	41	408	68	1	2	37	239.8	110	40.77	221.9	115	18.86	189.1	100	8.51	7.3	1	1.97	2	1
45	48	510	456	1	2	43	172.0	111	29.24	200.2	64	17.02	233.1	96	10.49	8.0	5	2.16	1	1
48	166	408	3129	2	2	35	128.2	138	21.79	274.5	113	23.33	298.9	130	13.45	8.8	7	2.38	2	1
10	79	510	265	1	1	0	130.2	119	22.13	290.9	121	24.73	194.8	140	8.77	14.0	6	3.78	3	1
46	153	510	2370	1	1	0	195.4	107	33.22	154.6	96	13.14	142.8	97	6.43	11.6	6	3.13	1	1
17	110	415	1951	2	1	0	293.3	79	49.86	188.5	90	16.02	266.9	91	12.01	14.5	4	3.92	0	2
17	163	415	709	1	1	0	191.3	89	32.52	193.9	87	16.48	268.4	121	12.08	12.8	4	3.46	1	1
8	126	510	1273	1	1	0	122.4	88	20.81	143.8	111	12.22	157.0	106	7.07	11.5	3	3.11	1	1
22	105	408	2656	1	2	33	209.6	68	35.63	146.9	140	12.49	121.0	131	5.44	10.6	3	2.86	2	1
19	172	415	2294	1	1	0	215.7	140	36.67	146.3	84	12.44	264.6	83	11.91	7.1	1	1.92	3	1
8	126	415	2280	1	1	0	161.4	110	27.44	220.6	125	18.75	249.2	78	11.21	5.1	2	1.38	0	1
44	97	510	861	1	1	0	144.2	91	24.51	226.7	137	19.27	144.6	72	6.51	13.8	4	3.73	3	1
32	95	408	769	2	2	37	220.2	109	37.43	185.3	99	15.75	205.1	82	9.23	4.1	2	1.11	0	2
9	87	510	1663	1	1	0	256.2	105	43.55	160.7	102	13.66	249.4	80	11.22	7.4	2	2.00	4	1
47	97	415	26	1	1	0	112.7	119	19.16	217.7	109	18.50	152.1	76	6.84	6.5	5	1.76	1	1
11	76	415	1599	1	1	0	299.5	125	50.92	226.7	92	19.27	210.7	134	9.48	13.7	4	3.70	0	2
44	140	408	3191	1	1	0	194.8	107	33.12	170.9	99	14.53	225.1	93	10.13	13.9	4	3.75	0	1
27	169	415	1243	1	1	0	100.8	112	17.14	230.0	69	19.55	193.6	95	8.71	9.5	2	2.57	0	1
29	68	408	3297	1	2	22	82.5	97	14.03	289.9	94	24.64	180.0	114	8.10	4.8	4	1.30	3	1
32	122	415	18	1	2	34	146.4	104	24.89	89.7	103	7.62	220.0	91	9.90	15.6	4	4.21	2	1
25	36	408	1965	1	1	0	177.9	129	30.24	224.6	87	19.09	306.3	102	13.78	10.8	6	2.92	2	1
6	120	510	41	1	2	27	153.5	84	26.10	194.0	73	16.49	256.5	94	11.54	10.2	7	2.75	5	1
17	121	408	1629	1	1	0	150.7	105	25.62	197.3	133	16.77	169.0	116	7.61	9.2	15	2.48	1	1
28	64	408	231	1	2	19	180.1	106	30.62	127.5	92	10.84	237.4	118	10.68	7.5	3	2.03	0	1
27	13	415	728	1	2	31	265.3	94	45.10	147.6	95	12.55	259.3	117	11.67	12.9	1	3.48	1	1
9	106	415	3235	1	1	0	128.6	83	21.86	134.0	114	11.39	210.6	113	9.48	11.4	2	3.08	0	1
29	88	415	3057	1	1	0	161.5	92	27.46	173.5	108	14.75	206.2	95	9.28	7.9	4	2.13	2	1
46	74	408	3125	1	1	0	165.3	120	28.10	198.5	106	16.87	208.5	102	9.38	9.8	3	2.65	1	1
15	83	415	1476	1	1	0	195.0	92	33.15	210.5	83	17.89	180.6	92	8.13	11.0	13	2.97	0	1
37	49	415	334	1	1	0	213.8	79	36.35	265.1	93	22.53	239.8	128	10.79	15.6	7	4.21	0	1
6	111	510	1746	1	2	24	205.5	114	34.94	219.3	99	18.64	215.9	95	9.72	14.0	4	3.78	1	1
27	50	415	1191	1	2	22	252.9	112	42.99	177.9	99	15.12	158.4	146	7.13	8.5	4	2.30	3	1
50	153	408	2771	1	2	28	235.6	74	40.05	227.9	37	19.37	170.3	103	7.66	15.4	9	4.16	0	1
22	88	415	3267	1	1	0	192.0	91	32.64	127.6	127	10.85	155.6	125	7.00	7.5	5	2.03	1	1
49	131	415	125	1	2	39	69.1	122	11.75	101.3	136	8.61	104.8	94	4.72	9.1	4	2.46	0	1
25	79	408	2981	1	1	0	261.7	97	44.49	210.6	48	17.90	256.7	83	11.55	6.0	3	1.62	3	2
35	140	415	225	1	1	0	235.5	81	40.04	257.2	130	21.86	103.1	111	4.64	11.5	4	3.11	2	1
7	105	408	1088	1	1	0	213.4	100	36.28	204.9	52	17.42	179.7	93	8.09	9.5	6	2.57	1	1
3	54	415	2416	1	2	39	206.9	143	35.17	127.8	72	10.86	199.2	120	8.96	9.2	1	2.48	3	1
51	87	415	517	1	2	22	263.8	65	44.85	103.4	115	8.79	208.1	109	9.36	8.5	3	2.30	3	1
5	96	510	499	1	2	31	183.4	126	31.18	195.5	106	16.62	180.1	93	8.10	10.5	5	2.84	1	1
5	79	510	3144	1	1	0	157.6	85	26.79	194.1	92	16.50	231.5	86	10.42	9.4	10	2.54	5	2
24	55	415	2459	1	1	0	175.6	147	29.85	161.8	118	13.75	289.5	55	13.03	9.3	4	2.51	0	1
1	130	415	2281	1	1	0	242.5	101	41.23	102.8	114	8.74	142.4	89	6.41	9.3	2	2.51	2	1
46	34	415	2295	1	1	0	151.0	102	25.67	131.4	101	11.17	186.6	86	8.40	9.9	7	2.67	0	1
6	139	415	1455	1	1	0	138.1	103	23.48	164.5	100	13.98	134.9	63	6.07	8.3	2	2.24	1	1
27	109	408	2745	1	1	0	264.7	69	45.00	305.0	120	25.93	197.4	86	8.88	9.5	9	2.57	1	2
42	65	408	767	1	2	31	282.3	70	47.99	152.0	89	12.92	225.5	93	10.15	12.0	4	3.24	1	1
30	63	415	396	1	1	0	211.2	80	35.90	237.7	93	20.20	259.2	58	11.66	12.3	2	3.32	0	1
47	152	415	3218	1	1	0	197.1	126	33.51	130.1	76	11.06	78.1	100	3.51	7.4	4	2.00	3	1
29	147	408	1142	1	1	0	205.3	95	34.90	166.7	128	14.17	240.6	84	10.83	7.8	4	2.11	1	1
11	112	415	782	1	2	22	181.8	110	30.91	228.1	123	19.39	262.7	141	11.82	9.2	4	2.48	2	1
38	120	415	1474	1	1	0	252.0	120	42.84	150.2	106	12.77	151.8	96	6.83	9.6	1	2.59	2	1
27	27	510	626	1	1	0	193.8	102	32.95	118.9	104	10.11	135.9	124	6.12	9.2	3	2.48	0	1
51	171	415	1141	1	1	0	231.2	135	39.30	188.7	74	16.04	206.9	124	9.31	12.3	1	3.32	1	1
11	101	415	1976	1	2	33	200.1	108	34.02	188.9	122	16.06	205.1	90	9.23	15.5	4	4.19	0	1
50	32	408	1541	1	2	26	266.7	109	45.34	232.3	107	19.75	212.8	98	9.58	16.3	4	4.40	1	1
7	3	415	2602	1	2	36	118.1	117	20.08	221.5	125	18.83	103.9	89	4.68	11.9	6	3.21	2	1
15	151	408	2077	1	1	0	175.3	106	29.80	144.3	87	12.27	160.2	88	7.21	11.8	5	3.19	0	1
6	60	408	862	1	1	0	125.1	99	21.27	248.8	62	21.15	211.3	79	9.51	11.2	3	3.02	3	1
9	119	415	647	1	1	0	176.8	90	30.06	224.7	81	19.10	204.6	77	9.21	7.5	15	2.03	1	1
19	43	415	95	1	1	0	241.9	101	41.12	129.4	121	11.00	264.8	104	11.92	5.9	3	1.59	1	1
20	42	408	1334	1	1	0	241.2	134	41.00	116.5	114	9.90	152.2	91	6.85	10.6	4	2.86	0	1
16	84	408	1682	1	1	0	217.1	99	36.91	236.0	68	20.06	118.3	120	5.32	9.4	4	2.54	1	1
35	65	510	1979	1	1	0	195.4	110	33.22	181.2	109	15.40	178.5	105	8.03	8.9	4	2.40	0	1
44	75	415	1989	2	1	0	222.4	78	37.81	327.0	111	27.80	208.0	104	9.36	8.7	9	2.35	1	2
17	116	510	1761	1	1	0	189.5	90	32.22	189.8	118	16.13	205.8	83	9.26	13.1	2	3.54	1	1
50	107	415	1220	1	1	0	123.1	100	20.93	158.4	82	13.46	256.1	82	11.52	9.3	5	2.51	0	1
30	189	415	3188	1	2	38	256.7	98	43.64	150.5	120	12.79	123.0	87	5.54	11.4	3	3.08	3	1
29	123	408	1975	1	1	0	159.1	94	27.05	241.6	119	20.54	202.4	120	9.11	6.5	1	1.76	1	1
1	110	408	2414	1	1	0	100.1	90	17.02	233.3	93	19.83	204.4	57	9.20	11.1	8	3.00	3	1
6	63	415	2870	1	2	32	30.9	113	5.25	187.0	113	15.90	230.8	101	10.39	8.6	7	2.32	1	1
22	176	415	2885	1	1	0	223.2	76	37.94	214.4	131	18.22	154.4	80	6.95	10.1	2	2.73	3	1
41	108	510	2325	1	1	0	187.4	101	31.86	199.9	126	16.99	216.1	107	9.72	12.6	8	3.40	1	1
24	13	510	404	1	2	21	315.6	105	53.65	208.9	71	17.76	260.1	123	11.70	12.1	3	3.27	3	1
6	71	415	1096	1	1	0	277.5	104	47.18	131.8	121	11.20	126.9	101	5.71	8.2	2	2.21	1	1
17	88	415	2509	1	1	0	189.8	111	32.27	197.3	101	16.77	234.5	111	10.55	14.9	3	4.02	2	1
26	137	510	669	1	1	0	147.2	119	25.02	192.8	91	16.39	172.7	105	7.77	10.2	4	2.75	1	1
30	82	408	560	1	1	0	185.8	36	31.59	276.5	134	23.50	192.1	104	8.64	5.7	7	1.54	4	1
32	92	510	3281	1	2	29	155.4	110	26.42	188.5	104	16.02	254.9	118	11.47	8.0	4	2.16	3	1
49	165	510	2648	1	1	0	154.2	91	26.21	268.6	108	22.83	188.8	99	8.50	10.9	4	2.94	6	1
27	96	415	150	1	1	0	97.6	98	16.59	105.5	118	8.97	220.2	105	9.91	11.6	9	3.13	1	1
3	156	415	2144	1	1	0	178.8	94	30.40	178.4	97	15.16	169.2	77	7.61	7.5	3	2.03	1	1
48	63	408	2717	1	1	0	149.3	104	25.38	273.6	75	23.26	206.6	72	9.30	9.1	4	2.46	0	1
31	37	415	508	1	1	0	206.0	89	35.02	186.0	88	15.81	307.1	86	13.82	8.4	11	2.27	0	1
13	98	415	410	1	1	0	216.8	86	36.86	190.8	114	16.22	187.5	79	8.44	11.0	9	2.97	0	1
50	121	415	172	1	1	0	103.3	110	17.56	129.1	82	10.97	167.1	113	7.52	10.7	3	2.89	0	1
40	94	415	778	1	1	0	139.4	95	23.70	159.1	92	13.52	128.2	129	5.77	7.7	3	2.08	0	1
17	99	415	2822	1	1	0	191.2	110	32.50	163.9	102	13.93	243.6	114	10.96	14.1	3	3.81	1	1
27	163	510	2510	1	2	23	160.0	104	27.20	189.4	64	16.10	229.9	118	10.35	10.4	7	2.81	1	1
25	161	510	1513	1	1	0	221.7	95	37.69	193.0	82	16.41	194.1	113	8.73	6.5	4	1.76	3	1
12	99	415	671	1	1	0	62.9	81	10.69	231.0	64	19.64	168.9	121	7.60	8.5	5	2.30	1	1
6	108	415	2566	1	1	0	215.6	78	36.65	195.3	119	16.60	194.4	65	8.75	3.6	5	0.97	1	1
7	84	510	842	1	2	42	165.3	97	28.10	223.5	118	19.00	260.8	72	11.74	7.6	7	2.05	3	1
14	83	415	649	2	2	32	94.7	111	16.10	154.4	98	13.12	200.4	109	9.02	10.6	6	2.86	2	1
8	139	510	1478	1	1	0	203.2	81	34.54	152.5	99	12.96	197.8	76	8.90	9.7	3	2.62	2	1
43	69	510	1117	1	1	0	195.3	70	33.20	216.7	108	18.42	259.9	119	11.70	12.5	4	3.38	3	1
51	129	510	1825	1	1	0	143.7	114	24.43	297.8	98	25.31	212.6	86	9.57	11.4	8	3.08	4	1
25	106	415	484	1	1	0	114.4	104	19.45	78.3	101	6.66	232.7	78	10.47	0.0	0	0.00	2	1
46	158	415	2415	1	1	0	222.8	101	37.88	203.0	128	17.26	210.6	106	9.48	6.9	2	1.86	2	1
42	168	415	1505	1	2	22	175.9	70	29.90	211.7	105	17.99	174.5	81	7.85	7.3	5	1.97	2	1
50	115	510	3289	2	1	0	249.9	95	42.48	242.5	104	20.61	151.7	121	6.83	15.3	6	4.13	1	2
11	57	408	2935	2	2	30	234.5	130	39.87	195.2	116	16.59	268.8	94	12.10	11.4	4	3.08	2	1
4	67	415	2701	1	1	0	210.7	116	35.82	219.2	86	18.63	179.7	83	8.09	7.2	6	1.94	1	1
1	127	408	1980	1	1	0	182.3	124	30.99	169.9	110	14.44	184.0	116	8.28	9.3	3	2.51	1	1
1	78	510	3227	1	1	0	190.3	88	32.35	194.5	89	16.53	256.5	109	11.54	11.7	5	3.16	2	1
7	100	415	1217	1	2	38	177.1	88	30.11	163.7	108	13.91	242.7	72	10.92	7.4	2	2.00	0	1
45	103	510	4	1	2	36	87.2	92	14.82	169.3	110	14.39	166.7	80	7.50	10.9	5	2.94	6	2
18	113	415	2037	1	1	0	215.6	96	36.65	193.4	127	16.44	105.4	115	4.74	13.5	3	3.65	1	1
23	78	510	3054	1	1	0	137.4	109	23.36	237.6	49	20.20	206.7	136	9.30	14.0	11	3.78	3	1
38	129	510	135	1	2	36	192.8	103	32.78	177.0	83	15.05	216.5	118	9.74	16.4	5	4.43	1	1
43	57	510	376	1	1	0	149.3	100	25.38	200.2	110	17.02	231.7	101	10.43	11.9	3	3.21	2	1
50	82	408	2147	1	1	0	143.7	116	24.43	170.7	99	14.51	287.7	95	12.95	7.8	5	2.11	1	1
32	64	415	2756	1	1	0	224.8	111	38.22	190.0	101	16.15	221.4	110	9.96	9.2	2	2.48	1	1
26	86	510	1926	1	2	39	261.2	122	44.40	214.2	101	18.21	154.9	101	6.97	12.7	5	3.43	2	1
22	151	415	915	1	2	26	196.5	98	33.41	175.8	111	14.94	221.8	124	9.98	13.4	5	3.62	0	1
51	94	510	963	1	1	0	271.2	105	46.10	202.6	105	17.22	221.6	51	9.97	11.5	3	3.11	3	2
51	90	415	3119	1	1	0	207.2	121	35.22	292.5	104	24.86	226.3	103	10.18	8.0	1	2.16	2	1
16	48	510	535	1	1	0	300.4	94	51.07	133.2	103	11.32	197.4	94	8.88	7.2	5	1.94	2	1
33	85	408	418	1	2	37	229.6	123	39.03	132.3	90	11.25	211.9	76	9.54	9.5	8	2.57	2	1
32	93	415	24	2	2	20	187.5	110	31.88	169.8	94	14.43	175.3	127	7.89	12.1	4	3.27	1	1
8	169	415	2802	2	1	0	57.1	98	9.71	199.7	78	16.97	274.7	103	12.36	6.5	6	1.76	3	1
45	68	415	2490	1	1	0	162.1	86	27.56	155.0	86	13.18	189.7	87	8.54	11.0	9	2.97	5	2
18	91	415	116	2	1	0	145.0	89	24.65	175.8	102	14.94	223.7	151	10.07	16.7	3	4.51	2	2
17	68	510	3075	1	1	0	159.5	123	27.12	240.8	93	20.47	210.3	76	9.46	11.4	3	3.08	1	1
23	101	510	819	1	1	0	190.7	72	32.42	208.6	103	17.73	203.8	111	9.17	8.8	8	2.38	1	1
45	67	510	3074	1	2	20	230.6	40	39.20	189.1	58	16.07	162.2	115	7.30	9.4	2	2.54	1	1
30	66	415	353	1	1	0	34.0	133	5.78	278.6	61	23.68	129.6	120	5.83	11.5	3	3.11	0	1
10	116	415	2360	1	2	17	193.4	112	32.88	240.6	131	20.45	248.1	98	11.16	11.4	3	3.08	5	1
19	158	408	1168	1	1	0	202.0	126	34.34	163.5	86	13.90	195.4	84	8.79	10.4	6	2.81	1	1
27	78	415	1765	1	1	0	191.7	122	32.59	241.4	88	20.52	203.5	86	9.16	9.1	5	2.46	1	1
48	119	415	1875	1	2	26	161.3	97	27.42	250.3	110	21.28	142.4	92	6.41	6.6	8	1.78	1	1
23	120	415	2223	1	1	0	150.6	85	25.60	119.0	128	10.12	232.9	123	10.48	6.4	2	1.73	1	1
18	155	510	3025	1	1	0	184.6	102	31.38	196.0	117	16.66	226.5	122	10.19	7.8	1	2.11	1	1
19	106	408	1653	1	1	0	220.7	120	37.52	270.2	95	22.97	121.6	113	5.47	8.7	5	2.35	1	1
33	87	510	3151	2	1	0	167.3	119	28.44	198.5	119	16.87	133.1	88	5.99	11.0	6	2.97	1	1
2	146	415	1113	1	2	32	154.0	80	26.18	185.5	91	15.77	148.2	107	6.67	8.2	4	2.21	3	1
25	101	415	2338	1	2	29	121.1	116	20.59	186.4	100	15.84	241.7	75	10.88	10.1	6	2.73	0	1
6	22	510	2	1	2	23	182.1	94	30.96	164.6	59	13.99	128.8	102	5.80	12.7	4	3.43	3	1
44	90	415	2522	1	1	0	109.6	88	18.63	137.6	108	11.70	159.7	121	7.19	11.0	5	2.97	2	1
35	41	415	2337	1	1	0	209.9	105	35.68	121.9	105	10.36	253.7	104	11.42	9.6	4	2.59	1	1
38	69	415	2614	1	1	0	167.5	76	28.48	242.1	92	20.58	101.2	103	4.55	11.4	4	3.08	2	1
51	33	415	126	1	1	0	213.9	88	36.36	239.8	119	20.38	148.7	71	6.69	9.8	14	2.65	2	1
45	112	415	1135	1	1	0	115.8	108	19.69	243.3	111	20.68	184.6	78	8.31	13.1	5	3.54	1	1
19	108	510	1879	1	2	30	276.6	99	47.02	220.1	113	18.71	177.9	95	8.01	9.8	6	2.65	2	1
34	136	415	3124	1	2	21	179.4	88	30.50	181.1	97	15.39	320.7	120	14.43	9.5	4	2.57	2	1
28	128	510	3176	1	1	0	187.3	84	31.84	270.8	95	23.02	206.4	68	9.29	10.1	5	2.73	1	1
28	27	408	651	1	1	0	201.2	128	34.20	227.2	100	19.31	145.8	91	6.56	8.4	3	2.27	2	1
51	161	415	2776	2	1	0	189.6	78	32.23	267.4	117	22.73	184.5	137	8.30	1.3	6	0.35	1	1
43	33	415	1216	1	2	35	186.8	124	31.76	261.0	69	22.19	317.8	103	14.30	15.0	5	4.05	0	1
10	120	415	743	1	2	31	153.5	83	26.10	219.1	96	18.62	237.4	76	10.68	11.4	4	3.08	0	1
5	113	415	1525	1	1	0	187.6	97	31.89	208.2	118	17.70	158.9	101	7.15	8.7	6	2.35	2	1
39	122	415	1958	2	1	0	230.9	132	39.25	243.2	99	20.67	182.4	57	8.21	11.0	2	2.97	0	2
50	148	415	2252	1	2	26	244.9	150	41.63	118.0	138	10.03	236.0	91	10.62	15.2	4	4.10	2	1
32	74	415	2170	1	1	0	230.9	93	39.25	223.0	78	18.96	157.8	101	7.10	9.7	2	2.62	3	1
27	106	415	2955	1	1	0	187.1	104	31.81	250.2	117	21.27	144.9	81	6.52	11.0	3	2.97	1	1
24	179	415	3228	1	1	0	170.7	54	29.02	191.1	108	16.24	214.6	107	9.66	13.3	4	3.59	1	1
49	149	415	440	2	2	28	126.9	97	21.57	166.9	102	14.19	145.2	77	6.53	8.8	3	2.38	5	2
14	77	510	1061	1	1	0	189.5	112	32.22	207.0	95	17.60	214.1	91	9.63	9.2	7	2.48	0	1
20	127	408	1582	2	1	0	176.9	110	30.07	167.9	100	14.27	182.2	138	8.20	7.7	2	2.08	1	2
38	80	415	2255	1	1	0	161.1	99	27.39	198.8	81	16.90	228.4	116	10.28	10.6	4	2.86	1	1
27	106	510	2289	1	1	0	169.4	107	28.80	197.2	71	16.76	202.2	79	9.10	10.7	4	2.89	1	1
2	61	415	2520	1	2	20	254.4	133	43.25	161.7	96	13.74	251.4	91	11.31	10.5	4	2.84	0	1
29	135	510	1789	2	2	24	127.7	54	21.71	215.0	105	18.28	234.3	84	10.54	5.8	4	1.57	2	1
19	115	415	2080	1	2	26	170.5	107	28.99	217.2	77	18.46	225.7	71	10.16	13.6	5	3.67	6	1
29	167	408	1152	2	1	0	219.1	100	37.25	242.9	90	20.65	168.9	101	7.60	10.1	4	2.73	2	1
26	107	510	479	2	1	0	273.5	104	46.50	183.8	68	15.62	153.8	67	6.92	11.0	9	2.97	2	1
50	112	415	94	2	1	0	161.9	138	27.52	200.9	114	17.08	134.0	134	6.03	10.7	4	2.89	1	1
49	35	510	2678	1	2	27	241.7	87	41.09	142.0	101	12.07	288.9	68	13.00	9.4	4	2.54	1	1
17	103	408	526	2	1	0	62.8	124	10.68	170.4	66	14.48	280.2	78	12.61	9.4	4	2.54	3	1
25	107	415	623	1	2	22	281.1	83	47.79	143.7	130	12.21	239.4	128	10.77	11.2	9	3.02	1	1
39	69	415	2212	1	1	0	228.2	70	38.79	263.7	80	22.41	142.6	60	6.42	10.7	5	2.89	3	1
42	85	408	1134	1	1	0	209.8	82	35.67	194.5	94	16.53	200.4	85	9.02	11.3	3	3.05	0	1
32	24	408	2326	1	1	0	265.6	86	45.15	208.8	102	17.75	182.5	105	8.21	11.1	6	3.00	2	2
2	90	415	309	1	1	0	214.9	97	36.53	117.8	117	10.01	133.7	78	6.02	11.8	2	3.19	2	1
22	137	510	1484	1	1	0	110.5	79	18.79	223.2	111	18.97	169.5	64	7.63	10.5	3	2.84	3	1
4	92	415	3148	2	2	45	281.1	88	47.79	198.0	103	16.83	94.3	76	4.24	7.5	3	2.03	0	1
47	38	415	3134	1	1	0	137.8	86	23.43	286.3	76	24.34	167.0	77	7.52	14.1	3	3.81	2	1
34	69	510	2463	2	2	33	271.5	98	46.16	253.4	102	21.54	165.4	85	7.44	8.2	2	2.21	1	2
49	45	408	307	1	1	0	112.8	108	19.18	218.8	120	18.60	240.2	106	10.81	9.0	3	2.43	2	1
12	73	408	2135	1	1	0	187.3	118	31.84	239.7	90	20.37	167.5	108	7.54	15.1	2	4.08	1	1
9	92	415	2059	1	1	0	197.0	84	33.49	269.3	105	22.89	158.9	105	7.15	10.8	4	2.92	1	1
4	113	415	690	1	2	32	180.4	89	30.67	129.4	124	11.00	166.9	124	7.51	8.4	2	2.27	1	1
46	68	408	1342	2	1	0	148.5	126	25.25	219.4	125	18.65	198.5	121	8.93	14.5	7	3.92	1	2
11	135	415	1384	1	2	22	197.1	113	33.51	259.4	95	22.05	134.7	135	6.06	14.6	5	3.94	2	1
4	100	415	147	1	2	26	153.7	115	26.13	137.8	146	11.71	213.5	104	9.61	15.9	5	4.29	1	1
24	96	415	96	1	2	27	261.3	96	44.42	220.9	101	18.78	179.4	97	8.07	11.3	2	3.05	1	1
22	108	510	2652	1	1	0	246.2	102	41.85	202.4	134	17.20	180.1	95	8.10	9.4	5	2.54	1	1
10	84	510	493	1	1	0	191.0	88	32.47	318.8	119	27.10	247.3	79	11.13	6.5	4	1.76	0	1
48	134	408	1580	1	1	0	208.3	86	35.41	253.6	89	21.56	291.0	86	13.10	12.6	3	3.40	1	1
27	72	415	2505	1	1	0	253.0	73	43.01	219.3	78	18.64	210.8	89	9.49	9.8	4	2.65	0	1
2	83	408	206	1	1	0	202.3	87	34.39	201.5	111	17.13	101.7	82	4.58	6.8	4	1.84	0	1
50	137	408	99	1	1	0	174.4	120	29.65	156.3	98	13.29	136.5	121	6.14	10.2	5	2.75	0	1
11	56	415	3153	1	2	30	127.1	89	21.61	172.1	116	14.63	194.6	111	8.76	12.1	3	3.27	1	1
36	61	510	8	2	2	16	143.5	76	24.40	242.6	58	20.62	147.7	95	6.65	11.3	3	3.05	0	1
9	171	510	1313	1	2	17	186.9	94	31.77	240.0	138	20.40	200.9	64	9.04	5.8	3	1.57	1	1
30	123	510	3252	1	1	0	194.0	118	32.98	242.0	114	20.57	146.3	108	6.58	12.1	4	3.27	1	1
10	58	510	1288	1	1	0	234.8	89	39.92	106.8	131	9.08	178.5	122	8.03	9.9	6	2.67	0	1
1	156	510	498	1	1	0	123.7	96	21.03	103.0	80	8.76	189.4	82	8.52	13.1	4	3.54	1	1
49	166	510	1413	1	1	0	173.9	103	29.56	276.4	83	23.49	190.8	113	8.59	15.3	5	4.13	0	1
48	75	510	1422	1	2	41	130.9	115	22.25	203.4	110	17.29	171.7	68	7.73	12.4	4	3.35	1	1
18	75	415	485	1	1	0	314.6	102	53.48	169.8	86	14.43	285.1	100	12.83	5.7	3	1.54	2	2
36	83	510	544	1	1	0	227.9	78	38.74	207.5	115	17.64	211.7	100	9.53	12.1	5	3.27	1	1
45	243	510	1042	1	1	0	95.5	92	16.24	163.7	63	13.91	264.2	118	11.89	6.6	6	1.78	2	1
33	153	408	549	1	1	0	185.3	127	31.50	208.0	73	17.68	206.1	124	9.27	15.1	3	4.08	1	1
24	150	415	282	1	1	0	146.3	133	24.87	202.7	95	17.23	234.7	103	10.56	13.1	3	3.54	1	1
50	92	510	301	1	2	16	184.0	99	31.28	76.4	134	6.49	185.1	96	8.33	12.7	3	3.43	2	1
24	80	415	154	1	1	0	105.8	110	17.99	43.9	88	3.73	189.6	87	8.53	13.1	5	3.54	0	1
2	134	415	882	1	1	0	178.0	110	30.26	153.8	64	13.07	236.6	105	10.65	11.7	4	3.16	1	1
39	77	510	686	1	2	24	149.4	74	25.40	123.9	72	10.53	174.3	84	7.84	10.1	6	2.73	1	1
9	147	510	2548	1	1	0	209.4	104	35.60	132.5	78	11.26	149.4	123	6.72	11.3	3	3.05	2	1
25	74	415	3298	1	1	0	172.1	105	29.26	211.7	99	17.99	182.2	105	8.20	11.6	6	3.13	1	1
15	138	510	138	2	1	0	169.3	82	28.78	217.9	147	18.52	184.2	77	8.29	9.4	9	2.54	1	1
10	143	415	578	1	1	0	119.1	117	20.25	287.7	136	24.45	223.0	100	10.04	12.2	4	3.29	0	1
12	64	415	3067	1	1	0	194.2	147	33.01	173.4	87	14.74	268.7	114	12.09	5.5	2	1.49	2	1
22	120	510	823	1	1	0	198.8	56	33.80	230.1	73	19.56	119.8	81	5.39	9.9	3	2.67	2	1
6	121	408	2906	2	1	0	167.7	94	28.51	93.7	121	7.96	241.3	115	10.86	13.4	1	3.62	3	2
31	88	415	1726	1	1	0	202.2	86	34.37	216.8	93	18.43	239.4	99	10.77	11.8	2	3.19	2	1
41	87	408	278	1	1	0	322.5	106	54.83	204.6	93	17.39	186.2	128	8.38	9.4	4	2.54	2	2
16	100	510	2460	1	1	0	216.2	107	36.75	215.6	84	18.33	138.4	127	6.23	10.2	3	2.75	0	1
10	104	415	1905	1	1	0	76.4	116	12.99	115.6	74	9.83	226.3	94	10.18	9.4	3	2.54	3	1
11	27	510	2677	1	1	0	72.7	75	12.36	208.6	117	17.73	65.8	71	2.96	9.9	3	2.67	1	1
15	81	415	1685	1	2	31	210.4	100	35.77	225.5	97	19.17	168.7	120	7.59	9.7	4	2.62	0	1
28	64	510	491	2	2	33	127.2	93	21.62	162.9	104	13.85	247.4	109	11.13	8.1	13	2.19	0	1
47	107	510	529	1	2	28	201.8	79	34.31	304.9	128	25.92	225.6	133	10.15	11.9	8	3.21	1	1
8	88	415	969	1	2	17	219.5	78	37.32	222.1	94	18.88	188.3	92	8.47	16.1	5	4.35	1	1
47	111	408	875	1	1	0	99.3	112	16.88	270.5	136	22.99	225.3	94	10.14	9.0	6	2.43	3	1
34	77	415	2582	1	1	0	239.2	114	40.66	150.0	115	12.75	160.8	81	7.24	10.3	2	2.78	5	1
38	67	415	1417	2	1	0	120.9	58	20.55	235.0	88	19.98	95.1	130	4.28	11.4	11	3.08	2	1
2	102	408	1335	1	1	0	224.7	81	38.20	129.4	112	11.00	167.6	109	7.54	15.8	6	4.27	1	1
29	146	408	2336	1	2	19	176.6	88	30.02	162.7	66	13.83	215.5	98	9.70	14.6	6	3.94	1	1
10	144	415	1721	1	2	51	283.9	98	48.26	192.0	109	16.32	196.3	85	8.83	10.0	4	2.70	1	1
30	96	415	2948	1	1	0	180.6	92	30.70	190.9	114	16.23	295.6	125	13.30	10.3	4	2.78	1	2
29	70	415	554	1	2	31	125.9	101	21.40	196.4	102	16.69	252.7	75	11.37	10.3	4	2.78	1	1
22	149	408	2868	1	1	0	237.6	79	40.39	192.4	107	16.35	207.4	111	9.33	9.1	9	2.46	0	1
15	129	415	2379	1	1	0	198.4	91	33.73	264.7	106	22.50	111.4	101	5.01	9.2	2	2.48	2	1
48	166	408	1007	1	1	0	274.3	110	46.63	52.9	109	4.50	246.1	119	11.07	10.9	5	2.94	0	1
20	136	408	1442	2	1	0	199.6	89	33.93	211.4	96	17.97	72.4	84	3.26	11.0	4	2.97	3	2
17	149	510	459	1	1	0	217.7	91	37.01	273.5	74	23.25	226.9	99	10.21	9.6	3	2.59	3	1
40	70	415	1498	1	1	0	134.7	96	22.90	235.9	90	20.05	260.2	113	11.71	7.6	6	2.05	3	1
25	120	415	270	1	2	24	212.7	73	36.16	257.5	103	21.89	227.8	119	10.25	9.7	13	2.62	2	1
13	66	510	2627	1	1	0	256.3	135	43.57	180.2	106	15.32	187.3	135	8.43	6.2	7	1.67	2	1
51	104	408	1383	1	1	0	183.6	133	31.21	120.7	98	10.26	215.1	112	9.68	12.7	2	3.43	1	1
34	160	415	203	1	1	0	176.2	90	29.95	196.0	115	16.66	263.9	95	11.88	9.2	4	2.48	1	1
49	129	415	227	1	2	37	205.0	94	34.85	165.4	103	14.06	185.0	81	8.32	11.7	8	3.16	1	1
2	93	408	1671	1	1	0	267.9	114	45.54	223.0	74	18.96	262.7	90	11.82	11.3	3	3.05	3	2
12	169	415	250	1	1	0	179.2	111	30.46	175.2	130	14.89	228.6	92	10.29	9.9	6	2.67	2	1
25	58	415	962	1	1	0	149.4	145	25.40	196.5	105	16.70	209.5	108	9.43	14.9	3	4.02	1	1
5	75	510	810	1	2	38	163.6	132	27.81	146.7	113	12.47	345.8	115	15.56	13.1	3	3.54	3	1
25	45	408	2053	1	1	0	207.6	71	35.29	152.7	94	12.98	217.8	125	9.80	12.4	13	3.35	1	1
7	155	510	1877	1	1	0	165.4	108	28.12	183.7	103	15.61	80.2	108	3.61	8.9	4	2.40	3	1
21	52	415	879	1	1	0	209.8	114	35.67	171.3	82	14.56	154.6	119	6.96	9.9	9	2.67	4	1
36	119	415	2050	1	2	27	220.1	128	37.42	268.2	133	22.80	146.5	80	6.59	11.1	3	3.00	0	1
34	86	510	961	1	1	0	141.3	72	24.02	154.3	95	13.12	210.6	91	9.48	8.2	5	2.21	1	1
21	42	408	372	1	1	0	196.5	89	33.41	241.3	123	20.51	143.2	105	6.44	4.0	7	1.08	0	1
30	127	510	751	2	1	0	180.9	114	30.75	209.5	118	17.81	249.9	105	11.25	7.4	4	2.00	2	1
36	123	408	3287	1	1	0	105.0	150	17.85	251.6	90	21.39	258.0	93	11.61	14.9	5	4.02	0	1
20	98	510	1382	1	1	0	271.4	119	46.14	190.4	102	16.18	284.7	118	12.81	11.1	6	3.00	4	2
37	149	510	1181	1	2	43	206.7	79	35.14	174.6	122	14.84	241.5	80	10.87	10.9	3	2.94	1	1
20	160	408	2112	1	1	0	166.8	109	28.36	236.0	117	20.06	307.6	77	13.84	9.3	1	2.51	1	1
48	103	415	992	1	1	0	204.9	107	34.83	135.2	102	11.49	208.2	106	9.37	10.4	3	2.81	5	1
12	132	415	2736	1	2	15	154.6	128	26.28	245.6	106	20.88	148.6	90	6.69	9.1	4	2.46	1	1
6	137	415	1827	1	1	0	127.0	107	21.59	323.2	75	27.47	143.9	127	6.48	7.5	2	2.03	1	1
10	129	415	1023	2	1	0	267.4	78	45.46	204.2	85	17.36	111.7	146	5.03	5.9	4	1.59	1	1
49	62	415	1971	1	1	0	281.0	66	47.77	160.6	108	13.65	77.9	74	3.51	0.0	0	0.00	1	1
14	122	510	1940	1	2	33	270.8	96	46.04	220.4	110	18.73	169.9	104	7.65	11.8	8	3.19	4	1
51	32	408	3325	1	1	0	171.2	82	29.10	185.6	102	15.78	203.3	64	9.15	10.2	7	2.75	1	1
11	86	510	2956	1	1	0	124.1	82	21.10	202.6	120	17.22	289.6	119	13.03	6.7	8	1.81	3	1
10	130	415	589	1	1	0	162.8	113	27.68	290.3	111	24.68	114.9	140	5.17	7.2	3	1.94	1	1
51	42	408	1105	1	1	0	146.3	84	24.87	255.9	113	21.75	45.0	117	2.03	8.0	12	2.16	1	1
9	73	415	1046	1	1	0	254.8	85	43.32	143.4	80	12.19	153.9	102	6.93	15.0	7	4.05	2	1
22	66	408	1790	1	2	26	254.9	108	43.33	243.2	135	20.67	190.8	95	8.59	5.4	3	1.46	2	1
8	103	510	2063	1	2	31	107.7	124	18.31	188.9	104	16.06	196.2	98	8.83	8.9	3	2.40	0	1
13	128	408	303	1	1	0	158.8	75	27.00	264.8	91	22.51	270.0	77	12.15	7.6	7	2.05	1	1
6	104	415	1748	1	1	0	182.9	113	31.09	239.6	85	20.37	229.8	104	10.34	5.5	4	1.49	2	1
24	103	415	2096	1	1	0	198.5	112	33.75	42.5	90	3.61	179.2	124	8.06	12.4	5	3.35	0	1
47	124	415	3126	1	1	0	178.4	72	30.33	233.6	134	19.86	179.4	91	8.07	12.0	2	3.24	0	1
4	87	510	3	1	1	0	110.9	91	18.85	158.5	115	13.47	207.5	131	9.34	6.2	5	1.67	1	1
19	109	415	2396	1	2	27	166.9	85	28.37	221.2	92	18.80	197.3	97	8.88	12.3	4	3.32	1	2
25	167	415	2472	2	1	0	244.8	91	41.62	60.8	105	5.17	176.7	110	7.95	10.7	3	2.89	2	1
22	97	510	688	1	1	0	120.8	96	20.54	169.8	101	14.43	194.1	63	8.73	11.9	3	3.21	4	2
21	106	415	553	1	1	0	165.3	118	28.10	210.0	101	17.85	187.2	93	8.42	8.5	3	2.30	2	1
47	125	415	1594	1	1	0	126.7	113	21.54	155.5	131	13.22	206.2	112	9.28	14.4	7	3.89	2	1
8	108	408	2537	1	2	35	215.9	106	36.70	200.6	107	17.05	195.4	107	8.79	15.5	7	4.19	0	1
51	125	415	1843	1	1	0	140.1	132	23.82	209.6	126	17.82	264.1	77	11.88	8.0	2	2.16	1	1
46	89	415	3064	1	2	32	209.9	113	35.68	249.8	104	21.23	224.2	92	10.09	8.7	7	2.35	1	1
46	72	510	2104	2	2	29	139.8	114	23.77	138.2	91	11.75	221.0	88	9.95	5.5	6	1.49	0	1
7	23	510	1537	1	1	0	321.6	107	54.67	251.6	115	21.39	141.1	158	6.35	11.3	3	3.05	2	2
12	149	510	2330	1	1	0	166.6	61	28.32	218.8	107	18.60	208.3	131	9.37	8.2	6	2.21	7	1
49	73	415	2646	1	1	0	214.2	90	36.41	196.8	78	16.73	157.9	112	7.11	5.9	8	1.59	0	1
21	61	415	1524	1	1	0	260.0	123	44.20	210.5	127	17.89	234.7	70	10.56	9.0	3	2.43	1	2
50	161	415	3226	1	1	0	191.9	113	32.62	70.9	87	6.03	204.8	107	9.22	13.4	4	3.62	4	2
47	73	408	3155	1	1	0	213.0	95	36.21	188.8	104	16.05	136.2	89	6.13	13.5	3	3.65	0	1
45	118	415	1017	1	2	24	118.1	83	20.08	109.6	72	9.32	245.5	73	11.05	16.9	2	4.56	1	1
6	23	408	2308	1	1	0	190.2	89	32.33	166.4	108	14.14	219.8	73	9.89	15.0	4	4.05	6	1
28	127	415	3207	1	2	25	82.2	95	13.97	163.3	109	13.88	264.9	104	11.92	5.1	6	1.38	0	1
32	42	415	2775	1	2	32	163.8	80	27.85	177.8	123	15.11	190.4	106	8.57	8.1	5	2.19	0	1
3	118	415	2635	1	1	0	267.8	145	45.53	316.4	121	26.89	208.6	91	9.39	14.4	11	3.89	5	2
13	45	510	160	1	1	0	159.8	91	27.17	120.4	86	10.23	163.0	93	7.34	10.6	3	2.86	2	1
11	50	408	1743	1	2	24	214.3	129	36.43	289.8	55	24.63	312.5	130	14.06	10.6	4	2.86	1	1
25	179	510	1012	1	1	0	287.3	123	48.84	288.0	114	24.48	266.0	112	11.97	10.5	4	2.84	0	2
25	152	408	2703	1	1	0	101.2	122	17.20	141.6	87	12.04	198.5	124	8.93	7.5	3	2.03	2	1
51	105	415	1616	1	1	0	102.8	74	17.48	281.7	125	23.94	228.1	113	10.26	13.2	5	3.56	2	1
12	72	415	2932	1	1	0	109.1	97	18.55	115.7	96	9.83	295.8	84	13.31	8.3	6	2.24	0	1
39	52	408	2938	1	1	0	215.9	67	36.70	217.0	108	18.45	342.8	130	15.43	5.2	2	1.40	1	1
44	125	415	1355	1	1	0	203.4	110	34.58	128.7	97	10.94	190.5	113	8.57	11.0	4	2.97	1	1
46	143	510	2129	1	1	0	110.1	113	18.72	169.0	59	14.37	166.7	94	7.50	9.2	2	2.48	1	1
40	65	415	2057	1	1	0	111.0	51	18.87	219.8	84	18.68	202.0	89	9.09	4.4	14	1.19	1	1
49	80	415	2496	1	1	0	239.9	121	40.78	142.3	51	12.10	364.3	106	16.39	9.3	5	2.51	1	1
26	1	415	2864	1	1	0	144.8	107	24.62	112.5	66	9.56	218.7	79	9.84	13.8	3	3.73	1	1
18	60	408	245	1	1	0	135.4	134	23.02	205.9	85	17.50	204.0	103	9.18	7.9	4	2.13	1	1
28	43	415	267	1	1	0	84.2	134	14.31	80.8	103	6.87	196.1	79	8.82	10.8	2	2.92	1	1
34	143	415	837	1	1	0	209.1	127	35.55	106.1	80	9.02	179.6	90	8.08	14.0	6	3.78	0	1
45	81	415	2833	1	2	24	130.1	117	22.12	196.0	61	16.66	139.3	123	6.27	11.4	5	3.08	0	1
22	205	510	3031	1	2	24	175.8	139	29.89	155.0	98	13.18	180.7	64	8.13	7.8	5	2.11	2	1
12	24	415	551	1	1	0	241.9	104	41.12	145.2	112	12.34	214.5	105	9.65	6.6	5	1.78	1	1
36	74	415	330	1	1	0	136.7	106	23.24	228.6	105	19.43	265.3	114	11.94	9.8	4	2.65	0	1
50	77	510	1021	1	1	0	67.7	68	11.51	195.7	86	16.63	236.5	137	10.64	12.0	2	3.24	1	1
37	74	415	1396	1	1	0	200.4	87	34.07	309.2	105	26.28	152.1	118	6.84	10.0	2	2.70	1	1
18	74	510	1471	2	1	0	125.8	103	21.39	207.7	96	17.65	207.4	143	9.33	14.1	4	3.81	1	2
2	200	408	2855	1	1	0	128.2	87	21.79	133.2	105	11.32	177.6	123	7.99	11.2	2	3.02	1	1
21	86	408	58	1	1	0	226.3	88	38.47	223.0	107	18.96	255.6	92	11.50	13.0	3	3.51	4	1
30	91	510	242	1	2	37	162.3	107	27.59	233.9	115	19.88	277.4	94	12.48	9.2	4	2.48	0	1
8	76	415	354	1	1	0	224.4	121	38.15	147.9	97	12.57	183.8	74	8.27	6.7	2	1.81	2	1
44	130	415	2438	1	1	0	120.5	127	20.49	189.7	52	16.12	270.1	107	12.15	14.3	2	3.86	1	1
36	56	408	784	1	1	0	91.1	90	15.49	179.3	115	15.24	300.7	89	13.53	11.9	8	3.21	2	1
9	117	415	3160	1	1	0	168.8	137	28.70	241.4	107	20.52	204.8	106	9.22	15.5	4	4.19	0	1
13	63	510	2624	1	1	0	153.5	81	26.10	287.3	115	24.42	230.2	85	10.36	6.5	5	1.76	2	1
47	126	415	2663	1	1	0	226.2	88	38.45	140.3	114	11.93	208.9	110	9.40	6.4	2	1.73	0	1
38	132	510	951	1	1	0	191.9	107	32.62	206.9	127	17.59	272.0	88	12.24	12.6	2	3.40	1	1
34	81	415	2542	1	2	28	167.9	147	28.54	190.7	105	16.21	193.0	103	8.69	9.2	6	2.48	4	2
28	122	415	1402	1	1	0	180.0	88	30.60	145.0	77	12.33	233.7	120	10.52	11.5	6	3.11	2	1
32	46	408	174	1	1	0	257.4	67	43.76	261.1	91	22.19	204.4	107	9.20	13.4	5	3.62	2	2
24	150	415	2320	1	2	28	174.4	75	29.65	169.9	80	14.44	201.6	130	9.07	11.0	4	2.97	1	1
14	99	408	993	1	1	0	159.7	83	27.15	155.4	121	13.21	255.7	114	11.51	8.4	3	2.27	1	1
2	87	408	864	1	1	0	237.2	124	40.32	222.6	87	18.92	173.3	81	7.80	11.0	3	2.97	1	1
1	108	415	106	1	1	0	103.0	129	17.51	242.3	103	20.60	170.2	89	7.66	7.9	3	2.13	1	1
47	101	415	2826	1	1	0	153.8	89	26.15	234.0	89	19.89	196.3	77	8.83	11.6	2	3.13	4	1
39	53	415	455	1	1	0	205.1	86	34.87	160.5	95	13.64	149.5	142	6.73	10.7	2	2.89	3	1
1	132	415	662	1	2	39	175.7	93	29.87	187.2	94	15.91	225.5	118	10.15	8.6	3	2.32	2	1
5	158	510	1831	1	1	0	155.9	123	26.50	224.2	112	19.06	221.0	116	9.95	8.6	8	2.32	2	1
26	114	415	2181	1	2	34	154.4	109	26.25	221.4	142	18.82	208.5	103	9.38	10.3	5	2.78	0	1
3	77	415	2863	1	2	23	209.7	73	35.65	183.6	63	15.61	205.5	111	9.25	7.1	3	1.92	2	1
34	144	415	1697	2	1	0	150.0	69	25.50	285.9	73	24.30	190.6	121	8.58	9.4	15	2.54	0	1
2	91	510	1795	1	2	23	232.4	97	39.51	186.0	88	15.81	190.5	128	8.57	12.3	3	3.32	3	1
11	58	408	2190	1	1	0	165.4	100	28.12	115.7	87	9.83	193.8	118	8.72	12.8	5	3.46	2	1
3	5	415	1853	1	1	0	199.2	106	33.86	187.3	12	15.92	214.0	85	9.63	13.3	3	3.59	3	1
20	97	408	2629	1	1	0	217.6	81	36.99	320.5	51	27.24	150.7	110	6.78	4.2	3	1.13	0	1
32	107	415	1005	1	1	0	212.1	95	36.06	150.1	88	12.76	219.8	111	9.89	7.7	2	2.08	3	1
25	142	415	3156	1	2	30	154.0	75	26.18	165.8	97	14.09	270.0	83	12.15	10.8	5	2.92	1	1
35	9	408	925	1	2	31	193.8	130	32.95	202.6	98	17.22	191.2	102	8.60	13.3	2	3.59	1	1
4	73	415	23	1	1	0	175.4	130	29.82	248.1	105	21.09	122.4	85	5.51	12.2	4	3.29	0	1
32	48	510	2869	1	2	22	152.0	63	25.84	258.8	131	22.00	263.2	109	11.84	15.7	5	4.24	2	2
50	43	408	3178	1	1	0	230.2	147	39.13	186.7	121	15.87	128.4	100	5.78	9.2	3	2.48	0	1
33	122	408	1556	1	2	33	174.9	103	29.73	248.2	105	21.10	164.6	116	7.41	13.5	3	3.65	1	2
41	93	415	1595	1	1	0	190.2	68	32.33	262.2	64	22.29	130.0	92	5.85	8.8	4	2.38	0	1
47	85	415	264	1	1	0	176.4	122	29.99	224.9	123	19.12	219.6	50	9.88	11.5	1	3.11	1	1
43	59	415	2527	1	1	0	160.9	95	27.35	251.2	65	21.35	273.4	97	12.30	5.0	5	1.35	3	1
19	87	415	2273	1	1	0	228.7	90	38.88	163.0	99	13.86	154.1	90	6.93	11.8	3	3.19	1	1
36	137	408	25	1	1	0	144.0	90	24.48	181.6	100	15.44	128.1	93	5.76	12.3	2	3.32	0	1
38	21	510	1966	1	2	31	135.9	90	23.10	271.0	84	23.04	179.1	89	8.06	9.5	7	2.57	6	1
9	129	510	177	1	1	0	334.3	118	56.83	192.1	104	16.33	191.0	83	8.59	10.4	6	2.81	0	2
18	104	415	105	1	1	0	130.5	77	22.19	131.2	117	11.15	264.7	63	11.91	13.0	6	3.51	0	1
11	93	408	3036	1	2	21	134.2	105	22.81	162.5	128	13.81	186.6	90	8.40	11.8	2	3.19	4	2
47	63	415	2362	1	1	0	278.0	102	47.26	266.4	114	22.64	224.1	118	10.08	13.1	4	3.54	4	2
38	161	415	956	1	1	0	105.4	70	17.92	214.8	122	18.26	223.6	126	10.06	7.8	5	2.11	0	1
44	50	510	2393	1	1	0	188.9	94	32.11	203.9	104	17.33	151.8	124	6.83	11.6	8	3.13	3	1
25	103	408	1609	1	2	24	111.8	85	19.01	239.6	102	20.37	268.3	81	12.07	6.9	4	1.86	1	1
29	84	415	2571	1	2	33	159.1	106	27.05	149.8	101	12.73	213.4	108	9.60	13.0	18	3.51	1	1
24	92	510	617	1	1	0	212.4	105	36.11	224.6	118	19.09	221.3	105	9.96	9.0	4	2.43	1	1
34	77	415	1810	1	1	0	142.3	112	24.19	306.3	111	26.04	196.5	82	8.84	9.9	1	2.67	1	1
35	64	415	661	2	1	0	346.8	55	58.96	249.5	79	21.21	275.4	102	12.39	13.3	9	3.59	1	2
10	159	415	467	1	2	15	113.9	102	19.36	145.3	146	12.35	195.2	137	8.78	11.8	9	3.19	1	1
17	110	415	1514	2	2	27	267.9	103	45.54	263.3	74	22.38	178.1	106	8.01	8.3	2	2.24	1	2
34	138	510	2404	1	1	0	171.4	117	29.14	115.2	128	9.79	224.5	115	10.10	17.0	4	4.59	3	1
34	178	408	1156	1	1	0	275.4	150	46.82	187.5	62	15.94	147.1	126	6.62	13.6	3	3.67	1	1
41	38	415	1692	1	2	31	197.2	118	33.52	249.9	70	21.24	298.9	104	13.45	3.9	2	1.05	0	1
23	50	415	1226	1	2	35	192.6	97	32.74	135.2	101	11.49	216.2	101	9.73	7.9	2	2.13	2	1
23	45	510	1704	1	2	26	91.7	104	15.59	150.6	119	12.80	63.3	103	2.85	7.7	5	2.08	1	1
43	70	510	2389	1	1	0	126.3	99	21.47	141.6	106	12.04	255.9	96	11.52	9.6	2	2.59	0	1
35	147	510	3304	1	2	33	251.5	107	42.76	234.1	110	19.90	213.4	87	9.60	10.4	6	2.81	3	1
34	94	510	1846	1	1	0	190.6	108	32.40	152.3	95	12.95	144.7	97	6.51	7.5	5	2.03	1	1
15	179	510	740	1	1	0	116.1	101	19.74	201.8	99	17.15	181.9	103	8.19	11.6	5	3.13	0	1
26	116	415	3192	1	1	0	217.3	91	36.94	216.1	95	18.37	148.1	76	6.66	11.3	3	3.05	2	1
29	59	510	856	1	1	0	179.4	80	30.50	232.5	99	19.76	175.8	105	7.91	14.7	3	3.97	0	1
28	165	415	112	1	1	0	207.7	109	35.31	164.8	94	14.01	54.5	91	2.45	7.9	3	2.13	0	1
23	133	408	2132	1	1	0	277.3	138	47.14	228.4	117	19.41	117.3	103	5.28	12.8	4	3.46	2	2
43	140	415	1592	1	1	0	125.3	84	21.30	167.6	121	14.25	260.6	94	11.73	8.4	4	2.27	1	1
47	93	408	2875	1	2	32	138.1	91	23.48	167.3	72	14.22	238.9	115	10.75	6.8	3	1.84	2	1
37	52	510	3019	1	2	38	169.3	88	28.78	225.9	97	19.20	172.0	86	7.74	8.2	3	2.21	0	1
9	64	415	2632	1	2	27	201.3	101	34.22	143.8	89	12.22	150.2	127	6.76	12.3	3	3.32	1	1
29	12	510	1830	2	1	0	216.7	117	36.84	116.5	126	9.90	220.0	110	9.90	9.8	4	2.65	2	1
38	48	415	2769	1	1	0	190.4	92	32.37	317.5	85	26.99	133.4	113	6.00	8.3	4	2.24	2	1
35	181	408	481	1	1	0	143.3	91	24.36	195.5	58	16.62	223.3	95	10.05	6.0	7	1.62	1	1
25	168	415	448	1	2	42	97.4	57	16.56	203.6	98	17.31	173.9	124	7.83	11.4	2	3.08	2	1
10	155	415	571	1	1	0	181.4	111	30.84	167.7	92	14.25	168.5	122	7.58	11.3	3	3.05	3	1
29	105	510	630	1	1	0	246.4	83	41.89	256.2	101	21.78	169.0	151	7.61	3.8	4	1.03	0	1
35	11	415	2594	1	1	0	143.4	130	24.38	289.4	50	24.60	194.0	100	8.73	9.7	6	2.62	2	1
29	182	415	2557	1	1	0	104.9	111	17.83	198.5	120	16.87	258.2	91	11.62	8.0	5	2.16	2	1
35	104	415	392	1	1	0	156.2	93	26.55	193.0	54	16.41	222.7	94	10.02	13.1	5	3.54	1	1
36	102	415	534	1	1	0	114.8	125	19.52	81.9	126	6.96	304.3	101	13.69	12.0	4	3.24	0	1
2	122	415	333	1	1	0	232.5	96	39.53	205.5	120	17.47	213.7	91	9.62	11.9	2	3.21	0	1
41	41	415	148	1	1	0	143.6	117	24.41	152.4	108	12.95	194.4	110	8.75	8.6	3	2.32	1	1
11	132	415	3203	1	1	0	176.7	132	30.04	244.1	80	20.75	176.3	120	7.93	9.1	4	2.46	2	1
51	76	415	2883	1	1	0	263.4	148	44.78	230.3	69	19.58	170.6	101	7.68	11.4	5	3.08	1	2
50	13	415	262	1	1	0	146.4	74	24.89	148.5	92	12.62	216.7	96	9.75	11.3	3	3.05	1	1
12	115	415	335	1	2	33	145.0	72	24.65	194.5	157	16.53	242.3	138	10.90	14.2	3	3.83	2	1
50	67	408	2806	1	1	0	167.8	91	28.53	167.7	69	14.25	110.3	71	4.96	8.4	12	2.27	1	1
19	154	510	2153	1	1	0	166.9	99	28.37	154.9	97	13.17	189.4	89	8.52	7.2	5	1.94	0	1
3	100	510	1306	1	1	0	142.5	87	24.23	195.7	88	16.63	122.1	117	5.49	7.8	8	2.11	2	1
1	146	510	1973	2	1	0	133.0	65	22.61	262.8	93	22.34	214.3	128	9.64	11.2	3	3.02	1	1
8	148	415	1784	1	2	11	252.9	129	42.99	284.3	88	24.17	262.8	99	11.83	12.3	1	3.32	1	1
2	67	415	408	1	2	28	95.0	94	16.15	291.2	73	24.75	159.6	114	7.18	10.0	2	2.70	2	1
45	161	510	57	2	1	0	194.2	106	33.01	249.4	105	21.20	254.9	129	11.47	12.9	1	3.48	1	2
17	70	415	1519	1	1	0	222.8	114	37.88	215.9	113	18.35	223.5	122	10.06	0.0	0	0.00	1	1
24	116	510	361	1	1	0	201.8	82	34.31	231.5	95	19.68	226.1	130	10.17	16.5	5	4.46	0	1
46	99	415	2567	1	2	42	216.0	125	36.72	232.3	104	19.75	215.5	100	9.70	9.3	4	2.51	2	2
45	87	415	2986	1	1	0	146.3	108	24.87	171.8	102	14.60	167.5	66	7.54	5.3	9	1.43	1	1
16	87	510	1992	1	1	0	234.8	85	39.92	140.9	91	11.98	204.3	93	9.19	9.5	5	2.57	1	1
7	70	408	435	1	1	0	198.6	111	33.76	213.9	115	18.18	171.2	105	7.70	10.6	6	2.86	2	1
9	131	408	2162	1	1	0	94.4	80	16.05	215.1	101	18.28	179.7	108	8.09	13.1	9	3.54	2	1
47	119	510	2659	1	1	0	190.4	74	32.37	215.6	113	18.33	161.2	111	7.25	10.0	1	2.70	2	1
25	119	408	2193	1	2	32	142.6	77	24.24	208.2	126	17.70	171.0	102	7.69	12.0	2	3.24	3	1
40	87	510	3305	2	1	0	134.2	80	22.81	165.0	71	14.03	173.1	102	7.79	10.7	5	2.89	0	1
5	112	415	402	1	1	0	111.9	92	19.02	114.0	143	9.69	146.8	79	6.61	14.1	3	3.81	5	2
40	75	415	237	1	1	0	122.8	89	20.88	211.3	104	17.96	261.4	91	11.76	10.7	2	2.89	2	1
7	150	510	2995	1	1	0	189.3	77	32.18	220.9	105	18.78	238.7	117	10.74	9.2	5	2.48	4	1
16	161	510	1914	1	2	38	240.4	112	40.87	201.8	102	17.15	206.1	112	9.27	16.1	6	4.35	0	1
10	91	510	2134	2	2	24	93.5	112	15.90	183.4	128	15.59	240.7	133	10.83	9.9	3	2.67	0	1
17	124	415	1575	1	1	0	158.6	104	26.96	211.2	77	17.95	179.3	104	8.07	10.2	8	2.75	3	1
35	94	510	3162	2	1	0	243.2	109	41.34	147.0	88	12.50	94.9	99	4.27	7.2	4	1.94	4	1
44	217	408	2044	1	1	0	176.4	115	29.99	158.8	128	13.50	306.6	107	13.80	9.3	3	2.51	4	1
40	158	510	1361	1	1	0	220.9	129	37.55	242.2	108	20.59	233.3	75	10.50	6.4	5	1.73	0	1
34	102	415	1628	1	1	0	144.4	87	24.55	266.5	128	22.65	217.6	59	9.79	7.1	7	1.92	0	1
45	85	510	12	1	1	0	212.3	107	36.09	228.4	103	19.41	163.3	116	7.35	7.7	3	2.08	0	1
37	79	510	1902	1	1	0	147.0	72	24.99	165.7	102	14.08	243.2	107	10.94	8.4	9	2.27	1	1
24	139	510	1112	1	2	25	96.2	112	16.35	178.9	70	15.21	182.1	84	8.19	12.9	10	3.48	2	1
28	103	415	2425	1	1	0	263.4	118	44.78	179.1	69	15.22	214.7	112	9.66	10.3	2	2.78	0	1
38	98	415	1798	2	1	0	12.5	67	2.13	256.6	90	21.81	169.4	88	7.62	7.7	9	2.08	1	1
31	78	408	944	1	1	0	162.3	116	27.59	192.4	86	16.35	240.6	100	10.83	10.1	3	2.73	2	1
1	50	408	1274	1	1	0	183.6	107	31.21	58.6	118	4.98	202.6	99	9.12	8.7	3	2.35	1	1
38	161	415	1260	1	1	0	178.1	109	30.28	146.5	86	12.45	137.6	78	6.19	8.5	2	2.30	1	1
17	67	408	1949	1	1	0	201.4	101	34.24	97.6	122	8.30	202.5	119	9.11	7.0	3	1.89	0	1
50	86	415	155	1	2	38	123.0	158	20.91	133.9	119	11.38	138.2	103	6.22	13.3	4	3.59	1	1
11	92	510	1698	1	1	0	208.0	125	35.36	198.9	76	16.91	76.4	97	3.44	8.6	6	2.32	0	1
33	174	415	468	1	1	0	239.2	72	40.66	188.5	124	16.02	105.6	116	4.75	8.8	3	2.38	1	1
36	124	510	1249	1	1	0	193.0	97	32.81	89.8	99	7.63	172.8	104	7.78	15.3	3	4.13	1	1
29	132	415	324	1	2	31	174.5	101	29.67	245.6	105	20.88	172.8	76	7.78	10.3	9	2.78	1	1
40	190	415	1218	1	2	26	116.7	71	19.84	145.9	88	12.40	175.1	103	7.88	9.9	3	2.67	1	1
12	101	510	533	1	1	0	93.8	127	15.95	150.0	104	12.75	241.1	116	10.85	10.7	2	2.89	1	1
51	185	415	2764	2	2	30	154.1	114	26.20	118.7	106	10.09	258.4	105	11.63	12.9	3	3.48	2	1
35	68	415	795	1	2	29	239.5	82	40.72	203.8	105	17.32	167.8	70	7.55	9.9	6	2.67	0	1
17	117	510	2035	1	2	25	216.0	140	36.72	224.1	69	19.05	267.9	112	12.06	11.8	4	3.19	0	1
19	118	408	2772	1	1	0	187.4	97	31.86	177.8	89	15.11	233.4	97	10.50	12.2	6	3.29	1	1
39	124	415	2434	1	1	0	167.4	119	28.46	233.2	143	19.82	109.6	115	4.93	10.3	5	2.78	0	1
34	22	510	2321	1	1	0	160.4	108	27.27	218.1	88	18.54	192.9	115	8.68	12.5	4	3.38	1	1
24	75	415	1842	1	1	0	143.2	92	24.34	209.1	142	17.77	173.0	96	7.79	11.9	9	3.21	1	1
39	134	408	2890	1	1	0	205.3	122	34.90	240.5	155	20.44	179.1	107	8.06	5.0	9	1.35	1	1
25	164	408	2555	1	2	25	219.1	88	37.25	151.5	99	12.88	50.1	60	2.25	14.3	6	3.86	1	1
35	44	510	2843	1	1	0	143.2	77	24.34	169.8	114	14.43	215.8	77	9.71	7.6	4	2.05	1	1
22	177	415	2819	1	1	0	232.8	106	39.58	175.2	97	14.89	212.2	77	9.55	12.5	7	3.38	2	1
31	110	408	1116	1	1	0	162.0	81	27.54	247.5	89	21.04	155.5	99	7.00	8.9	8	2.40	0	1
51	53	415	365	1	2	27	25.9	119	4.40	206.5	96	17.55	228.1	64	10.26	6.5	7	1.76	1	1
35	108	415	616	1	1	0	154.2	123	26.21	112.3	86	9.55	246.4	75	11.09	15.4	4	4.16	4	2
22	80	408	220	1	1	0	322.3	113	54.79	222.0	95	18.87	162.8	123	7.33	6.7	8	1.81	0	2
24	158	408	1600	1	1	0	209.9	112	35.68	221.3	82	18.81	210.0	93	9.45	8.2	3	2.21	1	1
36	114	415	1292	1	1	0	191.5	88	32.56	175.2	78	14.89	220.3	118	9.91	0.0	0	0.00	0	1
28	64	408	2130	1	2	19	291.1	150	49.49	226.7	123	19.27	219.1	67	9.86	7.5	2	2.03	1	1
42	88	415	2456	1	1	0	215.6	115	36.65	216.2	85	18.38	171.3	65	7.71	11.8	1	3.19	3	1
45	82	510	2791	2	1	0	208.8	101	35.50	213.7	87	18.16	175.1	86	7.88	12.4	6	3.35	3	1
18	111	415	1738	1	1	0	255.9	97	43.50	204.1	129	17.35	171.3	84	7.71	12.3	5	3.32	3	1
27	60	408	1190	1	1	0	252.7	97	42.96	221.1	121	18.79	109.9	100	4.95	12.4	4	3.35	2	1
32	113	408	3306	1	1	0	132.1	72	22.46	247.5	107	21.04	246.2	123	11.08	6.9	6	1.86	3	1
10	109	408	1583	1	1	0	217.0	115	36.89	207.0	142	17.60	268.0	106	12.06	8.2	4	2.21	1	1
16	105	510	364	1	2	42	101.9	79	17.32	223.1	97	18.96	241.6	77	10.87	12.9	2	3.48	0	1
9	85	510	3260	1	1	0	211.5	100	35.96	184.6	88	15.69	164.3	131	7.39	13.3	4	3.59	2	1
2	131	510	1385	1	1	0	153.4	86	26.08	198.5	81	16.87	164.4	83	7.40	10.4	3	2.81	0	1
22	59	510	2494	1	1	0	166.3	95	28.27	239.3	87	20.34	123.2	108	5.54	10.0	3	2.70	2	1
42	148	408	2140	1	1	0	185.2	87	31.48	170.4	96	14.48	165.1	104	7.43	9.5	13	2.57	1	1
46	210	408	1213	1	1	0	104.6	121	17.78	149.5	71	12.71	255.1	67	11.48	6.5	8	1.76	2	1
1	115	415	205	1	1	0	245.2	105	41.68	159.0	109	13.52	229.9	74	10.35	7.2	8	1.94	0	1
14	106	510	1955	1	1	0	274.4	120	46.65	198.6	82	16.88	160.8	62	7.24	6.0	3	1.62	1	1
40	93	415	2800	1	1	0	98.4	78	16.73	249.6	129	21.22	248.2	114	11.17	14.2	4	3.83	1	1
18	57	415	602	1	2	29	279.9	121	47.58	223.1	109	18.96	251.7	94	11.33	13.0	2	3.51	1	1
29	98	510	729	1	1	0	187.2	127	31.82	195.6	88	16.63	181.8	129	8.18	5.1	4	1.38	1	1
12	157	415	224	1	1	0	276.2	95	46.95	165.8	119	14.09	151.6	79	6.82	2.2	4	0.59	3	1
49	116	415	1324	1	2	35	200.4	104	34.07	272.8	89	23.19	214.5	100	9.65	8.3	4	2.24	1	1
50	30	510	2993	1	1	0	162.3	96	27.59	244.0	122	20.74	180.1	89	8.10	9.1	4	2.46	2	1
32	111	510	169	1	1	0	176.9	128	30.07	102.8	56	8.74	213.7	84	9.62	10.5	2	2.84	4	2
17	52	415	3034	1	1	0	165.5	78	28.14	205.5	89	17.47	213.6	124	9.61	12.2	6	3.29	0	1
2	72	415	572	1	1	0	217.8	93	37.03	189.7	113	16.12	182.6	91	8.22	10.4	5	2.81	4	1
32	135	510	2615	1	2	28	201.4	100	34.24	246.5	117	20.95	154.8	131	6.97	12.9	4	3.48	2	2
28	86	510	2259	1	1	0	190.5	115	32.39	179.6	130	15.27	258.5	89	11.63	10.1	5	2.73	3	1
9	98	415	9	1	2	29	179.9	97	30.58	189.2	89	16.08	164.3	76	7.39	12.8	7	3.46	3	1
51	151	510	1903	1	1	0	235.9	104	40.10	80.6	91	6.85	212.8	116	9.58	5.8	2	1.57	3	1
14	118	415	286	1	1	0	140.4	112	23.87	187.1	60	15.90	207.9	155	9.36	7.9	1	2.13	0	1
35	117	415	3111	1	1	0	144.6	115	24.58	258.8	66	22.00	253.2	113	11.39	7.4	9	2.00	2	1
25	55	510	1247	1	1	0	189.0	100	32.13	118.5	99	10.07	248.1	87	11.16	17.1	6	4.62	0	1
14	82	408	911	1	1	0	101.0	93	17.17	155.6	104	13.23	304.4	93	13.70	13.3	2	3.59	0	1
13	152	415	2126	1	1	0	206.3	98	35.07	292.8	82	24.89	43.7	121	1.97	10.6	4	2.86	1	1
43	108	408	877	1	2	15	165.1	85	28.07	267.0	93	22.70	250.7	114	11.28	10.9	4	2.94	1	1
36	98	408	1451	1	1	0	165.0	129	28.05	202.6	113	17.22	172.3	94	7.75	12.5	7	3.38	1	2
15	130	415	2669	1	1	0	155.9	95	26.50	256.1	97	21.77	262.9	103	11.83	11.7	3	3.16	3	1
10	136	408	2476	2	1	0	199.2	122	33.86	214.7	114	18.25	150.9	105	6.79	11.8	7	3.19	1	1
20	47	415	2989	1	1	0	155.3	116	26.40	188.2	85	16.00	247.0	73	11.12	12.3	4	3.32	3	1
37	189	415	1954	1	1	0	208.3	106	35.41	236.7	123	20.12	179.1	120	8.06	11.3	5	3.05	3	1
18	107	415	101	1	1	0	157.1	79	26.71	162.6	124	13.82	150.0	138	6.75	12.1	6	3.27	1	1
23	91	415	2221	1	1	0	154.4	165	26.25	168.3	121	14.31	239.9	81	10.80	11.7	4	3.16	5	2
30	159	415	1262	1	1	0	189.1	105	32.15	246.1	147	20.92	242.0	106	10.89	10.4	5	2.81	1	2
46	11	408	1137	1	2	24	131.5	98	22.36	230.2	111	19.57	283.7	87	12.77	10.0	3	2.70	2	1
35	167	415	2917	1	1	0	166.4	85	28.29	243.2	135	20.67	229.2	95	10.31	9.9	5	2.67	1	1
27	111	408	2545	1	1	0	142.3	75	24.19	122.8	106	10.44	229.5	94	10.33	12.8	9	3.46	2	1
47	99	408	2168	1	2	19	87.7	103	14.91	223.0	86	18.96	182.3	112	8.20	7.3	4	1.97	2	1
17	159	415	3080	1	2	19	184.1	78	31.30	194.5	71	16.53	225.6	101	10.15	16.9	3	4.56	0	1
46	114	415	1767	2	2	31	174.5	104	29.67	224.2	92	19.06	116.3	91	5.23	12.3	10	3.32	2	1
2	71	415	1270	1	1	0	103.3	103	17.56	138.5	79	11.77	164.8	98	7.42	9.0	2	2.43	2	1
39	122	415	1229	1	1	0	35.1	62	5.97	180.8	89	15.37	251.6	58	11.32	12.7	2	3.43	1	1
2	100	408	201	1	2	25	246.6	94	41.92	141.4	112	12.02	189.8	109	8.54	13.0	5	3.51	1	1
50	83	415	492	1	2	37	78.5	109	13.35	210.5	101	17.89	179.7	102	8.09	11.8	4	3.19	1	1
34	64	408	832	1	1	0	148.1	73	25.18	164.9	101	14.02	216.0	125	9.72	12.3	2	3.32	5	2
43	105	408	964	1	1	0	206.2	84	35.05	256.4	138	21.79	117.1	91	5.27	9.0	3	2.43	1	1
14	144	415	2631	1	2	33	251.6	87	42.77	197.6	118	16.80	209.2	97	9.41	12.2	3	3.29	2	1
51	106	415	397	2	2	26	270.3	111	45.95	215.2	90	18.29	254.0	133	11.43	14.4	7	3.89	1	2
44	19	510	2904	1	2	34	156.6	97	26.62	224.2	97	19.06	260.9	135	11.74	11.3	1	3.05	1	1
20	46	408	1082	1	1	0	139.4	81	23.70	223.7	113	19.01	173.1	77	7.79	13.6	6	3.67	1	1
15	127	510	936	1	1	0	220.2	108	37.43	188.4	124	16.01	172.7	113	7.77	11.7	3	3.16	2	1
19	9	415	2925	1	2	39	214.1	108	36.40	169.2	115	14.38	189.7	117	8.54	10.1	3	2.73	1	1
6	157	415	2150	1	1	0	196.0	74	33.32	213.4	96	18.14	196.8	81	8.86	7.9	6	2.13	1	1
45	105	415	2051	1	1	0	106.4	71	18.09	240.1	83	20.41	147.7	114	6.65	5.3	4	1.43	6	2
23	105	415	635	1	2	29	179.4	113	30.50	275.4	100	23.41	246.1	105	11.07	10.0	5	2.70	0	1
31	155	408	953	1	1	0	216.7	30	36.84	144.3	125	12.27	135.3	106	6.09	10.8	1	2.92	2	1
14	31	415	2176	1	1	0	177.3	129	30.14	152.8	105	12.99	162.9	92	7.33	5.1	2	1.38	0	1
48	161	415	1807	1	1	0	151.6	117	25.77	219.4	87	18.65	224.7	68	10.11	4.0	5	1.08	1	1
24	95	408	462	1	2	32	262.2	123	44.57	165.2	82	14.04	194.3	57	8.74	10.6	5	2.86	0	1
35	122	415	907	1	1	0	173.6	110	29.51	91.7	84	7.79	211.7	103	9.53	9.7	7	2.62	3	1
21	37	415	3259	2	1	0	106.6	76	18.12	147.4	89	12.53	235.8	113	10.61	9.6	8	2.59	2	1
11	132	415	1462	1	1	0	193.3	106	32.86	128.3	94	10.91	162.1	119	7.29	11.6	4	3.13	5	2
12	119	408	3219	1	2	24	217.2	94	36.92	138.7	52	11.79	139.3	85	6.27	11.3	4	3.05	0	1
2	16	408	2685	1	1	0	209.5	89	35.62	172.8	85	14.69	94.1	102	4.23	8.8	4	2.38	1	1
7	99	408	108	1	1	0	95.4	105	16.22	207.2	101	17.61	136.0	117	6.12	5.6	5	1.51	1	1
6	76	408	3008	1	2	26	214.6	110	36.48	205.2	87	17.44	134.6	140	6.06	8.1	2	2.19	1	1
17	167	415	2909	1	1	0	131.6	120	22.37	211.3	96	17.96	168.3	97	7.57	11.1	4	3.00	4	2
32	129	415	776	1	1	0	168.4	117	28.63	217.1	129	18.45	81.6	100	3.67	11.8	7	3.19	1	1
10	116	408	3224	1	1	0	146.4	123	24.89	176.6	113	15.01	212.6	102	9.57	7.8	5	2.11	1	1
5	60	415	119	2	1	0	183.0	110	31.11	206.7	93	17.57	203.8	119	9.17	11.1	6	3.00	1	1
17	128	415	724	1	1	0	103.3	122	17.56	245.9	123	20.90	161.1	95	7.25	6.4	7	1.73	0	1
44	47	408	2291	1	2	28	112.2	70	19.07	154.8	106	13.16	166.7	105	7.50	10.6	2	2.86	0	1
24	40	510	970	2	1	0	170.7	55	29.02	179.1	108	15.22	281.9	89	12.69	8.2	9	2.21	3	1
1	173	510	805	1	1	0	172.5	78	29.33	142.6	91	12.12	102.0	63	4.59	10.9	2	2.94	0	1
38	157	510	239	1	2	30	194.3	107	33.03	243.2	108	20.67	322.2	114	14.50	7.1	5	1.92	1	1
26	66	408	3088	1	2	32	187.8	117	31.93	129.8	90	11.03	132.3	113	5.95	12.0	3	3.24	2	1
47	50	415	2120	2	2	26	307.1	94	52.21	289.4	78	24.60	174.9	109	7.87	8.0	3	2.16	0	1
45	72	415	1473	1	1	0	118.2	106	20.09	167.2	136	14.21	214.2	106	9.64	12.2	3	3.29	3	1
17	130	510	187	1	1	0	154.0	95	26.18	205.9	106	17.50	233.7	75	10.52	12.9	1	3.48	1	1
34	143	408	2316	1	1	0	155.5	101	26.44	213.4	89	18.14	237.9	61	10.71	7.6	11	2.05	1	1
9	89	510	1711	2	1	0	125.6	108	21.35	213.0	90	18.11	181.7	108	8.18	5.4	5	1.46	1	1
16	108	415	2266	1	1	0	199.3	104	33.88	224.2	92	19.06	140.1	57	6.30	15.2	2	4.10	0	1
44	32	408	2422	1	1	0	157.9	88	26.84	180.8	132	15.37	132.5	102	5.96	12.8	3	3.46	1	1
20	166	415	1301	1	1	0	203.4	81	34.58	167.7	110	14.25	132.0	124	5.94	9.2	5	2.48	2	1
47	109	408	624	1	1	0	222.2	113	37.77	218.5	122	18.57	266.0	88	11.97	10.9	5	2.94	1	1
5	72	408	374	1	2	39	92.8	98	15.78	271.2	115	23.05	167.1	83	7.52	5.8	7	1.57	1	1
13	134	415	1637	1	2	32	216.8	78	36.86	102.2	111	8.69	174.0	83	7.83	8.6	2	2.32	0	1
31	13	415	1076	1	1	0	193.2	89	32.84	194.4	90	16.52	186.5	104	8.39	9.7	2	2.62	4	1
11	90	415	2201	1	1	0	113.2	108	19.24	189.3	63	16.09	271.8	124	12.23	14.1	4	3.81	3	1
49	111	415	838	1	2	36	166.2	54	28.25	238.8	109	20.30	108.8	92	4.90	11.2	2	3.02	3	1
6	101	408	3286	1	2	23	262.2	101	44.57	157.0	80	13.35	129.1	100	5.81	7.3	14	1.97	1	1
41	72	415	3083	1	1	0	207.8	92	35.33	195.7	110	16.63	184.8	124	8.32	13.1	4	3.54	0	1
23	67	510	2277	1	2	35	245.4	89	41.72	148.2	102	12.60	274.0	136	12.33	7.5	6	2.03	1	1
21	172	408	679	1	1	0	287.1	108	48.81	178.4	125	15.16	153.2	98	6.89	14.4	2	3.89	3	2
16	154	510	2167	1	2	32	192.3	82	32.69	165.3	134	14.05	205.0	74	9.23	9.0	1	2.43	2	1
22	69	510	1459	1	1	0	194.2	122	33.01	242.1	81	20.58	215.8	80	9.71	9.7	3	2.62	2	1
8	123	415	2817	1	1	0	211.0	92	35.87	217.0	102	18.45	214.8	104	9.67	9.8	7	2.65	3	1
43	130	415	2088	1	2	12	141.9	92	24.12	228.9	102	19.46	195.1	101	8.78	8.7	5	2.35	0	1
10	142	415	1098	1	2	26	220.5	94	37.49	239.5	126	20.36	254.3	109	11.44	5.9	9	1.59	2	1
48	29	415	2465	1	1	0	157.4	122	26.76	145.0	75	12.33	281.8	92	12.68	9.3	2	2.51	1	1
12	87	408	952	1	2	28	143.5	106	24.40	223.5	147	19.00	175.4	69	7.89	11.2	5	3.02	0	1
30	149	415	1503	1	1	0	156.0	56	26.52	56.0	116	4.76	163.3	104	7.35	8.9	8	2.40	0	1
43	146	408	3142	2	1	0	160.1	63	27.22	208.4	112	17.71	177.6	98	7.99	9.2	3	2.48	2	1
21	88	415	1131	2	1	0	235.1	98	39.97	251.8	79	21.40	285.9	76	12.87	7.2	2	1.94	4	2
33	119	415	892	2	2	15	160.0	95	27.20	209.5	110	17.81	82.3	107	3.70	8.7	5	2.35	5	2
47	48	510	2856	1	1	0	188.4	63	32.03	165.9	89	14.10	205.7	71	9.26	13.2	2	3.56	1	1
38	135	415	942	1	1	0	194.8	97	33.12	235.3	118	20.00	174.4	126	7.85	11.0	3	2.97	1	1
16	100	510	1433	1	1	0	247.8	117	42.13	130.0	95	11.05	134.3	125	6.04	6.9	2	1.86	1	1
25	98	415	975	1	1	0	221.2	80	37.60	213.6	104	18.16	291.8	89	13.13	11.9	3	3.21	4	1
10	75	510	2368	1	2	26	118.5	86	20.15	213.9	118	18.18	132.6	99	5.97	13.4	3	3.62	2	1
8	180	415	1532	1	2	33	231.8	78	39.41	232.9	79	19.80	206.9	121	9.31	7.6	4	2.05	1	1
47	100	415	1935	1	2	25	215.9	90	36.70	257.9	92	21.92	180.2	157	8.11	11.6	4	3.13	1	1
36	119	415	1160	1	2	35	217.1	92	36.91	220.8	134	18.77	249.5	93	11.23	8.0	5	2.16	2	1
25	86	415	2034	1	1	0	83.5	96	14.20	221.1	63	18.79	349.7	75	15.74	12.6	3	3.40	0	1
19	155	408	945	1	2	39	183.3	106	31.16	205.1	101	17.43	263.7	90	11.87	5.1	7	1.38	1	1
15	78	415	582	2	1	0	236.8	141	40.26	265.3	101	22.55	152.4	77	6.86	9.5	2	2.57	1	2
32	153	415	3246	1	1	0	193.8	90	32.95	195.3	121	16.60	182.7	108	8.22	8.5	3	2.30	1	1
13	92	510	833	1	2	25	134.0	112	22.78	206.0	111	17.51	180.6	118	8.13	9.7	4	2.62	0	1
48	13	510	2458	1	2	25	176.6	65	30.02	172.7	96	14.68	104.5	128	4.70	11.3	5	3.05	2	1
30	154	415	1309	1	1	0	191.4	93	32.54	205.4	119	17.46	205.7	121	9.26	10.2	3	2.75	3	1
7	144	510	3146	2	2	35	174.8	127	29.72	219.6	93	18.67	255.8	90	11.51	12.8	3	3.46	0	1
50	48	408	2859	1	1	0	275.2	67	46.78	180.2	108	15.32	159.0	110	7.15	7.9	2	2.13	1	1
29	94	408	2892	1	1	0	174.0	85	29.58	241.1	114	20.49	207.8	94	9.35	7.9	1	2.13	1	1
45	139	415	474	1	1	0	165.0	132	28.05	249.7	86	21.22	170.3	128	7.66	12.6	8	3.40	1	1
26	126	415	3169	1	1	0	228.7	102	38.88	168.7	99	14.34	223.5	100	10.06	11.8	4	3.19	1	1
24	122	415	3296	1	1	0	107.9	88	18.34	235.8	109	20.04	228.6	119	10.29	9.5	3	2.57	2	1
31	139	510	1952	1	1	0	221.3	140	37.62	157.8	89	13.41	192.5	89	8.66	11.3	6	3.05	1	1
19	95	415	2983	1	1	0	141.1	84	23.99	211.4	108	17.97	103.7	127	4.67	5.9	6	1.59	3	1
22	80	408	189	1	2	31	166.4	92	28.29	238.3	74	20.26	150.7	84	6.78	10.7	4	2.89	4	1
17	131	415	2597	1	2	28	249.6	87	42.43	227.2	138	19.31	239.9	92	10.80	7.6	3	2.05	3	1
17	36	510	1477	1	1	0	178.6	83	30.36	213.1	103	18.11	198.0	119	8.91	10.9	5	2.94	1	1
34	180	510	843	1	1	0	139.0	96	23.63	224.9	64	19.12	170.8	118	7.69	15.7	5	4.24	2	1
27	25	415	1174	1	1	0	134.3	98	22.83	202.3	109	17.20	195.9	100	8.82	12.6	5	3.40	2	1
27	113	415	3244	1	1	0	215.9	93	36.70	240.1	85	20.41	156.7	123	7.05	4.9	5	1.32	3	1
14	88	415	501	1	2	31	181.6	91	30.87	213.2	120	18.12	207.8	104	9.35	11.4	4	3.08	1	1
1	120	415	1401	1	1	0	178.4	97	30.33	168.3	113	14.31	120.5	93	5.42	9.3	9	2.51	1	1
45	74	415	1764	1	1	0	106.4	84	18.09	140.2	104	11.92	90.9	81	4.09	11.4	3	3.08	1	1
3	109	510	1772	1	1	0	170.7	101	29.02	240.2	82	20.42	119.0	112	5.36	11.4	4	3.08	2	1
19	162	510	1634	1	2	33	184.5	139	31.37	183.2	78	15.57	127.4	106	5.73	12.3	6	3.32	0	1
17	124	510	3187	1	2	37	161.2	109	27.40	204.2	79	17.36	231.5	87	10.42	8.9	4	2.40	1	1
38	177	408	2300	1	1	0	84.9	77	14.43	257.5	109	21.89	210.5	66	9.47	7.5	5	2.03	2	1
49	91	510	2488	1	1	0	217.9	71	37.04	230.1	116	19.56	232.1	110	10.44	10.6	2	2.86	1	1
6	105	408	268	1	1	0	270.9	98	46.05	226.2	110	19.23	178.8	60	8.05	8.8	5	2.38	0	2
17	24	510	1500	1	1	0	243.0	91	41.31	183.9	77	15.63	184.3	109	8.29	15.3	6	4.13	0	2
15	48	510	1866	1	1	0	128.2	71	21.79	48.1	78	4.09	116.3	80	5.23	8.9	3	2.40	0	1
13	86	408	2204	1	1	0	126.3	115	21.47	168.8	112	14.35	154.6	95	6.96	9.8	7	2.65	2	1
4	163	510	983	1	1	0	178.7	56	30.38	215.7	79	18.33	152.7	84	6.87	10.6	2	2.86	4	1
30	91	510	441	1	1	0	159.0	109	27.03	255.1	142	21.68	82.4	73	3.71	10.1	4	2.73	0	1
14	56	510	1834	1	1	0	150.9	79	25.65	161.8	87	13.75	167.7	115	7.55	11.7	5	3.16	3	1
36	147	415	1360	2	2	24	219.9	118	37.38	208.5	116	17.72	352.5	111	15.86	8.1	4	2.19	3	1
44	64	415	1944	1	1	0	168.0	116	28.56	192.4	94	16.35	166.5	98	7.49	10.1	3	2.73	2	1
43	108	510	1078	1	2	34	162.1	83	27.56	171.8	117	14.60	259.8	76	11.69	9.6	3	2.59	4	2
37	159	510	202	1	1	0	198.8	107	33.80	195.5	91	16.62	213.3	120	9.60	16.5	7	4.46	5	1
29	136	510	1701	2	1	0	256.8	90	43.66	230.1	104	19.56	143.6	82	6.46	9.1	10	2.46	3	1
27	116	415	2006	1	2	35	182.8	122	31.08	212.7	119	18.08	193.8	103	8.72	11.0	2	2.97	1	1
28	45	408	1618	1	2	38	196.8	92	33.46	254.2	108	21.61	261.8	85	11.78	7.7	2	2.08	1	1
24	122	415	1236	1	1	0	140.1	120	23.82	231.4	128	19.67	188.1	127	8.46	11.2	5	3.02	2	1
24	138	415	2142	1	1	0	194.3	83	33.03	189.9	97	16.14	232.2	102	10.45	9.0	3	2.43	5	1
20	132	415	2752	1	1	0	117.6	66	19.99	214.0	108	18.19	239.5	94	10.78	8.8	5	2.38	1	1
39	101	415	1452	2	1	0	193.7	108	32.93	186.6	98	15.86	223.0	100	10.04	11.6	8	3.13	0	1
11	58	510	33	1	1	0	243.1	105	41.33	231.4	108	19.67	180.9	120	8.14	7.8	4	2.11	2	1
34	81	415	2392	1	1	0	145.4	132	24.72	129.3	91	10.99	186.4	109	8.39	5.2	4	1.40	1	1
44	87	415	3278	1	1	0	169.1	105	28.75	169.9	102	14.44	244.9	106	11.02	9.9	10	2.67	3	1
22	116	510	27	1	1	0	229.3	93	38.98	184.5	111	15.68	168.2	91	7.57	8.8	3	2.38	2	1
40	85	415	1893	2	1	0	197.2	97	33.52	211.7	115	17.99	210.1	133	9.45	8.3	4	2.24	4	1
24	62	510	2228	1	2	33	186.4	84	31.69	201.0	136	17.09	286.7	103	12.90	11.1	3	3.00	2	2
31	90	415	1630	1	1	0	76.1	121	12.94	290.3	73	24.68	236.9	89	10.66	10.8	3	2.92	0	1
43	98	415	866	1	1	0	162.8	65	27.68	185.0	109	15.73	219.5	104	9.88	6.0	3	1.62	2	1
45	73	415	2373	1	1	0	182.3	115	30.99	199.2	97	16.93	120.2	113	5.41	18.0	5	4.86	1	1
40	107	510	3330	2	1	0	194.4	83	33.05	247.8	84	21.06	245.4	93	11.04	11.2	7	3.02	2	1
31	55	408	1639	1	2	20	189.3	95	32.18	118.6	113	10.08	250.2	102	11.26	12.5	4	3.38	2	1
1	76	415	1418	1	2	22	160.1	107	27.22	168.7	136	14.34	23.2	102	1.04	9.5	4	2.57	3	1
28	30	510	2708	1	1	0	145.0	76	24.65	240.7	112	20.46	197.1	134	8.87	7.1	4	1.92	3	1
4	157	415	2191	1	1	0	220.7	105	37.52	119.3	127	10.14	165.1	113	7.43	11.5	7	3.11	4	1
20	40	408	865	1	2	31	224.7	69	38.20	134.5	81	11.43	120.3	104	5.41	7.5	5	2.03	1	2
43	72	408	739	1	1	0	147.0	79	24.99	162.3	103	13.80	162.9	80	7.33	10.5	4	2.84	1	1
51	95	415	461	1	2	39	260.8	130	44.34	213.4	111	18.14	195.6	97	8.80	10.1	5	2.73	1	1
13	42	415	736	1	1	0	155.4	127	26.42	164.1	45	13.95	157.7	128	7.10	9.0	3	2.43	0	1
16	86	415	1358	1	1	0	166.2	112	28.25	255.3	81	21.70	228.1	97	10.26	5.4	7	1.46	1	1
32	131	415	2962	1	1	0	211.8	115	36.01	260.5	102	22.14	144.2	96	6.49	10.8	7	2.92	0	1
10	55	510	1336	1	2	45	130.5	114	22.19	208.4	94	17.71	141.6	114	6.37	11.0	5	2.97	4	2
27	74	415	306	1	1	0	162.7	102	27.66	292.0	105	24.82	183.3	80	8.25	8.7	6	2.35	0	1
29	81	408	1268	2	2	37	237.1	76	40.31	264.2	125	22.46	271.3	120	12.21	7.9	3	2.13	1	1
23	81	408	666	1	1	0	166.2	102	28.25	217.6	112	18.50	220.2	68	9.91	13.2	2	3.56	4	1
27	28	415	1111	1	1	0	121.7	48	20.69	125.8	112	10.69	261.6	122	11.77	8.3	2	2.24	6	2
2	111	510	2220	1	1	0	176.4	62	29.99	201.0	124	17.09	150.4	138	6.77	11.2	2	3.02	0	1
34	3	510	594	1	2	27	67.4	116	11.46	244.0	78	20.74	281.1	93	12.65	11.4	2	3.08	2	1
23	51	415	1613	1	1	0	229.7	129	39.05	336.0	104	28.56	192.8	128	8.68	9.6	1	2.59	1	2
10	68	415	1206	1	2	24	176.0	118	29.92	277.9	116	23.62	174.7	71	7.86	14.7	7	3.97	1	1
35	163	408	3027	1	1	0	247.7	77	42.11	269.5	108	22.91	167.3	82	7.53	9.6	7	2.59	0	2
17	87	510	567	1	1	0	115.4	90	19.62	262.6	68	22.32	245.7	69	11.06	13.1	5	3.54	2	1
28	58	510	1688	1	1	0	112.2	95	19.07	209.6	108	17.82	260.9	78	11.74	13.9	1	3.75	0	2
24	109	408	3070	1	1	0	162.6	138	27.64	154.0	109	13.09	209.7	118	9.44	11.5	4	3.11	0	1
40	111	415	847	1	1	0	229.4	107	39.00	214.1	99	18.20	289.6	95	13.03	10.4	6	2.81	4	1
45	144	415	3149	1	1	0	139.6	96	23.73	124.2	93	10.56	95.6	75	4.30	15.0	4	4.05	2	1
38	135	415	1745	1	1	0	263.8	66	44.85	251.3	116	21.36	200.1	112	9.00	8.4	2	2.27	5	2
41	109	415	2146	1	2	46	217.5	123	36.98	233.7	84	19.86	163.9	99	7.38	9.0	3	2.43	4	1
15	107	415	2198	1	2	14	114.3	132	19.43	199.8	91	16.98	194.7	74	8.76	7.5	8	2.03	1	1
36	149	408	470	1	1	0	196.3	108	33.37	136.8	96	11.63	154.7	87	6.96	7.7	3	2.08	2	1
20	56	510	2589	1	1	0	253.2	95	43.04	188.0	116	15.98	142.0	133	6.39	4.4	4	1.19	1	1
38	129	408	1916	1	1	0	98.0	99	16.66	240.7	62	20.46	254.8	123	11.47	10.5	4	2.84	0	1
5	92	408	1040	1	1	0	249.4	118	42.40	211.5	95	17.98	169.0	116	7.61	9.1	3	2.46	0	1
50	67	415	2313	1	2	30	129.6	107	22.03	233.0	104	19.81	297.0	93	13.37	14.5	5	3.92	1	1
47	120	415	2593	1	1	0	221.3	106	37.62	267.6	98	22.75	111.5	80	5.02	9.3	7	2.51	0	1
14	166	415	2027	1	1	0	220.7	106	37.52	177.8	118	15.11	206.1	102	9.27	12.4	9	3.35	1	1
38	66	408	764	1	1	0	87.6	76	14.89	262.0	111	22.27	184.6	125	8.31	9.2	5	2.48	1	1
11	76	408	1228	1	1	0	203.6	61	34.61	161.7	127	13.74	175.9	97	7.92	8.4	3	2.27	0	1
22	79	415	3105	1	1	0	213.6	110	36.31	234.9	121	19.97	229.6	157	10.33	8.8	3	2.38	2	1
12	98	415	2390	1	2	31	181.6	112	30.87	220.7	100	18.76	236.3	121	10.63	12.9	4	3.48	2	1
4	141	510	1504	1	2	22	215.4	123	36.62	328.7	98	27.94	160.5	89	7.22	7.8	6	2.11	1	1
45	49	415	2351	1	1	0	266.3	90	45.27	207.8	117	17.66	205.0	98	9.23	14.0	2	3.78	2	2
13	46	510	1869	1	1	0	199.2	111	33.86	175.1	83	14.88	210.6	84	9.48	10.2	2	2.75	3	1
7	137	415	1598	1	1	0	115.0	130	19.55	137.8	83	11.71	224.0	61	10.08	7.3	4	1.97	3	1
48	171	408	3231	1	1	0	270.5	69	45.99	230.0	112	19.55	136.0	111	6.12	9.6	5	2.59	1	2
46	10	415	897	1	1	0	222.2	127	37.77	153.1	125	13.01	227.4	80	10.23	12.9	4	3.48	1	1
6	88	510	1625	1	1	0	61.9	78	10.52	262.6	114	22.32	212.5	110	9.56	8.8	2	2.38	3	1
19	89	415	1925	1	1	0	141.1	92	23.99	249.1	126	21.17	136.0	73	6.12	10.8	2	2.92	2	1
44	82	415	2406	1	1	0	189.2	81	32.16	184.4	117	15.67	255.8	83	11.51	10.6	5	2.86	3	2
42	139	510	145	1	1	0	196.0	135	33.32	186.0	146	15.81	153.0	92	6.89	9.8	1	2.65	3	1
46	87	415	708	1	1	0	171.6	119	29.17	205.0	107	17.43	170.6	114	7.68	13.8	4	3.73	0	1
35	137	415	2166	2	1	0	174.0	123	29.58	161.3	115	13.71	260.7	98	11.73	11.4	3	3.08	2	1
48	45	510	2516	1	1	0	78.6	106	13.36	187.3	110	15.92	184.2	111	8.29	7.4	5	2.00	1	2
49	90	415	3282	1	1	0	200.9	92	34.15	164.3	91	13.97	249.0	98	11.21	8.9	7	2.40	1	1
43	103	415	2014	1	1	0	141.3	123	24.02	253.6	87	21.56	215.8	96	9.71	6.4	2	1.73	1	1
7	100	415	2164	1	1	0	235.8	130	40.09	176.0	69	14.96	63.6	122	2.86	7.3	1	1.97	2	1
48	110	510	290	1	1	0	185.1	100	31.47	165.1	88	14.03	111.6	104	5.02	6.3	4	1.70	3	1
31	124	415	1536	1	1	0	254.3	113	43.23	78.9	104	6.71	153.2	69	6.89	11.8	2	3.19	2	1
27	10	510	1660	1	1	0	183.0	103	31.11	214.8	77	18.26	206.4	73	9.29	8.7	6	2.35	2	1
30	89	415	3274	1	2	29	163.5	80	27.80	274.8	136	23.36	381.9	147	17.19	7.5	5	2.03	2	1
48	121	408	2270	1	1	0	207.9	98	35.34	210.5	96	17.89	109.6	114	4.93	7.7	2	2.08	2	1
49	101	415	910	1	1	0	248.6	102	42.26	174.9	93	14.87	207.2	86	9.32	6.1	3	1.65	3	1
3	103	415	386	1	2	31	185.4	105	31.52	197.6	126	16.80	147.1	110	6.62	14.5	4	3.92	2	1
49	51	408	831	1	1	0	197.8	60	33.63	221.0	64	18.79	168.6	134	7.59	8.9	5	2.40	1	1
9	2	415	3110	2	1	0	132.1	42	22.46	138.9	88	11.81	192.6	119	8.67	9.1	1	2.46	2	2
31	111	510	2288	1	1	0	197.1	117	33.51	227.8	128	19.36	214.0	101	9.63	9.3	11	2.51	0	1
46	118	415	2274	1	1	0	154.6	112	26.28	184.2	105	15.66	217.4	102	9.78	12.6	5	3.40	2	1
43	17	510	1932	1	2	31	153.1	115	26.03	185.9	59	15.80	224.3	102	10.09	10.0	1	2.70	6	2
46	130	408	2183	1	1	0	211.2	119	35.90	231.1	120	19.64	220.9	80	9.94	6.3	9	1.70	2	1
14	193	415	2972	1	1	0	96.8	92	16.46	142.6	103	12.12	210.1	115	9.45	10.9	5	2.94	2	2
43	114	510	566	1	1	0	172.0	145	29.24	276.4	101	23.49	193.7	100	8.72	10.1	9	2.73	1	1
4	137	415	1533	1	1	0	141.1	91	23.99	147.2	100	12.51	254.7	75	11.46	8.0	7	2.16	2	1
27	185	408	3321	1	2	29	151.1	121	25.69	244.7	88	20.80	154.4	91	6.95	13.8	2	3.73	2	1
37	101	408	2726	1	1	0	209.6	107	35.63	228.8	96	19.45	172.4	85	7.76	7.6	2	2.05	3	1
14	95	415	2297	1	2	32	247.0	109	41.99	125.6	91	10.68	226.5	90	10.19	10.5	4	2.84	3	1
34	7	408	1037	1	2	30	221.4	114	37.64	165.8	116	14.09	247.0	105	11.12	10.8	12	2.92	1	1
17	126	408	1845	1	1	0	321.3	99	54.62	167.9	93	14.27	193.6	106	8.71	8.0	4	2.16	1	2
51	71	415	2916	1	1	0	243.7	124	41.43	60.0	90	5.10	189.0	129	8.50	11.3	2	3.05	0	1
26	124	415	1119	1	1	0	251.5	85	42.76	214.2	98	18.21	186.1	71	8.37	11.1	6	3.00	3	1
51	97	510	667	2	1	0	236.9	107	40.27	157.6	105	13.40	241.0	120	10.85	7.3	2	1.97	0	2
44	28	415	700	1	1	0	159.7	79	27.15	216.7	131	18.42	206.7	116	9.30	9.3	3	2.51	2	1
48	90	415	1673	2	1	0	148.2	96	25.19	220.4	111	18.73	134.2	97	6.04	9.2	1	2.48	4	2
12	190	408	1850	1	1	0	150.9	86	25.65	268.6	129	22.83	179.9	73	8.10	14.7	1	3.97	1	1
15	31	415	2429	1	2	28	210.5	101	35.79	250.5	86	21.29	241.6	125	10.87	11.5	2	3.11	1	1
1	52	415	1069	1	2	24	170.9	71	29.05	201.4	80	17.12	159.0	124	7.15	4.1	5	1.11	2	1
21	73	510	486	1	1	0	254.7	80	43.30	90.2	79	7.67	153.4	60	6.90	10.6	8	2.86	0	1
20	111	415	2128	1	1	0	284.4	89	48.35	157.0	113	13.35	242.8	91	10.93	8.4	8	2.27	0	2
42	98	415	2269	1	1	0	0.0	0	0.00	159.6	130	13.57	167.1	88	7.52	6.8	1	1.84	4	2
39	106	408	2683	2	1	0	133.7	45	22.73	187.8	107	15.96	181.9	89	8.19	10.7	2	2.89	1	2
28	111	408	399	1	1	0	224.9	117	38.23	191.9	127	16.31	229.9	97	10.35	10.3	3	2.78	0	1
47	59	408	1101	1	1	0	151.8	98	25.81	209.9	92	17.84	266.9	86	12.01	11.9	5	3.21	1	1
18	71	510	2660	1	2	22	141.4	107	24.04	163.0	105	13.86	220.0	99	9.90	5.6	3	1.51	2	1
48	55	408	1103	1	1	0	285.7	124	48.57	230.9	106	19.63	230.7	140	10.38	14.8	7	4.00	0	2
19	13	415	2161	1	1	0	58.4	121	9.93	262.2	64	22.29	159.0	115	7.15	11.9	5	3.21	1	1
48	136	415	1150	1	2	16	90.4	105	15.37	201.3	109	17.11	227.1	115	10.22	13.1	4	3.54	0	1
22	123	408	1901	1	1	0	114.4	91	19.45	216.6	123	18.41	250.6	102	11.28	11.0	3	2.97	0	1
49	105	408	2779	1	1	0	147.7	103	25.11	222.7	78	18.93	163.5	102	7.36	12.8	3	3.46	2	1
44	50	408	110	1	2	31	302.7	93	51.46	240.5	119	20.44	193.9	103	8.73	13.6	14	3.67	3	1
13	118	415	167	1	1	0	136.1	120	23.14	204.2	103	17.36	228.2	90	10.27	11.3	4	3.05	1	1
4	97	408	2068	1	1	0	169.7	84	28.85	165.9	86	14.10	191.9	83	8.64	12.8	6	3.46	3	1
29	51	510	360	1	1	0	227.2	89	38.62	194.4	106	16.52	243.4	126	10.95	14.9	2	4.02	0	1
47	73	415	3050	1	1	0	217.8	91	37.03	220.6	97	18.75	277.3	89	12.48	10.3	6	2.78	1	2
12	35	415	802	1	1	0	124.2	102	21.11	123.9	115	10.53	135.7	100	6.11	13.1	8	3.54	2	1
51	64	415	2028	1	1	0	206.2	76	35.05	232.4	76	19.75	251.6	96	11.32	13.6	2	3.67	1	1
50	63	510	73	1	1	0	132.9	122	22.59	67.0	62	5.70	160.4	121	7.22	9.9	2	2.67	3	1
37	117	415	2340	1	2	31	104.9	115	17.83	237.6	125	20.20	263.4	104	11.85	7.7	6	2.08	3	1
7	115	415	425	1	1	0	245.0	97	41.65	250.7	75	21.31	270.2	124	12.16	13.7	8	3.70	1	2
45	162	408	2483	1	1	0	184.5	118	31.37	224.0	95	19.04	180.5	82	8.12	11.6	3	3.13	1	1
35	89	415	2888	1	1	0	89.5	66	15.22	179.3	104	15.24	225.1	116	10.13	12.3	1	3.32	3	1
46	94	415	2021	2	1	0	235.6	131	40.05	194.8	107	16.56	170.6	93	7.68	8.6	4	2.32	1	1
47	129	408	1044	1	1	0	186.0	127	31.62	262.3	96	22.30	98.9	63	4.45	11.5	6	3.11	4	1
42	86	415	240	1	1	0	223.9	75	38.06	155.7	109	13.23	150.2	143	6.76	7.3	9	1.97	1	1
39	96	510	1147	1	1	0	179.5	125	30.52	162.3	139	13.80	264.5	133	11.90	6.6	2	1.78	1	1
29	190	415	2242	1	1	0	169.4	102	28.80	253.5	113	21.55	197.1	93	8.87	8.9	5	2.40	1	1
7	80	408	1649	1	1	0	118.1	90	20.08	144.3	77	12.27	225.1	86	10.13	8.2	6	2.21	1	1
41	108	415	2529	1	1	0	112.0	105	19.04	193.7	110	16.46	208.9	93	9.40	4.1	4	1.11	4	2
23	97	408	369	1	2	32	168.4	129	28.63	225.9	97	19.20	191.8	95	8.63	8.5	7	2.30	0	1
47	84	415	2670	1	2	42	214.3	112	36.43	188.2	107	16.00	333.5	117	15.01	11.3	10	3.05	0	1
36	65	415	2734	1	1	0	245.7	139	41.77	241.9	113	20.56	285.3	117	12.84	4.2	5	1.13	4	2
47	131	415	1344	1	2	34	156.6	134	26.62	71.0	95	6.04	261.7	120	11.78	13.4	10	3.62	1	1
15	58	415	2715	2	2	43	142.8	96	24.28	272.3	100	23.15	193.4	105	8.70	8.9	4	2.40	1	1
25	36	415	313	1	1	0	202.4	115	34.41	230.7	115	19.61	202.0	127	9.09	10.2	2	2.75	3	1
49	54	415	1341	1	1	0	116.8	119	19.86	123.1	123	10.46	217.5	101	9.79	12.0	2	3.24	1	1
32	45	510	3014	1	1	0	155.7	110	26.47	260.3	103	22.13	192.2	98	8.65	11.0	1	2.97	1	1
11	125	415	1871	1	2	39	236.1	107	40.14	289.2	110	24.58	175.4	107	7.89	9.1	4	2.46	2	1
47	72	415	3199	1	2	21	138.1	113	23.48	260.1	83	22.11	135.4	118	6.09	8.2	2	2.21	2	1
7	141	408	1430	1	1	0	51.9	108	8.82	162.0	83	13.77	223.5	115	10.06	10.1	3	2.73	3	1
4	113	510	503	1	1	0	81.3	116	13.82	220.6	124	18.75	235.7	113	10.61	8.9	3	2.40	0	1
42	20	415	254	1	2	35	171.5	98	29.16	153.1	127	13.01	165.6	125	7.45	7.1	3	1.92	0	1
7	212	415	1400	1	1	0	126.0	96	21.42	144.3	80	12.27	302.8	102	13.63	7.6	3	2.05	1	1
16	99	415	2471	2	1	0	197.2	127	33.52	156.0	92	13.26	204.1	99	9.18	9.9	6	2.67	4	1
36	94	510	1449	1	1	0	194.1	62	33.00	227.2	54	19.31	190.4	115	8.57	15.3	4	4.13	1	1
35	40	510	1822	1	1	0	115.7	105	19.67	127.8	113	10.86	107.5	91	4.84	9.3	6	2.51	1	1
30	86	510	1068	1	2	29	157.2	118	26.72	196.3	136	16.69	226.7	109	10.20	8.4	5	2.27	3	1
37	101	415	3032	1	1	0	269.7	85	45.85	207.6	86	17.65	214.2	107	9.64	4.5	15	1.22	3	2
28	170	415	1389	1	1	0	246.4	107	41.89	228.1	124	19.39	166.4	95	7.49	9.1	8	2.46	0	1
12	105	510	2348	1	1	0	227.4	121	38.66	268.5	89	22.82	143.3	82	6.45	13.0	4	3.51	1	1
45	103	415	1465	1	1	0	189.8	110	32.27	115.5	83	9.82	191.3	103	8.61	12.2	4	3.29	0	1
21	140	415	2998	2	2	27	188.9	124	32.11	160.9	102	13.68	197.7	100	8.90	11.5	5	3.11	4	1
47	101	510	3044	1	1	0	0.0	0	0.00	192.1	119	16.33	168.8	95	7.60	7.2	4	1.94	1	1
44	98	408	1562	1	2	19	110.5	87	18.79	227.8	97	19.36	243.6	84	10.96	11.0	4	2.97	1	1
4	104	408	3264	1	1	0	167.6	116	28.49	219.2	112	18.63	215.9	94	9.72	11.7	2	3.16	4	1
46	115	415	1432	1	1	0	132.0	90	22.44	197.5	75	16.79	175.8	114	7.91	0.0	0	0.00	3	1
49	112	408	3179	1	1	0	167.8	88	28.53	247.9	81	21.07	155.1	108	6.98	11.9	4	3.21	0	1
30	70	415	3308	1	1	0	213.4	86	36.28	204.7	77	17.40	256.6	101	11.55	5.7	4	1.54	1	1
18	126	510	1675	1	1	0	175.4	120	29.82	98.3	71	8.36	201.9	93	9.09	10.6	1	2.86	0	1
34	87	510	142	1	2	39	82.6	113	14.04	224.4	63	19.07	163.6	88	7.36	9.5	1	2.57	3	1
27	125	510	1395	1	1	0	143.2	80	24.34	88.1	94	7.49	233.2	135	10.49	8.8	7	2.38	4	2
25	86	415	1440	1	1	0	125.5	139	21.34	269.8	93	22.93	235.8	110	10.61	8.9	8	2.40	1	1
26	73	415	3002	1	2	31	82.3	105	13.99	256.1	91	21.77	229.6	98	10.33	11.8	2	3.19	6	2
33	232	408	2097	1	1	0	165.6	104	28.15	195.9	115	16.65	118.3	77	5.32	11.8	3	3.19	1	1
32	1	415	3276	1	2	30	183.1	95	31.13	232.6	110	19.77	248.3	110	11.17	8.4	2	2.27	0	1
31	133	408	2583	1	1	0	162.1	91	27.56	212.1	94	18.03	260.4	78	11.72	12.2	5	3.29	1	1
28	103	510	1819	1	1	0	166.6	84	28.32	192.4	91	16.35	167.9	115	7.56	7.7	6	2.08	1	1
27	131	415	940	1	2	24	135.9	60	23.10	233.2	78	19.82	210.6	121	9.48	9.4	4	2.54	1	1
42	95	408	2795	1	2	20	165.7	78	28.17	215.6	94	18.33	243.3	91	10.95	9.8	6	2.65	0	1
46	182	415	2253	1	1	0	176.1	90	29.94	174.9	106	14.87	234.7	134	10.56	9.7	4	2.62	1	1
19	99	510	1848	1	1	0	142.3	89	24.19	204.5	95	17.38	203.1	114	9.14	9.1	1	2.46	0	1
34	27	510	2502	1	1	0	177.6	121	30.19	296.8	92	25.23	192.9	106	8.68	7.6	3	2.05	3	1
1	141	408	414	1	1	0	83.2	74	14.14	190.6	104	16.20	150.5	79	6.77	10.7	7	2.89	1	1
36	29	415	2447	2	2	37	235.0	101	39.95	183.3	79	15.58	139.8	106	6.29	5.7	7	1.54	2	1
33	65	415	2186	1	1	0	105.7	95	17.97	141.8	100	12.05	180.5	105	8.12	6.6	12	1.78	2	1
23	81	415	2323	2	1	0	149.4	68	25.40	171.9	98	14.61	214.5	97	9.65	17.9	3	4.83	3	2
24	37	415	1209	1	2	20	264.7	81	45.00	216.5	110	18.40	210.7	102	9.48	10.4	7	2.81	0	1
51	107	510	2978	1	2	31	160.3	45	27.25	221.5	70	18.83	261.6	109	11.77	5.6	1	1.51	1	1
51	127	415	3006	2	2	28	95.9	117	16.30	159.5	131	13.56	152.8	132	6.88	10.4	3	2.81	1	1
48	78	408	1602	1	1	0	140.7	77	23.92	195.2	114	16.59	252.9	107	11.38	11.7	5	3.16	0	1
33	55	510	422	1	1	0	119.7	148	20.35	231.8	96	19.70	222.3	113	10.00	4.6	2	1.24	2	1
46	86	415	1960	1	2	30	99.9	84	16.98	263.5	125	22.40	254.7	90	11.46	9.8	7	2.65	2	1
40	176	415	2612	1	1	0	250.9	108	42.65	171.4	100	14.57	148.6	85	6.69	9.6	6	2.59	2	1
2	96	415	2945	2	1	0	200.6	117	34.10	289.5	120	24.61	98.3	95	4.42	11.2	5	3.02	2	1
50	11	510	3240	1	2	38	209.8	130	35.67	196.6	84	16.71	233.0	79	10.49	7.0	7	1.89	1	1
50	48	415	1424	1	2	34	198.0	70	33.66	273.7	121	23.26	217.9	71	9.81	7.6	4	2.05	1	1
32	127	510	1308	1	1	0	239.8	107	40.77	128.9	121	10.96	249.9	110	11.25	11.3	5	3.05	1	1
43	63	415	1661	1	1	0	164.5	75	27.97	147.9	118	12.57	252.7	97	11.37	11.2	2	3.02	0	1
23	79	510	384	1	1	0	220.9	107	37.55	192.2	97	16.34	161.0	74	7.25	12.2	2	3.29	1	1
45	47	408	840	1	2	37	112.8	150	19.18	243.9	97	20.73	178.7	112	8.04	13.2	6	3.56	2	1
15	89	415	1863	2	2	19	112.6	114	19.14	261.7	132	22.24	123.5	116	5.56	11.1	2	3.00	0	2
23	83	510	219	1	2	26	226.4	117	38.49	234.7	97	19.95	133.6	82	6.01	10.8	7	2.92	1	1
49	126	415	1787	2	2	34	244.9	118	41.63	219.6	105	18.67	210.8	136	9.49	9.7	6	2.62	4	1
29	60	510	967	1	1	0	203.2	99	34.54	235.8	131	20.04	224.9	112	10.12	15.1	6	4.08	2	1
47	122	415	2083	1	1	0	136.7	115	23.24	243.1	137	20.66	188.9	110	8.50	8.6	4	2.32	0	1
48	136	408	2671	1	1	0	152.6	97	25.94	208.9	85	17.76	119.1	99	5.36	5.0	10	1.35	1	1
28	172	408	134	1	2	47	274.9	102	46.73	186.6	118	15.86	245.0	123	11.03	8.8	2	2.38	1	1
22	102	510	2225	1	1	0	195.7	116	33.27	209.1	87	17.77	201.1	73	9.05	8.3	3	2.24	1	2
42	113	415	2789	2	1	0	204.3	82	34.73	188.8	115	16.05	139.4	97	6.27	9.2	7	2.48	1	1
50	79	415	1167	1	1	0	222.3	99	37.79	146.2	82	12.43	275.6	82	12.40	8.9	4	2.40	3	1
14	55	510	139	1	2	8	222.5	104	37.83	171.5	94	14.58	377.5	114	16.99	9.7	2	2.62	1	1
19	111	415	1425	1	2	28	128.8	104	21.90	157.3	52	13.37	147.4	76	6.63	10.3	2	2.78	2	1
11	160	415	305	1	1	0	174.3	105	29.63	171.3	107	14.56	220.8	131	9.94	8.3	2	2.24	0	1
10	110	415	2501	1	1	0	242.5	110	41.23	162.3	140	13.80	184.1	86	8.28	7.8	3	2.11	4	1
6	192	415	1545	1	1	0	221.6	101	37.67	285.2	50	24.24	167.4	83	7.53	12.7	6	3.43	4	1
34	93	408	288	1	1	0	114.3	100	19.43	221.1	103	18.79	126.3	88	5.68	10.9	9	2.94	0	1
16	101	415	1702	1	2	33	219.7	137	37.35	186.8	94	15.88	184.5	113	8.30	9.5	2	2.57	2	1
46	77	510	1421	1	1	0	144.9	136	24.63	151.3	115	12.86	252.4	73	11.36	12.3	3	3.32	2	1
45	105	415	2401	1	2	40	236.5	111	40.21	117.0	110	9.95	221.1	115	9.95	8.1	3	2.19	2	1
45	133	408	2508	1	2	44	174.0	80	29.58	209.4	113	17.80	224.1	87	10.08	14.1	7	3.81	2	2
25	131	408	2070	1	1	0	109.5	95	18.62	332.1	48	28.23	258.6	108	11.64	6.6	7	1.78	1	1
7	106	510	89	1	2	33	81.6	120	13.87	235.6	85	20.03	150.9	113	6.79	9.9	4	2.67	1	1
12	118	415	3215	1	1	0	133.4	113	22.68	121.0	92	10.29	254.7	129	11.46	5.9	4	1.59	1	1
21	125	408	798	1	1	0	137.1	94	23.31	209.8	83	17.83	238.4	114	10.73	8.6	4	2.32	1	1
46	95	415	1404	1	1	0	197.0	88	33.49	190.4	68	16.18	211.9	104	9.54	16.1	8	4.35	0	1
27	80	415	1240	1	1	0	198.1	160	33.68	156.7	87	13.32	182.1	76	8.19	9.3	3	2.51	3	1
41	145	408	1760	1	1	0	39.5	78	6.72	264.3	106	22.47	185.8	90	8.36	10.0	6	2.70	0	1
6	37	408	2851	1	1	0	199.5	107	33.92	207.5	110	17.64	83.9	123	3.78	8.1	4	2.19	2	1
14	87	415	1539	1	1	0	156.8	93	26.66	215.8	68	18.34	223.3	77	10.05	7.6	6	2.05	1	1
2	69	415	2171	1	1	0	183.4	85	31.18	237.6	100	20.20	228.0	94	10.26	9.0	5	2.43	3	1
6	83	510	1823	1	1	0	132.4	120	22.51	121.6	101	10.34	197.7	84	8.90	8.6	2	2.32	1	1
45	195	415	1018	1	1	0	63.2	108	10.74	220.2	88	18.72	184.0	99	8.28	5.1	3	1.38	0	1
9	67	415	3045	2	2	35	181.1	59	30.79	215.9	116	18.35	216.3	106	9.73	16.9	4	4.56	0	2
36	75	510	1589	1	2	27	117.5	102	19.98	206.8	127	17.58	194.4	114	8.75	4.2	7	1.13	3	1
40	123	415	236	1	2	27	218.7	79	37.18	163.4	78	13.89	173.8	116	7.82	15.0	1	4.05	0	1
10	41	415	3100	1	2	41	207.3	95	35.24	137.3	120	11.67	115.7	74	5.21	5.9	3	1.59	1	1
36	75	415	483	1	1	0	150.6	99	25.60	301.5	83	25.63	158.7	104	7.14	8.1	5	2.19	0	1
21	76	415	2570	2	1	0	273.3	66	46.46	263.6	121	22.41	165.2	84	7.43	12.0	7	3.24	1	2
15	86	415	2400	2	1	0	266.1	120	45.24	182.0	92	15.47	206.5	103	9.29	10.3	4	2.78	1	1
39	140	408	339	1	1	0	112.8	89	19.18	156.7	65	13.32	249.6	85	11.23	16.3	6	4.40	0	1
4	70	415	880	1	1	0	104.7	112	17.80	82.2	104	6.99	169.4	110	7.62	15.8	7	4.27	3	1
31	121	510	685	1	2	35	193.8	62	32.95	197.6	97	16.80	218.8	95	9.85	5.9	4	1.59	0	1
40	112	415	2760	1	1	0	168.6	102	28.66	298.0	117	25.33	194.7	110	8.76	9.8	5	2.65	1	1
12	118	415	1844	1	1	0	253.2	122	43.04	201.0	78	17.09	195.3	108	8.79	9.7	7	2.62	2	1
32	66	415	2946	1	2	16	174.7	92	29.70	232.1	105	19.73	305.4	98	13.74	8.9	2	2.40	1	1
49	78	408	2878	1	1	0	87.0	102	14.79	193.6	64	16.46	205.8	120	9.26	11.0	5	2.97	0	1
21	129	415	1538	1	2	34	204.5	79	34.77	132.8	113	11.29	190.1	117	8.55	14.8	9	4.00	2	1
38	6	408	2848	1	1	0	226.5	93	38.51	152.1	122	12.93	164.4	98	7.40	9.4	4	2.54	3	1
34	107	510	3254	2	1	0	234.1	91	39.80	163.1	105	13.86	282.5	100	12.71	10.0	3	2.70	1	1
3	107	415	573	2	1	0	133.3	106	22.66	182.9	89	15.55	241.1	123	10.85	12.9	2	3.48	3	2
27	138	415	2600	1	1	0	133.9	87	22.76	166.4	110	14.14	193.5	139	8.71	15.4	3	4.16	1	1
7	103	510	1773	1	1	0	160.2	104	27.23	138.9	70	11.81	312.5	97	14.06	9.7	2	2.62	0	1
45	116	415	648	1	2	44	230.6	94	39.20	224.1	103	19.05	244.0	76	10.98	11.1	2	3.00	0	1
11	189	408	321	1	1	0	227.4	84	38.66	176.0	81	14.96	206.1	120	9.27	6.3	4	1.70	2	1
34	161	415	3065	1	1	0	72.8	120	12.38	267.1	120	22.70	222.5	91	10.01	11.8	2	3.19	2	1
43	1	415	295	1	1	0	196.1	107	33.34	296.5	82	25.20	211.5	91	9.52	7.0	2	1.89	1	1
9	89	408	3311	1	1	0	197.1	110	33.51	165.9	115	14.10	227.3	106	10.23	12.8	3	3.46	1	1
35	64	408	3329	1	1	0	219.6	126	37.33	303.3	100	25.78	154.5	65	6.95	9.7	5	2.62	1	1
27	126	415	599	1	2	30	153.4	90	26.08	151.4	97	12.87	153.8	97	6.92	12.8	4	3.46	4	2
13	129	415	2503	1	1	0	216.0	85	36.72	186.9	114	15.89	210.7	109	9.48	4.9	10	1.32	2	1
47	128	510	692	1	2	32	222.9	136	37.89	262.0	80	22.27	191.4	101	8.61	10.8	4	2.92	0	1
19	81	415	2271	1	2	36	115.9	120	19.70	236.6	95	20.11	255.0	90	11.48	11.7	6	3.16	3	1
27	114	510	2302	1	1	0	189.8	101	32.27	147.7	80	12.55	172.7	121	7.77	10.6	5	2.86	1	1
31	50	408	434	1	1	0	154.7	102	26.30	298.0	108	25.33	210.2	95	9.46	11.1	3	3.00	0	1
50	86	415	800	1	1	0	136.4	104	23.19	202.5	110	17.21	230.7	86	10.38	11.5	1	3.11	3	1
14	96	408	1293	1	1	0	170.5	86	28.99	277.5	88	23.59	162.5	117	7.31	12.2	6	3.29	1	1
4	72	510	2845	1	1	0	272.4	88	46.31	107.9	125	9.17	185.5	81	8.35	12.7	2	3.43	0	1
41	64	510	226	1	2	40	210.0	116	35.70	232.7	89	19.78	168.8	94	7.60	5.9	4	1.59	8	1
50	57	415	3247	2	2	17	236.5	94	40.21	163.1	94	13.86	236.7	117	10.65	12.2	3	3.29	2	1
36	65	510	873	1	1	0	153.9	117	26.16	220.1	122	18.71	280.5	147	12.62	8.5	3	2.30	2	1
21	163	408	391	1	1	0	223.0	120	37.91	227.0	98	19.30	188.3	125	8.47	8.8	5	2.38	1	1
21	136	415	338	1	1	0	252.4	74	42.91	167.9	81	14.27	248.3	110	11.17	10.7	3	2.89	2	1
24	116	408	2880	1	1	0	197.9	84	33.64	168.1	113	14.29	239.8	145	10.79	12.0	6	3.24	1	1
30	93	408	168	1	1	0	152.4	74	25.91	274.6	88	23.34	252.2	120	11.35	6.6	5	1.78	3	1
24	142	510	1036	1	2	40	237.4	105	40.36	175.9	93	14.95	210.3	110	9.46	9.2	3	2.48	3	1
35	92	408	741	1	1	0	265.6	82	45.15	180.7	75	15.36	211.1	113	9.50	8.6	2	2.32	1	1
12	70	415	447	1	1	0	197.3	91	33.54	305.8	81	25.99	171.0	105	7.69	6.7	6	1.81	1	1
25	22	408	1650	1	2	14	199.1	100	33.85	221.8	103	18.85	65.7	91	2.96	4.2	1	1.13	1	1
34	37	415	1269	1	1	0	233.7	114	39.73	207.9	109	17.67	212.7	101	9.57	12.0	2	3.24	2	1
20	51	415	2169	1	1	0	183.1	99	31.13	160.1	107	13.61	311.8	121	14.03	7.0	3	1.89	1	1
31	174	408	320	1	1	0	139.4	96	23.70	143.4	108	12.19	225.2	107	10.13	10.0	5	2.70	2	1
45	68	415	2682	1	1	0	213.9	112	36.36	260.5	100	22.14	233.8	97	10.52	8.4	3	2.27	1	2
10	130	415	1984	1	1	0	207.1	70	35.21	200.1	115	17.01	194.2	100	8.74	12.4	2	3.35	1	1
48	104	415	2195	1	1	0	139.7	78	23.75	202.6	119	17.22	203.6	102	9.16	11.3	5	3.05	2	1
7	134	408	2506	1	1	0	177.2	91	30.12	228.7	105	19.44	194.3	113	8.74	8.9	3	2.40	2	1
18	108	415	2332	1	2	35	169.8	136	28.87	173.7	101	14.76	214.6	105	9.66	9.5	7	2.57	2	1
33	103	415	3182	1	1	0	173.5	83	29.50	244.3	65	20.77	221.6	66	9.97	9.7	2	2.62	3	1
29	62	510	472	1	1	0	159.9	100	27.18	172.2	99	14.64	263.2	109	11.84	5.6	4	1.51	1	1
34	162	415	1874	1	1	0	115.1	89	19.57	196.8	111	16.73	212.4	98	9.56	11.4	3	3.08	2	1
5	93	510	1469	1	2	19	136.8	113	23.26	179.5	105	15.26	71.1	95	3.20	12.5	3	3.38	2	1
14	42	415	1290	1	1	0	92.2	108	15.67	211.2	120	17.95	129.1	73	5.81	13.1	6	3.54	1	1
37	155	415	20	1	2	23	243.9	112	41.46	133.0	106	11.31	213.7	123	9.62	13.4	11	3.62	2	1
13	36	510	2036	1	1	0	117.1	94	19.91	235.4	117	20.01	221.3	108	9.96	9.0	2	2.43	0	1
36	143	415	373	1	1	0	223.3	99	37.96	167.1	128	14.20	203.0	84	9.14	4.5	4	1.22	0	2
32	197	510	1605	1	1	0	154.8	111	26.32	171.5	102	14.58	227.3	86	10.23	10.6	2	2.86	3	1
13	81	510	1744	1	1	0	261.4	141	44.44	215.7	102	18.33	271.8	96	12.23	8.0	6	2.16	1	2
9	138	510	1881	2	1	0	46.5	104	7.91	186.0	114	15.81	167.5	95	7.54	9.6	4	2.59	4	2
5	103	415	2644	1	2	18	149.9	84	25.48	170.9	84	14.53	171.5	112	7.72	11.5	7	3.11	0	2
51	127	510	2547	2	1	0	242.2	102	41.17	226.1	80	19.22	252.0	96	11.34	13.9	5	3.75	2	2
38	136	510	1376	1	1	0	259.4	99	44.10	172.7	125	14.68	293.7	78	13.22	10.7	6	2.89	1	2
22	99	415	726	1	1	0	222.4	102	37.81	185.8	89	15.79	237.7	81	10.70	12.0	8	3.24	2	1
3	95	415	29	1	1	0	69.4	79	11.80	190.8	109	16.22	219.9	102	9.90	8.9	5	2.40	0	1
22	118	408	2017	2	2	21	156.5	122	26.61	209.2	125	17.78	158.7	81	7.14	11.1	3	3.00	4	2
50	113	415	510	1	1	0	61.2	111	10.40	92.3	88	7.85	197.4	114	8.88	13.7	3	3.70	5	2
39	128	408	950	2	1	0	245.2	112	41.68	101.5	101	8.63	152.3	116	6.85	10.7	5	2.89	0	1
12	117	408	3145	1	1	0	102.3	100	17.39	135.2	104	11.49	199.7	93	8.99	15.7	10	4.24	3	1
27	48	415	3221	1	2	36	230.9	92	39.25	167.6	121	14.25	270.0	87	12.15	7.6	4	2.05	3	1
8	81	510	2049	2	1	0	227.4	105	38.66	211.5	120	17.98	258.2	113	11.62	11.9	3	3.21	0	1
3	57	510	2304	1	1	0	192.8	68	32.78	158.0	86	13.43	235.5	105	10.60	12.7	6	3.43	1	1
26	140	408	1597	1	1	0	162.6	98	27.64	206.2	109	17.53	141.6	66	6.37	8.2	2	2.21	1	1
36	107	510	2966	1	2	38	219.4	92	37.30	180.5	73	15.34	104.1	91	4.68	11.0	1	2.97	2	1
25	56	415	133	1	1	0	137.2	111	23.32	165.9	119	14.10	182.3	72	8.20	14.3	4	3.86	1	1
44	159	415	2621	1	1	0	87.7	103	14.91	278.2	97	23.65	170.6	93	7.68	10.5	10	2.84	1	1
21	102	415	803	1	1	0	271.1	80	46.09	172.0	133	14.62	169.2	105	7.61	10.3	5	2.78	1	1
7	107	408	428	1	1	0	103.4	94	17.58	189.3	125	16.09	227.2	125	10.22	14.4	3	3.89	1	1
41	106	408	102	1	1	0	52.2	106	8.87	220.1	113	18.71	112.3	95	5.05	11.4	2	3.08	2	1
23	225	415	1564	1	1	0	165.4	106	28.12	273.7	109	23.26	210.0	93	9.45	8.7	3	2.35	0	2
42	75	408	287	1	1	0	147.5	110	25.08	191.7	97	16.29	135.0	68	6.08	16.4	3	4.43	2	1
6	86	415	2723	1	1	0	217.8	93	37.03	214.7	95	18.25	228.7	70	10.29	11.3	7	3.05	0	1
14	169	415	2541	1	1	0	235.7	79	40.07	136.9	85	11.64	220.9	97	9.94	13.3	10	3.59	1	1
4	122	510	829	1	2	22	204.5	92	34.77	139.6	121	11.87	205.0	103	9.23	8.6	5	2.32	2	1
10	106	408	2010	1	1	0	178.4	143	30.33	247.0	123	21.00	259.9	105	11.70	9.6	2	2.59	0	1
24	52	415	1717	1	2	32	130.1	68	22.12	247.2	77	21.01	289.4	87	13.02	13.5	5	3.65	2	1
9	79	415	2256	1	2	34	103.7	100	17.63	236.3	78	20.09	256.6	102	11.55	14.8	4	4.00	2	1
23	135	415	2299	1	1	0	239.9	91	40.78	177.1	104	15.05	217.2	118	9.77	5.9	3	1.59	2	1
26	70	408	1998	1	1	0	148.4	110	25.23	267.1	90	22.70	151.5	101	6.82	8.9	4	2.40	0	1
20	80	408	1768	1	1	0	148.6	106	25.26	210.8	65	17.92	203.7	86	9.17	10.0	2	2.70	2	1
5	37	415	625	1	1	0	191.1	69	32.49	129.2	113	10.98	207.5	117	9.34	12.9	1	3.48	0	1
24	161	415	2365	1	2	39	218.5	76	37.15	112.7	94	9.58	205.1	121	9.23	7.3	4	1.97	1	1
47	137	510	774	1	1	0	97.5	95	16.58	195.8	82	16.64	288.8	78	13.00	0.0	0	0.00	1	1
7	123	415	1728	1	1	0	128.7	126	21.88	117.6	94	10.00	198.4	132	8.93	10.8	5	2.92	0	1
50	80	415	1057	1	2	38	236.6	69	40.22	197.5	68	16.79	209.5	102	9.43	9.5	10	2.57	2	1
50	94	415	927	1	1	0	85.9	113	14.60	226.7	91	19.27	279.6	110	12.58	15.6	16	4.21	0	1
30	105	415	2467	1	2	27	141.2	96	24.00	167.7	94	14.25	274.4	101	12.35	11.4	2	3.08	1	1
28	73	415	3063	1	2	31	194.4	104	33.05	176.0	84	14.96	230.1	110	10.35	11.5	3	3.11	0	1
30	112	415	2137	1	1	0	167.6	100	28.49	154.5	90	13.13	281.4	107	12.66	17.3	3	4.67	2	1
15	179	408	3098	1	1	0	234.5	134	39.87	164.2	94	13.96	191.4	72	8.61	6.1	4	1.65	1	1
20	57	510	889	1	1	0	154.2	78	26.21	196.7	85	16.72	253.5	97	11.41	10.1	9	2.73	1	1
4	127	415	1632	1	2	14	143.2	99	24.34	169.9	91	14.44	221.6	77	9.97	11.6	1	3.13	1	1
42	122	415	2811	2	2	40	216.4	80	36.79	249.7	90	21.22	185.9	99	8.37	12.7	4	3.43	1	1
27	33	510	182	1	2	35	161.9	85	27.52	151.2	82	12.85	191.0	131	8.59	8.5	2	2.30	1	1
47	94	408	1175	1	1	0	118.7	90	20.18	205.1	57	17.43	172.2	100	7.75	10.4	6	2.81	3	1
45	100	408	1985	1	1	0	179.1	123	30.45	196.6	132	16.71	186.7	116	8.40	10.2	10	2.75	1	1
12	106	415	918	1	1	0	147.9	97	25.14	209.3	99	17.79	162.1	80	7.29	8.8	5	2.38	2	1
8	148	415	2690	1	2	38	209.2	110	35.56	116.6	73	9.91	109.6	105	4.93	16.5	4	4.46	2	1
49	120	415	3055	1	2	29	244.3	140	41.53	322.3	89	27.40	166.8	83	7.51	10.6	6	2.86	0	1
45	91	415	1886	1	2	34	175.3	96	29.80	262.3	122	22.30	143.9	76	6.48	5.6	11	1.51	1	1
48	86	510	2125	1	1	0	150.5	92	25.59	120.3	95	10.23	271.2	96	12.20	9.0	2	2.43	1	1
42	78	415	1202	1	2	25	197.4	73	33.56	295.7	113	25.13	211.7	73	9.53	13.2	2	3.56	0	1
27	94	510	900	1	1	0	163.5	136	27.80	143.7	111	12.21	253.4	82	11.40	12.6	5	3.40	1	1
32	85	415	1378	1	1	0	236.9	93	40.27	197.7	113	16.80	309.1	78	13.91	11.4	7	3.08	2	2
7	89	415	3076	1	1	0	82.3	77	13.99	167.2	80	14.21	194.7	70	8.76	7.2	4	1.94	1	1
46	128	415	2921	1	1	0	216.0	111	36.72	153.7	115	13.06	227.0	74	10.22	12.7	4	3.43	1	1
28	115	415	358	2	1	0	180.0	119	30.60	198.8	126	16.90	217.1	70	9.77	12.4	3	3.35	1	1
1	76	415	2691	1	1	0	143.7	55	24.43	173.1	108	14.71	239.1	95	10.76	5.8	6	1.57	1	1
21	75	415	1450	1	2	39	198.2	107	33.69	280.4	132	23.83	129.6	73	5.83	11.3	7	3.05	1	1
15	90	415	1801	1	2	29	185.6	106	31.55	219.7	113	18.67	152.1	120	6.84	11.1	5	3.00	2	1
7	30	408	2940	1	1	0	137.6	108	23.39	162.0	80	13.77	187.7	126	8.45	5.8	10	1.57	3	1
17	105	415	2722	2	1	0	273.9	119	46.56	278.6	103	23.68	255.3	90	11.49	10.9	7	2.94	1	2
20	102	415	2265	1	2	31	125.3	92	21.30	141.2	108	12.00	168.2	68	7.57	6.3	2	1.70	3	1
32	83	415	2394	1	1	0	178.8	102	30.40	167.9	84	14.27	178.9	65	8.05	8.6	4	2.32	3	1
3	63	510	104	1	2	49	214.9	86	36.53	198.2	89	16.85	170.8	139	7.69	8.2	5	2.21	0	1
26	155	408	249	1	1	0	163.0	93	27.71	203.9	102	17.33	159.0	109	7.15	15.1	4	4.08	2	1
29	82	415	1281	1	2	29	163.8	77	27.85	134.9	112	11.47	79.3	95	3.57	8.8	2	2.38	2	1
16	87	510	3052	1	1	0	189.5	113	32.22	204.9	100	17.42	221.7	93	9.98	13.4	3	3.62	1	1
23	115	415	2637	1	2	26	155.2	110	26.38	230.9	133	19.63	261.6	100	11.77	4.5	4	1.22	0	1
3	99	510	2108	2	1	0	242.3	102	41.19	350.9	102	29.83	163.1	93	7.34	11.3	3	3.05	0	2
47	121	415	2553	2	2	44	254.1	127	43.20	180.2	108	15.32	196.2	129	8.83	8.7	4	2.35	3	1
50	54	510	929	1	2	33	112.0	90	19.04	208.0	112	17.68	150.3	83	6.76	11.3	4	3.05	2	1
22	105	408	2778	1	1	0	115.5	73	19.64	267.3	83	22.72	114.2	90	5.14	13.3	5	3.59	3	1
13	73	415	2907	1	1	0	137.1	102	23.31	210.8	114	17.92	191.4	120	8.61	11.1	4	3.00	1	1
7	95	415	2284	1	1	0	198.4	113	33.73	235.9	144	20.05	325.6	99	14.65	10.1	3	2.73	0	1
33	21	415	272	1	2	19	132.7	94	22.56	204.6	101	17.39	154.7	78	6.96	12.9	7	3.48	3	1
38	163	408	672	1	2	25	219.6	99	37.33	210.4	99	17.88	242.7	88	10.92	13.8	8	3.73	2	1
47	57	415	1482	1	1	0	169.6	96	28.83	234.7	112	19.95	285.4	83	12.84	11.2	4	3.02	0	1
40	104	408	1924	2	1	0	160.4	73	27.27	293.9	103	24.98	306.6	90	13.80	12.6	5	3.40	4	1
40	83	415	260	1	2	20	95.0	89	16.15	167.9	92	14.27	200.6	79	9.03	11.2	2	3.02	0	1
33	141	415	1279	1	1	0	160.1	87	27.22	256.7	120	21.82	270.0	107	12.15	7.0	1	1.89	2	1
2	95	415	2202	1	1	0	194.6	114	33.08	232.8	106	19.79	173.4	92	7.80	3.8	2	1.03	3	1
27	184	415	3172	1	1	0	236.4	73	40.19	287.3	120	24.42	192.0	94	8.64	13.8	4	3.73	1	2
7	74	408	1994	1	1	0	157.1	95	26.71	213.1	36	18.11	280.4	77	12.62	7.6	3	2.05	2	1
43	67	415	3077	1	1	0	179.8	125	30.57	173.2	86	14.72	272.8	97	12.28	10.9	4	2.94	0	1
14	104	415	1083	2	1	0	148.2	108	25.19	161.8	113	13.75	259.3	103	11.67	11.0	4	2.97	0	1
44	71	415	1735	1	2	39	183.2	103	31.14	209.4	111	17.80	172.4	109	7.76	11.9	6	3.21	1	1
31	149	415	1472	1	1	0	119.2	88	20.26	168.3	110	14.31	204.7	119	9.21	12.2	6	3.29	4	2
29	154	408	673	1	2	35	224.0	102	38.08	192.0	99	16.32	163.1	100	7.34	9.6	2	2.59	0	1
41	138	510	1552	1	2	21	19.5	149	3.32	140.9	109	11.98	179.7	111	8.09	7.9	1	2.13	0	1
17	117	415	1586	1	1	0	184.8	83	31.42	248.6	101	21.13	133.1	113	5.99	9.6	8	2.59	1	1
22	130	408	2121	1	1	0	176.3	140	29.97	201.0	104	17.09	161.9	123	7.29	11.3	5	3.05	1	1
40	73	415	1397	1	1	0	241.7	115	41.09	168.5	133	14.32	169.8	122	7.64	11.1	2	3.00	2	1
49	100	510	1494	1	2	38	224.7	121	38.20	294.0	131	24.99	290.0	61	13.05	9.8	6	2.65	0	1
28	149	510	1289	1	1	0	207.3	115	35.24	198.4	82	16.86	114.1	83	5.13	8.6	4	2.32	1	1
36	29	408	2643	1	1	0	196.8	81	33.46	168.0	110	14.28	132.6	98	5.97	12.7	7	3.43	2	1
51	131	510	2894	1	1	0	110.9	74	18.85	115.6	90	9.83	190.5	114	8.57	15.8	9	4.27	1	1
32	153	510	2827	1	1	0	122.5	145	20.83	273.3	103	23.23	197.8	71	8.90	8.0	3	2.16	2	1
29	84	510	2002	1	1	0	226.9	144	38.57	201.6	122	17.14	130.2	121	5.86	13.2	5	3.56	2	1
49	133	510	1855	1	1	0	187.0	65	31.79	141.4	128	12.02	238.2	108	10.72	10.0	8	2.70	2	1
18	112	415	1212	1	1	0	170.5	113	28.99	193.2	129	16.42	188.0	91	8.46	11.2	6	3.02	0	1
35	87	415	2526	1	1	0	204.8	101	34.82	161.0	80	13.69	285.7	89	12.86	9.5	3	2.57	0	1
25	72	415	2031	1	1	0	165.9	114	28.20	235.9	97	20.05	210.1	120	9.45	12.0	5	3.24	2	1
4	66	510	379	1	1	0	154.0	133	26.18	198.9	121	16.91	151.9	100	6.84	9.5	3	2.57	4	2
24	65	510	1003	1	2	29	158.1	104	26.88	322.2	81	27.39	210.0	96	9.45	8.9	6	2.40	1	1
6	74	415	2357	1	1	0	225.2	93	38.28	215.1	120	18.28	241.8	95	10.88	9.1	2	2.46	2	1
21	116	408	2730	1	1	0	159.4	79	27.10	179.5	88	15.26	167.8	71	7.55	9.7	2	2.62	6	2
3	68	510	1709	1	1	0	172.7	95	29.36	139.1	90	11.82	174.3	99	7.84	11.7	1	3.16	2	1
43	68	415	2444	1	1	0	222.8	99	37.88	175.8	85	14.94	202.0	111	9.09	11.0	3	2.97	3	1
9	54	415	1826	2	1	0	214.1	77	36.40	240.5	94	20.44	188.9	75	8.50	10.1	3	2.73	1	1
43	99	408	3212	1	1	0	54.8	92	9.32	173.0	103	14.71	195.1	125	8.78	7.5	3	2.03	1	1
49	107	408	2279	1	1	0	134.0	104	22.78	174.5	94	14.83	311.1	79	14.00	7.3	3	1.97	3	1
50	124	510	1020	1	1	0	184.8	74	31.42	175.1	84	14.88	158.2	95	7.12	10.5	6	2.84	1	1
7	95	415	1677	1	2	36	283.1	112	48.13	286.2	86	24.33	261.7	129	11.78	11.3	3	3.05	3	1
24	173	510	1603	1	1	0	291.8	143	49.61	214.3	134	18.22	151.2	119	6.80	9.9	2	2.67	0	2
25	110	408	1066	1	1	0	222.7	94	37.86	105.8	98	8.99	214.8	78	9.67	13.5	4	3.65	1	1
46	102	510	2497	1	1	0	174.5	79	29.67	236.8	136	20.13	270.4	110	12.17	8.5	5	2.30	0	1
31	130	408	2205	1	1	0	68.4	86	11.63	193.3	110	16.43	171.5	139	7.72	10.4	4	2.81	0	1
37	91	408	183	1	2	31	273.0	78	46.41	215.5	98	18.32	104.7	114	4.71	9.6	2	2.59	1	1
7	64	415	2821	2	1	0	225.3	134	38.30	108.2	87	9.20	139.6	132	6.28	17.3	9	4.67	1	2
43	176	415	3198	1	2	23	283.2	130	48.14	162.6	74	13.82	177.7	104	8.00	7.2	6	1.94	1	1
21	93	510	1993	2	1	0	131.4	78	22.34	219.7	106	18.67	155.7	103	7.01	11.1	2	3.00	1	2
49	84	510	1812	1	2	12	89.7	87	15.25	138.6	73	11.78	165.8	114	7.46	10.7	2	2.89	1	1
42	138	510	825	1	1	0	127.1	102	21.61	247.7	106	21.05	207.7	75	9.35	5.0	3	1.35	3	1
29	101	415	1829	1	2	28	105.9	132	18.00	231.7	107	19.69	281.3	120	12.66	10.7	5	2.89	1	1
46	136	408	2975	1	1	0	142.3	79	24.19	158.0	113	13.43	177.5	75	7.99	6.0	11	1.62	2	1
45	111	510	711	1	1	0	191.3	80	32.52	138.5	94	11.77	246.0	107	11.07	6.4	3	1.73	2	1
20	132	408	515	1	2	36	201.9	93	34.32	156.3	75	13.29	131.3	92	5.91	13.7	5	3.70	0	1
42	128	415	960	1	1	0	247.3	91	42.04	182.7	60	15.53	143.2	112	6.44	14.7	2	3.97	3	1
2	92	408	1577	1	2	38	242.2	96	41.17	159.7	144	13.57	210.0	108	9.45	8.9	1	2.40	1	1
2	197	415	2402	2	1	0	127.3	80	21.64	222.3	115	18.90	173.9	95	7.83	13.7	5	3.70	5	2
50	191	408	871	1	1	0	162.0	104	27.54	241.2	120	20.50	210.4	83	9.47	10.9	7	2.94	1	1
41	99	415	55	1	2	33	179.1	93	30.45	238.3	102	20.26	165.7	96	7.46	10.6	1	2.86	2	1
10	106	415	2839	1	2	31	197.4	125	33.56	123.4	110	10.49	115.6	101	5.20	12.3	4	3.32	3	1
18	88	415	2765	1	1	0	148.2	82	25.19	308.7	67	26.24	235.4	79	10.59	6.4	4	1.73	2	1
45	78	415	2226	1	1	0	193.1	85	32.83	172.1	105	14.63	129.6	119	5.83	10.2	1	2.75	0	1
35	98	408	2668	1	1	0	171.7	99	29.19	174.8	87	14.86	189.6	130	8.53	7.8	6	2.11	1	1
26	17	408	2247	1	2	35	198.5	123	33.75	270.6	74	23.00	209.9	130	9.45	8.1	10	2.19	1	1
31	56	415	2177	1	2	24	121.7	87	20.69	184.0	76	15.64	266.6	98	12.00	12.7	3	3.43	1	1
46	84	415	1587	1	1	0	130.2	105	22.13	278.0	60	23.63	305.4	74	13.74	14.0	6	3.78	2	1
47	95	510	2397	1	1	0	203.4	96	34.58	168.6	61	14.33	173.0	105	7.79	13.7	3	3.70	2	1
51	16	415	2552	1	1	0	174.7	83	29.70	280.8	122	23.87	171.7	80	7.73	10.5	8	2.84	5	1
34	76	510	1753	2	1	0	241.0	120	40.97	231.8	96	19.70	220.2	67	9.91	9.9	1	2.67	1	2
50	93	415	2004	1	1	0	141.7	95	24.09	221.0	100	18.79	227.1	71	10.22	10.2	3	2.75	0	1
48	83	408	395	1	1	0	134.8	96	22.92	167.2	78	14.21	161.5	123	7.27	7.7	5	2.08	2	1
17	123	415	153	1	1	0	163.1	119	27.73	249.4	51	21.20	168.2	77	7.57	9.0	10	2.43	1	1
47	64	408	783	1	1	0	145.5	116	24.74	228.4	110	19.41	273.4	91	12.30	8.9	8	2.40	1	1
37	82	510	2312	1	1	0	329.8	73	56.07	208.3	120	17.71	267.1	102	12.02	10.6	6	2.86	0	2
11	107	510	2032	1	1	0	194.5	97	33.07	186.3	131	15.84	178.3	106	8.02	12.7	1	3.43	2	1
6	110	510	657	1	1	0	131.9	93	22.42	272.7	106	23.18	192.8	105	8.68	7.1	4	1.92	1	1
1	96	408	253	1	2	29	150.0	91	25.50	159.4	75	13.55	228.1	55	10.26	8.5	3	2.30	1	1
43	47	415	162	1	2	30	196.6	93	33.42	241.4	140	20.52	226.0	118	10.17	12.9	4	3.48	2	1
18	115	510	1865	1	1	0	99.7	107	16.95	145.1	96	12.33	149.4	99	6.72	14.1	4	3.81	2	1
39	69	415	2395	1	1	0	143.6	88	24.41	141.8	86	12.05	194.0	83	8.73	10.8	5	2.92	3	1
7	163	408	2504	1	2	40	231.9	56	39.42	211.8	91	18.00	268.5	74	12.08	12.3	3	3.32	2	1
7	90	415	252	1	1	0	37.8	80	6.43	155.3	105	13.20	175.0	111	7.88	14.2	5	3.83	3	1
24	98	415	2013	1	1	0	72.8	107	12.38	186.4	103	15.84	175.3	110	7.89	10.5	4	2.84	3	1
51	90	408	1460	1	2	39	94.8	89	16.12	219.1	91	18.62	197.4	65	8.88	11.4	5	3.08	1	1
39	174	415	924	1	2	15	221.8	143	37.71	210.6	115	17.90	221.8	109	9.98	12.4	9	3.35	1	1
38	95	415	753	1	1	0	269.0	120	45.73	233.7	120	19.86	179.3	61	8.07	7.3	4	1.97	2	2
39	79	415	1350	1	1	0	268.3	114	45.61	185.5	111	15.77	264.6	88	11.91	6.3	7	1.70	1	2
37	123	415	2306	1	2	27	198.7	127	33.78	249.0	105	21.17	173.2	124	7.79	12.5	5	3.38	1	1
47	99	415	1882	1	1	0	115.5	75	19.64	218.1	111	18.54	254.9	98	11.47	11.5	7	3.11	7	2
14	114	415	1891	1	1	0	202.1	100	34.36	195.7	102	16.63	291.8	120	13.13	13.3	5	3.59	2	1
39	141	510	1368	1	1	0	215.6	113	36.65	200.6	81	17.05	153.8	107	6.92	12.4	6	3.35	1	1
33	132	408	3097	1	1	0	169.9	107	28.88	209.4	121	17.80	206.1	79	9.27	11.5	2	3.11	1	1
10	133	510	2293	1	1	0	201.7	85	34.29	169.4	116	14.40	286.3	80	12.88	6.0	4	1.62	0	1
44	133	408	2592	1	1	0	221.1	133	37.59	160.2	140	13.62	161.8	84	7.28	8.4	3	2.27	4	1
47	93	510	409	1	2	32	218.7	117	37.18	115.0	61	9.78	192.7	85	8.67	9.4	5	2.54	2	1
20	34	415	1652	1	1	0	293.7	89	49.93	272.5	71	23.16	178.2	76	8.02	11.0	10	2.97	2	2
38	140	415	209	1	1	0	120.3	108	20.45	240.4	84	20.43	216.4	74	9.74	7.7	3	2.08	4	2
9	96	415	639	1	2	26	175.8	96	29.89	206.6	84	17.56	178.0	105	8.01	11.1	2	3.00	2	1
10	144	510	2001	1	1	0	278.5	95	47.35	240.7	90	20.46	120.0	90	5.40	11.6	5	3.13	1	2
14	24	408	516	1	2	29	236.3	105	40.17	190.8	114	16.22	129.0	105	5.81	7.2	2	1.94	3	1
21	54	415	2881	1	1	0	273.8	113	46.55	119.6	156	10.17	267.6	117	12.04	11.7	3	3.16	1	1
50	50	408	762	1	1	0	131.1	129	22.29	160.5	94	13.64	206.9	88	9.31	5.6	9	1.51	5	2
14	92	415	3167	1	2	23	167.4	83	28.46	258.6	129	21.98	116.4	110	5.24	11.2	3	3.02	4	1
34	96	408	1695	1	1	0	197.7	68	33.61	250.5	53	21.29	181.2	67	8.15	10.5	3	2.84	3	1
36	146	415	1126	1	1	0	169.5	93	28.82	230.9	71	19.63	269.8	115	12.14	9.0	7	2.43	2	1
14	138	415	443	2	2	17	225.2	116	38.28	173.4	88	14.74	145.8	99	6.56	11.7	4	3.16	0	1
41	102	408	1456	1	1	0	174.5	73	29.67	213.7	114	18.16	164.7	116	7.41	10.3	5	2.78	4	1
25	76	510	3216	1	1	0	129.7	84	22.05	177.5	80	15.09	228.9	87	10.30	7.5	3	2.03	5	2
30	99	415	2102	1	1	0	200.0	66	34.00	107.9	104	9.17	233.7	82	10.52	11.4	2	3.08	3	1
28	83	510	1380	1	2	36	95.9	87	16.30	261.6	105	22.24	228.6	109	10.29	13.3	4	3.59	0	1
22	36	510	284	1	2	25	152.8	110	25.98	242.8	67	20.64	147.4	74	6.63	9.1	2	2.46	1	1
23	70	510	2574	1	1	0	129.9	102	22.08	208.7	133	17.74	231.4	93	10.41	14.3	3	3.86	1	1
4	109	415	2696	2	1	0	268.4	85	45.63	150.6	131	12.80	297.9	84	13.41	9.7	8	2.62	2	2
4	100	415	194	1	1	0	188.5	152	32.05	148.3	115	12.61	179.8	88	8.09	15.2	5	4.10	2	1
12	104	408	954	1	1	0	170.6	97	29.00	162.1	111	13.78	210.7	131	9.48	6.1	1	1.65	1	1
32	106	415	2470	1	1	0	191.4	124	32.54	200.7	116	17.06	230.1	76	10.35	8.2	3	2.21	1	1
26	84	510	1876	1	1	0	75.3	96	12.80	179.9	113	15.29	193.8	134	8.72	12.3	1	3.32	1	1
20	80	510	59	1	1	0	149.8	123	25.47	276.3	75	23.49	241.4	75	10.86	10.9	7	2.94	2	1
41	100	510	770	1	1	0	115.9	87	19.70	111.3	56	9.46	170.2	77	7.66	7.1	4	1.92	1	1
24	99	408	2139	1	1	0	128.8	86	21.90	203.9	105	17.33	282.6	131	12.72	14.1	4	3.81	2	1
50	50	510	1124	1	1	0	131.7	108	22.39	216.5	103	18.40	196.1	126	8.82	11.0	5	2.97	1	1
26	105	415	587	1	1	0	101.4	48	17.24	159.1	119	13.52	259.2	53	11.66	12.2	2	3.29	1	1
46	113	415	2618	1	2	23	149.0	104	25.33	235.8	67	20.04	201.8	76	9.08	9.5	5	2.57	4	1
26	111	415	2721	1	2	36	96.8	123	16.46	170.6	105	14.50	166.0	85	7.47	13.4	4	3.62	2	1
33	161	408	2468	1	1	0	107.5	121	18.28	256.4	46	21.79	247.2	131	11.12	12.6	3	3.40	2	1
44	70	415	514	1	1	0	232.8	95	39.58	303.4	111	25.79	255.6	104	11.50	12.9	7	3.48	0	2
12	97	415	2847	1	2	43	121.1	105	20.59	260.2	115	22.12	222.4	100	10.01	8.3	5	2.24	3	1
48	130	510	2810	1	1	0	124.3	70	21.13	270.7	99	23.01	239.5	83	10.78	3.5	6	0.95	0	1
49	92	415	850	1	1	0	157.7	101	26.81	298.6	100	25.38	216.9	99	9.76	13.8	3	3.73	1	1
6	119	408	1468	1	1	0	124.3	68	21.13	207.1	88	17.60	157.4	93	7.08	14.8	1	4.00	0	1
34	115	415	255	1	1	0	286.4	125	48.69	205.7	74	17.48	191.4	141	8.61	6.9	6	1.86	1	2
40	134	415	3023	1	1	0	141.7	95	24.09	205.6	101	17.48	218.5	60	9.83	8.8	6	2.38	0	1
46	127	408	3049	1	2	25	173.0	91	29.41	245.8	64	20.89	300.0	99	13.50	4.8	3	1.30	0	1
32	80	415	103	1	1	0	268.7	120	45.68	301.0	147	25.59	167.0	140	7.52	5.8	1	1.57	2	2
29	153	415	2062	1	2	31	218.5	130	37.15	134.2	103	11.41	118.9	105	5.35	9.4	6	2.54	0	1
24	85	415	1285	1	1	0	255.3	114	43.40	194.6	83	16.54	276.6	78	12.45	3.7	5	1.00	3	1
12	79	415	257	1	1	0	41.9	124	7.12	211.0	95	17.94	237.9	55	10.71	11.4	5	3.08	1	1
29	35	415	1227	1	1	0	260.8	87	44.34	258.1	78	21.94	131.3	123	5.91	5.8	2	1.57	1	1
49	120	408	1667	1	2	26	239.4	94	40.70	259.4	88	22.05	238.0	132	10.71	7.7	3	2.08	0	1
24	68	510	1522	1	1	0	226.7	94	38.54	168.4	129	14.31	188.7	117	8.49	10.2	1	2.75	0	1
8	60	408	1019	1	1	0	179.3	147	30.48	208.9	89	17.76	248.2	98	11.17	13.5	6	3.65	1	2
17	120	510	2282	1	1	0	158.0	110	26.86	197.0	103	16.75	154.9	132	6.97	10.0	5	2.70	1	1
27	71	510	1286	1	2	23	175.7	82	29.87	258.9	136	22.01	268.4	154	12.08	14.1	7	3.81	1	1
50	124	415	1132	1	1	0	157.4	107	26.76	167.8	112	14.26	188.8	102	8.50	8.8	3	2.38	3	1
22	23	510	1739	1	1	0	113.1	74	19.23	168.8	95	14.35	262.9	126	11.83	6.9	2	1.86	1	2
51	225	415	1648	1	1	0	182.7	142	31.06	246.5	63	20.95	218.0	103	9.81	8.8	2	2.38	1	1
35	181	415	3309	2	1	0	161.3	83	27.42	124.4	83	10.57	262.0	98	11.79	14.1	3	3.81	0	2
47	63	415	859	1	1	0	142.5	92	24.23	208.3	102	17.71	228.9	120	10.30	7.5	2	2.03	2	1
28	54	415	2837	2	1	0	190.5	108	32.39	259.7	108	22.07	141.5	111	6.37	9.7	2	2.62	2	2
25	80	408	2743	2	2	15	159.3	110	27.08	170.6	120	14.50	141.2	82	6.35	11.9	5	3.21	1	1
28	118	408	454	2	2	39	153.8	106	26.15	123.3	111	10.48	117.8	103	5.30	9.2	6	2.48	1	1
32	42	408	538	2	1	0	180.7	127	30.72	174.6	94	14.84	165.3	114	7.44	12.0	6	3.24	2	1
36	134	408	1030	1	1	0	202.7	105	34.46	224.9	90	19.12	253.9	108	11.43	12.1	7	3.27	0	1
44	66	415	2634	1	2	35	190.8	100	32.44	261.3	93	22.21	209.5	108	9.43	8.9	6	2.40	0	1
48	66	415	332	1	1	0	205.1	102	34.87	232.7	109	19.78	259.9	95	11.70	9.2	6	2.48	2	1
43	127	415	446	1	2	28	235.6	124	40.05	236.8	113	20.13	241.2	127	10.85	7.7	2	2.08	1	1
12	146	510	2197	1	1	0	189.3	77	32.18	155.9	128	13.25	186.0	83	8.37	7.4	3	2.00	0	1
51	93	408	1208	1	2	42	166.9	101	28.37	273.2	84	23.22	171.0	106	7.69	11.5	1	3.11	1	1
7	77	415	298	1	1	0	245.2	87	41.68	254.1	83	21.60	239.4	91	10.77	7.5	4	2.03	0	2
33	111	415	759	1	1	0	132.6	125	22.54	221.1	67	18.79	127.9	101	5.76	12.7	2	3.43	4	2
32	125	415	2804	1	1	0	182.3	64	30.99	139.8	121	11.88	171.6	96	7.72	11.6	7	3.13	2	1
2	115	510	2218	1	2	14	192.3	86	32.69	88.7	90	7.54	229.4	120	10.32	10.5	3	2.84	2	1
24	115	510	2208	2	1	0	122.0	110	20.74	220.2	100	18.72	179.7	124	8.09	10.8	2	2.92	2	2
28	114	408	2761	1	1	0	193.0	101	32.81	250.0	81	21.25	133.3	79	6.00	9.6	2	2.59	2	1
36	106	415	1328	1	1	0	158.6	112	26.96	220.0	114	18.70	252.9	106	11.38	9.1	3	2.46	0	1
29	118	415	61	1	2	39	91.5	125	15.56	219.9	113	18.69	229.0	99	10.31	12.7	8	3.43	2	1
6	59	510	128	1	1	0	153.6	92	26.11	205.5	88	17.47	114.5	89	5.15	12.5	10	3.38	1	1
29	87	415	568	2	2	40	221.6	79	37.67	157.1	74	13.35	222.4	124	10.01	11.5	3	3.11	1	1
35	21	415	281	1	1	0	244.7	81	41.60	168.0	117	14.28	281.5	87	12.67	6.6	1	1.78	1	1
49	142	408	561	1	2	24	239.8	103	40.77	285.9	65	24.30	256.7	106	11.55	9.5	4	2.57	0	1
51	62	415	337	1	1	0	172.4	132	29.31	230.5	100	19.59	228.2	109	10.27	11.0	5	2.97	0	1
38	149	415	123	1	1	0	242.5	83	41.23	245.4	97	20.86	219.6	80	9.88	10.0	3	2.70	3	2
6	54	510	1187	1	2	39	117.6	82	19.99	159.2	60	13.53	236.4	113	10.64	11.3	10	3.05	2	1
19	112	510	2929	1	1	0	174.5	127	29.67	259.3	71	22.04	170.5	120	7.67	11.3	7	3.05	1	1
2	68	510	603	1	1	0	157.3	83	26.74	220.9	85	18.78	218.9	129	9.85	12.0	7	3.24	1	1
44	201	415	2850	1	2	21	192.0	97	32.64	239.1	81	20.32	116.1	125	5.22	15.1	3	4.08	1	1
39	88	510	2410	1	1	0	218.2	76	37.09	169.3	60	14.39	141.1	99	6.35	8.0	1	2.16	1	1
15	85	415	2235	1	2	29	144.6	97	24.58	140.0	102	11.90	165.4	148	7.44	10.9	3	2.94	1	1
9	51	415	3275	2	1	0	153.6	108	26.11	232.9	85	19.80	214.2	92	9.64	14.1	4	3.81	0	2
25	45	510	2486	1	2	29	135.8	104	23.09	222.5	101	18.91	235.6	92	10.60	7.9	6	2.13	2	1
3	116	510	2911	1	1	0	160.7	69	27.32	146.8	106	12.48	287.8	144	12.95	8.2	5	2.21	0	1
36	146	408	2258	1	2	31	202.5	91	34.43	241.4	108	20.52	169.6	77	7.63	7.8	2	2.11	1	1
49	63	510	2378	1	2	34	152.2	119	25.87	227.1	91	19.30	195.7	103	8.81	12.3	5	3.32	1	1
11	133	510	2301	1	1	0	227.4	90	38.66	73.2	135	6.22	114.3	99	5.14	4.7	7	1.27	0	1
18	125	408	31	1	1	0	191.6	115	32.57	205.6	108	17.48	210.2	123	9.46	9.2	3	2.48	2	1
36	72	510	2973	1	1	0	138.9	111	23.61	211.6	102	17.99	179.5	91	8.08	10.8	3	2.92	1	1
43	130	408	2585	1	1	0	127.0	102	21.59	206.9	107	17.59	231.7	99	10.43	6.1	6	1.65	0	1
42	97	415	2024	1	1	0	168.6	87	28.66	259.2	105	22.03	279.8	123	12.59	7.3	4	1.97	1	1
35	54	415	760	1	1	0	286.6	73	48.72	223.2	108	18.97	203.7	107	9.17	11.5	5	3.11	1	2
11	160	415	511	1	2	29	164.6	121	27.98	262.8	108	22.34	123.8	131	5.57	15.2	4	4.10	1	1
44	79	415	117	1	1	0	144.0	90	24.48	135.8	91	11.54	212.4	129	9.56	13.0	4	3.51	1	1
50	92	415	1219	1	2	47	141.6	95	24.07	207.9	130	17.67	203.6	95	9.16	10.2	11	2.75	0	1
23	59	415	1706	1	1	0	204.3	65	34.73	247.3	123	21.02	214.7	94	9.66	12.0	4	3.24	1	1
29	132	510	1588	1	1	0	163.2	80	27.74	167.6	90	14.25	87.5	90	3.94	6.2	10	1.67	1	1
30	21	510	2862	1	1	0	225.0	110	38.25	244.2	111	20.76	221.2	93	9.95	10.7	4	2.89	0	1
42	93	415	204	1	1	0	176.1	103	29.94	199.7	130	16.97	263.9	96	11.88	8.5	6	2.30	2	1
32	147	415	1838	1	2	36	254.2	78	43.21	228.1	105	19.39	98.0	125	4.41	13.8	7	3.73	5	1
1	101	510	2974	1	1	0	174.9	105	29.73	262.0	75	22.27	210.0	93	9.45	8.5	5	2.30	1	1
7	125	415	2918	2	1	0	187.3	118	31.84	160.7	111	13.66	263.8	112	11.87	9.6	2	2.59	0	2
6	63	415	2887	1	1	0	211.8	84	36.01	230.9	137	19.63	217.1	99	9.77	10.7	9	2.89	3	1
21	107	415	817	1	1	0	241.9	102	41.12	126.9	117	10.79	185.6	92	8.35	11.7	6	3.16	0	1
29	110	408	738	1	1	0	196.1	103	33.34	199.7	123	16.97	135.9	71	6.12	12.9	1	3.48	3	1
31	83	415	3102	1	1	0	231.3	100	39.32	210.4	84	17.88	217.4	106	9.78	12.4	2	3.35	3	1
24	117	408	1622	1	1	0	161.6	104	27.47	196.3	119	16.69	294.8	111	13.27	13.8	2	3.73	1	1
18	124	415	495	1	1	0	194.0	103	32.98	241.0	116	20.49	227.5	153	10.24	11.9	5	3.21	0	1
31	115	510	2540	1	1	0	109.7	148	18.65	223.8	87	19.02	240.3	96	10.81	15.4	8	4.16	3	1
6	156	408	1754	2	1	0	277.0	119	47.09	238.3	106	20.26	94.4	96	4.25	8.3	3	2.24	1	1
18	89	408	487	1	1	0	192.1	83	32.66	163.6	88	13.91	169.7	138	7.64	6.1	3	1.65	0	1
18	72	415	3223	1	1	0	198.4	147	33.73	216.9	121	18.44	112.8	125	5.08	13.1	4	3.54	0	1
16	101	415	186	1	2	42	209.2	82	35.56	159.7	74	13.57	181.6	100	8.17	9.5	3	2.57	0	1
38	53	415	2060	1	1	0	184.8	98	31.42	216.4	125	18.39	141.1	116	6.35	18.4	3	4.97	2	1
42	116	408	2305	1	1	0	167.8	119	28.53	142.0	123	12.07	190.7	128	8.58	7.3	4	1.97	2	1
9	78	408	47	1	1	0	139.2	140	23.66	191.4	113	16.27	286.5	125	12.89	11.8	3	3.19	3	1
38	117	415	2628	1	2	17	221.3	82	37.62	167.6	100	14.25	262.7	87	11.82	4.4	4	1.19	0	1
30	56	510	2872	1	1	0	121.6	84	20.67	165.3	115	14.05	243.9	95	10.98	8.9	2	2.40	1	1
36	123	408	2431	1	2	39	270.4	99	45.97	245.1	110	20.83	108.9	113	4.90	15.4	7	4.16	1	1
36	127	408	2441	1	1	0	139.6	94	23.73	240.9	112	20.48	127.1	88	5.72	8.8	4	2.38	2	1
3	116	415	2440	1	2	23	253.0	78	43.01	138.9	121	11.81	277.8	104	12.50	11.8	3	3.19	2	1
17	138	510	1315	1	2	26	183.9	83	31.26	240.7	93	20.46	185.7	125	8.36	15.0	3	4.05	1	1
44	120	415	1050	1	1	0	203.3	108	34.56	259.9	66	22.09	115.9	103	5.22	7.8	2	2.11	3	1
49	102	408	1211	1	1	0	200.6	106	34.10	152.5	127	12.96	199.4	128	8.97	7.7	2	2.08	3	1
38	95	415	1340	1	1	0	167.6	96	28.49	176.0	89	14.96	250.9	113	11.29	13.4	6	3.62	2	1
46	102	408	750	1	1	0	156.5	67	26.61	204.3	103	17.37	141.9	72	6.39	9.9	2	2.67	2	1
3	89	415	1357	1	2	25	215.1	140	36.57	197.4	69	16.78	162.1	117	7.29	10.6	10	2.86	1	1
7	50	408	874	1	1	0	301.7	82	51.29	167.1	118	14.20	72.2	89	3.25	10.5	6	2.84	1	1
36	93	415	2474	1	2	42	152.3	90	25.89	267.5	102	22.74	266.9	130	12.01	11.3	5	3.05	7	1
51	68	510	2493	1	1	0	195.4	116	33.22	212.1	101	18.03	138.4	134	6.23	15.1	11	4.08	1	1
15	70	408	1938	1	1	0	208.7	97	35.48	275.5	83	23.42	182.5	122	8.21	8.0	3	2.16	2	1
25	138	415	2849	1	2	29	190.1	87	32.32	223.2	123	18.97	256.2	130	11.53	14.2	6	3.83	0	1
8	141	415	233	1	2	37	185.4	87	31.52	178.5	128	15.17	218.3	107	9.82	8.0	3	2.16	4	1
20	112	415	1139	1	2	17	183.2	95	31.14	252.8	125	21.49	156.7	95	7.05	9.7	3	2.62	0	1
31	117	510	2445	2	1	0	54.2	100	9.21	303.2	84	25.77	171.8	84	7.73	8.6	2	2.32	1	2
13	1	408	124	1	2	26	208.0	115	35.36	185.0	113	15.73	177.7	144	8.00	8.1	9	2.19	1	1
2	70	415	653	1	1	0	230.3	110	39.15	77.9	87	6.62	247.1	105	11.12	13.2	4	3.56	1	1
38	87	510	2380	1	2	22	240.8	102	40.94	75.9	106	6.45	224.6	115	10.11	7.1	3	1.92	2	1
50	52	510	1646	1	2	21	195.7	119	33.27	106.2	95	9.03	157.4	94	7.08	5.3	3	1.43	2	1
48	97	408	1645	1	1	0	276.1	82	46.94	201.1	106	17.09	231.3	73	10.41	8.9	4	2.40	0	2
34	105	408	3079	1	1	0	166.1	93	28.24	175.9	106	14.95	243.5	55	10.96	16.2	3	4.37	2	1
41	77	510	1509	1	2	28	135.9	117	23.10	244.5	102	20.78	207.5	74	9.34	11.5	3	3.11	4	2
28	80	415	3283	2	1	0	189.1	122	32.15	223.2	92	18.97	269.0	116	12.11	13.9	3	3.75	2	2
31	120	510	2383	1	2	43	177.9	117	30.24	175.1	70	14.88	161.3	117	7.26	11.5	4	3.11	1	1
51	54	408	2763	1	2	39	143.9	73	24.46	210.3	117	17.88	129.2	117	5.81	12.5	8	3.38	2	1
10	148	510	2363	2	1	0	148.2	138	25.19	159.6	123	13.57	197.4	62	8.88	8.6	3	2.32	2	1
39	119	408	528	1	1	0	287.1	115	48.81	159.3	99	13.54	216.8	86	9.76	13.9	1	3.75	2	2
28	162	408	452	1	2	26	179.7	144	30.55	218.1	129	18.54	212.3	105	9.55	9.3	8	2.51	1	2
25	85	510	1968	1	1	0	165.8	96	28.19	190.0	141	16.15	144.0	116	6.48	10.9	3	2.94	5	2
17	101	510	3021	1	2	25	144.1	144	24.50	167.6	105	14.25	240.0	107	10.80	14.5	3	3.92	1	1
18	172	415	574	1	1	0	172.5	85	29.33	253.1	71	21.51	221.6	113	9.97	5.9	6	1.59	0	1
9	80	415	1727	1	1	0	199.8	138	33.97	167.1	91	14.20	271.8	94	12.23	5.5	4	1.49	1	1
49	67	510	3158	1	1	0	109.1	134	18.55	142.3	76	12.10	91.2	86	4.10	10.9	5	2.94	2	1
6	86	408	3249	1	1	0	171.8	106	29.21	301.7	44	25.64	139.4	108	6.27	9.7	5	2.62	1	1
33	107	415	2825	1	1	0	222.3	101	37.79	286.0	111	24.31	249.4	117	11.22	12.1	4	3.27	1	2
9	133	510	196	1	1	0	245.8	102	41.79	264.7	90	22.50	111.7	103	5.03	11.2	7	3.02	0	1
15	116	510	1210	1	1	0	164.6	110	27.98	270.6	103	23.00	230.4	109	10.37	8.0	3	2.16	0	1
48	63	408	530	1	1	0	211.7	107	35.99	271.7	77	23.09	203.3	108	9.15	7.4	7	2.00	0	1
20	119	408	3166	2	2	16	147.2	103	25.02	160.1	96	13.61	184.0	120	8.28	7.7	2	2.08	0	2
36	133	408	1817	2	1	0	254.7	103	43.30	252.2	80	21.44	178.1	103	8.01	8.0	3	2.16	0	2
43	94	408	1457	2	1	0	170.1	113	28.92	271.8	94	23.10	110.7	78	4.98	8.7	4	2.35	1	1
20	69	510	890	1	1	0	195.1	91	33.17	261.5	57	22.23	203.8	90	9.17	11.4	5	3.08	0	1
23	146	408	2762	1	1	0	149.3	83	25.38	187.1	130	15.90	149.8	100	6.74	7.9	4	2.13	7	2
44	119	510	1223	1	1	0	81.9	75	13.92	253.8	114	21.57	213.1	125	9.59	8.9	1	2.40	2	2
31	142	408	1956	2	2	25	191.1	109	32.49	149.6	120	12.72	227.8	60	10.25	9.8	3	2.65	0	1
21	123	408	1510	1	1	0	206.9	115	35.17	224.4	86	19.07	197.4	60	8.88	8.3	2	2.24	3	1
26	101	408	2118	1	1	0	239.0	156	40.63	273.0	106	23.21	278.2	93	12.52	13.5	8	3.65	1	2
4	43	415	1257	1	1	0	179.3	97	30.48	252.7	126	21.48	227.5	114	10.24	8.0	5	2.16	0	1
16	69	408	1092	1	1	0	185.3	91	31.50	219.1	88	18.62	243.6	107	10.96	5.5	5	1.49	0	1
35	15	510	2346	2	1	0	141.4	80	24.04	123.9	76	10.53	323.5	88	14.56	8.1	3	2.19	2	1
49	107	510	2403	1	2	25	248.6	91	42.26	119.3	115	10.14	194.3	83	8.74	12.0	1	3.24	1	1
50	67	510	1643	1	1	0	152.5	131	25.93	252.4	107	21.45	185.4	104	8.34	4.9	3	1.32	2	1
35	99	415	2076	1	1	0	145.6	102	24.75	230.9	87	19.63	181.5	86	8.17	11.4	7	3.08	1	1
37	46	415	1002	1	1	0	164.2	116	27.91	196.2	153	16.68	236.1	119	10.62	8.1	1	2.19	1	1
28	55	408	1172	2	1	0	221.0	115	37.57	165.4	97	14.06	235.4	117	10.59	9.7	4	2.62	1	1
18	39	415	1155	1	1	0	295.4	126	50.22	232.1	117	19.73	204.4	123	9.20	11.5	2	3.11	1	2
44	92	510	350	1	1	0	139.8	98	23.77	174.9	143	14.87	201.6	135	9.07	9.4	7	2.54	2	1
7	56	415	2785	1	1	0	162.3	99	27.59	149.1	78	12.67	255.5	115	11.50	14.8	1	4.00	4	2
30	76	415	263	1	1	0	272.7	97	46.36	236.4	95	20.09	235.5	105	10.60	7.7	2	2.08	0	2
12	132	408	1238	2	2	33	200.3	75	34.05	226.6	67	19.26	198.8	91	8.95	12.9	3	3.48	2	1
41	140	510	731	1	2	28	157.1	77	26.71	172.4	97	14.65	184.5	94	8.30	11.1	9	3.00	1	1
1	51	510	921	2	2	12	135.8	60	23.09	200.6	134	17.05	192.4	98	8.66	12.3	7	3.32	2	1
42	27	408	1793	1	1	0	236.7	110	40.24	231.9	92	19.71	164.7	85	7.41	12.7	6	3.43	1	1
14	224	510	1214	1	1	0	111.4	133	18.94	175.0	66	14.88	217.2	106	9.77	5.5	6	1.49	3	1
37	105	510	2741	2	2	28	156.1	89	26.54	107.1	114	9.10	167.7	95	7.55	14.7	3	3.97	0	2
48	117	408	1894	1	1	0	191.1	93	32.49	282.8	56	24.04	84.8	118	3.82	12.0	4	3.24	2	1
42	91	415	1099	1	1	0	153.0	123	26.01	141.1	127	11.99	171.5	76	7.72	10.3	15	2.78	1	2
36	135	415	3003	1	1	0	218.8	123	37.20	242.8	64	20.64	85.8	80	3.86	10.3	3	2.78	4	1
46	146	415	1297	1	1	0	205.4	101	34.92	134.9	77	11.47	310.5	83	13.97	10.3	2	2.78	3	1
49	147	415	2748	2	1	0	225.2	111	38.28	184.9	98	15.72	143.2	146	6.44	9.9	1	2.67	0	2
16	68	510	121	1	1	0	249.9	127	42.48	254.5	118	21.63	273.2	98	12.29	8.9	6	2.40	2	2
33	68	408	2435	1	1	0	131.6	89	22.37	137.0	109	11.65	256.3	107	11.53	10.2	5	2.75	3	1
12	86	408	2487	1	2	21	197.9	99	33.64	165.6	100	14.08	208.0	120	9.36	10.1	9	2.73	0	1
18	131	415	2558	1	1	0	166.5	129	28.31	210.2	107	17.87	257.2	93	11.57	9.9	5	2.67	1	1
36	86	415	1062	1	2	29	225.4	79	38.32	187.1	112	15.90	281.1	112	12.65	12.9	3	3.48	1	1
47	159	415	279	1	1	0	275.8	103	46.89	189.5	108	16.11	223.9	93	10.08	7.4	5	2.00	2	2
4	134	415	178	1	2	40	142.9	105	24.29	88.6	61	7.53	290.0	96	13.05	10.8	6	2.92	1	1
47	113	510	1173	1	1	0	207.2	113	35.22	256.0	80	21.76	211.0	87	9.49	9.9	1	2.67	1	1
25	132	408	3018	1	1	0	206.2	100	35.05	211.2	118	17.95	196.2	122	8.83	10.2	6	2.75	1	1
2	85	415	1480	1	1	0	210.3	66	35.75	195.8	76	16.64	221.6	82	9.97	11.2	7	3.02	1	1
32	93	510	2005	2	2	38	225.7	117	38.37	119.6	122	10.17	193.2	125	8.69	14.0	7	3.78	1	2
48	174	408	901	1	2	33	167.8	91	28.53	205.3	91	17.45	130.0	132	5.85	14.5	4	3.92	4	2
35	61	415	586	1	1	0	197.7	118	33.61	152.2	96	12.94	221.0	93	9.95	7.0	3	1.89	2	1
8	91	415	2015	1	2	39	169.8	105	28.87	65.2	116	5.54	144.4	92	6.50	10.9	4	2.94	1	1
30	88	408	2412	1	2	28	190.6	104	32.40	237.3	105	20.17	211.6	116	9.52	9.8	1	2.65	2	1
20	88	408	1964	1	2	45	80.3	140	13.65	153.3	101	13.03	309.2	123	13.91	12.8	3	3.46	2	1
47	195	415	1766	1	2	36	231.7	110	39.39	225.1	88	19.13	201.7	89	9.08	12.1	2	3.27	0	1
33	182	415	1941	1	1	0	69.1	114	11.75	230.3	109	19.58	256.7	96	11.55	6.5	4	1.76	0	1
6	118	408	21	1	1	0	188.8	60	32.10	217.4	64	18.48	220.1	100	9.90	8.2	7	2.21	4	1
31	103	408	1560	1	1	0	150.6	125	25.60	169.1	126	14.37	221.2	104	9.95	10.4	8	2.81	8	2
15	65	510	1518	1	1	0	192.0	89	32.64	139.5	88	11.86	187.4	102	8.43	5.5	4	1.49	2	1
45	61	408	308	1	2	25	163.7	78	27.83	113.2	112	9.62	134.1	118	6.03	9.9	3	2.67	3	1
50	172	415	1093	1	1	0	211.7	100	35.99	198.7	101	16.89	301.7	136	13.58	6.5	9	1.76	1	1
32	72	415	3333	1	1	0	175.5	103	29.84	132.3	120	11.25	242.9	96	10.93	11.8	3	3.19	1	1
33	113	510	1414	1	1	0	150.1	120	25.52	200.1	85	17.01	266.7	105	12.00	11.0	3	2.97	2	1
29	177	408	2019	1	1	0	189.5	99	32.22	176.3	117	14.99	225.9	112	10.17	14.2	2	3.83	1	1
48	100	408	1929	1	1	0	70.8	94	12.04	215.6	102	18.33	230.8	125	10.39	9.5	1	2.57	6	2
33	67	415	2713	1	1	0	215.5	102	36.64	190.7	95	16.21	214.5	106	9.65	8.6	6	2.32	1	1
9	136	415	926	1	1	0	101.7	105	17.29	202.8	99	17.24	136.2	119	6.13	9.4	6	2.54	3	1
11	71	415	2249	1	1	0	258.4	132	43.93	126.8	119	10.78	182.4	87	8.21	9.7	8	2.62	4	1
12	134	408	1549	1	1	0	242.4	126	41.21	152.9	115	13.00	318.3	115	14.32	11.8	6	3.19	1	1
7	124	415	164	1	1	0	131.8	82	22.41	284.3	119	24.17	305.5	101	13.75	11.3	2	3.05	1	1
32	84	415	3007	1	1	0	190.2	102	32.33	197.7	141	16.80	247.5	102	11.14	9.8	6	2.65	2	1
22	39	408	1392	1	1	0	154.1	104	26.20	204.2	112	17.36	196.2	92	8.83	9.8	4	2.65	2	1
37	110	510	1058	1	1	0	188.0	127	31.96	90.5	118	7.69	150.3	64	6.76	15.3	3	4.13	3	1
43	102	510	660	1	1	0	103.1	70	17.53	275.0	129	23.38	141.1	92	6.35	11.2	5	3.02	1	1
51	70	415	1364	1	1	0	175.4	130	29.82	159.5	130	13.56	260.6	96	11.73	11.6	4	3.13	0	1
35	142	415	352	1	1	0	145.4	93	24.72	209.1	98	17.77	214.0	96	9.63	10.9	1	2.94	1	1
9	81	510	1655	2	1	0	250.6	85	42.60	187.9	50	15.97	120.3	131	5.41	7.8	5	2.11	1	1
40	17	415	2442	1	1	0	161.5	123	27.46	214.2	81	18.21	315.0	106	14.18	8.6	5	2.32	1	1
39	119	408	1756	1	1	0	260.1	101	44.22	256.5	68	21.80	229.1	89	10.31	10.0	2	2.70	1	2
12	105	415	2609	1	1	0	281.3	124	47.82	301.5	96	25.63	202.8	109	9.13	8.7	3	2.35	0	2
21	108	415	1679	2	2	42	130.1	90	22.12	167.0	128	14.20	244.7	80	11.01	13.6	5	3.67	3	2
46	90	415	1437	1	1	0	102.0	118	17.34	113.3	134	9.63	188.6	105	8.49	11.4	3	3.08	2	1
16	100	415	1323	1	2	33	218.7	104	37.18	155.0	144	13.18	99.0	117	4.46	12.1	4	3.27	1	1
38	155	408	3059	1	2	30	128.5	86	21.85	188.4	91	16.01	254.4	85	11.45	6.8	6	1.84	1	1
4	113	510	2687	1	1	0	128.7	100	21.88	227.1	67	19.30	178.1	135	8.01	9.2	4	2.48	2	2
49	123	415	1579	1	1	0	172.2	92	29.27	162.6	76	13.82	250.3	101	11.26	8.7	4	2.35	1	1
46	145	408	2286	1	1	0	199.2	124	33.86	126.0	86	10.71	289.2	135	13.01	7.6	3	2.05	1	1
25	42	415	2943	1	1	0	184.5	98	31.37	200.5	93	17.04	279.2	91	12.56	8.8	3	2.38	2	1
34	125	510	314	1	1	0	168.6	99	28.66	175.6	107	14.93	243.3	92	10.95	10.9	7	2.94	0	1
12	131	415	2814	1	2	30	174.0	118	29.58	205.3	81	17.45	218.2	90	9.82	6.7	3	1.81	1	1
48	107	415	2988	1	1	0	230.4	65	39.17	257.4	80	21.88	107.3	88	4.83	8.5	3	2.30	1	1
15	48	408	520	1	1	0	198.2	73	33.69	202.8	115	17.24	146.4	73	6.59	5.1	5	1.38	1	1
15	76	510	2579	1	1	0	186.1	96	31.64	211.6	100	17.99	230.6	100	10.38	8.0	4	2.16	0	1
19	128	415	232	1	1	0	148.5	105	25.25	243.0	106	20.66	255.2	114	11.48	6.8	2	1.84	1	1
49	73	415	3241	1	1	0	157.1	109	26.71	268.8	83	22.85	181.5	91	8.17	10.0	8	2.70	0	1
44	52	415	1347	1	1	0	155.0	110	26.35	133.4	104	11.34	176.1	84	7.92	7.0	4	1.89	4	2
23	126	415	2343	2	2	26	129.3	123	21.98	176.5	114	15.00	154.5	102	6.95	9.6	7	2.59	1	1
28	124	415	903	1	1	0	188.5	77	32.05	182.0	123	15.47	218.2	127	9.82	6.1	6	1.65	1	1
48	137	408	1091	1	1	0	208.8	120	35.50	225.3	100	19.15	221.6	130	9.97	11.1	5	3.00	0	1
29	71	510	1642	1	1	0	238.0	82	40.46	278.5	94	23.67	193.1	134	8.69	11.8	10	3.19	0	2
30	139	415	1707	1	1	0	211.1	103	35.89	206.9	108	17.59	193.9	70	8.73	5.6	4	1.51	0	1
26	107	510	904	1	2	30	198.9	87	33.81	207.0	90	17.60	159.8	76	7.19	12.6	4	3.40	3	1
18	147	408	2417	1	1	0	212.8	79	36.18	204.1	91	17.35	156.2	113	7.03	10.2	2	2.75	1	1
40	116	510	3005	1	1	0	137.4	126	23.36	120.0	94	10.20	130.3	64	5.86	12.4	2	3.35	3	1
35	60	510	32	1	2	31	191.8	75	32.61	267.8	135	22.76	200.5	62	9.02	12.8	3	3.46	2	1
44	38	510	3046	1	1	0	149.0	92	25.33	49.2	78	4.18	163.3	93	7.35	13.9	11	3.75	0	1
9	63	408	1316	1	1	0	117.1	118	19.91	249.6	90	21.22	162.2	84	7.30	11.1	4	3.00	3	1
33	94	415	2156	1	1	0	108.0	79	18.36	241.9	152	20.56	252.1	92	11.34	10.4	3	2.81	3	1
40	131	415	1189	1	1	0	112.8	133	19.18	199.4	116	16.95	142.7	105	6.42	10.1	5	2.73	0	1
26	158	510	2967	1	1	0	175.9	105	29.90	188.3	88	16.01	188.3	98	8.47	11.0	6	2.97	1	1
35	139	510	2535	1	1	0	236.6	109	40.22	169.9	107	14.44	212.3	118	9.55	11.1	2	3.00	1	2
30	77	415	811	1	1	0	169.4	102	28.80	184.9	144	15.72	234.3	89	10.54	2.0	7	0.54	1	1
49	140	415	1148	1	1	0	129.6	79	22.03	246.2	99	20.93	172.1	124	7.74	9.4	10	2.54	3	1
18	72	408	2844	1	1	0	177.1	97	30.11	184.7	105	15.70	174.1	94	7.83	8.0	6	2.16	1	1
42	52	510	1136	1	2	20	133.3	63	22.66	184.1	123	15.65	272.9	107	12.28	13.5	2	3.65	1	1
46	103	510	2311	1	1	0	167.8	121	28.53	212.9	123	18.10	208.2	73	9.37	13.0	3	3.51	5	1
17	74	415	341	1	2	32	174.6	107	29.68	310.6	115	26.40	234.7	92	10.56	9.0	4	2.43	1	1
29	124	415	845	1	1	0	150.3	101	25.55	255.9	112	21.75	136.7	62	6.15	12.5	4	3.38	2	1
6	85	510	2361	1	2	21	283.2	110	48.14	239.7	108	20.37	149.5	80	6.73	6.3	1	1.70	5	1
18	113	408	2662	1	2	20	157.8	83	26.83	161.5	56	13.73	271.5	100	12.22	8.7	2	2.35	5	2
48	71	408	1010	1	1	0	141.2	132	24.00	149.1	90	12.67	171.4	72	7.71	7.0	2	1.89	2	1
34	177	415	3138	1	2	27	230.2	106	39.13	196.1	78	16.67	215.4	108	9.69	10.4	2	2.81	1	1
41	49	415	464	2	1	0	237.8	92	40.43	208.9	119	17.76	167.8	86	7.55	15.6	6	4.21	2	2
40	106	510	3173	2	1	0	204.0	84	34.68	168.5	61	14.32	164.0	102	7.38	13.3	3	3.59	3	2
14	60	510	2886	1	1	0	221.1	106	37.59	178.6	48	15.18	202.7	90	9.12	7.4	3	2.00	1	1
18	43	408	3183	1	1	0	177.2	93	30.12	142.6	60	12.12	314.1	144	14.13	12.7	2	3.43	4	1
22	66	510	137	1	1	0	118.0	133	20.06	248.1	99	21.09	214.4	122	9.65	5.3	5	1.43	1	1
42	125	415	2719	1	1	0	163.8	73	27.85	255.6	85	21.73	192.9	95	8.68	15.7	4	4.24	0	1
41	114	510	1345	1	2	4	141.3	96	24.02	230.4	88	19.58	223.7	85	10.07	9.4	3	2.54	3	1
43	112	415	439	1	1	0	272.5	119	46.33	226.1	94	19.22	159.1	94	7.16	16.4	5	4.43	3	2
27	101	408	1255	1	2	16	118.9	112	20.21	228.3	97	19.41	180.1	111	8.10	8.2	5	2.21	2	1
49	70	415	2770	1	1	0	7.9	100	1.34	136.4	83	11.59	156.6	89	7.05	12.1	1	3.27	0	1
1	59	408	3117	1	1	0	159.5	96	27.12	167.2	123	14.21	138.6	106	6.24	10.2	4	2.75	0	1
4	59	408	2056	1	1	0	150.2	70	25.53	185.7	98	15.78	212.5	128	9.56	12.1	2	3.27	1	1
27	124	415	3269	1	2	30	144.5	35	24.57	262.3	101	22.30	226.5	82	10.19	12.0	7	3.24	2	1
9	99	415	3078	1	1	0	140.7	88	23.92	210.9	98	17.93	229.9	125	10.35	12.4	4	3.35	2	1
46	150	510	259	1	1	0	169.2	123	28.76	216.8	83	18.43	179.4	107	8.07	12.6	3	3.40	1	1
20	81	510	2664	1	1	0	220.8	77	37.54	148.5	87	12.62	183.9	100	8.28	7.6	3	2.05	2	1
16	86	510	1109	1	1	0	216.3	96	36.77	266.3	77	22.64	214.0	110	9.63	4.5	3	1.22	0	1
21	84	510	1491	1	1	0	169.5	96	28.82	157.6	94	13.40	98.2	70	4.42	10.6	7	2.86	0	1
34	118	510	1889	1	2	35	256.3	119	43.57	258.1	91	21.94	215.5	130	9.70	11.7	1	3.16	1	1
6	89	415	2154	1	1	0	179.7	128	30.55	299.8	92	25.48	185.3	120	8.34	7.6	3	2.05	1	1
17	93	415	3201	1	1	0	266.0	120	45.22	130.1	84	11.06	165.8	63	7.46	13.1	6	3.54	3	1
3	85	415	1862	1	1	0	96.7	97	16.44	193.8	95	16.47	171.7	88	7.73	9.7	3	2.62	2	1
51	160	408	405	1	1	0	82.7	116	14.06	194.6	95	16.54	159.0	54	7.15	10.9	9	2.94	0	1
39	28	415	256	1	1	0	168.2	87	28.59	161.7	92	13.74	192.4	112	8.66	10.1	3	2.73	3	1
44	73	408	478	1	1	0	286.4	109	48.69	178.2	67	15.15	214.2	152	9.64	10.7	14	2.89	1	2
35	156	408	370	1	1	0	174.3	95	29.63	186.6	128	15.86	258.2	105	11.62	12.9	5	3.48	3	1
38	33	415	609	2	1	0	190.6	100	32.40	161.7	104	13.74	189.9	136	8.55	13.0	6	3.51	1	1
5	77	510	280	1	1	0	175.5	86	29.84	205.1	78	17.43	245.2	100	11.03	17.8	3	4.81	4	1
35	119	415	548	1	1	0	133.4	102	22.68	204.6	71	17.39	196.9	103	8.86	11.1	7	3.00	1	1
3	91	510	3096	1	2	27	204.6	96	34.78	136.0	93	11.56	210.5	82	9.47	6.6	2	1.78	3	1
23	102	510	1896	1	1	0	242.2	88	41.17	233.2	89	19.82	188.5	121	8.48	6.2	6	1.67	3	1
37	86	415	2387	1	2	33	253.1	112	43.03	210.1	94	17.86	95.0	98	4.27	11.9	4	3.21	3	1
44	82	415	1140	1	1	0	130.0	110	22.10	185.3	88	15.75	178.7	105	8.04	8.3	4	2.24	0	1
28	89	408	180	1	1	0	105.9	151	18.00	189.6	142	16.12	170.9	67	7.69	12.7	7	3.43	0	1
14	86	415	1008	1	1	0	194.2	98	33.01	193.8	95	16.47	192.0	123	8.64	9.3	7	2.51	3	1
15	134	408	1947	1	1	0	183.8	111	31.25	123.5	92	10.50	160.7	105	7.23	6.1	2	1.65	1	1
38	92	415	2092	1	1	0	196.5	82	33.41	190.0	89	16.15	163.2	99	7.34	10.8	2	2.92	2	1
42	87	510	1299	1	1	0	184.5	81	31.37	172.0	103	14.62	183.4	96	8.25	13.7	3	3.70	3	1
30	64	408	1204	1	1	0	261.9	113	44.52	148.1	99	12.59	145.2	74	6.53	13.8	4	3.73	0	1
40	80	510	185	1	1	0	202.4	118	34.41	260.2	67	22.12	177.4	112	7.98	9.2	5	2.48	3	1
21	165	415	2495	1	2	39	167.4	113	28.46	172.7	94	14.68	192.6	113	8.67	9.5	4	2.57	3	1
14	153	415	2947	1	2	22	167.7	104	28.51	246.8	91	20.98	203.9	117	9.18	7.5	11	2.03	1	1
22	41	415	2531	1	2	30	191.7	109	32.59	193.0	86	16.41	149.4	93	6.72	11.1	4	3.00	1	1
42	108	415	2229	1	1	0	240.2	78	40.83	230.3	109	19.58	217.0	83	9.76	5.2	1	1.40	2	1
35	104	415	2234	1	2	26	189.1	112	32.15	178.2	97	15.15	199.3	104	8.97	11.1	4	3.00	1	1
9	115	408	895	1	1	0	127.7	67	21.71	182.9	90	15.55	172.9	92	7.78	10.6	7	2.86	1	1
37	87	415	2090	1	1	0	205.2	106	34.88	99.5	122	8.46	189.5	75	8.53	13.4	3	3.62	1	1
41	159	415	2372	1	2	23	153.6	93	26.11	216.9	88	18.44	161.3	91	7.26	12.6	3	3.40	2	1
16	119	510	1931	1	1	0	154.5	129	26.27	193.6	87	16.46	180.9	145	8.14	13.4	3	3.62	2	1
34	69	415	2109	1	1	0	153.7	109	26.13	194.0	105	16.49	256.1	114	11.52	14.1	6	3.81	1	1
15	87	408	3152	2	2	36	171.2	138	29.10	185.8	102	15.79	227.6	97	10.24	10.8	3	2.92	1	1
42	93	510	2871	1	1	0	328.1	106	55.78	151.7	89	12.89	303.5	114	13.66	8.7	3	2.35	1	2
37	154	415	1668	2	1	0	145.9	69	24.80	208.2	141	17.70	180.9	106	8.14	14.4	10	3.89	0	2
17	57	415	1314	1	2	37	201.2	76	34.20	280.1	122	23.81	154.2	110	6.94	11.8	1	3.19	1	1
13	130	510	2891	1	1	0	139.1	72	23.65	246.0	112	20.91	207.2	121	9.32	11.4	9	3.08	5	1
32	151	415	2519	1	1	0	118.9	128	20.21	278.3	65	23.66	194.8	61	8.77	13.2	10	3.56	2	1
32	162	408	1444	1	1	0	217.6	87	36.99	279.0	71	23.72	250.7	65	11.28	10.4	4	2.81	2	2
27	60	415	2115	1	1	0	145.0	133	24.65	209.1	92	17.77	328.5	112	14.78	14.6	2	3.94	1	1
13	81	510	28	1	1	0	203.5	89	34.60	289.6	69	24.62	212.9	71	9.58	8.7	3	2.35	3	1
48	132	415	1512	1	1	0	240.1	115	40.82	180.4	91	15.33	133.4	122	6.00	8.0	6	2.16	3	1
30	86	408	2533	1	1	0	83.8	121	14.25	240.2	96	20.42	158.6	108	7.14	6.7	8	1.81	1	1
44	136	408	294	1	1	0	269.8	106	45.87	228.8	101	19.45	257.5	106	11.59	10.1	8	2.73	1	2
26	121	415	593	1	2	21	126.3	84	21.47	209.6	102	17.82	192.5	129	8.66	10.6	2	2.86	1	1
13	105	510	790	1	2	15	88.1	125	14.98	175.9	142	14.95	269.9	85	12.15	9.7	1	2.62	2	1
49	105	415	2359	1	2	34	218.5	61	37.15	196.7	74	16.72	151.1	103	6.80	9.9	4	2.67	2	1
27	51	415	3238	1	2	26	236.8	61	40.26	263.4	97	22.39	181.1	91	8.15	11.2	8	3.02	1	1
11	64	408	1056	1	1	0	124.1	117	21.10	192.8	108	16.39	162.9	84	7.33	6.4	5	1.73	3	1
27	80	510	3139	2	2	30	184.2	132	31.31	167.5	109	14.24	212.8	114	9.58	10.0	10	2.70	0	1
29	56	415	2482	1	1	0	222.7	133	37.86	277.0	89	23.55	101.8	94	4.58	13.6	4	3.67	4	1
47	120	415	423	1	1	0	149.2	98	25.36	193.6	88	16.46	248.9	119	11.20	11.1	5	3.00	1	1
42	103	510	3013	1	1	0	206.5	125	35.11	180.2	113	15.32	220.6	95	9.93	12.2	4	3.29	3	1
36	164	510	696	1	2	27	159.7	102	27.15	168.8	113	14.35	244.1	127	10.98	9.6	9	2.59	3	1
36	116	415	2078	1	2	27	204.7	118	34.80	209.4	91	17.80	212.9	67	9.58	7.0	2	1.89	2	1
27	121	408	251	1	1	0	213.2	79	36.24	120.7	116	10.26	244.4	102	11.00	7.5	4	2.03	1	1
15	55	415	2500	2	1	0	269.6	121	45.83	171.7	91	14.59	219.0	98	9.86	8.2	6	2.21	1	1
34	183	415	98	1	1	0	116.7	92	19.84	213.8	112	18.17	214.3	112	9.64	9.7	6	2.62	2	1
45	104	408	3205	1	1	0	263.4	101	44.78	235.5	117	20.02	102.0	146	4.59	13.0	4	3.51	0	1
31	90	408	2324	1	1	0	140.2	97	23.83	213.9	102	18.18	120.0	126	5.40	7.1	2	1.92	1	1
19	82	415	947	1	1	0	197.7	101	33.61	127.6	83	10.85	142.1	103	6.39	13.5	3	3.65	1	1
47	101	415	2976	1	1	0	136.2	92	23.15	220.9	110	18.78	196.9	116	8.86	13.3	7	3.59	3	1
35	9	415	2507	1	2	16	88.5	87	15.05	178.8	108	15.20	228.7	96	10.29	11.5	3	3.11	2	1
7	97	415	1664	1	1	0	215.3	58	36.60	242.4	91	20.60	279.8	105	12.59	12.1	9	3.27	0	1
17	94	408	1840	1	1	0	269.2	104	45.76	193.8	144	16.47	257.6	61	11.59	8.9	2	2.40	3	2
23	127	510	1108	1	2	25	203.8	118	34.65	267.1	48	22.70	225.1	105	10.13	7.3	5	1.97	0	1
42	125	510	2335	1	2	34	268.4	112	45.63	222.2	108	18.89	117.6	102	5.29	10.3	3	2.78	0	1
22	140	415	664	1	1	0	159.1	104	27.05	269.8	106	22.93	220.4	116	9.92	10.3	4	2.78	1	1
21	90	415	934	1	1	0	114.4	122	19.45	127.7	154	10.85	253.1	109	11.39	10.1	5	2.73	2	1
46	67	415	115	1	1	0	138.9	65	23.61	208.9	109	17.76	232.4	82	10.46	9.2	3	2.48	2	1
32	113	415	2461	1	1	0	186.0	55	31.62	237.4	105	20.18	148.1	83	6.66	12.2	6	3.29	1	1
43	121	510	390	1	2	26	170.4	91	28.97	254.5	90	21.63	219.6	122	9.88	15.1	5	4.08	0	1
8	93	408	2797	1	1	0	164.5	95	27.97	230.9	87	19.63	149.9	91	6.75	9.9	3	2.67	4	1
8	121	408	1453	1	1	0	168.6	121	28.66	168.6	94	14.33	95.3	59	4.29	12.3	4	3.32	1	1
38	53	408	2577	1	1	0	261.2	119	44.40	250.8	105	21.32	176.0	112	7.92	9.8	2	2.65	0	2
40	75	415	2131	1	1	0	190.5	91	32.39	178.4	75	15.16	162.4	113	7.31	13.1	5	3.54	1	1
1	132	510	674	1	1	0	181.1	121	30.79	314.4	109	26.72	246.7	81	11.10	4.2	9	1.13	2	1
49	162	408	3017	1	1	0	177.1	131	30.11	114.7	122	9.75	153.6	88	6.91	6.5	6	1.76	3	1
16	140	415	3030	1	1	0	160.5	114	27.29	240.5	103	20.44	233.5	121	10.51	11.3	4	3.05	1	1
23	91	408	633	1	1	0	134.7	116	22.90	295.3	98	25.10	195.5	121	8.80	6.6	5	1.78	2	1
14	73	510	2350	1	2	28	198.2	107	33.69	139.1	123	11.82	199.1	139	8.96	8.8	1	2.38	2	1
31	95	408	2578	2	1	0	228.9	134	38.91	255.7	71	21.73	208.0	120	9.36	10.1	2	2.73	4	2
24	145	408	3016	1	1	0	241.7	137	41.09	135.8	100	11.54	277.6	123	12.49	13.1	3	3.54	0	1
4	100	415	2192	1	1	0	131.1	108	22.29	176.2	81	14.98	89.7	81	4.04	4.3	4	1.16	1	1
24	122	415	2165	1	1	0	234.1	101	39.80	200.2	121	17.02	237.4	89	10.68	13.1	9	3.54	2	1
25	109	415	2174	1	1	0	200.1	72	34.02	300.9	120	25.58	236.0	68	10.62	11.9	5	3.21	0	1
2	82	408	2813	1	1	0	154.0	107	26.18	94.4	114	8.02	287.6	95	12.94	10.1	7	2.73	1	1
39	65	415	1945	1	2	23	224.2	106	38.11	189.6	100	16.12	222.8	75	10.03	9.8	4	2.65	0	1
1	52	510	3072	1	1	0	148.3	83	25.21	181.6	79	15.44	155.6	104	7.00	8.3	6	2.24	3	1
26	136	415	761	1	2	24	174.6	76	29.68	176.6	114	15.01	214.4	91	9.65	8.8	5	2.38	2	1
13	75	415	2694	1	1	0	138.5	110	23.55	153.2	86	13.02	215.6	103	9.70	11.1	7	3.00	1	1
51	146	408	744	1	1	0	109.0	69	18.53	265.8	98	22.59	228.3	80	10.27	12.6	2	3.40	1	1
30	105	408	13	1	1	0	162.3	99	27.59	212.5	95	18.06	214.7	114	9.66	11.1	8	3.00	4	1
29	48	415	2732	1	1	0	210.8	84	35.84	189.6	98	16.12	157.6	99	7.09	16.4	3	4.43	2	1
7	45	415	3122	1	1	0	142.4	107	24.21	318.7	78	27.09	224.1	108	10.08	11.1	7	3.00	1	1
28	106	415	3236	1	2	37	223.5	104	38.00	235.1	99	19.98	140.1	90	6.30	10.6	5	2.86	2	1
7	33	510	2982	1	1	0	182.5	65	31.03	232.1	96	19.73	149.2	82	6.71	7.5	2	2.03	2	1
29	68	408	2257	1	1	0	219.6	97	37.33	141.1	144	11.99	205.7	101	9.26	10.8	4	2.92	2	1
48	106	408	3123	1	1	0	193.6	66	32.91	238.2	82	20.25	176.4	107	7.94	12.9	3	3.48	0	1
34	141	415	699	1	1	0	192.4	111	32.71	156.9	87	13.34	175.8	82	7.91	11.0	6	2.97	0	1
6	98	408	2087	1	1	0	236.2	122	40.15	189.4	110	16.10	153.6	104	6.91	13.3	4	3.59	0	1
17	94	510	1700	1	2	28	233.2	88	39.64	113.3	102	9.63	118.0	71	5.31	16.1	4	4.35	0	1
6	65	510	2832	1	1	0	158.8	53	27.00	188.5	132	16.02	189.3	87	8.52	9.8	4	2.65	2	1
25	85	415	1445	1	1	0	126.1	112	21.44	274.7	126	23.35	184.4	95	8.30	9.8	4	2.65	1	1
20	71	510	3242	1	1	0	290.4	108	49.37	253.9	92	21.58	263.3	126	11.85	10.1	5	2.73	3	2
35	112	408	2436	1	2	30	60.6	113	10.30	165.9	96	14.10	132.8	99	5.98	13.3	7	3.59	0	1
1	110	415	2352	1	1	0	148.4	95	25.23	193.8	98	16.47	206.0	106	9.27	6.9	6	1.86	0	1
49	111	415	1937	1	1	0	246.5	108	41.91	216.3	89	18.39	179.6	99	8.08	12.7	3	3.43	2	1
31	74	408	3024	1	1	0	298.1	112	50.68	201.3	100	17.11	214.7	88	9.66	9.7	4	2.62	2	2
43	105	510	1381	1	1	0	119.3	82	20.28	185.1	111	15.73	157.0	74	7.07	10.9	4	2.94	2	1
35	40	408	3137	1	1	0	242.5	82	41.23	232.9	97	19.80	154.0	86	6.93	9.6	7	2.59	0	1
11	128	408	1013	2	2	18	222.1	89	37.76	160.6	109	13.65	218.8	102	9.85	13.6	2	3.67	0	2
24	123	408	3324	1	1	0	236.2	135	40.15	273.9	88	23.28	227.0	77	10.22	10.1	6	2.73	2	2
23	122	510	56	1	1	0	144.2	87	24.51	212.2	74	18.04	169.3	87	7.62	9.5	4	2.57	0	1
14	114	408	1906	1	2	19	154.6	100	26.28	241.6	109	20.54	160.0	112	7.20	12.6	1	3.40	3	1
7	102	415	3303	1	2	25	137.4	100	23.36	176.7	83	15.02	188.2	93	8.47	10.2	6	2.75	2	1
28	126	415	523	1	1	0	103.7	93	17.63	127.0	107	10.80	329.3	66	14.82	14.4	1	3.89	0	1
19	150	415	1899	1	1	0	136.6	112	23.22	209.4	81	17.80	161.1	78	7.25	12.2	2	3.29	4	2
32	60	408	283	1	1	0	289.8	101	49.27	255.6	115	21.73	242.8	76	10.93	11.7	4	3.16	2	2
44	123	408	3130	1	1	0	260.9	85	44.35	168.5	103	14.32	178.3	91	8.02	13.3	5	3.59	3	1
5	138	510	2143	2	1	0	196.2	129	33.35	176.5	86	15.00	232.4	108	10.46	15.2	1	4.10	0	2
21	29	510	1419	1	1	0	195.6	71	33.25	126.4	74	10.74	148.6	87	6.69	14.2	4	3.83	1	1
51	111	415	2085	1	1	0	222.2	96	37.77	162.5	111	13.81	184.9	120	8.32	11.9	7	3.21	4	1
44	37	510	668	2	1	0	172.9	119	29.39	183.0	86	15.56	226.4	100	10.19	9.8	1	2.65	0	2
5	111	408	83	1	1	0	249.8	109	42.47	242.4	106	20.60	231.8	78	10.43	11.6	4	3.13	0	2
45	81	510	67	1	1	0	154.5	84	26.27	216.2	91	18.38	229.8	82	10.34	13.7	3	3.70	1	1
48	46	510	151	1	1	0	90.4	108	15.37	276.2	77	23.48	146.5	111	6.59	12.7	2	3.43	1	1
26	69	510	540	1	2	27	268.8	78	45.70	246.6	89	20.96	271.9	102	12.24	16.4	3	4.43	0	1
36	125	408	2979	1	1	0	106.1	95	18.04	157.6	113	13.40	192.5	69	8.66	8.1	3	2.19	1	1
17	43	415	1915	1	1	0	27.0	117	4.59	160.9	97	13.68	279.5	96	12.58	10.7	3	2.89	3	1
40	127	415	2543	1	2	27	140.1	59	23.82	223.4	111	18.99	257.9	73	11.61	3.8	10	1.03	1	1
16	94	510	1201	1	1	0	245.0	112	41.65	180.4	91	15.33	262.9	105	11.83	9.7	6	2.62	1	1
47	46	408	1620	1	1	0	196.7	85	33.44	205.9	74	17.50	216.6	112	9.75	11.2	5	3.02	3	1
27	73	408	2374	1	2	26	131.2	98	22.30	106.5	97	9.05	221.7	96	9.98	10.2	6	2.75	2	1
7	146	408	1858	1	2	23	149.6	96	25.43	239.8	124	20.38	293.5	135	13.21	7.4	4	2.00	2	1
33	93	415	266	1	1	0	239.8	70	40.77	251.8	99	21.40	168.6	112	7.59	10.9	10	2.94	1	1
36	52	408	17	1	2	31	142.1	77	24.16	193.0	97	16.41	253.4	88	11.40	11.0	4	2.97	1	1
11	202	510	849	1	1	0	115.4	137	19.62	178.7	70	15.19	185.7	113	8.36	6.0	3	1.62	3	1
24	129	510	1470	1	2	31	193.0	99	32.81	224.8	87	19.11	197.6	91	8.89	10.3	8	2.78	2	1
7	94	415	381	1	1	0	206.1	49	35.04	224.6	115	19.09	256.7	74	11.55	13.0	1	3.51	1	1
2	100	415	1757	1	1	0	160.3	138	27.25	221.3	92	18.81	150.4	120	6.77	11.2	2	3.02	0	1
50	43	415	755	1	1	0	199.9	108	33.98	288.4	80	24.51	180.6	103	8.13	11.3	7	3.05	1	1
31	130	415	1621	1	1	0	213.1	105	36.23	206.2	108	17.53	163.4	93	7.35	8.9	3	2.40	0	1
51	124	415	3332	1	1	0	178.3	102	30.31	235.0	120	19.98	239.7	119	10.79	10.9	1	2.94	3	1
46	92	510	2964	2	1	0	252.3	120	42.89	207.0	112	17.60	284.6	95	12.81	12.0	5	3.24	3	2
47	48	415	1991	1	1	0	197.7	64	33.61	136.7	126	11.62	244.4	81	11.00	13.2	5	3.56	4	1
36	98	510	717	1	2	29	111.1	105	18.89	217.9	101	18.52	248.1	108	11.16	6.6	3	1.78	2	1
27	100	415	2045	1	1	0	96.5	86	16.41	210.2	133	17.87	146.4	106	6.59	12.5	3	3.38	1	2
20	79	415	3234	1	1	0	156.9	109	26.67	122.2	87	10.39	189.1	103	8.51	11.3	5	3.05	3	1
46	164	415	1676	1	1	0	123.3	78	20.96	170.0	85	14.45	165.9	78	7.47	12.7	2	3.43	1	1
33	105	415	1271	1	1	0	193.7	108	32.93	183.2	124	15.57	293.7	72	13.22	10.8	5	2.92	1	1
3	89	408	2934	2	1	0	206.9	134	35.17	167.7	105	14.25	155.7	86	7.01	10.9	4	2.94	0	1
30	126	415	2105	1	1	0	249.8	96	42.47	261.9	92	22.26	166.8	108	7.51	12.7	4	3.43	3	2
51	96	408	54	1	1	0	144.0	102	24.48	224.7	73	19.10	227.7	91	10.25	10.0	7	2.70	1	1
13	120	415	504	1	2	33	299.5	83	50.92	163.4	84	13.89	146.7	88	6.60	11.6	5	3.13	0	1
41	212	415	345	1	1	0	226.0	127	38.42	304.6	83	25.89	181.2	132	8.15	12.6	4	3.40	2	2
28	72	415	1466	1	1	0	137.6	106	23.39	143.5	94	12.20	273.7	110	12.32	9.6	6	2.59	2	1
12	155	415	691	2	2	26	211.7	121	35.99	139.2	123	11.83	146.7	89	6.60	11.1	3	3.00	1	1
45	89	415	665	1	1	0	89.7	80	15.25	179.8	81	15.28	145.7	120	6.56	9.5	4	2.57	2	1
51	126	408	451	2	1	0	197.6	126	33.59	246.5	112	20.95	285.3	104	12.84	12.5	8	3.38	2	1
2	172	408	1161	1	1	0	270.0	102	45.90	256.6	111	21.81	168.5	104	7.58	12.0	5	3.24	2	2
46	75	415	1615	1	1	0	224.7	116	38.20	192.0	79	16.32	212.2	98	9.55	11.3	11	3.05	3	1
49	143	510	1429	1	1	0	194.3	99	33.03	123.6	133	10.51	229.5	99	10.33	10.2	2	2.75	2	1
10	166	510	1423	2	1	0	47.7	89	8.11	264.4	95	22.47	235.2	97	10.58	13.2	3	3.56	0	2
17	132	415	3290	1	1	0	190.1	105	32.32	182.2	116	15.49	279.8	105	12.59	13.0	2	3.51	1	1
34	94	408	855	2	1	0	89.5	94	15.22	339.9	106	28.89	172.9	76	7.78	7.9	1	2.13	1	2
35	99	415	2318	1	1	0	182.6	83	31.04	154.5	111	13.13	196.0	57	8.82	12.1	5	3.27	0	1
46	136	415	2011	1	2	35	205.5	86	34.94	298.5	119	25.37	214.2	104	9.64	6.9	4	1.86	1	1
17	119	415	1999	1	1	0	231.5	82	39.36	266.9	97	22.69	211.0	118	9.49	7.4	10	2.00	1	1
28	115	510	86	2	1	0	251.3	69	42.72	252.5	96	21.46	118.3	112	5.32	9.9	1	2.67	3	2
25	160	415	712	1	1	0	171.2	103	29.10	243.5	121	20.70	178.2	92	8.02	13.0	3	3.51	2	1
29	166	510	659	1	1	0	197.9	89	33.64	251.0	113	21.34	138.3	85	6.22	11.2	2	3.02	2	1
5	120	510	445	1	1	0	134.8	94	22.92	204.1	106	17.35	238.4	109	10.73	6.7	8	1.81	1	1
50	173	415	149	1	1	0	191.4	114	32.54	168.5	138	14.32	109.3	99	4.92	10.3	3	2.78	1	1
15	156	415	562	1	1	0	174.5	65	29.67	197.4	116	16.78	238.5	86	10.73	10.6	2	2.86	0	1
35	70	415	1379	1	1	0	177.4	125	30.16	226.2	104	19.23	254.1	72	11.43	10.9	4	2.94	0	1
34	41	510	1011	1	1	0	182.1	89	30.96	211.5	104	17.98	207.4	124	9.33	6.8	1	1.84	1	1
2	132	408	839	1	1	0	222.4	85	37.81	165.4	76	14.06	208.4	97	9.38	11.2	4	3.02	0	1
17	47	510	3208	2	1	0	47.8	120	8.13	178.9	123	15.21	152.6	96	6.87	13.3	7	3.59	0	2
29	160	510	2384	1	1	0	121.8	97	20.71	89.3	97	7.59	150.7	92	6.78	10.3	5	2.78	1	1
37	180	415	2645	1	1	0	143.5	121	24.40	189.3	111	16.09	174.9	82	7.87	8.8	5	2.38	3	1
45	93	415	385	1	1	0	164.9	68	28.03	210.4	86	17.88	229.4	104	10.32	7.8	4	2.11	2	1
36	109	415	1303	1	1	0	193.6	58	32.91	148.7	115	12.64	282.5	105	12.71	13.1	1	3.54	2	1
51	80	510	2562	1	1	0	101.1	121	17.19	263.2	110	22.37	137.7	74	6.20	7.3	5	1.97	0	1
33	54	415	3147	1	2	24	92.3	88	15.69	193.1	98	16.41	99.3	119	4.47	11.6	3	3.13	2	1
2	121	415	3066	1	1	0	168.9	128	28.71	123.9	99	10.53	266.3	105	11.98	2.9	7	0.78	2	1
8	157	510	2290	1	2	29	219.2	102	37.26	206.0	109	17.51	192.4	117	8.66	15.0	5	4.05	1	1
14	170	510	555	1	2	37	178.1	130	30.28	242.8	103	20.64	243.0	93	10.93	13.0	4	3.51	0	1
3	138	510	417	1	1	0	146.5	101	24.91	284.5	142	24.18	176.0	98	7.92	14.0	6	3.78	3	1
14	92	415	2744	1	2	31	172.3	116	29.29	266.2	91	22.63	228.2	90	10.27	11.8	5	3.19	1	1
44	126	415	2098	1	1	0	190.9	143	32.45	149.7	72	12.72	191.4	87	8.61	13.0	3	3.51	1	1
33	41	415	15	1	1	0	232.1	74	39.46	327.1	88	27.80	226.5	119	10.19	10.9	2	2.94	3	2
48	167	415	3127	1	1	0	169.2	124	28.76	173.3	108	14.73	216.5	64	9.74	12.4	4	3.35	4	2
45	91	510	1528	1	1	0	123.8	107	21.05	319.0	125	27.12	237.6	78	10.69	7.3	4	1.97	2	1
40	127	510	141	1	1	0	96.0	117	16.32	177.0	68	15.05	162.2	127	7.30	9.7	4	2.62	3	1
28	88	408	3056	1	2	27	93.4	106	15.88	252.0	92	21.42	189.0	104	8.50	10.9	1	2.94	1	1
40	113	415	3084	1	1	0	90.6	130	15.40	170.6	100	14.50	137.4	74	6.18	5.4	9	1.46	1	1
35	78	510	1252	1	1	0	152.9	81	25.99	256.6	82	21.81	173.6	112	7.81	5.3	6	1.43	2	1
44	123	408	64	1	1	0	257.9	92	43.84	211.6	71	17.99	189.3	104	8.52	9.4	2	2.54	2	1
9	136	408	844	2	2	29	85.2	98	14.48	230.4	85	19.58	243.6	104	10.96	9.0	3	2.43	2	1
26	68	415	1686	1	2	34	160.0	72	27.20	184.5	119	15.68	208.3	101	9.37	6.1	10	1.65	1	1
36	132	415	1691	1	2	10	182.9	54	31.09	292.4	68	24.85	142.3	116	6.40	11.5	4	3.11	0	1
19	133	415	1207	1	1	0	216.2	67	36.75	222.2	133	18.89	192.0	95	8.64	3.1	1	0.84	2	1
10	127	415	619	1	1	0	261.7	105	44.49	181.8	107	15.45	100.9	131	4.54	3.3	5	0.89	0	1
48	110	415	3197	1	1	0	241.2	105	41.00	174.3	85	14.82	245.3	59	11.04	8.5	4	2.30	2	1
50	121	510	2584	1	1	0	177.2	142	30.12	123.5	88	10.50	213.2	51	9.59	8.4	6	2.27	1	1
35	116	510	676	1	1	0	89.5	128	15.22	180.8	137	15.37	193.1	94	8.69	14.0	3	3.78	2	1
30	112	415	852	2	2	16	200.3	72	34.05	197.8	91	16.81	151.1	92	6.80	10.4	3	2.81	1	1
39	97	510	1366	2	1	0	145.0	103	24.65	294.3	93	25.02	239.8	120	10.79	11.0	2	2.97	4	2
26	43	510	1127	1	1	0	159.5	99	27.12	119.7	149	10.17	173.9	126	7.83	6.8	3	1.84	2	1
16	110	415	1343	1	1	0	151.8	106	25.81	138.0	126	11.73	233.5	112	10.51	11.2	8	3.02	3	1
46	67	408	1072	1	1	0	176.2	120	29.95	236.0	138	20.06	152.5	104	6.86	10.6	4	2.86	1	1
24	166	408	212	1	1	0	152.1	95	25.86	121.0	105	10.29	198.0	126	8.91	9.8	5	2.65	0	1
9	129	408	1266	1	1	0	161.3	122	27.42	220.6	95	18.75	224.7	104	10.11	9.6	3	2.59	1	1
38	103	510	2341	2	1	0	171.7	78	29.19	144.5	86	12.28	157.9	106	7.11	6.8	3	1.84	3	1
45	71	415	1428	1	1	0	278.9	110	47.41	190.2	67	16.17	255.2	84	11.48	11.7	7	3.16	0	2
7	112	415	3209	1	2	27	213.0	121	36.21	226.2	101	19.23	189.8	99	8.54	11.1	3	3.00	4	1
2	8	415	3295	1	2	36	242.9	67	41.29	170.9	59	14.53	177.3	130	7.98	4.8	12	1.30	1	1
44	98	415	2780	1	1	0	217.2	121	36.92	303.4	73	25.79	197.1	71	8.87	12.4	2	3.35	0	2
7	90	415	720	1	1	0	175.9	111	29.90	285.2	115	24.24	150.8	122	6.79	13.0	7	3.51	1	1
26	13	415	3043	1	1	0	303.2	133	51.54	170.5	86	14.49	227.6	80	10.24	11.5	3	3.11	0	2
3	58	415	2180	1	1	0	238.9	107	40.61	187.2	88	15.91	181.1	84	8.15	11.8	3	3.19	2	1
5	137	415	3091	1	2	22	189.6	42	32.23	179.0	137	15.22	179.6	126	8.08	11.4	5	3.08	2	1
23	116	408	1818	1	1	0	133.3	94	22.66	247.8	126	21.06	219.0	78	9.86	11.3	5	3.05	5	2
50	94	415	2408	1	2	28	92.7	107	15.76	127.8	86	10.86	225.6	86	10.15	9.9	4	2.67	3	1
9	87	415	1828	1	1	0	177.2	72	30.12	248.9	105	21.16	200.8	87	9.04	8.6	7	2.32	3	1
10	120	415	322	1	1	0	184.5	103	31.37	209.0	86	17.77	169.7	70	7.64	10.2	6	2.75	2	1
1	97	415	1852	1	2	24	176.1	109	29.94	159.4	81	13.55	269.1	94	12.11	12.1	9	3.27	0	1
14	134	415	643	1	1	0	204.7	108	34.80	143.1	105	12.16	165.8	84	7.46	11.0	4	2.97	6	1
36	68	510	1888	1	1	0	143.6	80	24.41	134.3	65	11.42	215.6	84	9.70	15.5	5	4.19	2	1
31	93	408	2957	1	1	0	179.3	93	30.48	188.8	65	16.05	253.2	88	11.39	12.1	5	3.27	1	1
20	120	415	3037	1	1	0	137.3	100	23.34	212.2	129	18.04	152.7	92	6.87	10.5	2	2.84	1	1
41	41	408	3185	1	1	0	237.8	92	40.43	223.5	155	19.00	217.4	90	9.78	10.2	6	2.75	2	1
38	80	510	130	1	1	0	203.7	92	34.63	216.4	97	18.39	154.2	66	6.94	7.6	5	2.05	2	1
36	83	415	1730	1	2	25	191.3	95	32.52	250.7	136	21.31	249.4	86	11.22	17.6	5	4.75	2	1
28	109	510	1244	2	1	0	209.1	141	35.55	205.0	93	17.43	119.4	111	5.37	7.8	3	2.11	2	1
18	66	510	772	1	2	33	88.8	104	15.10	109.6	94	9.32	172.7	107	7.77	7.1	9	1.92	3	1
14	104	510	2676	1	1	0	97.2	88	16.52	155.6	85	13.23	261.6	105	11.77	12.4	5	3.35	0	1
48	89	510	680	1	1	0	137.9	96	23.44	192.6	63	16.37	255.7	125	11.51	11.0	5	2.97	1	1
50	127	510	3041	1	1	0	224.3	112	38.13	185.7	103	15.78	159.4	83	7.17	10.0	1	2.70	2	1
40	117	408	1535	1	2	13	207.6	65	35.29	152.7	77	12.98	232.8	95	10.48	9.7	3	2.62	1	1
17	128	510	2477	1	1	0	268.1	95	45.58	120.5	126	10.24	220.8	121	9.94	14.4	6	3.89	2	1
34	88	415	1326	1	1	0	166.7	61	28.34	179.3	88	15.24	242.7	131	10.92	6.8	7	1.84	4	2
30	61	408	3284	1	1	0	267.1	104	45.41	180.4	131	15.33	230.6	106	10.38	17.3	4	4.67	1	2
10	22	415	1814	1	1	0	181.8	108	30.91	198.6	148	16.88	206.6	96	9.30	9.3	3	2.51	2	1
51	78	415	2530	1	1	0	147.1	80	25.01	199.7	100	16.97	160.7	106	7.23	13.7	7	3.70	0	1
48	56	415	296	1	2	29	37.7	115	6.41	144.1	111	12.25	226.6	101	10.20	4.9	3	1.32	1	1
6	192	415	2603	1	1	0	185.0	88	31.45	224.9	98	19.12	212.4	105	9.56	11.4	3	3.08	2	1
49	70	415	1849	1	1	0	156.4	108	26.59	171.0	116	14.54	196.1	96	8.82	8.6	4	2.32	2	1
17	148	510	3092	1	1	0	239.3	84	40.68	195.7	85	16.63	232.6	104	10.47	10.9	3	2.94	1	1
40	65	415	1463	1	2	29	215.5	129	36.64	161.9	77	13.76	128.3	91	5.77	8.8	5	2.38	2	1
27	119	510	1657	1	1	0	134.9	70	22.93	211.5	74	17.98	188.5	105	8.48	11.3	6	3.05	1	1
6	80	415	2801	1	1	0	194.8	116	33.12	209.9	93	17.84	194.1	100	8.73	12.8	3	3.46	0	1
7	152	408	994	1	2	20	239.1	105	40.65	209.1	111	17.77	268.2	130	12.07	13.3	3	3.59	5	1
10	113	510	563	1	1	0	92.6	85	15.74	177.6	92	15.10	159.8	72	7.19	14.4	4	3.89	3	1
47	75	510	1769	1	1	0	209.4	133	35.60	211.5	121	17.98	291.2	123	13.10	7.2	4	1.94	1	1
36	80	415	1921	1	1	0	197.6	83	33.59	164.5	86	13.98	94.0	98	4.23	6.4	6	1.73	1	1
31	148	408	218	1	1	0	17.6	121	2.99	161.7	125	13.74	203.1	82	9.14	10.6	6	2.86	1	1
40	63	415	1386	2	1	0	62.9	112	10.69	202.9	111	17.25	259.0	58	11.66	8.9	8	2.40	1	1
10	97	415	3081	1	2	28	202.3	97	34.39	69.2	84	5.88	257.6	64	11.59	6.7	3	1.81	1	1
21	166	415	1890	1	1	0	136.1	116	23.14	181.4	93	15.42	131.4	108	5.91	11.3	4	3.05	0	1
51	94	408	600	1	1	0	207.0	109	35.19	167.4	80	14.23	238.2	117	10.72	2.6	6	0.70	1	1
10	85	408	3106	1	2	33	207.9	95	35.34	233.5	88	19.85	221.3	92	9.96	13.5	3	3.65	1	1
43	80	415	868	2	1	0	276.5	122	47.01	195.6	79	16.63	210.3	78	9.46	7.2	3	1.94	1	2
28	210	415	1310	1	2	31	313.8	87	53.35	147.7	103	12.55	192.7	97	8.67	10.1	7	2.73	3	1
16	88	415	2873	2	2	25	288.5	114	49.05	203.4	74	17.29	228.4	117	10.28	13.0	5	3.51	1	1
13	100	408	1813	1	1	0	210.9	85	35.85	329.3	69	27.99	127.1	78	5.72	9.4	5	2.54	4	1
50	154	408	2595	1	2	35	64.9	76	11.03	184.1	91	15.65	151.6	75	6.82	14.6	1	3.94	1	1
45	32	510	1553	1	2	26	243.5	137	41.40	236.8	108	20.13	173.3	149	7.80	9.0	9	2.43	1	1
11	18	408	2358	1	1	0	197.0	97	33.49	203.7	107	17.31	202.0	105	9.09	8.7	3	2.35	3	1
1	126	415	210	1	2	31	278.0	88	47.26	253.2	65	21.52	223.2	114	10.04	8.7	4	2.35	0	1
45	144	510	1523	1	2	37	219.9	102	37.38	222.1	77	18.88	118.5	111	5.33	10.0	4	2.70	1	1
26	29	510	2606	1	1	0	313.2	103	53.24	216.3	151	18.39	218.4	106	9.83	12.8	4	3.46	2	2
3	86	408	76	1	2	16	145.7	88	24.77	191.0	129	16.24	215.5	82	9.70	11.3	7	3.05	0	1
1	138	415	458	1	2	37	75.8	102	12.89	173.6	147	14.76	162.6	96	7.32	8.2	13	2.21	0	1
1	146	415	2457	1	1	0	195.9	86	33.30	228.6	82	19.43	303.5	94	13.66	12.2	4	3.29	3	1
22	175	415	3101	1	1	0	132.0	95	22.44	231.2	74	19.65	313.4	108	14.10	8.7	10	2.35	1	1
50	74	510	2285	1	1	0	124.0	102	21.08	262.1	101	22.28	268.2	98	12.07	11.7	2	3.16	2	1
7	48	415	3248	1	1	0	171.9	98	29.22	159.0	127	13.52	139.5	101	6.28	7.6	3	2.05	2	1
11	74	510	476	1	2	31	249.4	70	42.40	209.5	59	17.81	180.6	75	8.13	9.9	2	2.67	4	1
34	105	415	1723	2	1	0	228.4	100	38.83	145.1	108	12.33	245.3	140	11.04	7.7	7	2.08	0	1
47	157	510	1232	1	1	0	168.6	71	28.66	205.1	48	17.43	175.8	88	7.91	5.9	2	1.59	3	1
8	217	415	3314	1	1	0	123.7	138	21.03	248.5	105	21.12	269.6	78	12.13	13.3	4	3.59	0	1
43	68	415	1053	1	1	0	178.7	61	30.38	252.3	84	21.45	255.7	76	11.51	8.4	4	2.27	1	1
38	80	415	1690	1	1	0	113.2	86	19.24	185.5	97	15.77	237.3	145	10.68	9.5	5	2.57	1	1
26	38	415	3285	1	2	25	142.4	106	24.21	313.7	109	26.66	126.6	117	5.70	13.4	6	3.62	2	1
28	107	415	1716	1	2	38	204.2	57	34.71	205.9	92	17.50	286.5	80	12.89	8.3	4	2.24	0	1
6	140	415	606	1	1	0	149.7	71	25.45	212.5	97	18.06	245.9	67	11.07	12.6	4	3.40	3	1
3	98	415	40	1	1	0	227.1	116	38.61	120.5	103	10.24	117.0	102	5.27	4.7	4	1.27	5	2
39	114	415	3168	1	1	0	155.3	75	26.40	169.9	87	14.44	207.0	133	9.32	12.6	5	3.40	2	1
24	46	408	863	1	1	0	156.4	105	26.59	185.5	98	15.77	226.7	96	10.20	11.8	3	3.19	1	1
33	118	415	1607	1	2	42	148.7	105	25.28	167.3	105	14.22	270.6	105	12.18	10.4	7	2.81	0	1
45	37	510	469	1	1	0	271.7	112	46.19	155.1	96	13.18	199.5	97	8.98	6.6	4	1.78	3	1
30	34	415	1234	1	1	0	193.7	74	32.93	126.9	84	10.79	221.2	166	9.95	8.8	4	2.38	0	1
26	98	415	340	2	2	23	245.5	54	41.74	292.7	83	24.88	184.0	90	8.28	10.8	7	2.92	1	1
34	113	510	539	1	1	0	245.3	108	41.70	259.9	140	22.09	204.3	115	9.19	10.7	2	2.89	3	2
38	69	408	1705	1	1	0	196.1	87	33.34	236.8	66	20.13	182.3	75	8.20	11.9	1	3.21	0	1
46	121	415	1106	1	1	0	134.1	112	22.80	195.1	104	16.58	159.6	139	7.18	10.5	2	2.84	2	1
32	59	510	714	2	2	31	225.0	78	38.25	191.3	79	16.26	226.7	79	10.20	9.1	3	2.46	1	1
50	59	510	1278	1	1	0	189.7	100	32.25	115.9	133	9.85	220.6	115	9.93	7.4	4	2.00	0	1
38	190	415	2095	1	1	0	142.9	96	24.29	177.9	96	15.12	113.3	117	5.10	6.6	4	1.78	0	1
18	109	415	2009	1	1	0	175.6	80	29.85	238.0	94	20.23	198.4	103	8.93	10.2	6	2.75	1	1
25	136	415	1114	1	1	0	92.4	109	15.71	219.0	115	18.62	212.6	80	9.57	12.9	4	3.48	2	1
44	86	510	2575	1	1	0	92.8	92	15.78	159.6	87	13.57	148.7	115	6.69	8.8	5	2.38	1	1
24	100	415	16	1	2	27	221.7	100	37.69	236.1	70	20.07	192.7	91	8.67	8.0	4	2.16	0	1
10	106	510	2182	1	1	0	159.6	94	27.13	276.8	118	23.53	223.5	65	10.06	8.8	3	2.38	0	1
39	104	415	2411	1	1	0	144.5	107	24.57	180.5	85	15.34	226.0	94	10.17	17.0	6	4.59	2	1
50	129	415	796	1	1	0	159.1	100	27.05	202.5	90	17.21	233.1	96	10.49	11.5	6	3.11	2	1
16	205	510	1231	1	1	0	49.9	123	8.48	150.7	81	12.81	188.2	67	8.47	10.1	4	2.73	2	1
37	93	415	3206	1	2	32	116.9	120	19.87	232.4	97	19.75	127.7	112	5.75	11.0	9	2.97	0	1
30	123	415	109	1	1	0	150.0	98	25.50	89.8	95	7.63	326.0	91	14.67	11.1	3	3.00	3	1
9	99	415	3131	1	1	0	254.4	120	43.25	159.3	92	13.54	264.4	94	11.90	6.0	5	1.62	1	1
23	61	415	797	1	2	33	270.7	53	46.02	200.7	116	17.06	201.7	102	9.08	10.9	3	2.94	3	1
15	71	415	2469	1	1	0	207.0	112	35.19	173.8	96	14.77	178.4	61	8.03	12.1	3	3.27	1	1
45	4	510	3039	2	1	0	145.3	89	24.70	303.8	93	25.82	206.1	82	9.27	8.9	4	2.40	0	1
15	148	408	2407	1	2	25	230.7	102	39.22	233.8	109	19.87	215.8	90	9.71	13.5	2	3.65	3	1
48	141	415	2610	1	1	0	151.5	104	25.76	242.2	114	20.59	304.2	109	13.69	10.8	2	2.92	1	1
33	56	408	175	1	1	0	146.1	57	24.84	196.2	97	16.68	310.1	110	13.95	9.2	3	2.48	0	1
21	160	415	742	1	1	0	256.0	111	43.52	187.4	61	15.93	119.1	81	5.36	11.5	4	3.11	3	1
46	43	408	2116	1	2	35	200.2	105	34.03	244.4	88	20.77	207.2	97	9.32	11.6	4	3.13	3	1
27	42	415	1804	1	1	0	150.7	52	25.62	246.7	96	20.97	103.8	118	4.67	7.0	4	1.89	2	1
7	135	415	2178	2	1	0	186.0	107	31.62	66.0	94	5.61	213.1	105	9.59	12.9	4	3.48	1	1
2	106	415	788	1	1	0	212.9	110	36.19	187.0	69	15.90	128.1	71	5.76	6.3	3	1.70	3	1
50	106	510	730	1	1	0	194.8	133	33.12	213.4	73	18.14	190.8	92	8.59	11.5	7	3.11	0	1
25	83	415	1870	1	2	30	272.5	105	46.33	253.0	83	21.51	180.8	123	8.14	8.7	6	2.35	3	1
29	110	415	394	1	1	0	135.1	109	22.97	205.2	99	17.44	166.3	119	7.48	11.7	4	3.16	1	1
3	153	408	431	1	1	0	154.6	56	26.28	263.0	84	22.36	367.7	89	16.55	15.5	2	4.19	1	1
11	109	510	49	1	2	35	230.5	116	39.19	265.8	130	22.59	269.7	69	12.14	10.6	6	2.86	5	1
10	31	510	2633	1	1	0	165.4	84	28.12	203.7	107	17.31	201.7	65	9.08	8.2	1	2.21	1	1
19	124	510	747	1	1	0	143.3	120	24.36	230.7	111	19.61	214.3	91	9.64	7.8	2	2.11	4	2
45	110	415	1687	1	1	0	271.1	108	46.09	237.0	122	20.15	239.9	122	10.80	9.8	5	2.65	2	2
4	124	415	1185	1	1	0	253.5	104	43.10	117.9	123	10.02	248.5	104	11.18	14.0	2	3.78	0	1
35	82	415	1070	1	1	0	167.1	77	28.41	131.8	79	11.20	187.4	98	8.43	9.4	1	2.54	6	2
18	122	415	1319	1	1	0	168.3	96	28.61	87.6	91	7.45	247.2	87	11.12	8.4	6	2.27	1	1
2	137	415	821	1	1	0	104.7	115	17.80	249.8	144	21.23	192.3	99	8.65	8.9	2	2.40	1	1
16	69	510	737	1	1	0	135.4	101	23.02	238.1	124	20.24	195.6	102	8.80	10.6	2	2.86	1	1
16	46	415	1483	1	2	34	191.4	102	32.54	361.8	96	30.75	147.5	132	6.64	7.2	2	1.94	1	1
10	103	415	1872	1	1	0	158.7	90	26.98	198.4	117	16.86	181.1	76	8.15	10.5	4	2.84	1	1
33	16	510	1448	1	1	0	144.8	84	24.62	164.9	141	14.02	231.5	75	10.42	8.2	4	2.21	2	1
2	119	415	2714	1	1	0	98.8	97	16.80	146.9	68	12.49	190.7	105	8.58	10.0	4	2.70	3	1
24	124	510	1574	2	1	0	157.8	71	26.83	203.2	114	17.27	168.7	82	7.59	10.0	2	2.70	3	2
35	122	415	2686	1	2	37	163.0	107	27.71	312.8	118	26.59	200.0	85	9.00	11.6	5	3.13	1	1
21	139	415	285	1	1	0	181.6	119	30.87	335.7	118	28.53	149.8	64	6.74	8.3	6	2.24	4	1
17	67	510	1388	1	1	0	129.0	78	21.93	188.0	116	15.98	235.0	102	10.58	11.2	3	3.02	2	1
50	84	408	985	1	1	0	86.0	83	14.62	260.7	86	22.16	98.6	109	4.44	8.9	4	2.40	1	1
14	101	510	2794	1	2	17	193.9	71	32.96	189.8	81	16.13	196.3	97	8.83	12.6	7	3.40	0	1
19	40	510	1447	1	1	0	109.4	107	18.60	244.7	102	20.80	276.9	123	12.46	7.1	7	1.92	0	1
23	61	415	541	1	1	0	188.9	105	32.11	153.6	116	13.06	213.3	106	9.60	10.2	2	2.75	2	1
43	120	408	2952	2	1	0	179.9	72	30.58	170.0	98	14.45	190.6	89	8.58	13.8	2	3.73	1	2
5	95	415	494	1	1	0	183.4	98	31.18	281.3	95	23.91	105.2	113	4.73	8.2	8	2.21	1	1
10	98	408	3136	1	1	0	288.1	101	48.98	137.9	93	11.72	206.5	88	9.29	0.0	0	0.00	0	1
19	114	415	1080	1	1	0	169.2	96	28.76	149.9	83	12.74	196.9	119	8.86	4.6	4	1.24	2	1
15	68	415	473	2	2	29	195.5	113	33.24	171.6	96	14.59	204.0	85	9.18	13.5	9	3.65	1	2
2	149	415	758	1	2	20	264.4	102	44.95	219.6	123	18.67	200.4	89	9.02	11.3	3	3.05	2	1
7	22	408	632	1	1	0	207.7	116	35.31	210.6	99	17.90	238.2	88	10.72	9.6	5	2.59	0	1
39	176	415	3323	1	1	0	169.5	151	28.82	112.9	84	9.60	56.6	99	2.55	8.7	4	2.35	0	1
44	152	415	3316	1	1	0	141.5	102	24.06	263.0	94	22.36	207.1	113	9.32	3.4	4	0.92	2	1
46	118	408	2693	1	1	0	154.8	71	26.32	244.0	73	20.74	159.6	81	7.18	12.8	4	3.46	0	1
25	101	415	3189	2	1	0	133.5	51	22.70	219.6	96	18.67	210.0	74	9.45	11.7	4	3.16	1	1
27	102	408	2515	1	1	0	273.2	85	46.44	211.1	82	17.94	203.7	129	9.17	13.1	7	3.54	2	2
29	118	408	3237	1	1	0	224.6	94	38.18	225.9	120	19.20	269.0	105	12.11	12.5	8	3.38	2	1
10	105	415	1122	1	1	0	273.8	97	46.55	289.7	106	24.62	269.1	126	12.11	5.8	3	1.57	2	2
49	153	510	787	1	1	0	159.5	103	27.12	275.5	90	23.42	176.7	126	7.95	10.1	2	2.73	1	2
18	71	415	3062	1	1	0	104.0	92	17.68	197.0	125	16.75	110.1	123	4.95	14.6	8	3.94	0	1
21	71	415	2071	1	2	31	115.4	90	19.62	217.4	78	18.48	239.9	102	10.80	13.1	4	3.54	1	1
16	68	415	2099	1	1	0	222.1	107	37.76	199.4	102	16.95	162.4	107	7.31	9.4	3	2.54	2	1
20	66	415	3135	1	1	0	116.4	98	19.79	95.6	74	8.13	181.5	94	8.17	10.5	3	2.84	3	1
29	101	415	2377	1	1	0	217.7	118	37.01	231.7	128	19.69	185.3	128	8.34	0.0	0	0.00	3	1
47	116	415	2874	1	1	0	129.4	84	22.00	157.3	89	13.37	215.5	77	9.70	13.3	3	3.59	0	1
7	54	415	2114	1	2	33	161.8	73	27.51	273.0	58	23.21	153.9	76	6.93	13.7	4	3.70	0	1
46	112	408	1868	1	2	29	198.8	122	33.80	238.6	114	20.28	289.5	69	13.03	11.5	5	3.11	1	1
26	122	408	2649	1	2	45	147.8	85	25.13	147.4	93	12.53	203.5	110	9.16	14.0	5	3.78	1	1
1	74	415	336	1	1	0	262.3	114	44.59	198.9	96	16.91	165.9	90	7.47	6.6	5	1.78	3	1
51	90	415	1182	1	1	0	246.4	83	41.89	160.3	88	13.63	170.9	99	7.69	7.6	7	2.05	1	1
35	112	415	2232	1	1	0	174.3	123	29.63	140.2	124	11.92	215.4	89	9.69	9.0	6	2.43	4	2
28	85	510	2692	1	1	0	183.4	111	31.18	168.8	98	14.35	199.7	97	8.99	9.9	4	2.67	4	1
15	100	415	3272	1	1	0	191.9	95	32.62	200.9	101	17.08	271.9	74	12.24	18.2	3	4.91	1	1
36	114	415	1495	1	1	0	187.8	109	31.93	154.6	97	13.14	213.9	102	9.63	10.1	3	2.73	2	1
40	83	510	1086	1	1	0	259.7	106	44.15	152.7	116	12.98	224.7	92	10.11	10.2	2	2.75	0	1
51	157	415	777	2	1	0	180.4	123	30.67	194.0	98	16.49	227.3	88	10.23	8.4	5	2.27	0	1
38	51	510	2342	1	1	0	51.8	107	8.81	230.2	104	19.57	227.5	118	10.24	10.4	4	2.81	2	1
34	42	415	894	1	1	0	303.9	106	51.66	232.2	54	19.74	147.1	76	6.62	5.8	3	1.57	1	2
29	101	415	1331	1	2	36	123.7	125	21.03	172.6	106	14.67	280.5	127	12.62	8.8	4	2.38	1	2
38	112	510	2433	1	1	0	206.2	122	35.05	164.5	94	13.98	140.3	101	6.31	12.6	7	3.40	3	1
29	56	510	2003	1	1	0	164.3	92	27.93	233.7	107	19.86	187.3	104	8.43	11.8	1	3.19	2	1
32	53	408	3132	1	1	0	228.6	117	38.86	132.8	123	11.29	227.2	124	10.22	10.1	2	2.73	9	2
50	64	415	1090	1	2	22	200.4	80	34.07	131.1	84	11.14	230.7	67	10.38	7.6	5	2.05	1	1
46	123	408	2089	1	1	0	154.3	107	26.23	183.0	111	15.56	54.0	134	2.43	10.9	8	2.94	0	1
14	68	510	2684	1	2	30	122.9	93	20.89	233.5	91	19.85	199.5	144	8.98	9.6	2	2.59	2	1
7	40	510	1221	2	1	0	220.8	100	37.54	265.7	106	22.58	212.8	94	9.58	6.4	3	1.73	0	1
33	132	408	2739	1	1	0	214.6	78	36.48	251.7	98	21.39	240.8	88	10.84	13.9	2	3.75	0	1
7	120	408	590	2	1	0	202.0	123	34.34	184.3	78	15.67	176.0	89	7.92	7.4	2	2.00	2	2
23	108	408	1797	1	2	32	209.5	108	35.62	109.6	64	9.32	189.7	145	8.54	9.1	6	2.46	6	2
41	161	510	556	1	1	0	297.9	141	50.64	238.1	107	20.24	240.5	93	10.82	8.9	5	2.40	1	2
41	130	415	2423	1	1	0	212.8	102	36.18	189.8	137	16.13	170.1	105	7.65	10.6	4	2.86	0	2
35	122	510	2450	1	1	0	145.6	102	24.75	284.7	111	24.20	228.2	91	10.27	12.2	5	3.29	0	1
27	130	408	706	1	2	19	152.9	87	25.99	213.2	99	18.12	205.3	114	9.24	10.8	6	2.92	2	1
51	90	510	2576	1	1	0	125.4	158	21.32	269.1	83	22.87	238.6	103	10.74	11.0	7	2.97	1	1
30	139	415	681	1	2	25	138.3	96	23.51	80.6	79	6.85	163.7	83	7.37	8.3	8	2.24	0	1
16	57	415	646	1	1	0	189.3	157	32.18	174.9	70	14.87	221.9	117	9.99	11.2	5	3.02	3	1
6	128	510	2937	1	1	0	199.3	86	33.88	194.8	102	16.56	298.2	82	13.42	14.3	2	3.86	4	1
51	127	510	1067	2	1	0	247.5	99	42.08	108.5	118	9.22	232.0	72	10.44	10.6	3	2.86	2	1
21	107	415	705	1	1	0	294.9	71	50.13	192.8	78	16.39	148.1	87	6.66	13.2	5	3.56	1	2
37	177	408	230	1	1	0	175.4	99	29.82	155.3	83	13.20	179.4	86	8.07	11.5	3	3.11	1	1
42	121	415	2268	1	1	0	179.4	70	30.50	143.0	93	12.16	116.3	113	5.23	11.2	5	3.02	1	1
41	99	510	2590	2	2	39	126.8	94	21.56	293.6	115	24.96	174.1	91	7.83	8.4	4	2.27	0	1
35	126	415	912	2	1	0	239.7	87	40.75	281.7	92	23.94	183.5	113	8.26	11.4	1	3.08	1	2
35	77	415	2158	1	2	33	143.0	101	24.31	212.2	102	18.04	104.9	120	4.72	15.3	4	4.13	5	2
50	21	415	171	1	1	0	91.9	109	15.62	198.4	111	16.86	171.7	125	7.73	13.0	7	3.51	2	1
48	56	408	1714	1	1	0	210.4	80	35.77	176.6	96	15.01	149.7	56	6.74	15.5	4	4.19	1	1
14	92	415	208	1	2	29	201.3	130	34.22	203.7	115	17.31	129.9	113	5.85	6.4	6	1.73	1	2
24	81	510	1680	1	1	0	145.6	59	24.75	287.9	131	24.47	181.7	121	8.18	9.2	4	2.48	2	1
44	139	510	2136	2	2	31	203.5	82	34.60	200.3	72	17.03	214.0	112	9.63	13.4	6	3.62	1	2
4	68	415	3258	1	1	0	232.4	76	39.51	153.3	103	13.03	214.6	107	9.66	10.5	2	2.84	1	1
9	183	415	2018	1	2	8	86.5	119	14.71	285.2	97	24.24	180.4	133	8.12	8.7	2	2.35	2	1
6	90	408	1569	1	1	0	109.9	102	18.68	220.8	114	18.77	104.0	133	4.68	10.9	6	2.94	0	1
49	165	408	1199	1	1	0	156.0	88	26.52	276.1	81	23.47	175.9	94	7.92	9.3	5	2.51	1	1
49	89	415	1624	1	1	0	326.3	112	55.47	165.1	110	14.03	162.9	97	7.33	7.5	1	2.03	1	2
32	59	510	922	1	1	0	195.0	58	33.15	198.5	88	16.87	304.3	110	13.69	14.8	9	4.00	0	1
15	16	415	525	2	1	0	110.0	91	18.70	147.3	75	12.52	190.5	73	8.57	6.4	7	1.73	0	1
8	114	415	987	1	1	0	147.1	119	25.01	161.0	111	13.69	275.9	106	12.42	9.0	3	2.43	5	2
13	113	510	304	1	1	0	156.0	141	26.52	256.8	72	21.83	175.3	123	7.89	11.9	5	3.21	2	1
11	120	408	2915	1	1	0	98.2	99	16.69	186.7	85	15.87	146.7	96	6.60	9.3	4	2.51	2	1
1	115	415	781	1	1	0	210.6	120	35.80	153.1	84	13.01	262.2	79	11.80	11.0	5	2.97	0	1
5	37	510	46	1	1	0	239.9	120	40.78	261.6	88	22.24	207.1	88	9.32	8.9	4	2.40	2	2
24	100	415	2514	2	1	0	159.9	94	27.18	179.9	95	15.29	154.4	102	6.95	11.6	2	3.13	2	2
6	132	415	1847	1	1	0	197.8	66	33.63	133.9	119	11.38	177.3	94	7.98	10.9	3	2.94	4	2
18	38	408	923	1	2	36	115.4	98	19.62	166.2	83	14.13	184.7	79	8.31	15.2	6	4.10	2	1
41	1	408	310	1	1	0	123.8	113	21.05	236.2	77	20.08	73.2	81	3.29	3.7	2	1.00	0	1
27	97	415	3133	1	2	15	117.6	97	19.99	196.3	126	16.69	157.4	113	7.08	6.4	3	1.73	1	1
18	55	415	644	1	2	28	105.3	82	17.90	197.4	109	16.78	187.5	91	8.44	8.6	6	2.32	2	1
50	75	415	2774	1	1	0	111.7	121	18.99	237.3	119	20.17	253.5	110	11.41	13.1	6	3.54	1	1
14	83	415	820	1	1	0	159.3	104	27.08	202.3	98	17.20	229.0	73	10.31	9.5	3	2.57	2	1
24	40	510	828	1	1	0	81.7	123	13.89	210.2	108	17.87	212.0	64	9.54	11.3	3	3.05	6	2
20	101	415	2559	1	2	21	238.0	88	40.46	209.6	84	17.82	233.0	95	10.49	10.0	5	2.70	2	1
21	120	415	3159	1	2	40	128.1	99	21.78	247.7	78	21.05	199.7	121	8.99	15.6	3	4.21	0	1
42	183	415	1590	1	2	31	171.2	104	29.10	193.6	74	16.46	196.5	85	8.84	10.2	4	2.75	1	1
39	75	510	968	1	1	0	109.0	88	18.53	259.3	120	22.04	182.1	119	8.19	13.3	3	3.59	4	2
18	80	415	97	1	1	0	220.0	114	37.40	207.7	76	17.65	168.4	137	7.58	12.1	3	3.27	2	1
14	88	415	2016	1	1	0	55.6	65	9.45	242.7	121	20.63	176.3	134	7.93	11.3	4	3.05	0	1
35	112	415	2716	1	2	23	286.6	79	48.72	315.3	102	26.80	193.9	101	8.73	10.3	6	2.78	1	1
33	63	510	2767	1	1	0	207.6	96	35.29	229.0	112	19.47	162.6	131	7.32	13.3	2	3.59	1	1
5	105	415	2926	1	2	31	109.6	108	18.63	249.3	119	21.19	321.2	101	14.45	8.3	4	2.24	4	2
14	92	415	2349	1	1	0	197.2	113	33.52	242.3	116	20.60	192.0	76	8.64	11.0	5	2.97	2	1
51	177	415	1883	1	1	0	175.7	120	29.87	168.6	90	14.33	198.9	110	8.95	14.6	4	3.94	1	1
33	118	510	2388	1	1	0	205.2	115	34.88	184.8	137	15.71	176.1	115	7.92	7.0	6	1.89	0	1
12	111	408	2604	1	2	13	193.1	104	32.83	111.6	98	9.49	227.4	94	10.23	12.1	4	3.27	1	1
14	82	510	2759	1	2	34	232.6	121	39.54	153.2	115	13.02	286.7	77	12.90	4.7	3	1.27	3	1
28	74	415	65	1	1	0	102.7	89	17.46	149.3	100	12.69	188.1	114	8.46	11.0	5	2.97	0	1
44	121	415	2893	1	2	31	263.1	70	44.73	279.3	118	23.74	127.1	143	5.72	9.7	4	2.62	5	1
11	131	408	1887	1	1	0	197.0	79	33.49	201.0	114	17.09	151.2	111	6.80	11.6	5	3.13	1	1
2	125	408	2020	1	1	0	169.3	90	28.78	156.0	138	13.26	210.8	106	9.49	11.6	6	3.13	2	1
22	19	415	2709	1	1	0	201.5	123	34.26	129.2	110	10.98	220.6	98	9.93	12.9	4	3.48	1	1
46	138	415	1171	1	1	0	251.0	119	42.67	91.2	96	7.75	142.2	87	6.40	13.8	3	3.73	3	1
14	119	415	7	1	1	0	230.4	117	39.17	225.0	101	19.13	198.5	111	8.93	7.6	6	2.05	3	1
35	137	510	411	1	1	0	109.8	120	18.67	230.5	86	19.59	255.8	103	11.51	11.9	6	3.21	1	1
28	182	415	1837	1	1	0	279.5	118	47.52	203.2	113	17.27	174.2	101	7.84	10.7	4	2.89	2	2
36	135	415	870	1	1	0	173.4	107	29.48	222.0	84	18.87	64.2	94	2.89	13.7	6	3.70	1	1
12	134	415	543	1	2	38	214.4	93	36.45	211.7	57	17.99	165.0	79	7.43	10.0	8	2.70	1	1
8	45	415	2008	1	1	0	96.1	103	16.34	246.8	134	20.98	229.7	92	10.34	9.7	4	2.62	1	1
43	129	408	888	1	1	0	101.4	145	17.24	249.1	116	21.17	157.6	107	7.09	7.1	6	1.92	1	1
47	142	415	1794	1	1	0	232.5	74	39.53	181.8	142	15.45	203.1	86	9.14	10.4	6	2.81	4	1
21	130	415	1346	1	2	45	174.5	120	29.67	217.5	95	18.49	220.3	67	9.91	12.2	2	3.29	1	1
19	163	408	1573	1	2	23	224.0	126	38.08	233.5	89	19.85	293.9	104	13.23	8.8	4	2.38	1	1
12	105	415	1972	1	1	0	211.1	99	35.89	176.7	66	15.02	221.5	96	9.97	14.7	7	3.97	4	1
10	119	415	654	1	1	0	109.2	96	18.56	153.1	80	13.01	240.0	102	10.80	9.8	5	2.65	2	1
51	78	408	1996	1	1	0	220.0	95	37.40	179.9	121	15.29	188.2	109	8.47	11.5	5	3.11	0	1
30	92	415	2064	1	1	0	181.4	98	30.84	164.5	98	13.98	171.0	110	7.69	10.9	4	2.94	2	1
51	146	415	1049	1	2	11	180.7	82	30.72	173.7	90	14.76	231.5	89	10.42	10.1	4	2.73	2	1
38	125	408	1816	1	2	32	96.5	109	16.41	145.8	109	12.39	174.4	82	7.85	9.4	2	2.54	1	1
16	88	415	995	1	1	0	183.5	93	31.20	170.5	80	14.49	193.8	88	8.72	8.3	5	2.24	3	1
21	83	408	2705	1	2	38	107.9	90	18.34	140.4	94	11.93	253.6	79	11.41	10.5	2	2.84	0	1
43	3	510	2840	2	1	0	161.0	96	27.37	244.9	82	20.82	180.8	103	8.14	7.7	6	2.08	1	1
50	152	510	176	2	2	41	146.8	128	24.96	285.6	96	24.28	213.6	80	9.61	4.3	2	1.16	1	2
48	48	510	22	1	1	0	149.2	146	25.36	161.9	109	13.76	197.9	109	8.91	8.3	2	2.24	3	1
26	189	415	2984	1	1	0	227.8	124	38.73	169.5	112	14.41	201.1	91	9.05	5.6	4	1.51	3	1
36	95	415	75	1	2	23	160.3	87	27.25	202.4	101	17.20	191.1	122	8.60	7.4	3	2.00	0	1
16	129	415	3093	1	1	0	137.8	120	23.43	225.8	110	19.19	145.2	95	6.53	10.2	6	2.75	1	2
6	66	408	69	1	2	40	141.7	87	24.09	268.3	89	22.81	241.3	68	10.86	8.5	7	2.30	0	1
44	80	510	1997	1	2	22	196.4	115	33.39	150.3	109	12.78	176.2	75	7.93	9.3	1	2.51	0	1
1	1	408	1612	1	1	0	175.2	74	29.78	151.7	79	12.89	230.5	109	10.37	5.3	3	1.43	1	1
50	84	408	1485	1	1	0	146.8	133	24.96	171.7	73	14.59	234.5	69	10.55	9.9	3	2.67	1	1
20	96	415	1178	1	1	0	173.9	111	29.56	287.4	105	24.43	204.8	91	9.22	9.1	7	2.46	1	1
43	123	415	3087	1	2	34	305.2	80	51.88	156.5	109	13.30	280.0	81	12.60	13.2	7	3.56	1	1
14	116	510	3069	2	2	29	162.3	91	27.59	279.3	79	23.74	192.7	131	8.67	11.7	2	3.16	3	2
9	105	415	815	2	1	0	150.0	106	25.50	293.8	123	24.97	250.7	65	11.28	10.3	7	2.78	3	1
46	80	415	1982	1	1	0	197.5	114	33.58	206.9	119	17.59	163.6	109	7.36	11.3	4	3.05	1	1
27	157	408	3163	1	1	0	240.2	67	40.83	153.0	98	13.01	249.0	72	11.21	10.2	6	2.75	2	1
14	67	510	344	1	2	30	186.2	117	31.65	286.7	76	24.37	164.3	113	7.39	12.9	3	3.48	2	1
16	141	415	999	1	2	39	116.9	127	19.87	276.5	88	23.50	289.9	125	13.05	12.3	2	3.32	0	1
21	79	415	1130	1	2	17	236.7	95	40.24	263.5	56	22.40	259.6	107	11.68	12.0	4	3.24	1	1
26	76	408	1479	1	1	0	173.2	93	29.44	131.2	80	11.15	170.9	104	7.69	5.4	3	1.46	0	1
48	111	510	2846	1	1	0	152.2	114	25.87	137.2	102	11.66	185.9	97	8.37	9.8	3	2.65	0	1
36	94	415	2315	1	1	0	181.3	135	30.82	182.4	108	15.50	180.6	103	8.13	6.7	2	1.81	0	1
40	143	408	159	1	1	0	167.8	72	28.53	211.0	99	17.94	153.5	109	6.91	10.5	6	2.84	4	2
3	109	510	1659	1	1	0	175.4	125	29.82	250.7	87	21.31	289.3	74	13.02	9.8	9	2.65	1	1
4	138	415	161	1	1	0	87.6	112	14.89	266.9	107	22.69	214.6	104	9.66	9.8	10	2.65	2	1
41	73	415	620	1	1	0	203.3	45	34.56	141.9	87	12.06	200.7	71	9.03	8.5	6	2.30	0	1
18	21	415	3001	1	1	0	92.6	95	15.74	161.9	70	13.76	285.0	78	12.83	11.3	3	3.05	5	2
2	148	415	2310	1	2	21	262.9	135	44.69	149.5	96	12.71	140.5	109	6.32	8.1	4	2.19	1	1
30	103	408	703	1	1	0	160.8	91	27.34	155.8	82	13.24	254.3	103	11.44	8.5	3	2.30	1	1
27	143	408	2033	1	2	22	141.8	116	24.11	167.3	99	14.22	178.1	130	8.01	7.8	3	2.11	1	1
24	79	408	1959	1	2	32	50.6	62	8.60	201.4	87	17.12	146.8	121	6.61	4.2	4	1.13	2	1
34	89	415	913	1	1	0	134.9	59	22.93	156.0	152	13.26	197.5	112	8.89	10.2	5	2.75	1	1
5	120	415	1693	1	1	0	252.1	110	42.86	226.1	103	19.22	155.6	83	7.00	13.8	3	3.73	1	1
45	121	415	357	1	2	41	215.5	95	36.64	241.8	92	20.55	147.0	108	6.61	9.6	3	2.59	1	1
15	101	415	542	1	1	0	124.8	66	21.22	257.2	85	21.86	193.2	115	8.69	13.4	4	3.62	0	1
8	115	408	2317	1	1	0	178.7	114	30.38	271.0	96	23.04	245.9	94	11.07	16.4	5	4.43	2	1
16	168	415	1988	1	1	0	183.2	131	31.14	179.2	73	15.23	292.8	100	13.18	9.9	5	2.67	2	1
33	90	415	716	1	1	0	167.5	96	28.48	139.1	104	11.82	138.4	87	6.23	13.0	1	3.51	1	1
26	70	510	1741	1	1	0	147.1	105	25.01	200.0	135	17.00	234.9	65	10.57	12.5	9	3.38	3	1
47	138	415	980	1	1	0	230.1	107	39.12	212.0	120	18.02	174.9	119	7.87	13.2	4	3.56	1	1
47	43	408	143	1	1	0	135.8	125	23.09	163.2	88	13.87	229.8	106	10.34	12.6	3	3.40	0	1
45	117	510	497	1	2	20	205.7	98	34.97	136.1	107	11.57	159.4	147	7.17	8.7	3	2.35	2	1
18	108	408	1724	1	1	0	73.8	105	12.55	143.4	114	12.19	170.2	98	7.66	10.9	3	2.94	2	1
46	118	408	3310	1	1	0	189.3	119	32.18	233.5	112	19.85	270.9	104	12.19	10.0	1	2.70	2	1
36	169	408	2598	1	1	0	147.2	115	25.02	161.9	123	13.76	142.1	103	6.39	7.2	6	1.94	3	1
4	62	408	1544	1	2	42	137.3	95	23.34	184.2	94	15.66	231.4	70	10.41	10.2	3	2.75	0	1
35	86	510	2107	1	1	0	70.7	125	12.02	211.0	113	17.94	174.6	107	7.86	0.0	0	0.00	2	1
46	44	408	1065	1	1	0	204.6	117	34.78	205.2	94	17.44	164.6	84	7.41	10.7	5	2.89	0	1
21	111	510	1606	1	1	0	123.1	88	20.93	213.9	84	18.18	184.9	88	8.32	12.0	2	3.24	5	2
20	127	510	316	1	2	19	129.7	115	22.05	160.8	101	13.67	265.0	63	11.93	12.2	3	3.29	2	1
15	151	415	715	2	1	0	198.7	70	33.78	209.5	106	17.81	281.9	126	12.69	12.4	4	3.35	0	1
19	53	415	1543	1	1	0	145.1	116	24.67	233.7	82	19.86	208.7	95	9.39	7.9	5	2.13	2	1
25	15	415	3195	1	1	0	135.2	101	22.98	152.5	79	12.96	224.8	83	10.12	8.4	5	2.27	2	1
8	123	408	2113	1	2	28	124.7	105	21.20	250.4	78	21.28	216.4	128	9.74	7.8	8	2.11	1	1
39	137	415	1348	1	1	0	215.9	76	36.70	145.4	118	12.36	186.9	129	8.41	12.1	4	3.27	1	1
43	106	415	1426	1	1	0	119.2	142	20.26	228.4	139	19.41	197.9	61	8.91	8.4	9	2.27	2	1
32	88	510	610	1	1	0	144.3	116	24.53	156.4	74	13.29	214.7	90	9.66	7.8	10	2.11	3	1
46	106	415	965	1	1	0	235.2	121	39.98	220.6	87	18.75	236.3	91	10.63	11.8	4	3.19	1	1
43	95	510	1367	1	1	0	174.0	57	29.58	281.1	118	23.89	197.2	94	8.87	9.7	2	2.62	0	1
32	57	510	92	2	1	0	115.0	65	19.55	122.3	96	10.40	245.0	75	11.03	6.4	1	1.73	0	2
48	184	408	595	1	1	0	151.7	93	25.79	178.5	77	15.17	229.1	111	10.31	13.1	8	3.54	2	1
3	109	510	1792	1	1	0	153.1	102	26.03	234.1	77	19.90	329.2	74	14.81	9.9	9	2.67	3	1
49	127	415	585	1	1	0	218.6	93	37.16	149.9	130	12.74	204.6	131	9.21	9.2	5	2.48	2	1
48	82	510	1263	1	1	0	265.2	122	45.08	178.7	102	15.19	174.7	90	7.86	10.7	9	2.89	2	1
40	180	415	1407	1	1	0	143.3	134	24.36	180.5	113	15.34	184.2	87	8.29	10.1	4	2.73	1	1
22	174	415	2446	1	1	0	190.3	98	32.35	252.7	70	21.48	220.6	97	9.93	7.2	9	1.94	2	1
6	92	415	2858	1	1	0	184.7	60	31.40	262.0	73	22.27	239.5	120	10.78	12.3	6	3.32	2	2
6	81	408	1608	1	1	0	115.3	99	19.60	224.7	117	19.10	152.5	98	6.86	18.0	2	4.86	1	1
40	125	408	2930	1	1	0	113.0	108	19.21	169.2	107	14.38	156.6	61	7.05	9.2	5	2.48	2	2
7	119	408	605	1	1	0	294.2	100	50.01	232.5	53	19.76	195.0	64	8.78	9.0	1	2.43	0	2
28	122	415	2439	1	1	0	215.6	86	36.65	167.8	59	14.26	207.0	67	9.32	6.4	8	1.73	3	1
51	34	408	438	1	1	0	128.8	80	21.90	208.7	93	17.74	202.1	103	9.09	14.0	7	3.78	1	1
38	138	415	2012	2	2	28	211.2	117	35.90	312.5	98	26.56	178.0	118	8.01	10.7	2	2.89	3	2
10	90	415	946	1	2	24	71.2	82	12.10	181.6	103	15.44	186.9	111	8.41	12.9	1	3.48	1	1
18	73	408	1511	1	1	0	94.9	121	16.13	253.2	83	21.52	175.1	86	7.88	14.2	2	3.83	2	1
41	19	510	2876	1	1	0	259.4	116	44.10	269.7	109	22.92	175.3	130	7.89	9.5	3	2.57	1	2
48	120	408	622	1	2	28	215.8	123	36.69	285.2	76	24.24	192.1	78	8.64	6.9	3	1.86	1	1
27	160	415	77	1	1	0	97.5	113	16.58	268.1	69	22.79	255.3	62	11.49	13.2	4	3.56	3	1
39	141	510	3068	1	1	0	146.5	121	24.91	169.9	125	14.44	238.8	112	10.75	8.2	5	2.21	0	1
20	90	408	2777	1	1	0	157.9	72	26.84	234.0	93	19.89	210.0	86	9.45	12.2	5	3.29	2	1
47	72	415	348	1	1	0	139.9	117	23.78	223.6	96	19.01	240.8	93	10.84	12.7	4	3.43	2	1
24	117	408	1802	1	2	21	153.2	112	26.04	263.3	110	22.38	135.0	85	6.08	11.9	7	3.21	1	1
15	79	408	3010	2	1	0	103.5	134	17.60	319.3	111	27.14	239.9	124	10.80	8.4	4	2.27	2	1
3	87	408	2207	1	1	0	185.8	119	31.59	192.3	83	16.35	200.0	96	9.00	6.6	4	1.78	1	1
21	102	415	2100	1	1	0	129.5	56	22.02	354.2	118	30.11	145.5	93	6.55	10.9	3	2.94	1	1
27	49	408	966	1	1	0	236.6	91	40.22	220.9	146	18.78	146.8	114	6.61	8.9	2	2.40	1	1
47	67	408	2944	1	1	0	260.4	107	44.27	208.2	104	17.70	207.9	115	9.36	10.0	2	2.70	6	1
6	107	415	2700	1	1	0	167.3	100	28.44	163.9	79	13.93	185.9	100	8.37	6.7	5	1.81	2	1
28	190	408	2902	1	1	0	182.2	101	30.97	212.3	95	18.05	233.0	123	10.49	9.3	4	2.51	2	1
48	118	510	3317	1	1	0	113.0	80	19.21	150.1	87	12.76	204.3	115	9.19	10.8	4	2.92	2	1
43	120	415	3004	1	1	0	185.7	133	31.57	235.1	149	19.98	256.4	78	11.54	16.9	6	4.56	0	1
3	94	408	197	1	1	0	136.2	114	23.15	165.1	118	14.03	137.9	71	6.21	9.6	5	2.59	0	1
8	115	510	2805	1	2	29	222.6	81	37.84	190.3	109	16.18	201.2	87	9.05	11.5	2	3.11	1	1
24	61	415	2922	1	1	0	197.3	67	33.54	264.5	106	22.48	210.5	116	9.47	9.0	6	2.43	1	1
13	143	510	989	1	2	33	141.4	130	24.04	186.4	114	15.84	210.0	111	9.45	7.7	6	2.08	1	1
17	110	510	971	1	1	0	208.0	69	35.36	95.1	94	8.08	178.5	129	8.03	8.0	11	2.16	1	1
29	104	415	2185	1	1	0	118.5	92	20.15	177.8	109	15.11	255.7	98	11.51	12.1	4	3.27	1	1
27	16	510	389	1	1	0	153.2	65	26.04	229.7	90	19.52	148.2	94	6.67	10.7	8	2.89	1	1
15	183	510	2513	1	1	0	108.3	87	18.41	183.6	116	15.61	176.6	109	7.95	13.5	2	3.65	0	1
8	147	408	1004	1	1	0	168.6	92	28.66	187.7	107	15.95	216.5	95	9.74	14.4	8	3.89	2	1
18	58	415	2900	1	1	0	247.2	116	42.02	303.7	103	25.81	105.4	94	4.74	9.3	2	2.51	2	2
26	102	510	87	2	1	0	224.2	81	38.11	243.3	90	20.68	147.8	66	6.65	12.0	8	3.24	3	1
43	123	415	380	1	1	0	166.9	98	28.37	221.8	77	18.85	243.9	114	10.98	12.8	4	3.46	3	1
13	64	415	1651	1	2	43	118.4	100	20.13	144.1	108	12.25	158.1	91	7.11	8.5	6	2.30	1	1
1	103	510	1179	1	1	0	190.9	62	32.45	226.6	53	19.26	230.1	96	10.35	7.8	3	2.11	2	1
24	152	415	1815	1	1	0	317.8	60	54.03	152.9	100	13.00	123.4	63	5.55	10.4	7	2.81	1	2
50	124	415	592	1	1	0	312.0	112	53.04	180.0	109	15.30	168.6	94	7.59	12.8	4	3.46	1	2
38	97	415	3161	1	1	0	146.0	121	24.82	203.0	141	17.26	151.8	120	6.83	13.3	2	3.59	1	1
26	131	415	229	1	1	0	131.6	95	22.37	179.3	109	15.24	251.2	129	11.30	15.5	3	4.19	1	2
22	57	415	1516	1	2	33	193.4	105	32.88	231.6	79	19.69	226.2	90	10.18	11.1	11	3.00	2	1
24	157	510	1601	1	1	0	185.1	92	31.47	213.0	85	18.11	196.1	85	8.82	8.5	5	2.30	2	1
11	194	510	216	1	1	0	193.3	106	32.86	169.0	150	14.37	225.2	122	10.13	11.8	4	3.19	0	1
8	66	415	2927	1	1	0	146.4	107	24.89	196.5	99	16.70	230.1	106	10.35	7.8	2	2.11	1	1
11	155	510	1710	1	1	0	71.2	90	12.10	304.4	119	25.87	183.3	103	8.25	8.6	4	2.32	0	1
35	123	415	72	1	1	0	123.2	104	20.94	190.0	117	16.15	170.3	95	7.66	12.9	5	3.48	4	2
37	116	510	2307	1	1	0	205.0	90	34.85	140.9	114	11.98	272.6	96	12.27	7.5	4	2.03	2	1
37	63	415	2148	1	1	0	128.7	78	21.88	240.8	133	20.47	237.7	121	10.70	12.8	6	3.46	1	1
11	64	510	3015	1	1	0	216.9	78	36.87	211.0	115	17.94	179.8	116	8.09	11.4	5	3.08	3	1
32	96	510	1467	1	1	0	150.0	122	25.50	218.5	116	18.57	212.4	89	9.56	9.8	1	2.65	3	1
24	53	415	2616	1	1	0	164.1	106	27.90	206.0	56	17.51	194.7	124	8.76	11.4	2	3.08	1	1
22	105	510	898	1	1	0	212.0	113	36.04	226.6	128	19.26	193.6	114	8.71	8.9	7	2.40	3	1
23	53	510	3165	1	2	37	167.3	99	28.44	194.7	99	16.55	236.7	112	10.65	12.0	9	3.24	2	1
27	101	415	948	1	1	0	154.4	130	26.25	217.2	101	18.46	185.4	52	8.34	13.9	4	3.75	1	1
30	129	510	2924	1	2	30	177.3	95	30.14	211.8	102	18.00	240.2	108	10.81	9.3	7	2.51	3	1
29	122	408	2381	1	1	0	231.2	141	39.30	267.8	136	22.76	240.3	100	10.81	8.8	5	2.38	1	2
46	163	415	1808	1	1	0	202.9	100	34.49	178.6	46	15.18	203.8	116	9.17	12.8	3	3.46	5	1
47	93	408	3180	1	1	0	149.6	120	25.43	200.7	85	17.06	181.2	107	8.15	14.3	9	3.86	0	1
36	115	510	734	2	1	0	345.3	81	58.70	203.4	106	17.29	217.5	107	9.79	11.8	8	3.19	1	2
2	25	408	367	1	1	0	264.9	80	45.03	281.2	66	23.90	166.1	80	7.47	8.4	4	2.27	1	2
8	73	408	1025	1	1	0	122.0	92	20.74	138.3	114	11.76	224.2	128	10.09	5.8	5	1.57	1	1
29	120	415	1502	1	1	0	177.2	88	30.12	270.4	99	22.98	231.5	90	10.42	14.0	2	3.78	2	1
43	196	415	477	1	1	0	133.1	80	22.63	206.5	120	17.55	221.6	96	9.97	10.3	8	2.78	1	1
9	97	510	998	1	1	0	225.1	90	38.27	279.5	127	23.76	233.8	103	10.52	8.8	4	2.38	0	2
35	148	408	2838	1	1	0	208.4	120	35.43	174.4	99	14.82	310.7	105	13.98	11.2	4	3.02	1	1
2	85	408	2082	1	2	30	173.1	107	29.43	247.2	101	21.01	158.7	104	7.14	11.5	5	3.11	1	1
37	86	510	2448	2	1	0	162.4	131	27.61	167.0	102	14.20	128.9	118	5.80	11.4	2	3.08	2	2
26	78	415	2942	1	2	13	281.2	93	47.80	178.2	101	15.15	244.2	129	10.99	6.4	5	1.73	2	1
21	106	415	2898	1	1	0	208.3	89	35.41	169.4	67	14.40	102.0	90	4.59	15.9	4	4.29	3	1
30	147	415	2572	1	2	38	243.4	126	41.38	273.8	109	23.27	282.9	91	12.73	14.1	8	3.81	2	1
3	145	415	173	1	1	0	224.2	89	38.11	314.9	121	26.77	182.9	121	8.23	16.1	3	4.35	1	2
15	91	415	1626	1	1	0	189.3	100	32.18	239.3	107	20.34	89.7	89	4.04	9.9	3	2.67	3	1
16	81	408	718	1	2	46	168.3	124	28.61	270.9	103	23.03	222.5	98	10.01	6.7	2	1.81	4	1
45	116	415	1854	1	2	24	232.9	90	39.59	152.1	94	12.93	344.3	82	15.49	10.7	6	2.89	1	1
19	69	415	3279	1	2	37	155.0	98	26.35	142.4	105	12.10	143.7	117	6.47	5.9	4	1.59	1	1
14	135	510	1873	1	1	0	154.4	130	26.25	203.8	90	17.32	158.7	59	7.14	11.8	3	3.19	0	1
18	73	510	1770	1	1	0	234.7	102	39.90	195.7	110	16.63	253.4	71	11.40	8.4	8	2.27	2	1
23	48	415	2828	1	1	0	240.0	88	40.80	141.0	117	11.99	128.9	137	5.80	7.1	9	1.92	1	1
31	125	415	1085	2	1	0	298.4	78	50.73	270.5	142	22.99	107.3	84	4.83	12.2	2	3.29	0	2
50	100	415	1898	1	1	0	166.0	102	28.22	236.1	97	20.07	134.3	93	6.04	10.9	4	2.94	1	1
38	165	415	2919	1	2	33	111.6	140	18.97	213.3	111	18.13	267.6	115	12.04	16.0	3	4.32	0	1
42	64	415	2398	1	1	0	174.5	98	29.67	180.2	103	15.32	179.0	89	8.06	10.7	2	2.89	2	1
21	116	510	2525	2	2	27	175.5	137	29.84	210.6	60	17.90	294.8	121	13.27	6.9	5	1.86	1	1
29	147	408	2908	2	2	35	157.5	109	26.78	189.6	67	16.12	227.0	76	10.22	11.1	2	3.00	3	2
43	115	415	1662	1	1	0	206.2	113	35.05	176.4	102	14.99	297.1	119	13.37	11.0	7	2.97	1	1
25	84	415	2818	1	2	35	207.5	138	35.28	201.0	116	17.09	164.5	107	7.40	7.5	16	2.03	4	1
15	86	510	537	1	2	16	144.8	105	24.62	206.2	111	17.53	255.4	117	11.49	11.6	2	3.13	4	1
45	134	415	3157	1	1	0	258.8	85	44.00	129.5	114	11.01	193.6	106	8.71	10.9	7	2.94	2	1
23	105	415	1729	1	1	0	226.9	106	38.57	182.2	77	15.49	203.9	107	9.18	11.6	2	3.13	0	2
3	88	408	766	1	1	0	152.9	119	25.99	171.2	107	14.55	257.0	106	11.57	12.0	5	3.24	2	1
44	90	408	42	1	2	27	156.7	51	26.64	236.5	118	20.10	123.2	111	5.54	12.6	6	3.40	2	1
1	86	408	2172	1	1	0	150.8	85	25.64	295.9	88	25.15	247.2	104	11.12	12.5	1	3.38	1	1
43	37	415	3026	1	1	0	221.0	126	37.57	204.5	110	17.38	118.0	98	5.31	6.8	3	1.84	4	1
31	141	415	2630	1	2	32	322.4	92	54.81	283.2	107	24.07	209.5	111	9.43	6.7	3	1.81	1	2
33	148	408	756	1	1	0	153.6	148	26.11	262.1	87	22.28	225.5	99	10.15	9.8	3	2.65	2	1
24	163	408	1571	1	2	22	215.1	91	36.57	138.9	102	11.81	146.2	109	6.58	12.4	2	3.35	2	1
13	89	415	1656	1	2	35	174.4	108	29.65	196.7	100	16.72	127.4	74	5.73	11.8	3	3.19	1	1
40	63	415	1558	1	1	0	180.5	126	30.69	230.0	98	19.55	232.5	73	10.46	10.6	3	2.86	0	1
2	102	415	351	1	1	0	123.1	106	20.93	182.0	102	15.47	244.6	75	11.01	12.6	7	3.40	2	1
28	76	510	3307	1	1	0	165.7	94	28.17	257.4	80	21.88	170.8	114	7.69	10.0	4	2.70	1	1
42	104	408	2782	1	1	0	200.2	92	34.03	118.7	87	10.09	236.6	65	10.65	6.0	6	1.62	2	1
27	109	510	3113	1	1	0	154.8	82	26.32	287.7	109	24.45	208.4	80	9.38	5.9	9	1.59	3	1
12	105	510	1338	1	1	0	125.4	116	21.32	261.5	95	22.23	241.6	104	10.87	11.4	9	3.08	2	1
27	63	415	1077	1	2	33	184.2	111	31.31	312.6	89	26.57	264.0	55	11.88	12.2	4	3.29	1	1
18	105	415	2712	1	2	24	274.7	99	46.70	193.5	118	16.45	299.6	109	13.48	10.8	3	2.92	3	1
8	68	415	2484	2	2	39	142.0	140	24.14	241.6	89	20.54	302.0	72	13.59	11.3	5	3.05	1	1
6	63	408	1806	2	2	21	151.5	99	25.76	147.8	89	12.56	210.4	114	9.47	10.0	4	2.70	1	1
23	74	415	2075	1	1	0	124.8	114	21.22	133.0	121	11.31	160.3	85	7.21	10.6	7	2.86	3	1
2	76	415	1441	1	1	0	179.2	85	30.46	222.9	66	18.95	188.2	113	8.47	12.4	2	3.35	0	1
17	91	408	1942	2	1	0	246.4	110	41.89	182.0	98	15.47	157.6	106	7.09	12.1	2	3.27	2	2
28	101	415	973	1	1	0	232.7	114	39.56	186.4	123	15.84	153.3	122	6.90	11.5	6	3.11	5	1
41	116	408	1636	1	1	0	288.0	120	48.96	255.8	90	21.74	233.4	99	10.50	13.4	4	3.62	0	2
6	131	415	2464	1	2	23	170.8	145	29.04	236.7	93	20.12	294.5	100	13.25	12.7	1	3.43	1	1
24	84	415	215	1	1	0	216.1	114	36.74	197.5	107	16.79	217.8	104	9.80	9.8	3	2.65	1	1
51	104	415	1363	1	1	0	138.7	100	23.58	215.4	58	18.31	164.3	98	7.39	4.9	4	1.32	2	1
10	108	510	1349	1	1	0	210.7	112	35.82	238.7	73	20.29	253.6	90	11.41	9.2	5	2.48	3	1
35	111	415	1928	1	1	0	181.8	117	30.91	158.1	91	13.44	266.2	123	11.98	9.7	9	2.62	0	1
37	155	408	1438	1	2	30	61.6	103	10.47	255.1	110	21.68	225.9	96	10.17	12.4	5	3.35	1	1
22	66	510	2699	1	1	0	207.7	85	35.31	196.7	112	16.72	261.7	83	11.78	6.8	3	1.84	1	1
30	64	510	3086	1	1	0	219.2	73	37.26	167.0	65	14.20	161.4	119	7.26	10.0	5	2.70	1	1
36	69	415	1703	1	1	0	227.0	122	38.59	258.7	111	21.99	169.7	87	7.64	8.9	1	2.40	2	1
7	116	415	299	1	1	0	245.9	73	41.80	240.1	87	20.41	158.7	89	7.14	8.9	5	2.40	3	1
8	101	415	1241	1	1	0	257.3	84	43.74	184.8	115	15.71	108.9	109	4.90	13.5	7	3.65	0	1
37	15	415	2853	1	1	0	121.1	130	20.59	216.0	86	18.36	235.1	33	10.58	16.1	5	4.35	2	1
32	88	415	727	1	1	0	301.5	136	51.26	257.7	72	21.90	132.9	118	5.98	13.4	2	3.62	4	2
13	197	415	1715	1	1	0	233.9	96	39.76	218.9	111	18.61	182.9	109	8.23	9.5	3	2.57	0	1
46	50	415	1920	2	1	0	99.6	108	16.93	308.7	102	26.24	161.2	62	7.25	13.7	6	3.70	2	2
46	172	510	2854	1	1	0	169.8	123	28.87	183.1	94	15.56	395.0	72	17.77	12.7	7	3.43	2	1
33	188	415	1508	2	2	26	198.8	115	33.80	166.6	67	14.16	198.5	118	8.93	14.4	3	3.89	1	2
10	85	408	704	2	1	0	116.2	86	19.75	229.7	127	19.52	204.2	109	9.19	10.1	3	2.73	3	1
40	103	510	3273	2	1	0	255.9	128	43.50	140.9	92	11.98	308.9	130	13.90	12.1	2	3.27	1	2
32	136	408	2647	1	2	27	187.7	84	31.91	221.0	147	18.79	145.7	110	6.56	10.0	4	2.70	3	1
30	155	408	2239	1	2	21	195.9	91	33.30	213.9	84	18.18	88.2	111	3.97	8.6	4	2.32	0	1
50	145	415	1957	1	1	0	129.4	97	22.00	185.4	101	15.76	204.7	106	9.21	1.1	2	0.30	2	1
51	116	510	2272	1	2	12	221.0	108	37.57	151.0	118	12.84	179.0	80	8.06	9.0	6	2.43	2	1
41	152	408	2479	1	1	0	140.5	92	23.89	186.8	96	15.88	227.0	89	10.22	9.5	5	2.57	2	1
26	65	415	1981	2	1	0	277.9	123	47.24	155.8	112	13.24	256.9	71	11.56	9.2	10	2.48	0	2
29	180	415	1487	1	1	0	224.9	105	38.23	250.0	101	21.25	216.1	73	9.72	6.7	5	1.81	3	2
15	67	415	1496	1	1	0	109.1	117	18.55	217.4	124	18.48	188.4	141	8.48	12.8	6	3.46	0	1
38	60	415	1416	1	1	0	207.8	109	35.33	123.5	112	10.50	291.6	115	13.12	5.7	9	1.54	0	1
45	138	510	959	1	1	0	205.9	96	35.00	257.1	94	21.85	209.0	63	9.40	12.1	8	3.27	0	1
13	44	415	1170	1	1	0	308.6	139	52.46	150.8	94	12.82	198.7	66	8.94	7.3	3	1.97	4	2
22	25	510	181	1	1	0	242.6	69	41.24	209.0	117	17.77	219.7	82	9.89	14.4	6	3.89	2	1
51	145	408	2754	1	1	0	229.6	82	39.03	138.1	103	11.74	250.8	109	11.29	3.3	3	0.89	1	1
49	122	510	415	1	2	28	166.0	62	28.22	233.9	88	19.88	170.1	84	7.65	7.7	3	2.08	2	1
41	121	415	3104	1	1	0	144.8	126	24.62	200.6	82	17.05	208.8	81	9.40	13.3	9	3.59	0	2
8	55	510	986	2	1	0	106.1	77	18.04	123.5	100	10.50	96.4	92	4.34	12.9	3	3.48	0	1
7	77	415	531	1	1	0	221.8	84	37.71	166.0	125	14.11	210.2	72	9.46	13.2	4	3.56	1	1
38	12	415	1791	1	1	0	204.6	98	34.78	212.5	90	18.06	182.1	95	8.19	9.8	7	2.65	2	1
38	64	510	2834	1	1	0	213.5	93	36.30	166.6	114	14.16	122.0	78	5.49	14.1	3	3.81	3	1
34	92	415	2695	1	2	44	152.0	95	25.84	274.9	73	23.37	162.4	121	7.31	10.0	1	2.70	2	1
24	125	415	2227	2	2	29	260.8	81	44.34	163.7	112	13.91	271.7	117	12.23	17.0	6	4.59	1	2
37	160	408	822	1	1	0	166.4	117	28.29	317.0	129	26.95	160.4	121	7.22	10.0	2	2.70	1	1
17	79	415	1977	1	1	0	177.9	83	30.24	167.3	84	14.22	223.7	142	10.07	15.2	8	4.10	0	1
40	36	415	1410	1	1	0	235.1	97	39.97	196.8	104	16.73	259.7	110	11.69	7.0	7	1.89	3	1
8	102	415	2654	1	1	0	186.8	92	31.76	173.7	123	14.76	250.9	131	11.29	9.7	4	2.62	2	1
15	138	408	2729	2	1	0	268.4	81	45.63	174.4	115	14.82	193.5	96	8.71	11.6	4	3.13	1	1
45	164	510	2449	1	1	0	192.1	95	32.66	249.8	94	21.23	132.6	100	5.97	7.3	3	1.97	3	1
24	125	415	559	1	1	0	240.7	82	40.92	269.4	85	22.90	187.1	74	8.42	10.1	3	2.73	0	2
49	72	408	1983	1	1	0	179.9	113	30.58	149.8	112	12.73	168.2	79	7.57	9.8	7	2.65	2	1
23	74	415	1166	1	1	0	314.1	86	53.40	222.4	99	18.90	259.0	121	11.66	12.3	5	3.32	3	2
23	134	415	1520	1	2	41	162.0	82	27.54	324.7	77	27.60	160.1	112	7.20	11.9	5	3.21	0	1
20	145	415	1908	1	1	0	175.8	89	29.89	274.3	119	23.32	226.6	69	10.20	12.4	4	3.35	1	1
2	136	510	906	1	1	0	109.4	91	18.60	207.5	111	17.64	135.0	107	6.08	11.6	5	3.13	0	1
41	209	510	2149	1	1	0	255.1	124	43.37	230.6	110	19.60	218.0	69	9.81	8.5	5	2.30	3	2
49	66	415	1060	2	1	0	208.7	84	35.48	173.3	88	14.73	264.7	107	11.91	8.3	3	2.24	3	1
47	152	510	235	1	2	20	214.6	108	36.48	96.6	82	8.21	170.7	145	7.68	7.9	5	2.13	1	1
7	162	408	1298	1	1	0	49.2	121	8.36	143.9	136	12.23	203.0	97	9.14	12.1	13	3.27	1	1
38	72	510	655	1	1	0	141.3	133	24.02	134.9	96	11.47	227.5	97	10.24	11.2	3	3.02	2	1
12	101	415	2563	1	1	0	253.2	89	43.04	237.9	114	20.22	154.3	85	6.94	9.7	7	2.62	4	1
50	125	415	1909	1	1	0	206.0	128	35.02	198.1	71	16.84	135.9	116	6.12	13.2	3	3.56	0	1
40	46	408	2720	1	1	0	40.4	105	6.87	172.4	83	14.65	145.1	89	6.53	9.0	2	2.43	2	1
23	132	408	2173	1	1	0	291.2	104	49.50	234.2	132	19.91	191.7	87	8.63	8.9	3	2.40	1	2
22	193	415	2658	1	2	31	71.2	58	12.10	124.7	105	10.60	155.5	108	7.00	11.7	3	3.16	0	1
50	63	510	50	1	1	0	261.8	69	44.51	245.0	135	20.83	202.1	94	9.09	14.7	4	3.97	0	2
30	124	510	1177	1	1	0	191.3	134	32.52	261.5	113	22.23	182.3	111	8.20	10.0	3	2.70	1	1
8	144	415	343	1	1	0	133.3	101	22.66	255.5	127	21.72	228.6	68	10.29	11.6	2	3.13	0	1
31	116	408	1488	1	2	24	183.6	138	31.21	203.8	90	17.32	166.9	89	7.51	6.0	3	1.62	2	1
21	189	415	2959	1	2	30	155.2	116	26.38	195.5	50	16.62	170.1	108	7.65	15.4	6	4.16	1	1
31	97	408	2951	1	2	28	283.1	93	48.13	185.4	98	15.76	312.8	78	14.08	6.1	8	1.65	1	1
50	137	510	1718	1	2	50	186.5	94	31.71	178.0	106	15.13	215.6	100	9.70	12.1	4	3.27	2	1
15	142	415	247	1	2	38	163.3	104	27.76	136.0	114	11.56	249.1	127	11.21	4.3	6	1.16	0	1
37	84	510	1486	1	1	0	203.4	125	34.58	182.9	88	15.55	213.7	121	9.62	13.8	2	3.73	1	1
31	119	415	1153	1	2	19	178.1	110	30.28	212.8	100	18.09	226.3	123	10.18	10.0	6	2.70	1	1
23	158	415	752	1	1	0	195.9	103	33.30	89.1	95	7.57	302.2	82	13.60	10.3	3	2.78	1	1
29	50	415	524	1	1	0	295.3	127	50.20	127.4	100	10.83	166.8	105	7.51	9.6	6	2.59	1	1
19	98	408	920	1	1	0	136.1	82	23.14	156.3	118	13.29	158.8	83	7.15	10.1	5	2.73	2	1
12	101	415	2210	1	2	24	114.1	95	19.40	161.5	86	13.73	176.3	90	7.93	13.0	9	3.51	2	1
32	182	415	3222	1	1	0	279.1	124	47.45	180.5	108	15.34	217.5	104	9.79	9.5	11	2.57	2	2
50	51	408	2596	1	1	0	169.3	111	28.78	139.5	69	11.86	197.0	87	8.87	12.0	3	3.24	0	1
28	117	510	1731	1	1	0	214.4	94	36.45	138.0	149	11.73	148.7	102	6.69	9.9	1	2.67	2	1
39	92	415	2899	2	1	0	255.8	125	43.49	142.7	111	12.13	181.2	101	8.15	11.7	3	3.16	0	1
23	86	408	1506	1	1	0	148.2	71	25.19	285.1	91	24.23	166.4	155	7.49	6.2	3	1.67	2	1
51	122	415	1107	1	1	0	119.3	93	20.28	223.9	103	19.03	211.9	122	9.54	8.7	4	2.35	2	1
32	156	408	2757	1	2	27	192.3	137	32.69	199.9	115	16.99	244.2	112	10.99	14.8	8	4.00	1	1
32	127	510	2735	1	1	0	245.2	91	41.68	217.2	92	18.46	243.1	128	10.94	13.9	6	3.75	0	2
28	130	408	2000	2	1	0	216.2	106	36.75	363.7	86	30.91	126.7	123	5.70	16.9	2	4.56	5	2
33	158	408	1749	1	1	0	172.4	114	29.31	256.6	69	21.81	235.3	104	10.59	0.0	0	0.00	2	1
26	145	510	2753	2	2	30	175.3	107	29.80	153.3	116	13.03	233.6	85	10.51	11.1	3	3.00	1	1
44	90	415	1043	2	2	26	169.0	104	28.73	188.8	104	16.05	213.3	76	9.60	13.3	3	3.59	0	2
37	127	510	2657	1	2	27	2.6	113	0.44	254.0	102	21.59	242.7	156	10.92	9.2	5	2.48	3	1
14	109	415	2022	1	1	0	184.1	143	31.30	211.7	105	17.99	243.0	116	10.93	9.9	2	2.67	1	1
2	88	415	893	1	1	0	181.9	90	30.92	151.5	87	12.88	143.0	100	6.44	7.5	3	2.03	1	1
51	101	510	2376	1	2	9	160.1	116	27.22	210.0	121	17.85	139.1	65	6.26	10.8	9	2.92	0	1
12	171	510	1242	1	1	0	189.8	122	32.27	173.7	85	14.76	257.1	84	11.57	10.3	1	2.78	0	1
46	21	415	860	1	1	0	223.2	142	37.94	216.5	114	18.40	214.7	111	9.66	12.4	2	3.35	1	1
50	145	408	675	1	2	31	216.0	94	36.72	225.1	123	19.13	234.7	109	10.56	10.7	1	2.89	2	1
9	90	415	1006	1	1	0	198.5	124	33.75	266.6	100	22.66	243.3	80	10.95	8.0	7	2.16	2	1
5	33	408	1490	1	1	0	159.5	115	27.12	195.4	118	16.61	102.4	86	4.61	7.1	7	1.92	1	1
39	61	408	547	1	2	40	105.0	78	17.85	180.6	100	15.35	174.1	115	7.83	10.2	2	2.75	2	2
6	107	415	328	1	1	0	204.5	108	34.77	162.4	110	13.80	155.0	102	6.98	13.4	1	3.62	3	1
21	147	408	1719	1	1	0	274.0	92	46.58	231.8	82	19.70	283.6	83	12.76	6.2	1	1.67	0	2
2	117	510	2260	1	1	0	158.7	84	26.98	181.7	91	15.44	177.3	67	7.98	7.7	10	2.08	2	1
2	95	415	830	1	1	0	229.9	116	39.08	202.4	110	17.20	171.4	105	7.71	14.2	6	3.83	1	1
17	186	510	2568	1	1	0	137.8	97	23.43	187.7	118	15.95	146.4	85	6.59	8.7	6	2.35	1	1
23	128	415	3318	1	1	0	179.4	94	30.50	270.4	92	22.98	191.0	88	8.59	7.9	4	2.13	0	1
1	55	408	1365	1	2	39	139.3	101	23.68	178.3	117	15.16	246.5	104	11.09	8.1	1	2.19	3	1
36	134	415	2788	1	1	0	7.8	86	1.33	171.4	100	14.57	186.5	80	8.39	12.9	2	3.48	2	1
16	96	415	1962	1	2	23	183.1	88	31.13	147.4	89	12.53	350.2	108	15.76	11.3	7	3.05	1	1
41	107	415	1461	1	1	0	206.9	79	35.17	262.4	117	22.30	149.3	69	6.72	10.7	3	2.89	0	1
17	123	415	1783	1	1	0	140.0	106	23.80	153.7	101	13.06	50.1	87	2.25	12.5	1	3.38	2	1
37	35	415	1258	1	1	0	179.2	59	30.46	283.3	101	24.08	285.4	83	12.84	5.8	7	1.57	2	1
49	74	408	1311	1	1	0	177.4	136	30.16	240.3	104	20.43	237.3	133	10.68	12.0	3	3.24	0	1
16	130	408	275	1	1	0	115.6	129	19.65	167.8	104	14.26	141.8	124	6.38	12.6	9	3.40	1	1
15	137	408	899	2	1	0	237.3	103	40.34	176.7	84	15.02	263.4	81	11.85	14.2	4	3.83	0	2
43	88	415	163	1	1	0	181.5	116	30.86	187.0	119	15.90	220.3	96	9.91	10.5	7	2.84	1	1
8	80	408	19	1	1	0	51.5	90	8.76	164.0	98	13.94	169.4	80	7.62	9.5	4	2.57	3	1
28	116	408	407	1	2	19	155.7	104	26.47	185.4	118	15.76	192.7	116	8.67	8.2	2	2.21	3	1
40	123	510	773	1	2	23	245.0	88	41.65	265.0	105	22.53	239.7	108	10.79	14.9	3	4.02	2	1
26	120	415	3299	1	1	0	131.7	99	22.39	163.1	109	13.86	201.1	116	9.05	10.7	3	2.89	1	1
46	146	415	2240	2	1	0	111.1	126	18.89	313.4	95	26.64	215.7	82	9.71	10.5	6	2.84	1	1
18	106	510	1821	1	2	9	88.5	100	15.05	324.8	109	27.61	79.9	86	3.60	8.2	4	2.21	3	1
34	121	408	3232	1	2	44	116.0	85	19.72	150.1	120	12.76	246.8	98	11.11	12.0	2	3.24	1	1
49	137	510	1917	1	1	0	155.5	81	26.44	133.1	94	11.31	253.1	77	11.39	9.1	2	2.46	1	1
31	84	408	2912	1	2	30	106.5	65	18.11	225.7	108	19.18	188.6	61	8.49	5.7	3	1.54	2	1
30	67	510	1272	1	2	31	175.2	68	29.78	199.2	73	16.93	219.8	99	9.89	13.2	6	3.56	1	1
49	161	408	3090	1	1	0	154.7	84	26.30	177.8	125	15.11	172.9	90	7.78	5.9	2	1.59	4	2
32	134	510	1623	1	2	34	247.2	105	42.02	225.5	133	19.17	186.3	76	8.38	6.1	5	1.65	2	2
22	62	415	1115	2	2	32	218.4	93	37.13	236.7	132	20.12	192.2	137	8.65	13.2	3	3.56	0	2
51	120	415	1910	1	2	24	227.5	81	38.68	234.9	71	19.97	166.4	128	7.49	9.0	13	2.43	1	1
16	130	408	1215	1	2	30	185.0	117	31.45	249.5	141	21.21	157.8	103	7.10	7.4	7	2.00	0	1
49	20	408	608	1	1	0	186.8	89	31.76	253.4	51	21.54	273.1	105	12.29	12.3	6	3.32	2	1
47	68	415	2432	1	1	0	158.8	119	27.00	211.8	105	18.00	198.1	101	8.91	10.3	3	2.78	1	1
5	112	415	677	1	1	0	208.7	150	35.48	212.8	104	18.09	178.1	98	8.01	8.5	4	2.30	0	1
16	77	408	39	1	1	0	185.9	95	31.60	212.0	98	18.02	282.3	81	12.70	11.3	4	3.05	3	1
41	109	415	1188	1	1	0	222.5	74	37.83	169.7	75	14.42	264.3	94	11.89	9.0	3	2.43	2	1
16	108	415	1121	1	1	0	201.1	101	34.19	170.7	86	14.51	237.4	113	10.68	11.6	3	3.13	3	1
13	79	415	615	1	2	17	167.9	114	28.54	243.7	93	20.71	211.9	114	9.54	9.1	2	2.46	1	1
21	119	408	2617	1	1	0	239.1	88	40.65	243.5	79	20.70	230.9	92	10.39	10.9	3	2.94	3	2
24	38	510	2524	1	1	0	175.7	109	29.87	211.8	97	18.00	137.9	109	6.21	9.2	3	2.48	5	2
3	109	415	2914	1	2	29	111.2	90	18.90	263.5	98	22.40	224.7	128	10.11	9.0	6	2.43	6	2
26	78	415	1133	1	1	0	87.7	74	14.91	214.8	58	18.26	201.3	147	9.06	10.8	6	2.92	1	1
24	134	415	3071	1	1	0	244.1	99	41.50	246.9	111	20.99	200.0	133	9.00	7.2	2	1.94	0	1
48	47	415	85	1	2	27	165.0	89	28.05	127.3	118	10.82	284.4	95	12.80	7.7	4	2.08	2	1
26	59	408	3112	1	2	27	127.4	110	21.66	103.3	99	8.78	164.2	73	7.39	9.1	3	2.46	0	1
14	151	415	3028	1	1	0	194.8	106	33.12	292.7	103	24.88	224.6	82	10.11	5.5	3	1.49	0	1
28	129	415	713	1	1	0	54.7	131	9.30	256.1	105	21.77	176.6	135	7.95	11.1	4	3.00	1	1
46	107	510	93	1	2	27	283.4	104	48.18	224.1	152	19.05	241.3	63	10.86	14.4	7	3.89	2	1
27	137	408	107	2	1	0	258.0	112	43.86	246.5	117	20.95	173.2	100	7.79	10.9	3	2.94	0	2
23	76	510	2958	1	1	0	90.5	142	15.39	211.7	75	17.99	194.9	76	8.77	9.3	2	2.51	1	1
12	24	415	80	1	1	0	235.6	132	40.05	115.9	129	9.85	185.4	136	8.34	16.2	2	4.37	0	1
28	169	408	223	1	1	0	142.5	82	24.23	231.4	110	19.67	131.2	67	5.90	10.0	4	2.70	2	1
24	30	408	2523	1	1	0	54.0	68	9.18	179.3	96	15.24	247.2	101	11.12	10.2	8	2.75	1	1
50	70	415	2626	1	1	0	214.8	87	36.52	131.0	114	11.14	216.9	104	9.76	9.4	3	2.54	3	1
42	52	510	2672	2	1	0	251.4	118	42.74	196.6	80	16.71	192.0	53	8.64	11.0	2	2.97	0	2
12	3	408	1015	1	1	0	139.0	99	23.63	250.7	108	21.31	286.2	87	12.88	6.1	3	1.65	4	1
26	38	415	2067	1	1	0	117.3	114	19.94	208.7	105	17.74	203.4	98	9.15	14.4	2	3.89	2	1
35	104	415	2179	1	1	0	264.0	108	44.88	132.2	75	11.24	177.7	91	8.00	10.6	8	2.86	3	1
19	27	408	768	1	1	0	82.6	105	14.04	204.0	99	17.34	224.2	122	10.09	9.1	4	2.46	1	1
17	166	415	271	2	2	28	175.8	126	29.89	253.6	76	21.56	128.5	72	5.78	11.4	5	3.08	1	1
20	13	408	2969	1	1	0	220.4	100	37.47	211.2	79	17.95	259.3	112	11.67	13.6	8	3.67	2	1
1	52	408	1694	1	1	0	217.0	104	36.89	152.3	83	12.95	134.3	109	6.04	11.8	4	3.19	2	1
42	114	415	2073	1	2	25	129.0	77	21.93	290.0	110	24.65	177.1	110	7.97	11.6	5	3.13	1	1
6	156	408	1333	1	1	0	150.5	106	25.59	152.9	112	13.00	215.9	86	9.72	3.5	3	0.95	1	1
31	90	415	1953	1	2	42	193.3	66	32.86	263.3	85	22.38	214.4	97	9.65	11.1	4	3.00	0	1
50	62	415	853	1	1	0	189.5	122	32.22	103.8	95	8.82	180.6	106	8.13	10.8	5	2.92	2	1
4	82	415	3040	1	2	33	137.8	95	23.43	235.5	128	20.02	268.1	70	12.06	11.0	6	2.97	2	1
22	52	510	1885	1	1	0	129.3	80	21.98	142.7	101	12.13	258.3	89	11.62	12.3	4	3.32	3	1
31	146	510	631	1	1	0	115.6	77	19.65	213.6	100	18.16	218.4	72	9.83	10.7	6	2.89	1	1
40	120	415	1759	1	2	23	221.9	114	37.72	254.7	84	21.65	250.5	117	11.27	7.2	5	1.94	2	1
14	130	415	1128	1	1	0	263.7	113	44.83	186.5	103	15.85	195.3	99	8.79	18.3	6	4.94	1	2
49	90	408	2565	1	1	0	61.3	91	10.42	194.4	94	16.52	143.1	80	6.44	11.4	9	3.08	1	1
33	147	408	1102	2	1	0	183.8	113	31.25	164.7	110	14.00	111.0	87	5.00	10.1	4	2.73	1	1
51	159	415	2236	1	1	0	167.4	68	28.46	143.8	74	12.22	140.1	111	6.30	10.3	3	2.78	0	2
15	74	510	2499	1	2	27	154.1	122	26.20	195.3	150	16.60	276.7	86	12.45	13.2	2	3.56	4	1
44	130	408	2041	1	1	0	252.0	101	42.84	170.2	105	14.47	209.2	64	9.41	5.7	5	1.54	0	1
40	155	408	248	2	1	0	163.1	94	27.73	291.7	108	24.79	96.4	111	4.34	11.2	3	3.02	0	1
23	87	415	2742	1	1	0	198.3	80	33.71	187.0	89	15.90	133.5	96	6.01	16.6	4	4.48	2	1
38	81	415	2787	1	1	0	324.7	48	55.20	236.4	82	20.09	187.6	78	8.44	13.1	5	3.54	0	2
46	99	510	886	1	1	0	128.3	78	21.81	215.3	120	18.30	143.7	140	6.47	14.3	9	3.86	2	1
42	131	510	697	1	1	0	187.9	110	31.94	200.5	101	17.04	202.6	125	9.12	10.2	11	2.75	2	1
2	89	510	702	1	1	0	129.2	71	21.96	214.1	68	18.20	214.9	100	9.67	10.3	4	2.78	5	2
26	123	415	2157	2	1	0	125.5	106	21.34	128.9	96	10.96	251.9	129	11.34	6.3	6	1.70	4	2
26	130	510	2641	1	2	26	257.2	108	43.72	224.3	122	19.07	204.0	118	9.18	12.6	4	3.40	1	1
12	99	415	1427	1	1	0	124.6	90	21.18	146.4	70	12.44	169.4	95	7.62	10.5	6	2.84	1	1
50	36	408	1534	1	1	0	175.1	144	29.77	216.9	69	18.44	243.7	146	10.97	9.9	3	2.67	1	1
50	87	415	165	1	1	0	124.3	91	21.13	173.4	105	14.74	256.3	109	11.53	7.5	5	2.03	3	1
50	139	415	2689	1	1	0	271.6	130	46.17	156.0	131	13.26	136.3	108	6.13	11.6	9	3.13	2	1
16	189	510	1291	1	1	0	219.9	80	37.38	143.3	117	12.18	130.6	69	5.88	11.7	7	3.16	1	1
33	96	415	2405	1	2	33	183.3	115	31.16	201.4	87	17.12	177.4	84	7.98	10.4	15	2.81	3	1
9	112	408	872	1	1	0	101.1	119	17.19	214.4	67	18.22	179.5	112	8.08	10.3	5	2.78	2	1
28	75	408	2796	1	1	0	203.3	70	34.56	228.9	97	19.46	222.2	118	10.00	14.3	3	3.86	1	1
33	178	415	2481	1	2	35	175.4	88	29.82	190.0	65	16.15	138.7	94	6.24	10.5	3	2.84	2	1
41	112	415	1312	1	1	0	266.0	97	45.22	214.6	94	18.24	306.2	100	13.78	14.2	2	3.83	2	2
32	108	415	192	1	2	41	171.6	110	29.17	136.1	78	11.57	183.4	103	8.25	10.8	7	2.92	0	1
4	100	510	2244	1	1	0	78.7	98	13.38	225.6	102	19.18	150.4	106	6.77	14.0	8	3.78	0	1
40	121	510	312	1	2	20	211.9	110	36.02	215.1	120	18.28	238.5	107	10.73	9.4	2	2.54	0	1
42	116	415	1359	1	1	0	63.7	101	10.83	195.8	95	16.64	210.1	87	9.45	10.0	6	2.70	1	1
31	161	415	793	1	1	0	173.4	100	29.48	213.7	74	18.16	141.5	69	6.37	11.5	4	3.11	1	1
2	19	415	1861	2	1	0	237.7	98	40.41	207.1	121	17.60	182.2	95	8.20	4.5	4	1.22	0	1
50	104	415	1000	1	1	0	225.9	123	38.40	162.8	106	13.84	272.1	85	12.24	10.1	4	2.73	1	1
14	119	415	424	2	2	32	173.0	101	29.41	209.4	93	17.80	231.1	91	10.40	12.2	4	3.29	0	1
21	125	415	2727	1	1	0	224.9	102	38.23	143.8	87	12.22	198.9	105	8.95	8.0	2	2.16	0	1
16	156	510	79	1	1	0	237.7	122	40.41	181.5	91	15.43	185.7	151	8.36	7.7	4	2.08	1	1
51	109	415	45	1	1	0	137.0	128	23.29	217.0	116	18.45	182.1	86	8.19	10.0	5	2.70	2	1
31	95	510	2901	1	1	0	142.5	109	24.23	176.1	107	14.97	189.6	88	8.53	8.2	3	2.21	2	1
24	90	408	3301	1	1	0	142.4	126	24.21	126.2	118	10.73	274.2	71	12.34	4.6	4	1.24	1	1
20	105	415	982	1	2	21	147.0	112	24.99	197.3	43	16.77	267.4	93	12.03	8.7	3	2.35	2	1
31	101	510	891	1	1	0	220.3	124	37.45	188.6	101	16.03	278.4	98	12.53	10.6	4	2.86	1	1
24	95	415	2613	1	1	0	149.2	96	25.36	260.7	116	22.16	201.0	120	9.05	8.1	2	2.19	1	1
13	123	415	3271	1	1	0	204.4	88	34.75	137.5	111	11.69	226.0	100	10.17	10.0	4	2.70	0	1
35	160	408	902	1	1	0	216.8	77	36.86	207.3	117	17.62	228.6	117	10.29	5.6	2	1.51	1	1
2	141	510	2152	1	2	28	308.0	123	52.36	247.8	128	21.06	152.9	103	6.88	7.4	3	2.00	1	1
50	87	415	3089	1	1	0	58.0	125	9.86	67.5	116	5.74	185.9	136	8.37	11.5	3	3.11	0	1
33	81	415	2651	1	1	0	173.2	80	29.44	236.2	94	20.08	240.2	84	10.81	11.8	6	3.19	2	1
5	75	415	489	1	2	19	210.3	90	35.75	241.8	87	20.55	215.7	102	9.71	13.1	3	3.54	4	1
20	126	408	1897	1	2	24	58.9	125	10.01	305.5	90	25.97	158.9	73	7.15	12.1	6	3.27	0	1
22	28	415	2638	1	1	0	236.8	102	40.26	167.1	87	14.20	280.2	115	12.61	9.7	3	2.62	3	1
10	153	415	2539	1	1	0	228.9	102	38.91	160.7	136	13.66	203.1	109	9.14	12.5	2	3.38	0	1
31	97	408	48	1	2	32	90.0	87	15.30	276.3	113	23.49	185.2	107	8.33	8.6	6	2.32	2	2
16	115	408	763	1	1	0	146.7	128	24.94	106.2	74	9.03	197.7	104	8.90	11.1	4	3.00	2	1
49	95	408	318	1	1	0	237.3	83	40.34	154.0	65	13.09	237.0	105	10.67	11.2	6	3.02	1	1
20	17	415	1725	2	1	0	162.8	118	27.68	229.6	91	19.52	332.7	94	14.97	13.6	3	3.67	0	2
31	105	415	1900	1	2	20	186.9	114	31.77	256.3	91	21.79	334.7	104	15.06	8.9	2	2.40	1	1
44	121	415	771	1	1	0	86.1	100	14.64	259.8	113	22.08	148.0	79	6.66	9.1	9	2.46	2	1
28	125	408	3012	1	1	0	212.3	89	36.09	215.4	127	18.31	186.8	73	8.41	11.3	2	3.05	2	1
7	124	415	2091	1	1	0	151.0	98	25.67	120.6	119	10.25	152.8	81	6.88	9.2	2	2.48	2	1
32	35	408	356	1	1	0	158.6	67	26.96	130.4	96	11.08	229.8	80	10.34	6.9	5	1.86	2	1
51	134	510	1375	1	1	0	296.0	93	50.32	226.4	117	19.24	246.8	98	11.11	12.3	10	3.32	0	2
19	123	510	884	1	2	32	212.3	77	36.09	251.5	78	21.38	208.7	85	9.39	6.6	2	1.78	3	1
34	124	415	1464	1	1	0	234.4	61	39.85	179.3	111	15.24	285.5	117	12.85	10.4	6	2.81	3	1
50	133	510	228	1	1	0	176.8	92	30.06	187.5	97	15.94	196.8	88	8.86	6.5	3	1.76	2	1
3	185	415	930	1	2	19	157.3	123	26.74	257.7	94	21.90	190.4	107	8.57	9.6	6	2.59	0	1
41	1	415	1079	1	2	26	146.6	68	24.92	172.8	67	14.69	173.8	113	7.82	10.0	2	2.70	1	1
17	107	415	991	1	1	0	260.5	108	44.29	102.4	110	8.70	129.7	148	5.84	9.8	5	2.65	1	1
35	91	415	1776	1	2	20	146.1	98	24.84	277.4	104	23.58	137.7	100	6.20	6.2	3	1.67	1	1
23	178	408	748	2	1	0	124.5	134	21.17	141.2	78	12.00	268.2	113	12.07	11.4	2	3.08	2	2
20	123	415	2941	1	1	0	209.4	49	35.60	237.4	117	20.18	239.2	98	10.76	9.8	11	2.65	1	1
45	170	415	2462	1	1	0	285.7	44	48.57	167.5	144	14.24	260.0	97	11.70	8.7	4	2.35	1	2
12	135	415	207	1	1	0	190.9	44	32.45	161.4	109	13.72	231.9	100	10.44	8.4	2	2.27	1	1
39	85	408	2773	1	1	0	144.4	88	24.55	264.6	105	22.49	185.4	94	8.34	9.9	3	2.67	1	1
38	134	415	1169	1	2	50	208.8	130	35.50	132.9	104	11.30	136.7	107	6.15	11.1	4	3.00	2	1
43	148	415	3243	1	2	36	77.6	141	13.19	207.0	60	17.60	255.7	115	11.51	10.9	2	2.94	1	1
7	93	415	2704	1	1	0	271.1	101	46.09	237.4	133	20.18	145.4	103	6.54	8.4	6	2.27	1	2
4	138	415	611	1	1	0	240.8	104	40.94	144.5	92	12.28	125.7	98	5.66	11.6	1	3.13	0	1
38	159	510	2546	1	1	0	114.8	98	19.52	192.6	101	16.37	259.0	108	11.66	12.2	5	3.29	0	1
9	103	415	678	1	2	34	138.8	80	23.60	142.0	108	12.07	183.8	77	8.27	11.8	7	3.19	1	1
20	150	408	2485	1	2	27	209.8	112	35.67	155.0	80	13.18	251.5	111	11.32	7.2	6	1.94	0	1
7	37	408	722	1	1	0	134.9	98	22.93	248.4	130	21.11	236.2	113	10.63	14.7	2	3.97	3	1
3	33	415	2996	2	1	0	164.0	99	27.88	153.1	102	13.01	123.8	104	5.57	6.4	4	1.73	0	1
42	55	415	2203	1	1	0	245.5	130	41.74	192.7	54	16.38	141.7	83	6.38	9.1	4	2.46	1	1
7	134	408	1752	1	2	32	80.3	94	13.65	199.9	124	16.99	170.8	117	7.69	16.6	3	4.48	0	1
7	107	408	634	1	1	0	90.7	90	15.42	207.5	109	17.64	169.4	96	7.62	5.6	5	1.51	2	1
20	80	408	377	1	2	36	190.3	115	32.35	256.6	78	21.81	214.9	145	9.67	3.8	4	1.03	1	1
26	78	408	1235	1	1	0	108.6	108	18.46	209.9	126	17.84	222.6	117	10.02	7.9	5	2.13	1	2
27	85	408	1596	1	2	17	89.8	88	15.27	233.2	75	19.82	165.7	116	7.46	9.3	7	2.51	4	2
1	61	415	694	1	2	15	252.4	106	42.91	187.8	69	15.96	259.6	137	11.68	10.0	3	2.70	2	1
9	97	415	2209	1	2	32	183.4	94	31.18	269.1	120	22.87	203.5	38	9.16	6.7	4	1.81	5	1
36	136	408	2263	2	1	0	183.4	103	31.18	141.9	113	12.06	200.4	122	9.02	10.4	9	2.81	2	1
24	135	408	475	1	1	0	155.2	100	26.38	135.9	84	11.55	184.6	82	8.31	3.8	9	1.03	3	1
5	87	415	1963	1	2	19	165.8	122	28.19	186.9	89	15.89	249.7	78	11.24	0.0	0	0.00	1	1
36	165	510	1809	1	1	0	209.4	67	35.60	273.8	89	23.27	150.2	88	6.76	12.8	1	3.46	0	1
34	148	415	2812	1	1	0	279.3	104	47.48	201.6	87	17.14	280.8	99	12.64	7.9	2	2.13	2	2
41	99	415	2650	1	1	0	174.1	102	29.60	99.1	118	8.42	211.6	126	9.52	7.7	2	2.08	2	1
50	123	415	883	1	1	0	175.7	78	29.87	184.6	96	15.69	156.9	92	7.06	9.1	2	2.46	2	1
33	127	415	1287	2	1	0	256.5	87	43.61	222.1	101	18.88	156.7	122	7.05	13.0	3	3.51	1	1
51	151	415	2369	1	1	0	170.2	89	28.93	187.5	83	15.94	119.5	100	5.38	4.3	3	1.16	0	1
5	185	408	1129	1	1	0	139.6	92	23.73	250.2	115	21.27	158.1	79	7.11	10.8	4	2.92	1	1
17	65	415	2276	1	2	34	208.8	119	35.50	142.1	106	12.08	214.6	87	9.66	12.5	4	3.38	4	1
51	58	510	972	1	1	0	210.1	126	35.72	248.9	108	21.16	158.6	88	7.14	14.4	2	3.89	4	1
37	104	415	1572	1	1	0	113.6	87	19.31	158.6	98	13.48	187.7	87	8.45	10.5	6	2.84	2	1
45	44	415	2106	1	1	0	202.6	89	34.44	163.0	96	13.86	268.1	151	12.06	8.3	3	2.24	0	1
20	58	408	2985	1	1	0	174.4	112	29.65	265.8	122	22.59	182.4	87	8.21	0.0	0	0.00	4	1
45	108	415	1041	1	1	0	210.6	117	35.80	164.2	103	13.96	201.4	68	9.06	9.4	5	2.54	0	1
24	132	510	2793	1	1	0	121.5	88	20.66	253.0	124	21.51	195.7	120	8.81	10.7	4	2.89	1	1
30	80	415	1074	1	1	0	127.8	67	21.73	181.6	112	15.44	197.3	63	8.88	15.9	2	4.29	2	1
36	162	415	44	1	1	0	135.2	98	22.98	242.0	107	20.57	246.9	96	11.11	10.2	2	2.75	2	1
18	110	510	2159	1	1	0	99.4	62	16.90	275.0	86	23.38	212.1	94	9.54	16.7	3	4.51	2	1
48	96	415	2784	1	1	0	276.9	105	47.07	246.9	94	20.99	254.4	107	11.45	10.3	3	2.78	1	2
35	168	408	214	1	1	0	163.4	134	27.78	240.1	87	20.41	164.0	147	7.38	11.6	2	3.13	2	2
16	72	510	2231	1	1	0	287.4	116	48.86	235.3	126	20.00	292.1	114	13.14	5.0	3	1.35	4	2
6	125	408	2093	1	2	23	120.5	104	20.49	227.8	115	19.36	158.5	100	7.13	10.2	3	2.75	1	1
8	170	510	2237	1	1	0	184.1	106	31.30	204.9	70	17.42	224.3	133	10.09	9.8	3	2.65	2	1
1	71	510	156	1	1	0	185.0	84	31.45	232.5	129	19.76	191.1	82	8.60	14.9	4	4.02	3	1
41	124	415	460	1	1	0	160.9	109	27.35	144.2	152	12.26	120.4	97	5.42	12.9	12	3.48	1	1
17	68	415	1295	1	1	0	207.6	68	35.29	251.6	123	21.39	191.6	100	8.62	10.9	6	2.94	2	1
45	97	415	3202	1	1	0	209.2	134	35.56	0.0	0	0.00	175.4	94	7.89	11.8	6	3.19	1	1
15	98	510	854	2	1	0	158.4	71	26.93	306.6	66	26.06	144.2	93	6.49	2.1	4	0.57	1	1
8	24	408	1493	1	1	0	149.0	73	25.33	131.0	81	11.14	238.6	69	10.74	8.6	3	2.32	2	2
8	136	510	932	1	1	0	204.5	63	34.77	208.8	95	17.75	224.0	119	10.08	9.8	2	2.65	0	1
37	44	408	1138	1	1	0	288.8	86	49.10	175.9	87	14.95	215.4	106	9.69	9.5	2	2.57	0	2
18	96	415	935	1	2	40	108.6	90	18.46	206.4	154	17.54	126.3	118	5.68	13.4	4	3.62	0	1
30	31	415	416	1	1	0	97.5	129	16.58	260.4	78	22.13	88.7	100	3.99	7.0	5	1.89	1	1
2	72	415	507	1	1	0	166.5	102	28.31	261.0	103	22.19	262.7	85	11.82	13.3	5	3.59	0	1
12	24	415	2492	1	1	0	156.2	104	26.55	90.0	101	7.65	205.1	116	9.23	7.3	5	1.97	1	1
41	112	415	2877	1	2	31	225.2	89	38.28	256.8	117	21.83	249.7	87	11.24	11.5	1	3.11	4	1
11	117	415	34	2	1	0	287.4	118	48.86	259.6	84	22.07	153.2	86	6.89	10.0	3	2.70	1	2
17	137	415	63	1	2	19	175.3	96	29.80	241.3	146	20.51	211.4	109	9.51	7.8	2	2.11	0	1
39	136	408	1097	1	1	0	102.1	75	17.36	219.5	97	18.66	73.7	92	3.32	9.8	5	2.65	0	1
45	95	415	505	1	1	0	157.9	103	26.84	259.6	90	22.07	230.0	117	10.35	14.0	2	3.78	0	1
38	82	415	2550	1	2	19	146.5	73	24.91	246.4	65	20.94	199.0	114	8.96	4.1	4	1.11	1	1
29	145	415	1781	1	1	0	245.8	116	41.79	286.7	91	24.37	240.7	115	10.83	9.0	13	2.43	1	2
18	56	415	698	2	1	0	177.7	114	30.21	215.6	110	18.33	236.7	67	10.65	10.5	5	2.84	1	1
24	155	408	1672	2	1	0	250.8	146	42.64	152.5	105	12.96	148.1	104	6.66	10.0	5	2.70	2	1
36	133	408	1864	1	1	0	117.8	100	20.03	199.2	105	16.93	244.1	119	10.98	11.8	4	3.19	0	2
44	53	415	1884	1	1	0	119.7	113	20.35	189.7	84	16.12	256.2	108	11.53	12.9	7	3.48	2	1
51	123	415	2103	1	1	0	242.2	87	41.17	226.1	101	19.22	268.6	121	12.09	8.2	3	2.21	5	2
11	136	415	2573	1	1	0	163.4	83	27.78	249.3	119	21.19	249.7	90	11.24	9.8	4	2.65	7	1
44	57	415	2673	1	1	0	161.0	113	27.37	208.0	134	17.68	208.1	81	9.36	8.4	4	2.27	3	1
50	62	408	1943	1	1	0	128.7	111	21.88	169.5	104	14.41	193.6	97	8.71	10.3	5	2.78	1	1
33	112	415	988	1	1	0	81.6	94	13.87	268.1	112	22.79	140.8	75	6.34	8.6	18	2.32	1	1
23	55	415	2127	1	2	20	207.7	91	35.31	199.7	113	16.97	216.5	110	9.74	7.3	1	1.97	1	1
28	95	408	1995	1	1	0	128.6	115	21.86	216.2	88	18.38	255.3	96	11.49	6.3	2	1.70	6	2
35	125	415	1431	1	1	0	233.3	65	39.66	209.8	93	17.83	210.6	109	9.48	9.1	4	2.46	1	1
44	1	415	2421	1	1	0	182.1	106	30.96	134.9	106	11.47	152.3	75	6.85	10.0	3	2.70	5	2
18	98	415	198	1	2	36	168.0	81	28.56	163.2	125	13.87	172.7	120	7.77	8.0	2	2.16	6	2
42	105	415	2296	1	1	0	251.6	88	42.77	175.1	103	14.88	184.4	112	8.30	5.4	5	1.46	1	1
14	113	415	346	1	2	30	183.8	102	31.25	183.4	123	15.59	235.0	52	10.58	11.6	7	3.13	0	1
38	99	408	939	1	1	0	256.4	44	43.59	214.5	105	18.23	233.7	75	10.52	7.9	1	2.13	3	2
49	103	415	2094	1	1	0	180.2	134	30.63	97.7	85	8.30	181.7	134	8.18	8.4	3	2.27	1	1
50	177	408	1740	1	1	0	227.8	81	38.73	161.8	97	13.75	217.0	106	9.76	8.0	5	2.16	1	1
41	149	415	1547	1	2	20	147.8	132	25.13	276.8	94	23.53	149.9	110	6.75	10.2	6	2.75	0	1
7	160	415	1192	1	1	0	234.9	136	39.93	270.8	134	23.02	219.3	101	9.87	13.9	2	3.75	1	2
34	116	408	1184	1	1	0	110.9	54	18.85	213.4	82	18.14	186.2	116	8.38	7.9	2	2.13	2	1
29	90	415	78	1	2	22	124.5	94	21.17	231.7	90	19.69	222.2	108	10.00	6.4	12	1.73	1	1
23	148	415	2023	2	1	0	233.5	81	39.70	187.7	71	15.95	122.3	97	5.50	9.6	2	2.59	0	2
27	147	415	2889	1	2	35	197.3	134	33.54	141.1	99	11.99	212.1	90	9.54	10.1	4	2.73	2	2
30	95	510	2238	1	1	0	58.2	96	9.89	202.1	126	17.18	210.5	97	9.47	10.4	5	2.81	0	1
45	201	510	1644	1	1	0	212.7	72	36.16	225.2	90	19.14	195.1	99	8.78	7.0	6	1.89	1	1
50	80	415	1923	1	1	0	151.5	89	25.76	131.7	78	11.19	235.3	131	10.59	11.8	4	3.19	0	1
3	122	415	3266	2	1	0	146.3	117	24.87	218.7	93	18.59	236.0	97	10.62	11.5	5	3.11	1	1
27	132	408	2816	1	1	0	195.1	100	33.17	148.8	95	12.65	224.5	117	10.10	6.7	2	1.81	0	1
45	83	510	2079	1	1	0	208.9	71	35.51	214.8	92	18.26	247.9	108	11.16	13.0	5	3.51	1	1
12	99	408	3048	1	1	0	135.7	107	23.07	208.4	103	17.71	209.0	95	9.40	8.8	3	2.38	7	2
17	84	415	300	1	1	0	225.9	86	38.40	275.6	105	23.43	201.4	108	9.06	14.3	3	3.86	3	2
35	46	415	3061	1	1	0	122.2	67	20.77	167.2	62	14.21	194.8	98	8.77	9.7	6	2.62	1	1
36	87	510	824	1	1	0	153.3	106	26.06	224.5	117	19.08	273.4	152	12.30	8.9	5	2.40	2	1
12	150	415	1521	1	1	0	214.0	117	36.38	192.4	89	16.35	242.6	99	10.92	7.9	4	2.13	1	1
17	73	408	2029	1	1	0	194.8	112	33.12	167.2	85	14.21	100.3	61	4.51	10.8	6	2.92	1	1
16	7	415	1144	1	1	0	206.7	87	35.14	281.1	83	23.89	158.5	77	7.13	11.0	5	2.97	3	1
38	89	415	1110	1	2	12	188.0	105	31.96	151.3	107	12.86	201.9	132	9.09	10.5	3	2.84	2	1
35	131	408	2820	2	1	0	122.3	83	20.79	118.8	94	10.10	147.9	95	6.66	13.7	3	3.70	3	2
46	105	415	596	1	1	0	259.3	96	44.08	175.2	97	14.89	222.4	36	10.01	12.0	5	3.24	3	1
23	108	408	519	2	1	0	115.1	114	19.57	211.3	70	17.96	136.1	85	6.12	13.8	3	3.73	2	2
14	47	415	1356	1	2	28	172.9	109	29.39	137.6	94	11.70	203.8	109	9.17	8.3	6	2.24	1	1
25	101	415	1683	2	1	0	156.4	116	26.59	130.4	114	11.08	207.3	109	9.33	7.3	5	1.97	1	1
2	182	415	3200	1	2	24	128.1	104	21.78	143.4	127	12.19	191.0	98	8.59	11.6	3	3.13	1	1
38	161	408	1788	1	1	0	196.6	73	33.42	170.2	79	14.47	194.3	79	8.74	12.5	3	3.38	1	1
47	128	408	591	1	1	0	227.9	130	38.74	302.6	71	25.72	191.5	82	8.62	5.5	7	1.49	1	2
4	69	415	3239	1	2	31	194.9	63	33.13	191.6	90	16.29	153.0	129	6.89	13.2	2	3.56	2	1
46	113	408	749	1	2	34	44.9	63	7.63	134.2	82	11.41	168.4	118	7.58	13.3	3	3.59	1	1
39	87	408	52	1	2	30	262.8	114	44.68	215.8	130	18.34	154.8	88	6.97	7.8	2	2.11	0	1
6	71	415	191	1	1	0	211.2	70	35.90	252.7	122	21.48	225.8	104	10.16	12.3	3	3.32	0	1
18	76	415	2842	1	1	0	204.0	69	34.68	225.1	110	19.13	240.3	85	10.81	9.6	5	2.59	1	1
32	87	510	2110	1	1	0	223.2	109	37.94	127.5	86	10.84	289.3	83	13.02	14.5	4	3.92	3	1
15	117	408	1647	1	1	0	119.0	82	20.23	187.5	108	15.94	189.3	97	8.52	11.5	3	3.11	1	1
48	177	415	642	1	1	0	266.1	91	45.24	225.2	79	19.14	224.7	58	10.11	8.9	8	2.40	3	2
50	95	415	1075	1	1	0	134.4	104	22.85	152.4	95	12.95	236.5	80	10.64	9.4	3	2.54	1	1
40	76	415	569	1	1	0	171.1	78	29.09	257.2	83	21.86	91.6	92	4.12	16.2	3	4.37	1	1
36	66	415	2882	1	1	0	170.5	103	28.99	254.3	77	21.62	197.3	138	8.88	10.5	2	2.84	2	1
25	110	415	406	1	1	0	178.5	124	30.35	146.9	141	12.49	217.1	102	9.77	9.9	7	2.67	1	1
21	204	510	2586	1	1	0	205.2	145	34.88	154.8	95	13.16	191.4	77	8.61	14.1	5	3.81	3	1
36	32	415	2605	1	2	31	232.8	97	39.58	183.5	111	15.60	206.8	111	9.31	13.0	2	3.51	0	1
46	133	408	2026	1	2	39	239.9	107	40.78	253.8	77	21.57	128.7	85	5.79	6.7	3	1.81	5	1
10	185	408	3175	1	1	0	55.6	97	9.45	288.7	83	24.54	111.2	110	5.00	12.1	3	3.27	2	1
6	103	415	3277	1	2	37	153.5	78	26.10	241.9	108	20.56	244.7	110	11.01	10.6	3	2.86	1	1
35	91	510	2366	1	1	0	109.8	100	18.67	189.6	104	16.12	206.7	85	9.30	11.1	3	3.00	1	1
50	131	415	1261	1	1	0	196.1	89	33.34	185.5	87	15.77	250.0	132	11.25	5.2	6	1.40	2	1
19	153	510	814	1	1	0	166.8	127	28.36	143.5	121	12.20	210.7	130	9.48	11.8	4	3.19	0	1
20	132	415	575	1	2	25	113.2	96	19.24	269.9	107	22.94	229.1	87	10.31	7.1	7	1.92	2	1
45	148	510	1775	1	1	0	203.0	92	34.51	150.9	125	12.83	245.5	131	11.05	14.6	9	3.94	1	1
2	141	408	2248	1	1	0	242.8	90	41.28	234.1	80	19.90	211.5	104	9.52	6.0	3	1.62	5	1
22	105	415	2666	1	1	0	156.5	102	26.61	140.2	134	11.92	227.4	111	10.23	12.2	2	3.29	2	1
44	169	408	1833	1	1	0	266.7	105	45.34	158.2	88	13.45	287.7	111	12.95	13.8	3	3.73	3	2
29	127	415	2512	1	2	23	182.0	80	30.94	216.1	85	18.37	156.9	82	7.06	9.8	4	2.65	1	1
6	57	415	527	1	1	0	85.9	92	14.60	193.9	127	16.48	231.5	93	10.42	10.1	2	2.73	0	1
19	123	415	1939	1	2	33	146.6	87	24.92	114.8	59	9.76	220.4	99	9.92	2.9	7	0.78	0	1
27	103	510	521	1	2	35	110.5	101	18.79	208.3	81	17.71	87.4	77	3.93	13.9	2	3.75	4	2
38	101	415	2498	1	1	0	118.6	89	20.16	199.6	97	16.97	53.3	61	2.40	11.5	5	3.11	1	1
31	123	415	2426	1	2	22	197.6	105	33.59	80.0	86	6.80	120.8	82	5.44	15.6	12	4.21	2	1
30	78	510	3331	1	2	32	210.3	116	35.75	192.2	83	16.34	246.1	92	11.07	10.8	4	2.92	6	1
50	101	415	1446	1	2	28	220.3	96	37.45	285.8	72	24.29	203.0	111	9.14	9.4	6	2.54	4	1
34	129	415	3261	1	1	0	150.0	98	25.50	232.4	101	19.75	261.2	123	11.75	12.5	6	3.38	1	1
20	67	415	1104	1	2	34	161.7	114	27.49	207.6	115	17.65	205.7	114	9.26	9.2	4	2.48	0	1
23	37	415	2058	1	1	0	191.4	116	32.54	167.4	99	14.23	216.5	112	9.74	14.0	5	3.78	3	1
18	64	415	804	2	1	0	146.7	83	24.94	148.3	91	12.61	238.6	69	10.74	12.5	3	3.38	3	1
50	173	510	3294	1	1	0	109.4	103	18.60	101.3	111	8.61	167.3	106	7.53	7.8	7	2.11	1	1
18	135	510	3053	1	1	0	144.1	115	24.50	249.8	68	21.23	211.4	82	9.51	13.6	3	3.67	1	1
32	75	415	14	1	2	42	248.9	93	42.31	170.8	108	14.52	104.5	91	4.70	11.2	8	3.02	1	1
22	88	415	2749	1	1	0	85.7	112	14.57	221.6	70	18.84	190.6	75	8.58	11.6	3	3.13	4	2
44	112	415	663	1	1	0	214.8	112	36.52	209.7	104	17.82	164.4	97	7.40	9.4	5	2.54	3	1
24	113	408	3177	1	1	0	158.9	137	27.01	242.8	109	20.64	247.8	97	11.15	6.5	4	1.76	0	1
46	121	510	429	1	2	28	110.0	94	18.70	141.5	76	12.03	237.3	87	10.68	6.4	3	1.73	2	1
8	70	415	658	1	1	0	152.8	145	25.98	183.6	102	15.61	151.8	75	6.83	10.5	2	2.84	1	1
21	90	415	612	1	1	0	145.6	103	24.75	197.1	137	16.75	294.5	83	13.25	10.5	4	2.84	0	1
40	39	408	3194	1	1	0	93.3	83	15.86	199.6	114	16.97	206.2	104	9.28	6.5	4	1.76	0	1
20	142	408	545	1	1	0	216.8	134	36.86	187.8	106	15.96	138.1	108	6.21	8.3	2	2.24	0	1
21	176	408	1354	1	1	0	201.9	101	34.32	154.7	78	13.15	164.4	79	7.40	9.0	2	2.43	1	1
33	105	408	1733	1	1	0	146.4	81	24.89	225.1	80	19.13	230.1	117	10.35	8.5	2	2.30	1	1
24	57	415	754	1	1	0	272.7	74	46.36	224.9	85	19.12	178.2	104	8.02	10.5	3	2.84	2	2
23	110	510	1100	1	1	0	18.9	92	3.21	258.4	81	21.96	109.6	74	4.93	14.8	4	4.00	1	1
4	88	415	3196	1	1	0	172.8	81	29.38	193.4	90	16.44	89.6	107	4.03	12.8	5	3.46	2	1
2	95	408	217	1	1	0	190.2	119	32.33	157.1	70	13.35	181.5	120	8.17	14.0	6	3.78	0	1
23	147	415	1930	1	1	0	130.6	83	22.20	208.1	144	17.69	204.6	72	9.21	15.6	3	4.21	3	1
41	101	415	645	1	1	0	158.4	92	26.93	188.0	117	15.98	219.7	125	9.89	13.5	4	3.65	4	2
26	115	415	2711	1	1	0	166.5	111	28.31	236.2	98	20.08	205.6	92	9.25	15.6	2	4.21	1	1
26	103	415	3000	1	1	0	129.3	103	21.98	202.8	89	17.24	233.0	126	10.49	12.9	2	3.48	2	1
5	82	415	2371	1	1	0	199.3	112	33.88	193.4	120	16.44	254.4	117	11.45	7.0	10	1.89	0	1
21	141	415	1330	1	1	0	185.1	126	31.47	233.0	98	19.81	152.2	106	6.85	9.1	7	2.46	0	1
29	149	408	1610	1	1	0	175.4	80	29.82	197.4	127	16.78	188.2	102	8.47	9.7	2	2.62	2	1
15	131	510	2375	1	1	0	263.4	123	44.78	151.9	74	12.91	218.5	101	9.83	10.7	2	2.89	2	1
42	119	510	2623	1	1	0	94.2	108	16.01	264.1	100	22.45	203.7	79	9.17	7.3	3	1.97	1	1
2	112	510	437	1	1	0	189.4	83	32.20	219.0	89	18.62	168.0	116	7.56	7.1	8	1.92	3	1
34	116	510	506	1	2	35	118.0	103	20.06	167.2	106	14.21	205.7	102	9.26	11.8	2	3.19	2	1
19	94	415	1565	1	1	0	212.1	98	36.06	189.4	89	16.10	352.2	95	15.85	8.4	5	2.27	3	1
46	90	408	576	1	1	0	222.0	93	37.74	187.0	103	15.90	282.3	124	12.70	12.4	6	3.35	2	1
9	114	415	710	1	2	31	222.8	98	37.88	180.5	105	15.34	151.3	101	6.81	13.0	4	3.51	0	1
7	63	408	618	1	2	25	190.0	137	32.30	116.6	76	9.91	141.5	110	6.37	12.2	2	3.29	1	1
6	130	408	786	1	1	0	271.8	129	46.21	237.2	128	20.16	210.1	91	9.45	8.7	2	2.35	4	2
20	122	408	1566	1	2	29	195.4	83	33.22	268.2	93	22.80	168.0	95	7.56	8.4	6	2.27	3	1
38	166	510	1434	1	1	0	199.6	93	33.93	214.3	99	18.22	196.8	110	8.86	7.2	5	1.94	3	1
48	62	415	3319	1	1	0	100.0	98	17.00	173.5	95	14.75	218.0	122	9.81	10.1	4	2.73	0	1
41	78	415	2681	1	2	21	160.6	85	27.30	223.1	79	18.96	124.0	92	5.58	9.5	1	2.57	2	1
16	148	415	1563	1	2	26	158.7	91	26.98	160.5	127	13.64	218.3	88	9.82	9.9	3	2.67	1	1
21	154	510	2965	1	1	0	154.5	122	26.27	214.2	71	18.21	178.0	105	8.01	12.0	2	3.24	3	2
34	110	408	2187	1	2	34	192.3	114	32.69	129.3	114	10.99	136.3	102	6.13	6.3	12	1.70	1	1
44	75	415	3171	1	1	0	305.1	106	51.87	188.0	115	15.98	235.4	116	10.59	8.5	5	2.30	0	2
29	84	408	846	1	2	38	193.0	106	32.81	153.6	106	13.06	260.4	87	11.72	7.4	5	2.00	2	1
50	113	510	2081	1	1	0	72.5	88	12.33	204.0	112	17.34	117.9	118	5.31	6.6	3	1.78	1	1
6	181	510	1554	1	2	40	105.2	61	17.88	341.3	79	29.01	165.7	97	7.46	6.3	3	1.70	2	1
44	51	415	2475	1	1	0	180.5	88	30.69	134.7	102	11.45	170.7	97	7.68	10.0	3	2.70	2	1
10	102	408	2399	1	2	29	214.7	86	36.50	314.3	109	26.72	280.2	110	12.61	14.3	2	3.86	0	1
2	107	408	166	1	1	0	86.8	95	14.76	108.1	85	9.19	204.3	87	9.19	13.2	3	3.56	1	1
50	88	510	3292	1	1	0	131.5	99	22.36	174.8	128	14.86	184.2	83	8.29	7.9	2	2.13	5	2
23	82	415	3109	1	1	0	135.4	102	23.02	237.1	122	20.15	118.3	91	5.32	17.5	4	4.73	0	1
35	204	415	1581	1	1	0	174.3	85	29.63	254.1	95	21.60	176.4	96	7.94	5.9	3	1.59	6	1
26	130	510	707	1	1	0	203.9	63	34.66	191.8	93	16.30	132.5	125	5.96	12.1	4	3.27	3	1
25	174	510	532	1	1	0	235.5	108	40.04	142.3	143	12.10	316.7	131	14.25	12.5	5	3.38	0	1
3	129	415	1839	1	1	0	157.0	113	26.69	256.9	97	21.84	185.5	126	8.35	12.1	2	3.27	2	1
26	190	415	2356	2	1	0	111.9	55	19.02	223.0	124	18.96	243.2	81	10.94	10.0	7	2.70	3	1
35	54	510	2215	2	1	0	236.3	91	40.17	152.8	130	12.99	160.3	98	7.21	11.2	8	3.02	3	1
42	78	408	2345	1	1	0	163.6	88	27.81	283.4	93	24.09	262.1	108	11.79	8.6	9	2.32	0	1
1	100	415	2353	1	2	29	213.6	127	36.31	175.9	82	14.95	207.2	100	9.32	8.9	3	2.40	1	1
50	70	510	745	1	2	30	143.4	72	24.38	170.0	92	14.45	127.9	68	5.76	9.4	4	2.54	3	1
41	111	510	2831	1	1	0	78.3	119	13.31	198.2	94	16.85	248.5	94	11.18	12.1	4	3.27	1	1
46	117	408	1302	1	1	0	97.1	98	16.51	228.0	131	19.38	240.0	111	10.80	10.6	3	2.86	1	1
26	68	415	453	1	1	0	94.1	93	16.00	147.6	80	12.55	213.5	85	9.61	10.1	2	2.73	0	1
42	27	510	1151	1	1	0	226.3	95	38.47	274.3	109	23.32	242.7	119	10.92	8.2	3	2.21	2	2
24	91	415	1946	1	1	0	133.8	61	22.75	158.8	96	13.50	189.6	92	8.53	10.5	2	2.84	1	1
2	181	415	120	1	2	27	190.3	93	32.35	249.0	127	21.17	215.7	82	9.71	10.6	4	2.86	1	1
6	118	415	1276	1	2	36	294.9	106	50.13	165.7	115	14.08	189.2	63	8.51	9.8	5	2.65	3	1
22	112	415	2667	1	1	0	185.4	114	31.52	191.4	119	16.27	144.0	78	6.48	10.0	11	2.70	2	1
11	93	415	1561	1	1	0	179.5	121	30.52	191.9	131	16.31	165.5	125	7.45	12.0	4	3.24	0	1
4	102	408	241	1	1	0	158.0	94	26.86	207.9	100	17.67	190.4	120	8.57	10.1	10	2.73	0	1
20	93	415	509	1	1	0	173.0	131	29.41	190.4	108	16.18	290.0	66	13.05	10.4	2	2.81	0	1
4	107	415	1689	1	2	32	134.2	101	22.81	211.9	145	18.01	167.6	138	7.54	8.2	5	2.21	1	1
16	100	415	2808	1	2	32	125.2	123	21.28	230.9	101	19.63	192.0	106	8.64	12.6	9	3.40	3	1
9	115	415	3108	1	1	0	195.9	111	33.30	227.0	108	19.30	313.2	113	14.09	13.2	1	3.56	2	1
49	63	510	977	1	2	13	214.2	61	36.41	181.2	88	15.40	174.0	68	7.83	10.3	2	2.78	0	1
22	57	415	1750	1	1	0	221.1	101	37.59	236.7	65	20.12	252.3	137	11.35	9.5	1	2.57	0	1
8	119	408	3217	1	2	26	132.0	100	22.44	173.3	121	14.73	203.5	108	9.16	11.6	5	3.13	1	1
11	73	408	2043	1	1	0	157.6	92	26.79	198.3	87	16.86	364.9	106	16.42	9.1	4	2.46	1	1
12	98	408	1911	1	2	30	110.3	71	18.75	182.4	108	15.50	183.8	88	8.27	11.0	8	2.97	2	1
46	139	415	1373	2	1	0	161.5	121	27.46	192.9	137	16.40	168.3	96	7.57	11.2	13	3.02	0	1
35	31	408	2608	1	2	28	171.8	116	29.21	240.7	125	20.46	245.5	80	11.05	10.6	7	2.86	1	1
39	129	510	1329	1	2	32	211.0	99	35.87	155.1	89	13.18	234.8	96	10.57	11.4	5	3.08	1	1
3	115	415	2046	1	1	0	139.3	89	23.68	192.3	95	16.35	151.0	75	6.80	9.3	3	2.51	7	2
12	108	415	2038	1	1	0	291.6	99	49.57	221.1	93	18.79	229.2	110	10.31	14.0	9	3.78	2	2
9	139	408	2194	1	1	0	139.0	110	23.63	132.9	93	11.30	272.0	120	12.24	12.1	1	3.27	0	1
50	102	408	1370	1	1	0	234.8	125	39.92	199.2	99	16.93	163.2	88	7.34	10.0	1	2.70	4	1
37	149	408	943	1	1	0	187.6	83	31.89	201.4	81	17.12	264.2	79	11.89	8.8	1	2.38	1	1
38	113	415	1436	1	1	0	159.8	143	27.17	210.1	93	17.86	175.1	86	7.88	13.1	7	3.54	2	1
29	131	408	2333	1	2	33	177.1	100	30.11	194.0	85	16.49	253.4	124	11.40	5.2	5	1.40	1	1
25	83	408	1253	1	1	0	117.9	101	20.04	160.4	92	13.63	235.3	150	10.59	11.4	10	3.08	0	1
3	96	415	1353	1	2	21	247.6	95	42.09	256.3	150	21.79	158.6	72	7.14	10.8	6	2.92	2	1
11	98	408	2155	1	1	0	169.9	77	28.88	138.3	155	11.76	142.6	105	6.42	8.5	7	2.30	1	1
43	3	415	2561	1	1	0	185.0	120	31.45	203.7	129	17.31	170.5	89	7.67	14.1	3	3.81	3	1
20	77	408	3262	1	2	17	204.9	84	34.83	201.0	102	17.09	219.7	97	9.89	11.3	5	3.05	0	1
29	75	408	2419	1	2	24	225.5	119	38.34	182.0	108	15.47	270.9	106	12.19	9.4	2	2.54	3	1
13	40	510	2188	1	1	0	169.7	115	28.85	141.4	123	12.02	253.0	115	11.39	10.5	3	2.84	4	2
32	108	415	432	1	1	0	239.3	102	40.68	223.4	127	18.99	251.4	104	11.31	10.6	6	2.86	0	1
27	100	415	502	1	1	0	113.3	96	19.26	197.9	89	16.82	284.5	93	12.80	11.7	2	3.16	4	2
2	16	415	319	1	1	0	161.9	100	27.52	230.1	138	19.56	148.8	78	6.70	10.2	11	2.75	3	1
35	115	510	2622	1	2	16	133.3	110	22.66	185.7	111	15.78	161.5	113	7.27	5.6	4	1.51	2	1
39	108	510	1824	1	2	25	170.7	88	29.02	109.9	113	9.34	165.7	99	7.46	8.7	1	2.35	3	1
47	107	510	1918	1	1	0	189.7	76	32.25	156.1	65	13.27	244.0	91	10.98	8.3	3	2.24	5	1
28	161	415	2354	1	1	0	322.3	100	54.79	230.4	135	19.58	241.5	104	10.87	7.8	5	2.11	2	2
7	147	415	2122	1	1	0	124.4	74	21.15	320.9	78	27.28	157.2	126	7.07	10.4	4	2.81	2	1
25	107	415	10	1	1	0	146.9	94	24.97	114.3	111	9.72	114.5	97	5.15	11.4	5	3.08	3	1
50	120	510	513	1	1	0	192.6	123	32.74	206.4	105	17.54	283.2	93	12.74	10.8	3	2.92	1	1
32	107	408	421	1	2	36	96.3	83	16.37	179.6	91	15.27	166.3	121	7.48	10.3	2	2.78	1	1
1	58	510	1320	1	1	0	131.9	96	22.42	167.6	107	14.25	205.9	106	9.27	14.7	5	3.97	3	1
19	91	408	3033	1	1	0	147.2	121	25.02	175.2	87	14.89	136.3	80	6.13	13.3	3	3.59	2	1
2	13	415	979	1	1	0	143.1	139	24.33	239.6	88	20.37	221.7	123	9.98	7.1	5	1.92	2	1
16	104	408	1919	1	1	0	280.4	127	47.67	179.4	79	15.25	150.6	77	6.78	15.2	6	4.10	5	1
20	93	415	1458	1	2	31	237.2	85	40.32	213.1	100	18.11	192.7	87	8.67	10.7	4	2.89	1	1
9	95	510	1443	1	1	0	184.2	95	31.31	181.6	101	15.44	143.4	113	6.45	12.8	4	3.46	2	1
41	104	415	2233	1	1	0	109.1	141	18.55	187.1	140	15.90	216.6	100	9.75	10.0	4	2.70	3	1
31	35	408	2331	1	1	0	138.1	115	23.48	158.2	82	13.45	215.7	118	9.71	10.3	2	2.78	5	2
19	62	415	2025	1	1	0	186.8	94	31.76	207.6	92	17.65	195.0	98	8.78	8.8	4	2.38	3	1
26	143	510	2809	1	1	0	155.4	112	26.42	290.9	92	24.73	228.4	91	10.28	13.9	5	3.75	1	1
33	62	415	436	1	1	0	245.3	91	41.70	122.9	130	10.45	228.4	102	10.28	8.5	4	2.30	4	1
48	60	415	1411	2	1	0	205.9	97	35.00	277.4	117	23.58	202.0	139	9.09	11.0	2	2.97	0	2
41	41	510	928	1	1	0	207.2	138	35.22	214.1	83	18.20	193.0	105	8.69	11.9	4	3.21	1	1
27	34	415	1593	1	2	14	151.5	100	25.76	248.7	126	21.14	199.8	120	8.99	10.7	5	2.89	2	1
22	56	408	2039	1	1	0	221.9	112	37.72	278.2	122	23.65	288.1	85	12.96	7.1	5	1.92	0	2
33	183	415	2466	1	1	0	190.0	100	32.30	246.6	78	20.96	304.2	107	13.69	9.5	4	2.57	1	1
4	94	415	1412	1	1	0	220.8	111	37.54	156.2	67	13.28	187.9	89	8.46	10.5	4	2.84	2	1
7	73	415	1054	1	2	47	173.7	117	29.53	204.0	114	17.34	174.6	94	7.86	6.3	3	1.70	2	1
15	123	408	363	1	1	0	114.8	94	19.52	150.0	104	12.75	268.6	119	12.09	9.6	4	2.59	2	1
16	64	408	808	1	1	0	113.8	97	19.35	192.3	97	16.35	214.9	89	9.67	10.4	1	2.81	3	1
3	127	415	3120	2	1	0	143.2	60	24.34	179.5	159	15.26	171.8	122	7.73	6.2	4	1.67	4	2
40	33	415	780	1	1	0	184.4	111	31.35	203.8	110	17.32	237.4	100	10.68	9.3	5	2.51	3	1
29	27	415	2725	1	1	0	227.4	67	38.66	248.0	115	21.08	61.4	109	2.76	7.8	6	2.11	1	1
31	123	408	1406	1	1	0	224.0	99	38.08	210.7	80	17.91	231.9	75	10.44	2.1	5	0.57	0	1
34	148	510	234	1	1	0	216.2	95	36.75	185.7	105	15.78	300.0	143	13.50	10.0	5	2.70	2	1
45	81	415	1027	1	1	0	129.9	121	22.08	230.1	105	19.56	140.5	123	6.32	13.3	3	3.59	0	1
28	122	510	66	1	2	30	230.1	108	39.12	287.6	76	24.45	177.1	85	7.97	6.9	3	1.86	2	1
23	52	415	1970	1	1	0	204.4	97	34.75	273.2	128	23.22	179.6	118	8.08	11.0	5	2.97	1	1
49	91	408	1763	1	2	44	216.6	101	36.82	173.1	98	14.71	242.1	95	10.89	9.1	3	2.46	1	1
3	54	415	355	1	1	0	247.5	85	42.08	225.4	93	19.16	244.3	132	10.99	10.2	2	2.75	2	2
31	152	510	347	1	1	0	228.1	93	38.78	136.4	106	11.59	197.3	107	8.88	9.0	2	2.43	1	1
44	201	415	3099	1	1	0	225.9	110	38.40	299.1	86	25.42	251.3	81	11.31	11.2	4	3.02	1	2
14	78	415	158	1	1	0	103.5	115	17.60	117.9	102	10.02	201.0	94	9.05	12.0	3	3.24	4	2
7	67	415	3220	1	1	0	115.5	70	19.64	252.2	143	21.44	208.9	91	9.40	7.5	6	2.03	0	1
31	100	408	2830	1	1	0	218.8	125	37.20	148.3	102	12.61	277.8	97	12.50	9.7	6	2.62	1	1
51	41	510	1892	1	1	0	223.8	67	38.05	244.8	74	20.81	223.8	156	10.07	12.3	5	3.32	3	1
38	133	415	1778	1	1	0	143.8	71	24.45	184.0	131	15.64	275.5	132	12.40	12.9	4	3.48	3	1
41	36	408	1157	1	2	43	29.9	123	5.08	129.1	117	10.97	325.9	105	14.67	8.6	6	2.32	2	1
21	51	510	1800	1	2	28	276.7	121	47.04	203.7	99	17.31	246.2	88	11.08	8.3	3	2.24	0	1
35	122	415	2084	1	1	0	141.4	128	24.04	146.4	70	12.44	123.0	75	5.54	8.1	4	2.19	0	1
33	84	408	3255	1	2	41	153.9	102	26.16	140.7	117	11.96	217.7	101	9.80	12.8	5	3.46	1	1
19	91	415	1936	1	1	0	190.5	128	32.39	205.5	103	17.47	130.7	63	5.88	13.8	5	3.73	0	1
45	110	408	152	1	1	0	192.6	102	32.74	178.9	118	15.21	214.6	74	9.66	9.4	4	2.54	1	1
2	91	408	775	2	1	0	151.8	115	25.81	103.6	116	8.81	156.3	86	7.03	12.2	4	3.29	1	1
9	121	408	3265	1	1	0	215.6	74	36.65	192.9	98	16.40	144.0	103	6.48	10.1	4	2.73	5	1
50	109	415	2731	1	1	0	180.0	100	30.60	229.0	103	19.47	139.4	105	6.27	7.8	8	2.11	3	1
18	95	510	3193	1	1	0	157.3	116	26.74	197.5	77	16.79	128.2	111	5.77	8.4	4	2.27	2	1
28	72	415	896	1	1	0	196.5	88	33.41	158.6	129	13.48	269.3	118	12.12	6.8	3	1.84	0	1
50	73	415	1548	1	1	0	240.3	130	40.85	162.5	83	13.81	231.9	136	10.44	11.9	3	3.21	0	1
4	108	415	3103	1	1	0	193.3	126	32.86	154.7	85	13.15	174.8	98	7.87	9.4	6	2.54	3	1
50	58	408	2245	1	2	39	211.9	40	36.02	274.4	76	23.32	210.5	139	9.47	5.4	4	1.46	1	1
29	148	415	2420	2	1	0	218.7	111	37.18	155.6	133	13.23	277.4	62	12.48	8.2	5	2.21	1	1
48	76	510	652	2	1	0	246.8	110	41.96	206.3	63	17.54	208.4	123	9.38	13.2	5	3.56	0	2
14	103	415	684	1	1	0	174.7	151	29.70	148.0	56	12.58	168.2	109	7.57	15.8	3	4.27	6	2
7	87	415	2636	1	1	0	240.0	83	40.80	134.1	106	11.40	189.1	84	8.51	9.3	2	2.51	0	2
37	35	510	816	1	2	37	181.2	76	30.80	177.6	98	15.10	228.0	136	10.26	5.0	3	1.35	2	1
13	88	415	2928	1	1	0	113.7	67	19.33	165.1	127	14.03	141.5	142	6.37	10.8	3	2.92	1	1
30	67	415	1857	1	2	41	174.7	86	29.70	160.6	93	13.65	155.3	108	6.99	13.4	1	3.62	0	1
14	77	510	2534	1	2	29	211.1	89	35.89	223.5	97	19.00	148.4	106	6.68	9.7	9	2.62	2	1
38	124	510	362	1	1	0	169.3	108	28.78	178.6	91	15.18	242.3	82	10.90	12.2	3	3.29	1	1
42	30	415	1001	1	1	0	247.4	107	42.06	175.9	76	14.95	287.4	90	12.93	11.3	2	3.05	0	1
9	53	415	3150	1	2	32	131.2	63	22.30	227.4	125	19.33	178.9	105	8.05	12.8	2	3.46	2	1
48	152	510	366	1	1	0	161.4	84	27.44	163.6	88	13.91	153.2	121	6.89	11.8	5	3.19	1	1
7	100	510	3114	2	1	0	107.2	98	18.22	86.8	122	7.38	156.2	117	7.03	9.7	4	2.62	1	1
24	59	408	2072	1	2	32	211.9	120	36.02	202.9	136	17.25	213.5	95	9.61	8.8	5	2.38	1	1
48	143	510	465	1	1	0	160.4	120	27.27	285.9	104	24.30	182.5	85	8.21	6.9	4	1.86	3	1
39	142	510	471	1	2	40	230.7	101	39.22	256.8	88	21.83	263.9	92	11.88	6.4	3	1.73	1	1
14	105	408	1294	1	1	0	232.6	96	39.54	253.4	117	21.54	154.0	101	6.93	10.5	9	2.84	1	1
26	111	408	640	1	1	0	294.7	90	50.10	294.6	72	25.04	260.1	121	11.70	10.8	3	2.92	1	2
48	143	510	1256	1	1	0	133.4	107	22.68	223.9	117	19.03	180.4	85	8.12	10.2	13	2.75	1	1
8	93	408	628	1	2	22	306.2	123	52.05	189.7	83	16.12	240.3	107	10.81	11.7	2	3.16	0	1
18	79	415	1758	1	1	0	236.8	135	40.26	186.4	87	15.84	126.9	112	5.71	10.4	5	2.81	2	1
36	68	415	1515	2	2	24	125.7	92	21.37	275.9	98	23.45	214.5	108	9.65	14.2	6	3.83	3	2
43	93	510	614	2	1	0	168.4	114	28.63	276.0	127	23.46	196.2	48	8.83	11.4	3	3.08	1	1
14	103	415	2250	1	1	0	70.9	134	12.05	134.5	112	11.43	168.8	164	7.60	12.0	6	3.24	2	1
50	144	510	2319	1	2	38	105.0	86	17.85	121.8	123	10.35	221.5	122	9.97	3.7	4	1.00	0	1
49	93	415	2287	1	1	0	152.1	141	25.86	215.5	107	18.32	262.4	111	11.81	12.0	7	3.24	1	1
37	149	510	1372	2	1	0	180.9	79	30.75	194.9	83	16.57	197.8	109	8.90	8.8	9	2.38	3	1
50	23	510	2517	1	2	31	156.6	84	26.62	161.5	96	13.73	294.6	107	13.26	9.4	6	2.54	1	1
42	221	510	1352	1	2	24	180.5	85	30.69	224.1	92	19.05	205.7	103	9.26	2.4	3	0.65	0	1
17	164	510	2344	1	2	30	238.8	100	40.60	230.0	121	19.55	206.3	66	9.28	13.2	8	3.56	1	1
28	104	415	1087	1	2	18	182.1	66	30.96	213.6	65	18.16	193.0	108	8.69	13.4	9	3.62	2	1
35	150	415	3302	1	2	35	139.6	72	23.73	332.8	170	28.29	213.8	105	9.62	8.8	2	2.38	2	1
49	184	408	2601	1	2	12	200.3	76	34.05	253.6	105	21.56	149.3	93	6.72	10.2	5	2.75	0	1
41	88	408	757	1	1	0	153.5	94	26.10	251.7	118	21.39	182.2	99	8.20	8.5	6	2.30	1	1
45	61	415	789	2	2	29	128.2	119	21.79	171.7	83	14.59	250.9	114	11.29	11.7	6	3.16	3	1
28	110	408	2428	1	1	0	159.5	145	27.12	202.3	101	17.20	256.0	96	11.52	16.7	2	4.51	2	1
16	115	415	1555	1	1	0	226.4	101	38.49	276.8	60	23.53	213.4	82	9.60	12.3	4	3.32	3	2
3	33	408	1584	1	1	0	251.9	81	42.82	194.6	96	16.54	211.2	87	9.50	8.4	3	2.27	2	1
22	100	510	851	1	1	0	264.5	117	44.97	194.0	111	16.49	262.7	111	11.82	7.5	4	2.03	2	2
35	209	415	1517	1	1	0	153.7	105	26.13	188.6	87	16.03	200.8	95	9.04	10.7	2	2.89	0	1
38	27	510	1014	1	1	0	232.1	81	39.46	210.8	101	17.92	165.4	87	7.44	15.0	6	4.05	5	1
15	117	415	1585	1	1	0	201.9	86	34.32	212.3	96	18.05	176.9	98	7.96	7.8	10	2.11	1	1
20	87	408	359	1	1	0	186.9	79	31.77	182.6	105	15.52	143.1	90	6.44	4.2	14	1.13	1	1
7	129	510	2698	1	2	27	196.6	89	33.42	180.6	95	15.35	245.0	83	11.03	6.6	5	1.78	1	1
49	142	510	2453	1	1	0	232.1	102	39.46	168.2	110	14.30	197.3	120	8.88	9.9	3	2.67	1	1
37	112	415	1	1	1	0	166.0	79	28.22	74.6	100	6.34	247.9	74	11.16	6.3	7	1.70	0	1
9	75	510	3253	1	2	28	200.6	96	34.10	164.1	111	13.95	169.6	153	7.63	2.5	5	0.68	1	1
4	97	408	801	1	2	25	141.0	101	23.97	212.0	85	18.02	175.2	138	7.88	4.9	2	1.32	3	1
1	121	408	1934	1	2	34	245.0	95	41.65	216.9	66	18.44	112.4	125	5.06	7.5	8	2.03	0	1
23	142	415	1123	2	1	0	140.8	140	23.94	228.6	119	19.43	152.9	88	6.88	10.9	7	2.94	1	1
48	121	510	1780	1	1	0	255.1	93	43.37	266.9	97	22.69	197.7	118	8.90	8.8	3	2.38	3	2
42	87	415	90	1	2	33	125.0	99	21.25	235.3	81	20.00	215.3	95	9.69	10.2	7	2.75	2	1
42	34	408	2283	1	1	0	180.6	65	30.70	280.4	99	23.83	292.4	105	13.16	5.0	3	1.35	1	1
1	177	415	2007	2	1	0	248.7	118	42.28	172.3	73	14.65	191.9	87	8.64	11.3	2	3.05	1	2
20	58	415	1149	1	2	30	178.1	111	30.28	236.7	109	20.12	264.0	118	11.88	8.4	2	2.27	0	1
3	113	415	401	2	1	0	122.2	112	20.77	131.7	94	11.19	169.5	106	7.63	10.3	9	2.78	5	2
17	101	415	732	1	1	0	231.3	87	39.32	224.7	88	19.10	214.6	69	9.66	7.2	7	1.94	1	1
38	89	415	565	1	1	0	111.2	101	18.90	122.1	94	10.38	180.8	85	8.14	12.6	2	3.40	3	1
28	77	408	261	2	2	44	103.2	117	17.54	236.3	86	20.09	203.5	101	9.16	11.9	2	3.21	0	2
37	146	510	1755	1	1	0	138.4	104	23.53	158.9	122	13.51	47.4	73	2.13	3.9	9	1.05	4	2
32	93	415	2738	1	1	0	146.3	85	24.87	216.6	95	18.41	233.0	82	10.49	11.5	3	3.11	0	1
36	160	415	382	1	1	0	206.3	66	35.07	241.1	109	20.49	227.8	102	10.25	11.7	6	3.16	0	1
33	55	415	400	1	1	0	132.0	103	22.44	279.6	114	23.77	180.0	74	8.10	13.5	4	3.65	0	1
36	88	408	974	1	1	0	274.6	105	46.68	161.1	121	13.69	194.4	123	8.75	9.2	4	2.48	2	1
23	63	510	2409	1	1	0	185.3	87	31.50	225.3	87	19.15	194.3	93	8.74	11.7	3	3.16	0	1
17	127	415	990	1	2	24	154.8	69	26.32	177.2	105	15.06	207.6	102	9.34	9.0	4	2.43	1	1
15	57	415	2674	1	2	30	179.2	105	30.46	283.2	83	24.07	228.1	77	10.26	14.7	5	3.97	1	1
40	138	510	2987	2	1	0	286.2	61	48.65	187.2	60	15.91	146.2	114	6.58	11.0	4	2.97	2	2
3	115	408	388	1	1	0	268.0	115	45.56	153.6	106	13.06	232.3	65	10.45	17.0	1	4.59	3	1
35	171	415	3011	1	1	0	137.5	110	23.38	198.1	109	16.84	292.7	131	13.17	13.3	5	3.59	2	1
51	148	408	1751	1	1	0	243.0	115	41.31	191.8	91	16.30	117.8	93	5.30	13.4	5	3.62	2	1
28	127	510	557	1	1	0	134.9	79	22.93	221.5	114	18.83	113.8	118	5.12	15.0	2	4.05	1	1
38	61	415	2151	1	1	0	234.2	76	39.81	216.7	108	18.42	130.6	122	5.88	13.9	2	3.75	1	1
47	131	415	3140	1	1	0	175.1	73	29.77	171.9	116	14.61	131.1	94	5.90	7.3	6	1.97	1	1
42	88	408	580	1	1	0	142.2	107	24.17	262.4	84	22.30	139.2	99	6.26	10.1	5	2.73	1	1
8	130	510	100	1	1	0	132.4	81	22.51	200.3	110	17.03	202.5	103	9.11	6.0	1	1.62	2	1
40	89	415	3051	1	2	24	97.8	98	16.63	207.2	67	17.61	214.5	126	9.65	5.9	2	1.59	0	1
14	82	415	2852	1	1	0	266.9	83	45.37	229.7	74	19.52	251.7	99	11.33	11.0	6	2.97	3	2
37	138	510	2799	1	2	33	155.2	139	26.38	268.3	79	22.81	186.4	71	8.39	9.7	4	2.62	3	1
24	115	415	3186	1	1	0	200.2	92	34.03	244.9	107	20.82	190.9	96	8.59	8.8	3	2.38	1	1
48	84	415	1435	1	1	0	289.1	100	49.15	233.8	97	19.87	223.5	148	10.06	12.7	2	3.43	2	2
50	117	510	607	2	1	0	198.4	121	33.73	249.5	104	21.21	162.8	115	7.33	10.5	5	2.84	1	1
31	60	415	2724	1	1	0	180.3	67	30.65	208.0	68	17.68	181.2	101	8.15	12.8	6	3.46	2	1
49	62	415	1481	1	1	0	86.3	84	14.67	238.7	99	20.29	238.4	79	10.73	12.5	1	3.38	2	1
21	133	510	1641	1	1	0	295.0	141	50.15	223.6	101	19.01	229.4	109	10.32	12.9	4	3.48	2	2
16	131	408	1568	1	1	0	240.9	108	40.95	167.4	91	14.23	322.2	109	14.50	14.7	8	3.97	3	1
16	65	408	326	1	1	0	207.7	109	35.31	217.5	117	18.49	125.6	111	5.65	8.0	5	2.16	1	1
35	120	510	2746	1	2	27	128.5	115	21.85	163.7	91	13.91	242.9	121	10.93	0.0	0	0.00	1	1
38	142	510	2261	1	2	22	224.4	114	38.15	146.0	106	12.41	241.4	98	10.86	8.8	2	2.38	1	1
37	134	415	1782	1	1	0	164.9	115	28.03	126.5	96	10.75	238.5	125	10.73	10.0	9	2.70	2	1
49	87	415	129	1	1	0	238.0	97	40.46	164.5	97	13.98	282.5	132	12.71	10.6	6	2.86	2	1
32	139	415	1713	1	2	43	231.0	85	39.27	222.3	82	18.90	148.0	105	6.66	8.3	5	2.24	2	1
3	76	408	638	1	1	0	107.3	140	18.24	238.2	133	20.25	271.8	116	12.23	10.0	3	2.70	4	2
45	100	408	1551	1	1	0	185.0	122	31.45	182.5	92	15.51	274.9	92	12.37	5.1	8	1.38	1	1
8	99	415	2639	1	2	31	244.1	71	41.50	203.4	58	17.29	234.0	115	10.53	7.7	4	2.08	3	1
1	99	510	2607	1	1	0	238.4	96	40.53	246.5	130	20.95	198.4	117	8.93	12.4	4	3.35	3	1
4	48	415	2903	1	2	27	141.1	109	23.99	224.7	94	19.10	174.3	122	7.84	13.2	2	3.56	1	1
17	57	415	1250	1	1	0	158.1	117	26.88	115.2	149	9.79	182.4	92	8.21	11.8	7	3.19	0	1
36	106	415	881	1	2	30	220.1	105	37.42	222.2	109	18.89	158.4	96	7.13	13.1	8	3.54	0	1
17	170	415	2710	1	2	42	199.5	119	33.92	135.0	90	11.48	184.6	49	8.31	10.9	3	2.94	4	2
41	78	415	1195	1	1	0	109.5	105	18.62	286.1	90	24.32	247.6	113	11.14	4.9	9	1.32	1	1
43	39	408	1339	1	1	0	187.2	110	31.82	114.7	116	9.75	104.7	83	4.71	13.2	5	3.56	1	1
5	127	510	2138	1	1	0	107.9	128	18.34	187.0	77	15.90	218.5	95	9.83	0.0	0	0.00	0	1
23	119	510	302	2	2	22	172.1	119	29.26	223.6	133	19.01	150.0	94	6.75	13.9	20	3.75	1	2
16	114	408	1277	1	1	0	203.8	85	34.65	87.8	110	7.46	166.2	122	7.48	11.7	4	3.16	1	1
40	95	408	2939	1	1	0	160.0	133	27.20	215.3	98	18.30	188.9	87	8.50	9.1	4	2.46	0	1
25	116	408	1557	1	1	0	51.1	106	8.69	208.6	137	17.73	198.0	92	8.91	12.3	3	3.32	1	1
43	110	415	2243	1	1	0	227.7	88	38.71	170.0	96	14.45	128.7	57	5.79	11.7	5	3.16	1	1
7	74	510	1856	1	1	0	203.8	77	34.65	205.1	111	17.43	154.9	109	6.97	9.0	2	2.43	1	1
22	148	408	733	1	2	33	241.7	84	41.09	165.8	84	14.09	160.6	80	7.23	11.3	3	3.05	1	1
21	83	510	480	1	1	0	78.1	70	13.28	239.3	115	20.34	144.4	112	6.50	12.3	4	3.32	1	1
28	73	408	1275	1	1	0	187.8	95	31.93	149.2	143	12.68	201.4	113	9.06	11.0	4	2.97	2	1
41	111	415	3225	1	2	21	127.1	94	21.61	228.3	116	19.41	166.7	108	7.50	7.1	3	1.92	1	1
5	84	415	3154	1	1	0	280.0	113	47.60	202.2	90	17.19	156.8	103	7.06	10.4	4	2.81	0	2
19	75	510	1145	2	1	0	153.2	78	26.04	210.8	99	17.92	153.5	100	6.91	7.8	3	2.11	1	1
49	114	415	1638	1	2	26	137.1	88	23.31	155.7	125	13.23	247.6	94	11.14	11.5	7	3.11	2	1
15	71	510	113	2	1	0	186.1	114	31.64	198.6	140	16.88	206.5	80	9.29	13.8	5	3.73	4	2
16	58	415	2815	1	2	22	224.1	127	38.10	238.8	85	20.30	174.2	86	7.84	11.5	7	3.11	2	1
2	106	408	2706	1	2	29	83.6	131	14.21	203.9	131	17.33	229.5	73	10.33	8.1	3	2.19	1	1
37	172	408	2489	1	1	0	203.9	109	34.66	234.0	123	19.89	160.7	65	7.23	17.8	4	4.81	4	1
13	45	415	2528	1	1	0	211.3	87	35.92	165.7	97	14.08	265.9	72	11.97	13.3	6	3.59	1	1
47	100	408	482	2	1	0	219.4	112	37.30	225.7	102	19.18	255.3	95	11.49	12.0	4	3.24	4	1
35	94	415	1284	1	1	0	190.4	91	32.37	92.0	107	7.82	224.8	108	10.12	13.6	17	3.67	2	1
19	128	415	1222	1	1	0	147.7	94	25.11	283.3	83	24.08	188.3	124	8.47	6.9	5	1.86	2	1
41	181	408	2803	1	1	0	229.9	130	39.08	144.4	93	12.27	262.4	110	11.81	14.2	4	3.83	2	1
14	127	408	2278	1	1	0	102.8	128	17.48	143.7	95	12.21	191.4	97	8.61	10.0	5	2.70	1	1
25	89	415	1640	1	1	0	178.7	81	30.38	233.7	74	19.86	131.9	120	5.94	9.1	4	2.46	1	1
22	149	415	2262	1	2	18	148.5	106	25.25	114.5	106	9.73	178.3	98	8.02	6.5	4	1.76	0	1
26	103	510	2214	1	2	29	164.1	111	27.90	219.1	96	18.62	220.3	108	9.91	12.3	9	3.32	0	1
42	163	415	1841	2	1	0	197.2	90	33.52	188.5	113	16.02	211.1	94	9.50	7.8	8	2.11	1	1
37	52	415	2478	1	1	0	124.9	131	21.23	300.5	118	25.54	192.5	106	8.66	11.6	4	3.13	2	1
51	89	415	1799	1	1	0	115.4	99	19.62	209.9	115	17.84	280.9	112	12.64	15.9	6	4.29	3	1
11	122	510	2977	2	1	0	140.0	101	23.80	196.4	77	16.69	120.1	133	5.40	9.7	4	2.62	4	2
47	60	415	2549	1	1	0	193.9	118	32.96	85.0	110	7.23	210.1	134	9.45	13.2	8	3.56	3	1
21	62	408	2896	1	1	0	321.1	105	54.59	265.5	122	22.57	180.5	72	8.12	11.5	2	3.11	4	2
16	117	415	1265	1	1	0	118.4	126	20.13	249.3	97	21.19	227.0	56	10.22	13.6	3	3.67	5	2
50	159	415	1742	1	1	0	169.8	114	28.87	197.7	105	16.80	193.7	82	8.72	11.6	4	3.13	1	1
36	78	408	1475	1	1	0	193.4	99	32.88	116.9	88	9.94	243.3	109	10.95	9.3	4	2.51	2	1
36	96	415	719	1	1	0	106.6	128	18.12	284.8	87	24.21	178.9	92	8.05	14.9	7	4.02	1	1
41	79	415	746	1	1	0	134.7	98	22.90	189.7	68	16.12	221.4	128	9.96	11.8	5	3.19	2	1
4	192	415	3058	1	2	36	156.2	77	26.55	215.5	126	18.32	279.1	83	12.56	9.9	6	2.67	2	1
50	68	415	1529	1	1	0	231.1	57	39.29	153.4	55	13.04	191.3	123	8.61	9.6	4	2.59	3	1
40	28	510	43	1	1	0	180.8	109	30.74	288.8	58	24.55	191.9	91	8.64	14.1	6	3.81	2	1
7	184	510	1332	2	1	0	213.8	105	36.35	159.6	84	13.57	139.2	137	6.26	5.0	10	1.35	2	1
43	74	415	2560	1	2	25	234.4	113	39.85	265.9	82	22.60	241.4	77	10.86	13.7	4	3.70	0	1

num_cols <- ncol(numeric_vars)
num_cols

## [1] 21

par(mfrow = c(3, 5), mar = c(4, 4, 2, 1))  # Set the layout for plots
for (i in 1:num_cols) {
  hist(numeric_vars[[i]], main = paste("Histogram of", names(numeric_vars)[i]), xlab = names(numeric_vars)[i], col = "skyblue")
}

#Churn Ratio by categorical predictors
exp1 <- ggplot(churn_data, aes(Area.Code, fill = Churn.)) + geom_bar(position = "fill") + labs(x = "Area code", y = "") + theme(legend.position = "none")
exp2 <- ggplot(churn_data, aes(Int.l.Plan, fill = Churn.)) + geom_bar(position = "fill") + labs(x = "International?", y = "") + theme(legend.position = "none")
exp3 <- ggplot(churn_data, aes(VMail.Plan, fill = Churn.)) + geom_bar(position = "fill") + labs(x = "Voicemail?", y = "") + theme(legend.position = "none") 
exp4 <- ggplot(churn_data, aes(CustServ.Calls, fill = Churn.)) + geom_bar(position = "fill") + labs(x = "Customer calls", y = "") + theme(legend.position = "none") 
grid.arrange(exp1, exp2, exp3, exp4, ncol = 4, nrow = 1, top = "Churn/Non-churn Proportion")

#BOX Plot: Distributions by continuous predictors i.e. day minutes, day calls, evening minutes, evening calls etc.

daymin <- ggplot(churn_data, aes(Churn., Day.Mins, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
evemin <- ggplot(churn_data, aes(Churn., Eve.Mins, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
nitmin <- ggplot(churn_data, aes(Churn., Night.Mins, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
intmin <- ggplot(churn_data, aes(Churn., Intl.Mins, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
daycal <- ggplot(churn_data, aes(Churn., Day.Calls, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
evecal <- ggplot(churn_data, aes(Churn., Eve.Calls, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
nitcal <- ggplot(churn_data, aes(Churn., Night.Calls, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
intcal <- ggplot(churn_data, aes(Churn., Intl.Calls, fill = Churn.)) + geom_boxplot(alpha = 0.8) + theme(legend.position = "null")
grid.arrange(daymin, evemin, nitmin, intmin,  daycal, evecal, nitcal, intcal,  ncol = 4, nrow = 2)


# Probabation of churn on the basis of Account length and Voice messsafes
exp6 <- ggplot(churn_data, aes(Account.Length, fill = Churn.)) + geom_density(alpha = 0.7) + theme(legend.position = "null")
exp7 <- ggplot(churn_data, aes(VMail.Message , fill = Churn.)) + geom_density(alpha = 0.7) + theme(legend.position = "null")
grid.arrange(exp6, exp7, ncol = 2, nrow = 1)






# Merge churn data with map data
map_data_churn <- merge(map_data("state"), churn_data, by.x = "region", by.y = "State", all.x = TRUE)
str(map_data_churn)

## 'data.frame':    15537 obs. of  26 variables:
##  $ region        : chr  "alabama" "alabama" "alabama" "alabama" ...
##  $ long          : num  -87.5 -87.5 -87.5 -87.5 -87.6 ...
##  $ lat           : num  30.4 30.4 30.4 30.3 30.3 ...
##  $ group         : num  1 1 1 1 1 1 1 1 1 1 ...
##  $ order         : int  1 2 3 4 5 6 7 8 9 10 ...
##  $ subregion     : chr  NA NA NA NA ...
##  $ Account.Length: int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Area.Code     : int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Phone         : Factor w/ 3333 levels "327-1058","327-1319",..: NA NA NA NA NA NA NA NA NA NA ...
##  $ Int.l.Plan    : Factor w/ 2 levels "no","yes": NA NA NA NA NA NA NA NA NA NA ...
##  $ VMail.Plan    : Factor w/ 2 levels "no","yes": NA NA NA NA NA NA NA NA NA NA ...
##  $ VMail.Message : int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Day.Mins      : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Day.Calls     : int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Day.Charge    : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Eve.Mins      : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Eve.Calls     : int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Eve.Charge    : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Night.Mins    : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Night.Calls   : int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Night.Charge  : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Intl.Mins     : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ Intl.Calls    : int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Intl.Charge   : num  NA NA NA NA NA NA NA NA NA NA ...
##  $ CustServ.Calls: int  NA NA NA NA NA NA NA NA NA NA ...
##  $ Churn.        : Factor w/ 2 levels "False.","True.": NA NA NA NA NA NA NA NA NA NA ...

# Plot map graph with churn data
ggplot(data = map_data_churn, aes(x = long, y = lat, group = group, fill = Churn.)) +
  geom_polygon(color = "white") +
  scale_fill_manual(values = c("False." = "green", "True." = "orange"), name = "Churn", labels = c("No", "Yes")) +
  coord_map() +
  labs(title = "Churn Ratio by State") +
  theme_minimal()







#Machine Learning - Classification

#To train a classification model, there is mainly three steps:
# 1. Splitting Data into Training and Testing Set
#2. Model Training/ Tuning
#3. Model Testing


#1. Decision Tree using C5.0 by Abdullah
set.seed(1234)
project <- read.csv("D:/MS Sem 2/Data Minning/Projects/Project 4/churn.csv", stringsAsFactors=TRUE)

project <- subset(project, select = -c(Phone))
project <-subset(project, select = -c(State))

View(project)
str(project)

## 'data.frame':    3333 obs. of  19 variables:
##  $ Account.Length: int  128 107 137 84 75 118 121 147 117 141 ...
##  $ Area.Code     : int  415 415 415 408 415 510 510 415 408 415 ...
##  $ Int.l.Plan    : Factor w/ 2 levels "no","yes": 1 1 1 2 2 2 1 2 1 2 ...
##  $ VMail.Plan    : Factor w/ 2 levels "no","yes": 2 2 1 1 1 1 2 1 1 2 ...
##  $ VMail.Message : int  25 26 0 0 0 0 24 0 0 37 ...
##  $ Day.Mins      : num  265 162 243 299 167 ...
##  $ Day.Calls     : int  110 123 114 71 113 98 88 79 97 84 ...
##  $ Day.Charge    : num  45.1 27.5 41.4 50.9 28.3 ...
##  $ Eve.Mins      : num  197.4 195.5 121.2 61.9 148.3 ...
##  $ Eve.Calls     : int  99 103 110 88 122 101 108 94 80 111 ...
##  $ Eve.Charge    : num  16.78 16.62 10.3 5.26 12.61 ...
##  $ Night.Mins    : num  245 254 163 197 187 ...
##  $ Night.Calls   : int  91 103 104 89 121 118 118 96 90 97 ...
##  $ Night.Charge  : num  11.01 11.45 7.32 8.86 8.41 ...
##  $ Intl.Mins     : num  10 13.7 12.2 6.6 10.1 6.3 7.5 7.1 8.7 11.2 ...
##  $ Intl.Calls    : int  3 3 5 7 3 6 7 6 4 5 ...
##  $ Intl.Charge   : num  2.7 3.7 3.29 1.78 2.73 1.7 2.03 1.92 2.35 3.02 ...
##  $ CustServ.Calls: int  1 1 0 2 3 0 3 0 1 0 ...
##  $ Churn.        : Factor w/ 2 levels "False.","True.": 1 1 1 1 1 1 1 1 1 1 ...

table(project$Int.l.Plan)

no	yes
3010	323

table(project$VMail.Plan)

no	yes
2411	922

table(project$Churn.)

False.	True.
2850	483

train_sample <- sample(3333, 3000)
str(train_sample)

##  int [1:3000] 3066 3173 1004 623 2953 2693 934 400 2948 2146 ...

project_train <- project[train_sample, ]
project_test  <- project[-train_sample, ]
prop.table(table(project_train$Churn.))

False.	True.
0.855	0.145

prop.table(table(project_test$Churn.))

False.	True.
0.8558559	0.1441441

project_model <- C5.0(project_train[-19], project_train$Churn.)
project_model 

## 
## Call:
## C5.0.default(x = project_train[-19], y = project_train$Churn.)
## 
## Classification Tree
## Number of samples: 3000 
## Number of predictors: 18 
## 
## Tree size: 27 
## 
## Non-standard options: attempt to group attributes

summary(project_model)

## 
## Call:
## C5.0.default(x = project_train[-19], y = project_train$Churn.)
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Wed May  8 12:28:23 2024
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 3000 cases (19 attributes) from undefined.data
## 
## Decision tree:
## 
## Day.Mins > 264.4:
## :...VMail.Plan = yes:
## :   :...Int.l.Plan = no: False. (39/1)
## :   :   Int.l.Plan = yes: True. (8/3)
## :   VMail.Plan = no:
## :   :...Eve.Mins > 188:
## :       :...Night.Mins > 126.9: True. (82/1)
## :       :   Night.Mins <= 126.9:
## :       :   :...Day.Mins <= 277: False. (4)
## :       :       Day.Mins > 277: True. (3)
## :       Eve.Mins <= 188:
## :       :...Day.Mins > 310.4: True. (8)
## :           Day.Mins <= 310.4:
## :           :...Eve.Charge <= 12.26: False. (13)
## :               Eve.Charge > 12.26:
## :               :...Night.Mins <= 196.5: False. (15/2)
## :                   Night.Mins > 196.5: True. (17/3)
## Day.Mins <= 264.4:
## :...CustServ.Calls > 3:
##     :...Day.Mins > 174.3:
##     :   :...Eve.Charge > 11.48: False. (94/10)
##     :   :   Eve.Charge <= 11.48:
##     :   :   :...Intl.Calls <= 6: True. (10/1)
##     :   :       Intl.Calls > 6: False. (2)
##     :   Day.Mins <= 174.3:
##     :   :...Eve.Charge <= 18.05: True. (76/3)
##     :       Eve.Charge > 18.05:
##     :       :...Day.Mins <= 134.5: True. (19/1)
##     :           Day.Mins > 134.5:
##     :           :...Intl.Calls > 3: False. (14)
##     :               Intl.Calls <= 3:
##     :               :...Day.Mins <= 163.2: True. (8/2)
##     :                   Day.Mins > 163.2: False. (5)
##     CustServ.Calls <= 3:
##     :...Int.l.Plan = yes:
##         :...Intl.Calls <= 2: True. (47)
##         :   Intl.Calls > 2:
##         :   :...Intl.Mins <= 13.1: False. (154/4)
##         :       Intl.Mins > 13.1: True. (40)
##         Int.l.Plan = no:
##         :...Day.Mins <= 221.8: False. (1968/53)
##             Day.Mins > 221.8:
##             :...Eve.Charge <= 20.5: False. (287/17)
##                 Eve.Charge > 20.5:
##                 :...VMail.Plan = yes: False. (22)
##                     VMail.Plan = no:
##                     :...Night.Mins > 172.5: True. (48/8)
##                         Night.Mins <= 172.5:
##                         :...Day.Mins <= 246.6: False. (11)
##                             Day.Mins > 246.6:
##                             :...Day.Charge <= 43.33: True. (4)
##                                 Day.Charge > 43.33: False. (2)
## 
## 
## Evaluation on training data (3000 cases):
## 
##      Decision Tree   
##    ----------------  
##    Size      Errors  
## 
##      27  109( 3.6%)   <<
## 
## 
##     (a)   (b)    <-classified as
##    ----  ----
##    2543    22    (a): class False.
##      87   348    (b): class True.
## 
## 
##  Attribute usage:
## 
##  100.00% Day.Mins
##   93.70% CustServ.Calls
##   87.67% Int.l.Plan
##   21.57% Eve.Charge
##    9.33% Intl.Calls
##    9.20% VMail.Plan
##    6.47% Intl.Mins
##    6.20% Night.Mins
##    4.73% Eve.Mins
##    0.20% Day.Charge
## 
## 
## Time: 0.0 secs

project_pred <- predict(project_model, project_test)

CrossTable(project_test$Churn., project_pred,
           prop.chisq = FALSE, prop.c = FALSE, prop.r = FALSE,
           dnn = c('actual Churn', 'predicted Churn'))

## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  333 
## 
##  
##              | predicted Churn 
## actual Churn |    False. |     True. | Row Total | 
## -------------|-----------|-----------|-----------|
##       False. |       281 |         4 |       285 | 
##              |     0.844 |     0.012 |           | 
## -------------|-----------|-----------|-----------|
##        True. |        15 |        33 |        48 | 
##              |     0.045 |     0.099 |           | 
## -------------|-----------|-----------|-----------|
## Column Total |       296 |        37 |       333 | 
## -------------|-----------|-----------|-----------|
## 
## 

project_boost10 <- C5.0(project_train[-19], project_train$Churn.,
                        trials = 10)
project_boost10

## 
## Call:
## C5.0.default(x = project_train[-19], y = project_train$Churn., trials = 10)
## 
## Classification Tree
## Number of samples: 3000 
## Number of predictors: 18 
## 
## Number of boosting iterations: 10 
## Average tree size: 30.2 
## 
## Non-standard options: attempt to group attributes

summary(project_boost10)

## 
## Call:
## C5.0.default(x = project_train[-19], y = project_train$Churn., trials = 10)
## 
## 
## C5.0 [Release 2.07 GPL Edition]      Wed May  8 12:28:24 2024
## -------------------------------
## 
## Class specified by attribute `outcome'
## 
## Read 3000 cases (19 attributes) from undefined.data
## 
## -----  Trial 0:  -----
## 
## Decision tree:
## 
## Day.Mins > 264.4:
## :...VMail.Plan = yes:
## :   :...Int.l.Plan = no: False. (39/1)
## :   :   Int.l.Plan = yes: True. (8/3)
## :   VMail.Plan = no:
## :   :...Eve.Mins > 188:
## :       :...Night.Mins > 126.9: True. (82/1)
## :       :   Night.Mins <= 126.9:
## :       :   :...Day.Mins <= 277: False. (4)
## :       :       Day.Mins > 277: True. (3)
## :       Eve.Mins <= 188:
## :       :...Day.Mins > 310.4: True. (8)
## :           Day.Mins <= 310.4:
## :           :...Eve.Charge <= 12.26: False. (13)
## :               Eve.Charge > 12.26:
## :               :...Night.Mins <= 196.5: False. (15/2)
## :                   Night.Mins > 196.5: True. (17/3)
## Day.Mins <= 264.4:
## :...CustServ.Calls > 3:
##     :...Day.Mins > 174.3:
##     :   :...Eve.Charge > 11.48: False. (94/10)
##     :   :   Eve.Charge <= 11.48:
##     :   :   :...Intl.Calls <= 6: True. (10/1)
##     :   :       Intl.Calls > 6: False. (2)
##     :   Day.Mins <= 174.3:
##     :   :...Eve.Charge <= 18.05: True. (76/3)
##     :       Eve.Charge > 18.05:
##     :       :...Day.Mins <= 134.5: True. (19/1)
##     :           Day.Mins > 134.5:
##     :           :...Intl.Calls > 3: False. (14)
##     :               Intl.Calls <= 3:
##     :               :...Day.Mins <= 163.2: True. (8/2)
##     :                   Day.Mins > 163.2: False. (5)
##     CustServ.Calls <= 3:
##     :...Int.l.Plan = yes:
##         :...Intl.Calls <= 2: True. (47)
##         :   Intl.Calls > 2:
##         :   :...Intl.Mins <= 13.1: False. (154/4)
##         :       Intl.Mins > 13.1: True. (40)
##         Int.l.Plan = no:
##         :...Day.Mins <= 221.8: False. (1968/53)
##             Day.Mins > 221.8:
##             :...Eve.Charge <= 20.5: False. (287/17)
##                 Eve.Charge > 20.5:
##                 :...VMail.Plan = yes: False. (22)
##                     VMail.Plan = no:
##                     :...Night.Mins > 172.5: True. (48/8)
##                         Night.Mins <= 172.5:
##                         :...Day.Mins <= 246.6: False. (11)
##                             Day.Mins > 246.6:
##                             :...Day.Charge <= 43.33: True. (4)
##                                 Day.Charge > 43.33: False. (2)
## 
## -----  Trial 1:  -----
## 
## Decision tree:
## 
## Day.Mins > 242.1:
## :...Eve.Charge > 17.37:
## :   :...VMail.Plan = no: True. (212.3/29.4)
## :   :   VMail.Plan = yes: False. (57.1/17.8)
## :   Eve.Charge <= 17.37:
## :   :...VMail.Plan = yes: False. (48.2/1.5)
## :       VMail.Plan = no:
## :       :...Day.Mins <= 275.4: False. (123.8/23.1)
## :           Day.Mins > 275.4: True. (44.4/9.1)
## Day.Mins <= 242.1:
## :...Eve.Charge > 27.6: True. (42.4/11.4)
##     Eve.Charge <= 27.6:
##     :...CustServ.Calls > 3:
##         :...Day.Mins <= 120.5: True. (23.5)
##         :   Day.Mins > 120.5:
##         :   :...Eve.Charge <= 15.81: True. (70/15.2)
##         :       Eve.Charge > 15.81: False. (144.6/46.4)
##         CustServ.Calls <= 3:
##         :...Night.Charge <= 5.4: False. (98/0.8)
##             Night.Charge > 5.4:
##             :...Eve.Calls <= 59: False. (34.2)
##                 Eve.Calls > 59:
##                 :...Int.l.Plan = yes: False. (151.9/58.5)
##                     Int.l.Plan = no:
##                     :...VMail.Message > 36: False. (103.2/29.5)
##                         VMail.Message <= 36:
##                         :...CustServ.Calls > 2: False. (249.1/25.2)
##                             CustServ.Calls <= 2:
##                             :...Eve.Charge <= 11.11: False. (101.8)
##                                 Eve.Charge > 11.11:
##                                 :...Eve.Charge <= 12.22: False. (110.1/51.7)
##                                     Eve.Charge > 12.22:
##                                     :...Eve.Charge <= 14.18: False. (156.4)
##                                         Eve.Charge > 14.18:
##                                         :...Intl.Calls > 9: False. (43.1/0.8)
##                                             Intl.Calls <= 9:
##                                             :...Night.Calls <= 115: False. (875.9/194.4)
##                                                 Night.Calls > 115: [S1]
## 
## SubTree [S1]
## 
## Intl.Calls > 6: False. (17.5)
## Intl.Calls <= 6:
## :...Intl.Mins <= 6.8: False. (19/0.8)
##     Intl.Mins > 6.8:
##     :...Night.Charge <= 10.74: False. (189.5/67.9)
##         Night.Charge > 10.74: True. (84.1/23.5)
## 
## -----  Trial 2:  -----
## 
## Decision tree:
## 
## Int.l.Plan = yes:
## :...Intl.Calls <= 2: True. (133.7)
## :   Intl.Calls > 2:
## :   :...Intl.Mins > 13.1: True. (90.9)
## :       Intl.Mins <= 13.1:
## :       :...Eve.Charge > 26.24: True. (22.1/4)
## :           Eve.Charge <= 26.24:
## :           :...Eve.Calls <= 62: True. (9.4/1.2)
## :               Eve.Calls > 62: False. (165.2/22.8)
## Int.l.Plan = no:
## :...Night.Charge <= 5.39: False. (100/4.7)
##     Night.Charge > 5.39:
##     :...CustServ.Calls > 4: True. (117.6/44)
##         CustServ.Calls <= 4:
##         :...Day.Mins > 245:
##             :...Eve.Charge <= 14.16: False. (65.1/5.3)
##             :   Eve.Charge > 14.16:
##             :   :...Night.Charge <= 8.37: False. (75.2/29.3)
##             :       Night.Charge > 8.37: True. (166/29.7)
##             Day.Mins <= 245:
##             :...Eve.Calls <= 59: False. (32.5/0.6)
##                 Eve.Calls > 59:
##                 :...VMail.Message > 39: True. (68.7/30.6)
##                     VMail.Message <= 39:
##                     :...VMail.Message > 36: False. (34)
##                         VMail.Message <= 36:
##                         :...Night.Calls > 132: False. (98.5/11.6)
##                             Night.Calls <= 132:
##                             :...Eve.Charge <= 11.11: False. (108/12.5)
##                                 Eve.Charge > 11.11:
##                                 :...Eve.Charge <= 12.22: True. (119.8/56.3)
##                                     Eve.Charge > 12.22:
##                                     :...Intl.Calls > 9: False. (41.8)
##                                         Intl.Calls <= 9:
##                                         :...Eve.Charge <= 14.18: False. (152.2/9.7)
##                                             Eve.Charge > 14.18:
##                                             :...Day.Mins <= 78.3: False. (27.2)
##                                                 Day.Mins > 78.3: [S1]
## 
## SubTree [S1]
## 
## Night.Calls > 124: True. (122.7/58.4)
## Night.Calls <= 124:
## :...CustServ.Calls > 1: False. (509.4/124.7)
##     CustServ.Calls <= 1:
##     :...Day.Calls <= 77: False. (63.1/2.2)
##         Day.Calls > 77:
##         :...Night.Calls <= 70: False. (25.9)
##             Night.Calls > 70:
##             :...Night.Calls > 121: False. (27.7/0.6)
##                 Night.Calls <= 121:
##                 :...VMail.Plan = yes: False. (140.6/44.1)
##                     VMail.Plan = no:
##                     :...Day.Mins > 212.4: True. (136.6/41.3)
##                         Day.Mins <= 212.4:
##                         :...Eve.Charge <= 15.91: False. (32.7)
##                             Eve.Charge > 15.91:
##                             :...Intl.Mins <= 7.3: False. (22.9)
##                                 Intl.Mins > 7.3:
##                                 :...Day.Calls <= 85: False. (16.7)
##                                     Day.Calls > 85:
##                                     :...Eve.Charge <= 17.89: True. (125/39.6)
##                                         Eve.Charge > 17.89: False. (149/50.1)
## 
## -----  Trial 3:  -----
## 
## Decision tree:
## 
## Int.l.Plan = yes:
## :...Intl.Calls <= 2: True. (109)
## :   Intl.Calls > 2:
## :   :...Intl.Mins > 13.1: True. (74.1)
## :       Intl.Mins <= 13.1:
## :       :...CustServ.Calls <= 3: False. (158.8/39.5)
## :           CustServ.Calls > 3: True. (26.6/7.1)
## Int.l.Plan = no:
## :...Day.Mins > 259.3:
##     :...VMail.Plan = yes: False. (48.1/7.2)
##     :   VMail.Plan = no:
##     :   :...Eve.Charge <= 14.21: False. (41.5/10.2)
##     :       Eve.Charge > 14.21: True. (140.3/26.4)
##     Day.Mins <= 259.3:
##     :...CustServ.Calls > 3:
##         :...Day.Mins > 187.9: False. (95.9/13.8)
##         :   Day.Mins <= 187.9:
##         :   :...Eve.Charge <= 21.25: True. (182.7/41.6)
##         :       Eve.Charge > 21.25: False. (28.1/3.9)
##         CustServ.Calls <= 3:
##         :...Night.Charge <= 5.4: False. (67.4/1.4)
##             Night.Charge > 5.4:
##             :...Eve.Charge <= 17.04:
##                 :...Intl.Mins > 11.8: False. (224.7/12.1)
##                 :   Intl.Mins <= 11.8:
##                 :   :...Night.Calls > 127: False. (53.4)
##                 :       Night.Calls <= 127:
##                 :       :...Night.Calls <= 110: False. (461.4/86.4)
##                 :           Night.Calls > 110:
##                 :           :...CustServ.Calls > 2: False. (18.3)
##                 :               CustServ.Calls <= 2:
##                 :               :...Eve.Charge <= 12.1: False. (23.2)
##                 :                   Eve.Charge > 12.1: True. (141.1/63.9)
##                 Eve.Charge > 17.04:
##                 :...Night.Calls <= 68: False. (33.4)
##                     Night.Calls > 68:
##                     :...Day.Mins <= 151.8: False. (262.8/45.6)
##                         Day.Mins > 151.8:
##                         :...Intl.Calls > 8: False. (32/3.5)
##                             Intl.Calls <= 8:
##                             :...Day.Calls > 128: True. (81.7/27.8)
##                                 Day.Calls <= 128:
##                                 :...Night.Calls > 132: False. (29.9)
##                                     Night.Calls <= 132:
##                                     :...Night.Charge <= 6.79: False. (34.8)
##                                         Night.Charge > 6.79:
##                                         :...Night.Mins > 274.2: True. (65.6/18.3)
##                                             Night.Mins <= 274.2:
##                                             :...Eve.Mins <= 205.6: False. (32.2)
##                                                 Eve.Mins > 205.6: [S1]
## 
## SubTree [S1]
## 
## Intl.Mins <= 7.8: False. (80.7/12.5)
## Intl.Mins > 7.8:
## :...Day.Calls <= 64: True. (29.8/5.5)
##     Day.Calls > 64:
##     :...Intl.Calls > 5: False. (69.1/17.3)
##         Intl.Calls <= 5:
##         :...Night.Calls <= 73: True. (22.3/3)
##             Night.Calls > 73:
##             :...Account.Length > 152: True. (59.5/16.8)
##                 Account.Length <= 152:
##                 :...Day.Mins <= 166.7: False. (25.3)
##                     Day.Mins > 166.7:
##                     :...Eve.Calls > 118: False. (34.2/4.1)
##                         Eve.Calls <= 118:
##                         :...CustServ.Calls <= 0: False. (44.6/9.5)
##                             CustServ.Calls > 0:
##                             :...Eve.Charge <= 18.68: False. (20.2)
##                                 Eve.Charge > 18.68: True. (147.2/50.1)
## 
## -----  Trial 4:  -----
## 
## Decision tree:
## 
## Int.l.Plan = yes:
## :...Intl.Calls <= 2: True. (87.6)
## :   Intl.Calls > 2:
## :   :...Intl.Mins > 13.1: True. (59.6)
## :       Intl.Mins <= 13.1:
## :       :...Day.Calls <= 66: True. (19.7/2.4)
## :           Day.Calls > 66:
## :           :...Intl.Calls <= 7: False. (133.2/33)
## :               Intl.Calls > 7: True. (32.6/11.6)
## Int.l.Plan = no:
## :...Day.Mins > 239.5:
##     :...Day.Mins > 313.8: True. (27.1)
##     :   Day.Mins <= 313.8:
##     :   :...VMail.Plan = yes: False. (75.5/8.4)
##     :       VMail.Plan = no:
##     :       :...Night.Charge > 10.47: True. (99/19.7)
##     :           Night.Charge <= 10.47:
##     :           :...Eve.Mins > 259: True. (23.4/1.4)
##     :               Eve.Mins <= 259:
##     :               :...Intl.Mins <= 7.2: False. (48.1/0.8)
##     :                   Intl.Mins > 7.2:
##     :                   :...Eve.Charge <= 20.43: False. (150/59.3)
##     :                       Eve.Charge > 20.43: True. (14.6/0.4)
##     Day.Mins <= 239.5:
##     :...CustServ.Calls > 3:
##         :...Day.Mins <= 138.6: True. (64.7/5.1)
##         :   Day.Mins > 138.6:
##         :   :...Eve.Charge > 19.7: False. (42.1)
##         :       Eve.Charge <= 19.7:
##         :       :...Night.Charge <= 6.85: True. (23.8/1.6)
##         :           Night.Charge > 6.85: False. (149.5/51.8)
##         CustServ.Calls <= 3:
##         :...Day.Calls <= 59: False. (37.2)
##             Day.Calls > 59:
##             :...Night.Charge <= 5.4: False. (46.9)
##                 Night.Charge > 5.4:
##                 :...Day.Mins <= 78.5: False. (36.1)
##                     Day.Mins > 78.5:
##                     :...Eve.Calls > 125:
##                         :...Night.Calls > 117: False. (30.2)
##                         :   Night.Calls <= 117:
##                         :   :...CustServ.Calls > 2: False. (16.1)
##                         :       CustServ.Calls <= 2:
##                         :       :...Intl.Calls <= 2: False. (19.4/1.4)
##                         :           Intl.Calls > 2: True. (139.8/62.2)
##                         Eve.Calls <= 125:
##                         :...Eve.Calls > 117: False. (117.6/6.9)
##                             Eve.Calls <= 117:
##                             :...Intl.Mins > 15.5: False. (28.9)
##                                 Intl.Mins <= 15.5:
##                                 :...VMail.Message > 43: True. (31.9/15)
##                                     VMail.Message <= 43:
##                                     :...Account.Length <= 91:
##                                         :...Day.Calls > 96: False. (295.1/17.7)
##                                         :   Day.Calls <= 96: [S1]
##                                         Account.Length > 91:
##                                         :...Account.Length <= 92: True. (27.3/8.6)
##                                             Account.Length > 92:
##                                             :...Night.Charge > 9.73: [S2]
##                                                 Night.Charge <= 9.73: [S3]
## 
## SubTree [S1]
## 
## Account.Length <= 24: True. (28.8/8)
## Account.Length > 24: False. (252/64.3)
## 
## SubTree [S2]
## 
## Eve.Charge <= 22.74: False. (272/20.4)
## Eve.Charge > 22.74: True. (34.7/12.8)
## 
## SubTree [S3]
## 
## Account.Length <= 97: False. (28.4)
## Account.Length > 97:
## :...Night.Mins <= 140: False. (28.4)
##     Night.Mins > 140:
##     :...Day.Calls > 119: True. (140.3/62.9)
##         Day.Calls <= 119:
##         :...Intl.Calls > 7: False. (33)
##             Intl.Calls <= 7:
##             :...VMail.Message > 33: False. (20.6)
##                 VMail.Message <= 33:
##                 :...Eve.Calls <= 83: False. (63/8.2)
##                     Eve.Calls > 83:
##                     :...Night.Charge <= 6.93: False. (11.4)
##                         Night.Charge > 6.93:
##                         :...Eve.Charge <= 20.81: False. (148.9/49.5)
##                             Eve.Charge > 20.81: True. (61.5/14)
## 
## -----  Trial 5:  -----
## 
## Decision tree:
## 
## Int.l.Plan = yes:
## :...Intl.Calls <= 2: True. (70.6)
## :   Intl.Calls > 2:
## :   :...Intl.Mins <= 13.1: False. (201/76.2)
## :       Intl.Mins > 13.1: True. (48)
## Int.l.Plan = no:
## :...Day.Mins > 263.1:
##     :...Eve.Charge <= 12.68: False. (15.8)
##     :   Eve.Charge > 12.68:
##     :   :...VMail.Plan = no: True. (155.5/29.9)
##     :       VMail.Plan = yes: False. (29.1/6.8)
##     Day.Mins <= 263.1:
##     :...CustServ.Calls > 3:
##         :...Day.Calls > 138: True. (16)
##         :   Day.Calls <= 138:
##         :   :...Day.Mins > 201.2: False. (63.6/10.7)
##         :       Day.Mins <= 201.2:
##         :       :...Eve.Charge <= 16.18: True. (98.7/14.1)
##         :           Eve.Charge > 16.18: False. (133.9/59.9)
##         CustServ.Calls <= 3:
##         :...Eve.Calls <= 59: False. (28.9)
##             Eve.Calls > 59:
##             :...Eve.Calls > 147: False. (27.6)
##                 Eve.Calls <= 147:
##                 :...Day.Mins <= 223.2: False. (1678.6/352.9)
##                     Day.Mins > 223.2:
##                     :...Eve.Charge <= 22.85: False. (369.1/115.9)
##                         Eve.Charge > 22.85: True. (63.6/11.7)
## 
## -----  Trial 6:  -----
## 
## Decision tree:
## 
## CustServ.Calls > 3:
## :...Day.Mins <= 153.4: True. (179.9/12.7)
## :   Day.Mins > 153.4:
## :   :...Day.Calls > 127: True. (29.9/2)
## :       Day.Calls <= 127:
## :       :...Eve.Calls > 125: False. (22.7/1.2)
## :           Eve.Calls <= 125:
## :           :...Eve.Charge <= 11.48: True. (33.6/2.1)
## :               Eve.Charge > 11.48: False. (208.8/91.6)
## CustServ.Calls <= 3:
## :...Int.l.Plan = yes:
##     :...Intl.Calls <= 2: True. (46.1)
##     :   Intl.Calls > 2:
##     :   :...Intl.Mins > 13.1: True. (38.7)
##     :       Intl.Mins <= 13.1:
##     :       :...Day.Mins <= 222.1: False. (59.5)
##     :           Day.Mins > 222.1: True. (116/31.4)
##     Int.l.Plan = no:
##     :...Day.Mins > 236.3:
##         :...VMail.Plan = yes: False. (79.4/21)
##         :   VMail.Plan = no:
##         :   :...Night.Charge <= 6.64: False. (56/10.7)
##         :       Night.Charge > 6.64:
##         :       :...Eve.Charge <= 15.56: False. (135.6/53.8)
##         :           Eve.Charge > 15.56:
##         :           :...Intl.Mins <= 7.4: False. (28.1/7.3)
##         :               Intl.Mins > 7.4: True. (206.7/25.3)
##         Day.Mins <= 236.3:
##         :...Night.Calls <= 68: False. (52.3)
##             Night.Calls > 68:
##             :...Night.Charge <= 5.4: False. (30.1)
##                 Night.Charge > 5.4:
##                 :...CustServ.Calls > 2:
##                     :...Eve.Mins <= 77.9: True. (11.6/0.5)
##                     :   Eve.Mins > 77.9: False. (157.7/26.8)
##                     CustServ.Calls <= 2:
##                     :...Eve.Charge <= 10.46: False. (43.2)
##                         Eve.Charge > 10.46:
##                         :...Intl.Mins <= 6.3: False. (83.9/12.1)
##                             Intl.Mins > 6.3:
##                             :...Eve.Charge <= 12.22: True. (131.6/64.9)
##                                 Eve.Charge > 12.22:
##                                 :...Eve.Charge <= 14.34: False. (122.9)
##                                     Eve.Charge > 14.34:
##                                     :...Intl.Calls > 9: False. (25.7)
##                                         Intl.Calls <= 9:
##                                         :...Eve.Calls > 103:
##                                             :...Night.Calls <= 84: False. (61/11.9)
##                                             :   Night.Calls > 84: [S1]
##                                             Eve.Calls <= 103:
##                                             :...Night.Charge <= 7.37: False. (62.2)
##                                                 Night.Charge > 7.37: [S2]
## 
## SubTree [S1]
## 
## Intl.Charge > 4.13: True. (28.1/6.6)
## Intl.Charge <= 4.13:
## :...Eve.Charge <= 15.91: False. (50.9/7.3)
##     Eve.Charge > 15.91:
##     :...Eve.Charge <= 17.87:
##         :...Eve.Calls <= 139: True. (155/52.4)
##         :   Eve.Calls > 139: False. (9.8)
##         Eve.Charge > 17.87:
##         :...Account.Length <= 118: False. (120.5/19.5)
##             Account.Length > 118: True. (122.6/55.8)
## 
## SubTree [S2]
## 
## Intl.Mins > 13.5: False. (38.5)
## Intl.Mins <= 13.5:
## :...Intl.Mins <= 8.2: False. (58/5.5)
##     Intl.Mins > 8.2:
##     :...Account.Length <= 59: False. (33.7)
##         Account.Length > 59:
##         :...Intl.Charge <= 2.27: True. (31.1/3.8)
##             Intl.Charge > 2.27:
##             :...Account.Length <= 61: True. (18.9/0.5)
##                 Account.Length > 61:
##                 :...VMail.Message > 27: False. (44.1)
##                     VMail.Message <= 27:
##                     :...Day.Mins <= 144.5: False. (28.8)
##                         Day.Mins > 144.5:
##                         :...Intl.Mins <= 9: False. (14.2)
##                             Intl.Mins > 9:
##                             :...Eve.Calls > 92: False. (48.3/9.2)
##                                 Eve.Calls <= 92:
##                                 :...Area.Code <= 415: True. (127/36.1)
##                                     Area.Code > 415: False. (45/17.5)
## 
## -----  Trial 7:  -----
## 
## Decision tree:
## 
## CustServ.Calls > 3:
## :...Day.Mins <= 175.7: True. (286.3/50.5)
## :   Day.Mins > 175.7:
## :   :...Night.Calls <= 116: False. (113.1/33.7)
## :       Night.Calls > 116: True. (56/13.1)
## CustServ.Calls <= 3:
## :...Day.Mins > 242.2:
##     :...Day.Charge > 52.77: True. (36.7/0.2)
##     :   Day.Charge <= 52.77:
##     :   :...VMail.Plan = yes: False. (57.4/3.9)
##     :       VMail.Plan = no:
##     :       :...Eve.Charge > 20.84: True. (97.4/7.3)
##     :           Eve.Charge <= 20.84:
##     :           :...Night.Charge > 9.43: True. (149.4/43)
##     :               Night.Charge <= 9.43:
##     :               :...Intl.Mins <= 13.9: False. (158.3/40.7)
##     :                   Intl.Mins > 13.9: True. (20.9/1.4)
##     Day.Mins <= 242.2:
##     :...Night.Calls <= 68: False. (52.8/2.3)
##         Night.Calls > 68:
##         :...Eve.Charge > 20.91:
##             :...VMail.Message > 22: False. (111.3/16.6)
##             :   VMail.Message <= 22:
##             :   :...Night.Mins <= 176.6: False. (56.1/3.3)
##             :       Night.Mins > 176.6:
##             :       :...Day.Charge > 35.65: True. (116.9/23.7)
##             :           Day.Charge <= 35.65:
##             :           :...Night.Calls <= 116: False. (152.7/36.5)
##             :               Night.Calls > 116: True. (60.9/23.4)
##             Eve.Charge <= 20.91:
##             :...Eve.Calls > 137: False. (48.6/0.8)
##                 Eve.Calls <= 137:
##                 :...Eve.Calls <= 66: False. (46.9/0.8)
##                     Eve.Calls > 66:
##                     :...Eve.Calls <= 71: True. (60.6/25.3)
##                         Eve.Calls > 71:
##                         :...Intl.Calls <= 1: False. (54.2/5.5)
##                             Intl.Calls > 1:
##                             :...Day.Calls <= 67: False. (58.1/0.8)
##                                 Day.Calls > 67:
##                                 :...Day.Calls <= 86:
##                                     :...Intl.Calls > 7: False. (17/0.8)
##                                     :   Intl.Calls <= 7:
##                                     :   :...Eve.Charge > 18.83: False. (19.4)
##                                     :       Eve.Charge <= 18.83:
##                                     :       :...Eve.Calls <= 132: False. (181.6/81.2)
##                                     :           Eve.Calls > 132: True. (14.4)
##                                     Day.Calls > 86:
##                                     :...Account.Length <= 44: False. (54.9/0.8)
##                                         Account.Length > 44:
##                                         :...Day.Calls > 124: False. (192.1/76)
##                                             Day.Calls <= 124:
##                                             :...VMail.Plan = yes: False. (169/8.6)
##                                                 VMail.Plan = no: [S1]
## 
## SubTree [S1]
## 
## CustServ.Calls > 1: False. (172.4/19.5)
## CustServ.Calls <= 1:
## :...Eve.Charge > 19.23: False. (33/0.8)
##     Eve.Charge <= 19.23:
##     :...Day.Calls <= 90: False. (29.4)
##         Day.Calls > 90:
##         :...Eve.Calls <= 96: False. (73.4/9.1)
##             Eve.Calls > 96:
##             :...Account.Length <= 128: False. (153.6/42.6)
##                 Account.Length > 128: True. (90.2/31.1)
## 
## -----  Trial 8:  -----
## 
## Decision tree:
## 
## Int.l.Plan = yes:
## :...Intl.Calls <= 2: True. (111.1)
## :   Intl.Calls > 2:
## :   :...Intl.Mins > 13.1: True. (90.8)
## :       Intl.Mins <= 13.1:
## :       :...Account.Length <= 64: False. (21.6)
## :           Account.Length > 64:
## :           :...CustServ.Calls > 4: True. (13.4)
## :               CustServ.Calls <= 4:
## :               :...Account.Length <= 77: True. (19.2/0.9)
## :                   Account.Length > 77: False. (177.1/64.8)
## Int.l.Plan = no:
## :...Day.Charge > 44.78: True. (233.8/73)
##     Day.Charge <= 44.78:
##     :...CustServ.Calls > 3:
##         :...Day.Mins <= 135.7: True. (75.2/6.9)
##         :   Day.Mins > 135.7:
##         :   :...Eve.Charge > 20.84: False. (42.3)
##         :       Eve.Charge <= 20.84:
##         :       :...Eve.Charge <= 11.48: True. (34.5/3.5)
##         :           Eve.Charge > 11.48:
##         :           :...Night.Calls > 133: False. (13.2)
##         :               Night.Calls <= 133:
##         :               :...Day.Mins <= 187.9: True. (160.4/58)
##         :                   Day.Mins > 187.9: False. (60.6/9.8)
##         CustServ.Calls <= 3:
##         :...Eve.Charge <= 14.34: False. (392.1/15.5)
##             Eve.Charge > 14.34:
##             :...Night.Calls <= 68: False. (32.4)
##                 Night.Calls > 68:
##                 :...Day.Mins > 221.8:
##                     :...VMail.Plan = yes: False. (51)
##                     :   VMail.Plan = no:
##                     :   :...Eve.Charge > 22.69: True. (59.7/7.4)
##                     :       Eve.Charge <= 22.69:
##                     :       :...Night.Charge <= 7.47: False. (37.3)
##                     :           Night.Charge > 7.47:
##                     :           :...Intl.Charge <= 1.73: False. (15.6)
##                     :               Intl.Charge > 1.73:
##                     :               :...Day.Charge <= 40.1: False. (71.8/15)
##                     :                   Day.Charge > 40.1: True. (170.3/68.5)
##                     Day.Mins <= 221.8:
##                     :...Intl.Calls <= 3:
##                         :...Night.Charge > 11.79: True. (77.2/35.5)
##                         :   Night.Charge <= 11.79:
##                         :   :...Intl.Mins <= 8.2: False. (63.7)
##                         :       Intl.Mins > 8.2:
##                         :       :...Intl.Mins <= 8.7: True. (35.4/10.9)
##                         :           Intl.Mins > 8.7: False. (292.7/65.6)
##                         Intl.Calls > 3:
##                         :...Night.Calls <= 93: False. (155.4)
##                             Night.Calls > 93:
##                             :...Intl.Calls > 7: False. (53.7)
##                                 Intl.Calls <= 7:
##                                 :...CustServ.Calls > 2: False. (32.1)
##                                     CustServ.Calls <= 2:
##                                     :...Eve.Charge > 22.28: False. (51.7)
##                                         Eve.Charge <= 22.28:
##                                         :...VMail.Message > 29: False. (32.2)
##                                             VMail.Message <= 29:
##                                             :...VMail.Message > 27: True. (21.8/5.6)
##                                                 VMail.Message <= 27: [S1]
## 
## SubTree [S1]
## 
## Day.Calls <= 63: True. (18.5/5.1)
## Day.Calls > 63: False. (257.4/55.9)
## 
## -----  Trial 9:  -----
## 
## Decision tree:
## 
## Int.l.Plan = yes:
## :...Intl.Calls <= 2: True. (93.2)
## :   Intl.Calls > 2:
## :   :...Intl.Mins > 13.1: True. (76.1)
## :       Intl.Mins <= 13.1:
## :       :...Account.Length <= 64: False. (18.1)
## :           Account.Length > 64:
## :           :...Intl.Mins > 12: False. (12.4)
## :               Intl.Mins <= 12:
## :               :...Day.Calls <= 123: True. (192.3/80.7)
## :                   Day.Calls > 123: False. (14.7)
## Int.l.Plan = no:
## :...CustServ.Calls > 3:
##     :...Day.Mins <= 135.7: True. (57.2)
##     :   Day.Mins > 135.7:
##     :   :...Intl.Calls > 3:
##     :       :...Day.Calls <= 135: False. (190/52.5)
##     :       :   Day.Calls > 135: True. (10.2/0.9)
##     :       Intl.Calls <= 3:
##     :       :...Day.Charge > 48.18: True. (12.8)
##     :           Day.Charge <= 48.18:
##     :           :...Night.Charge <= 12.42: True. (137.8/60.9)
##     :               Night.Charge > 12.42: False. (23.2)
##     CustServ.Calls <= 3:
##     :...Day.Mins <= 212.9: False. (1179.9/49.2)
##         Day.Mins > 212.9:
##         :...VMail.Plan = yes: False. (211.5/7.2)
##             VMail.Plan = no:
##             :...Day.Mins > 278.4: True. (85.5/24.8)
##                 Day.Mins <= 278.4:
##                 :...Eve.Charge > 19.11:
##                     :...Day.Mins > 246.6: True. (70.3/12.5)
##                     :   Day.Mins <= 246.6:
##                     :   :...Eve.Mins <= 273.7: False. (102.7/21.3)
##                     :       Eve.Mins > 273.7: True. (50.5/9.4)
##                     Eve.Charge <= 19.11:
##                     :...Night.Charge <= 8.18: False. (119.5)
##                         Night.Charge > 8.18:
##                         :...Eve.Charge <= 13.43: False. (62.7)
##                             Eve.Charge > 13.43:
##                             :...Day.Mins <= 259.3: False. (181.1/24.6)
##                                 Day.Mins > 259.3: True. (44.3/12.6)
## 
## 
## Evaluation on training data (3000 cases):
## 
## Trial        Decision Tree   
## -----      ----------------  
##    Size      Errors  
## 
##    0     27  109( 3.6%)
##    1     23  311(10.4%)
##    2     31  534(17.8%)
##    3     35  390(13.0%)
##    4     41  427(14.2%)
##    5     15  188( 6.3%)
##    6     42  481(16.0%)
##    7     33  367(12.2%)
##    8     33  269( 9.0%)
##    9     22  251( 8.4%)
## boost             69( 2.3%)   <<
## 
## 
##     (a)   (b)    <-classified as
##    ----  ----
##    2561     4    (a): class False.
##      65   370    (b): class True.
## 
## 
##  Attribute usage:
## 
##  100.00% Int.l.Plan
##  100.00% Day.Mins
##  100.00% Eve.Charge
##  100.00% CustServ.Calls
##   98.27% Night.Charge
##   92.63% Day.Charge
##   92.60% Eve.Calls
##   91.23% Night.Calls
##   90.17% Day.Calls
##   89.40% Intl.Calls
##   85.07% Intl.Mins
##   76.13% VMail.Message
##   72.53% Account.Length
##   60.37% VMail.Plan
##   39.60% Night.Mins
##   30.93% Eve.Mins
##   26.03% Intl.Charge
##    3.30% Area.Code
## 
## 
## Time: 0.4 secs

project_boost10_pred<-predict(project_boost10, project_test)

CrossTable(project_test$Churn., project_boost10_pred,
           prop.chisq = FALSE, prop.c = FALSE, prop.r = FALSE,
           dnn = c('actual Churn', 'predicted Churn'))

## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  333 
## 
##  
##              | predicted Churn 
## actual Churn |    False. |     True. | Row Total | 
## -------------|-----------|-----------|-----------|
##       False. |       282 |         3 |       285 | 
##              |     0.847 |     0.009 |           | 
## -------------|-----------|-----------|-----------|
##        True. |        12 |        36 |        48 | 
##              |     0.036 |     0.108 |           | 
## -------------|-----------|-----------|-----------|
## Column Total |       294 |        39 |       333 | 
## -------------|-----------|-----------|-----------|
## 
## 

matrix_dimensions <- list(c("no", "yes"), c("no", "yes"))
names(matrix_dimensions) <- c("predicted", "actual")
matrix_dimensions

## $predicted
## [1] "no"  "yes"
## 
## $actual
## [1] "no"  "yes"

error_cost <- matrix(c(0, 1, 4, 0), nrow = 2, dimnames = matrix_dimensions)
error_cost

	no	yes
no	0	4
yes	1	0

project_cost <- C5.0(project_train[-19], project_train$Churn.)
project_cost_pred <- predict(project_cost, project_test)
CrossTable(project_test$Churn., project_cost_pred,
           prop.chisq = FALSE, prop.c = FALSE, prop.r = FALSE,
           dnn = c('actual Churn', 'predicted Churn'))

## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  333 
## 
##  
##              | predicted Churn 
## actual Churn |    False. |     True. | Row Total | 
## -------------|-----------|-----------|-----------|
##       False. |       281 |         4 |       285 | 
##              |     0.844 |     0.012 |           | 
## -------------|-----------|-----------|-----------|
##        True. |        15 |        33 |        48 | 
##              |     0.045 |     0.099 |           | 
## -------------|-----------|-----------|-----------|
## Column Total |       296 |        37 |       333 | 
## -------------|-----------|-----------|-----------|
## 
## 

#2. Individual algorithm implemented to analyse the results i.e. Decision Tree, SVM, KNN, NB


#Data Processing
data<-churn_data
#Dropping non-useful variables
data = data[, !names(data) %in% c('State', 'Phone', 'Area.Code')]

#2. Data Scaling
# Select variables for scaling
numeric_data <- as.data.frame(lapply(data, as.numeric))

# Scale the numeric variables
scaled_data <- as.data.frame(scale(numeric_data))


# Convert Churn. back to factor
scaled_data$Churn. <- as.factor(scaled_data$Churn.)

# Check the structure of the scaled dataset
str(scaled_data)

## 'data.frame':    3333 obs. of  18 variables:
##  $ Account.Length: num  0.676 0.149 0.902 -0.429 -0.655 ...
##  $ Int.l.Plan    : num  -0.328 -0.328 -0.328 3.052 3.052 ...
##  $ VMail.Plan    : num  1.617 1.617 -0.618 -0.618 -0.618 ...
##  $ VMail.Message : num  1.235 1.308 -0.592 -0.592 -0.592 ...
##  $ Day.Mins      : num  1.567 -0.334 1.168 2.196 -0.24 ...
##  $ Day.Calls     : num  0.477 1.124 0.676 -1.467 0.626 ...
##  $ Day.Charge    : num  1.567 -0.334 1.168 2.196 -0.24 ...
##  $ Eve.Mins      : num  -0.0706 -0.1081 -1.5731 -2.7425 -1.0388 ...
##  $ Eve.Calls     : num  -0.0559 0.1448 0.4962 -0.6081 1.0985 ...
##  $ Eve.Charge    : num  -0.0704 -0.1075 -1.5737 -2.7429 -1.0378 ...
##  $ Night.Mins    : num  0.8666 1.0584 -0.7568 -0.0785 -0.2763 ...
##  $ Night.Calls   : num  -0.465 0.148 0.199 -0.568 1.068 ...
##  $ Night.Charge  : num  0.8659 1.0592 -0.7555 -0.0788 -0.2765 ...
##  $ Intl.Mins     : num  -0.085 1.2403 0.703 -1.3028 -0.0492 ...
##  $ Intl.Calls    : num  -0.601 -0.601 0.212 1.024 -0.601 ...
##  $ Intl.Charge   : num  -0.0857 1.241 0.6971 -1.3062 -0.0459 ...
##  $ CustServ.Calls: num  -0.428 -0.428 -1.188 0.332 1.092 ...
##  $ Churn.        : Factor w/ 2 levels "-0.411610054566873",..: 1 1 1 1 1 1 1 1 1 1 ...

#Check the summary of the scaled dataset
summary(scaled_data)

	Account.Length	Int.l.Plan	VMail.Plan	VMail.Message	Day.Mins	Day.Calls	Day.Charge	Eve.Mins	Eve.Calls	Eve.Charge	Night.Mins	Night.Calls	Night.Charge	Intl.Mins	Intl.Calls	Intl.Charge	CustServ.Calls	Churn.
	Min. :-2.512795	Min. :-0.3275	Min. :-0.6183	Min. :-0.5917	Min. :-3.300601	Min. :-5.00450	Min. :-3.300667	Min. :-3.963027	Min. :-5.025157	Min. :-3.963085	Min. :-3.513121	Min. :-3.429355	Min. :-3.514838	Min. :-3.66686	Min. :-1.8200	Min. :-3.66766	Min. :-1.1880	-0.411610054566873:2850
	1st Qu.:-0.679643	1st Qu.:-0.3275	1st Qu.:-0.6183	1st Qu.:-0.5917	1st Qu.:-0.662325	1st Qu.:-0.66947	1st Qu.:-0.662277	1st Qu.:-0.677928	1st Qu.:-0.658262	1st Qu.:-0.678211	1st Qu.:-0.669754	1st Qu.:-0.669834	1st Qu.:-0.667579	1st Qu.:-0.62228	1st Qu.:-0.6011	1st Qu.:-0.61634	1st Qu.:-0.4279	2.42875498036354 : 483
	Median :-0.001627	Median :-0.3275	Median :-0.6183	Median :-0.5917	Median :-0.006887	Median : 0.02812	Median :-0.006729	Median : 0.008275	Median :-0.005738	Median : 0.008458	Median : 0.006485	Median :-0.005504	Median : 0.004691	Median : 0.02246	Median :-0.1948	Median : 0.02046	Median :-0.4279	NA
	Mean : 0.000000	Mean : 0.0000	Mean : 0.0000	Mean : 0.0000	Mean : 0.000000	Mean : 0.00000	Mean : 0.000000	Mean : 0.000000	Mean : 0.000000	Mean : 0.000000	Mean : 0.000000	Mean : 0.000000	Mean : 0.000000	Mean : 0.00000	Mean : 0.0000	Mean : 0.00000	Mean : 0.0000	NA
	3rd Qu.: 0.651276	3rd Qu.:-0.3275	3rd Qu.: 1.6168	3rd Qu.: 0.8694	3rd Qu.: 0.672419	3rd Qu.: 0.67588	3rd Qu.: 0.672578	3rd Qu.: 0.676731	3rd Qu.: 0.696981	3rd Qu.: 0.676568	3rd Qu.: 0.680746	3rd Qu.: 0.658825	3rd Qu.: 0.681354	3rd Qu.: 0.66720	3rd Qu.: 0.6178	3rd Qu.: 0.67052	3rd Qu.: 0.3323	NA
	Max. : 3.564231	Max. : 3.0522	Max. : 1.6168	Max. : 3.1341	Max. : 3.139950	Max. : 3.21711	Max. : 3.140331	Max. : 3.208584	Max. : 3.507855	Max. : 3.207498	Max. : 3.838505	Max. : 3.827165	Max. : 3.836188	Max. : 3.49687	Max. : 6.3061	Max. : 3.49630	Max. : 5.6535	NA

set.seed(1234)
trainIndex <- createDataPartition(scaled_data$Churn., p = 0.8, list = FALSE, times = 1)
training_data <- data[ trainIndex,]
testing_data  <- data[-trainIndex,]

# Check if the splitting process is correct
prop.table(table(training_data$Churn.))

False.	True.
0.8548931	0.1451069

prop.table(table(testing_data$Churn.))

False.	True.
0.8558559	0.1441441

# 1: Decision Tree using rpart and then prunning to investigate the improvements

Dtree = rpart(Churn.~ Account.Length + Int.l.Plan + VMail.Plan + VMail.Message +  Day.Mins+Day.Calls +Day.Charge + Eve.Mins +Eve.Calls+Eve.Charge +Night.Mins+Night.Calls +Night.Charge+Intl.Mins+Intl.Calls+Intl.Charge +CustServ.Calls+Churn., data = training_data, method = "class")

## Warning in model.matrix.default(attr(frame, "terms"), frame): the response
## appeared on the right-hand side and was dropped

## Warning in model.matrix.default(attr(frame, "terms"), frame): problem with term
## 18 in model.matrix: no columns are assigned

## Warning in cats * !isord: longer object length is not a multiple of shorter
## object length

printcp(Dtree)

## 
## Classification tree:
## rpart(formula = Churn. ~ Account.Length + Int.l.Plan + VMail.Plan + 
##     VMail.Message + Day.Mins + Day.Calls + Day.Charge + Eve.Mins + 
##     Eve.Calls + Eve.Charge + Night.Mins + Night.Calls + Night.Charge + 
##     Intl.Mins + Intl.Calls + Intl.Charge + CustServ.Calls + Churn., 
##     data = training_data, method = "class")
## 
## Variables actually used in tree construction:
## [1] CustServ.Calls Day.Mins       Eve.Mins       Int.l.Plan     Intl.Calls    
## [6] Intl.Mins      Night.Mins     VMail.Plan    
## 
## Root node error: 387/2667 = 0.14511
## 
## n= 2667 
## 
##         CP nsplit rel error  xerror     xstd
## 1 0.078811      0   1.00000 1.00000 0.047000
## 2 0.076227      2   0.84238 0.88889 0.044728
## 3 0.052972      4   0.68992 0.70543 0.040450
## 4 0.021964      7   0.49354 0.50904 0.034903
## 5 0.020672      9   0.44961 0.50129 0.034657
## 6 0.019811     10   0.42894 0.50129 0.034657
## 7 0.015504     13   0.36951 0.45478 0.033130
## 8 0.012920     14   0.35401 0.42894 0.032240
## 9 0.010000     15   0.34109 0.43152 0.032330

fancyRpartPlot(Dtree)

## Warning: labs do not fit even at cex 0.15, there may be some overplotting

# Plot Full Tree
prp(Dtree, type = 1, extra = 1, under = TRUE, split.font = 2, varlen = 0) 

## Warning: labs do not fit even at cex 0.15, there may be some overplotting

#Find the best pruned Decision Tree by selecting the tree that is having least cross validation error
set.seed(12345)
cv.ct <- rpart(Churn. ~ Account.Length + Int.l.Plan + VMail.Plan + VMail.Message +  Day.Mins+Day.Calls +Day.Charge + Eve.Mins +Eve.Calls+Eve.Charge +Night.Mins+Night.Calls +Night.Charge+Intl.Mins+Intl.Calls+Intl.Charge +CustServ.Calls+Churn., data = training_data, method = "class",  cp = 0.00001, minsplit = 5, xval = 5)

## Warning in model.matrix.default(attr(frame, "terms"), frame): the response
## appeared on the right-hand side and was dropped

## Warning in model.matrix.default(attr(frame, "terms"), frame): problem with term
## 18 in model.matrix: no columns are assigned

## Warning in cats * !isord: longer object length is not a multiple of shorter
## object length

printcp(cv.ct)

## 
## Classification tree:
## rpart(formula = Churn. ~ Account.Length + Int.l.Plan + VMail.Plan + 
##     VMail.Message + Day.Mins + Day.Calls + Day.Charge + Eve.Mins + 
##     Eve.Calls + Eve.Charge + Night.Mins + Night.Calls + Night.Charge + 
##     Intl.Mins + Intl.Calls + Intl.Charge + CustServ.Calls + Churn., 
##     data = training_data, method = "class", cp = 1e-05, minsplit = 5, 
##     xval = 5)
## 
## Variables actually used in tree construction:
##  [1] Account.Length CustServ.Calls Day.Calls      Day.Mins       Eve.Calls     
##  [6] Eve.Mins       Int.l.Plan     Intl.Calls     Intl.Mins      Night.Calls   
## [11] Night.Mins     VMail.Message  VMail.Plan    
## 
## Root node error: 387/2667 = 0.14511
## 
## n= 2667 
## 
##            CP nsplit rel error  xerror     xstd
## 1  0.07881137      0   1.00000 1.00000 0.047000
## 2  0.07622739      2   0.84238 0.92765 0.045545
## 3  0.05297158      4   0.68992 0.77778 0.042225
## 4  0.02196382      7   0.49354 0.52713 0.035467
## 5  0.02067183      9   0.44961 0.48837 0.034242
## 6  0.01981051     10   0.42894 0.47804 0.033905
## 7  0.01550388     13   0.36951 0.44961 0.032954
## 8  0.01291990     14   0.35401 0.42377 0.032058
## 9  0.01033592     15   0.34109 0.42894 0.032240
## 10 0.00904393     17   0.32041 0.38760 0.030744
## 11 0.00516796     21   0.28424 0.38760 0.030744
## 12 0.00387597     26   0.25840 0.38501 0.030648
## 13 0.00258398     32   0.23514 0.40827 0.031503
## 14 0.00206718     42   0.20930 0.41085 0.031597
## 15 0.00172265     47   0.19897 0.41602 0.031782
## 16 0.00129199     50   0.19380 0.41860 0.031874
## 17 0.00119261     59   0.18088 0.44961 0.032954
## 18 0.00086133     82   0.14987 0.47028 0.033649
## 19 0.00001000     85   0.14729 0.49096 0.034326

# Prune by lowest cp
prune_dt <- prune(cv.ct,cp=cv.ct$cptable[which.min(cv.ct$cptable[,"xerror"]),"CP"])
predict_dt <- predict(prune_dt, testing_data,type="class") 
length(prune_dt$frame$var[prune_dt$frame$var == "<leaf>"])

## [1] 27

prp(prune_dt, type = 1, extra = 1, split.font = 1, varlen = -10)

## Warning: labs do not fit even at cex 0.15, there may be some overplotting

# Get row indices of testing_data$Churn. 
indices <- which(!is.na(testing_data$Churn.))

# Subset predict_dt using the row indices
predict_dt_subset <- predict_dt[indices]

# Calculate confusion matrix
cm_dt <- confusionMatrix(as.factor(testing_data$Churn.[indices]), as.factor(predict_dt_subset), positive='True.')
cm_dt

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction False. True.
##     False.    559    11
##     True.      20    76
##                                           
##                Accuracy : 0.9535          
##                  95% CI : (0.9346, 0.9682)
##     No Information Rate : 0.8694          
##     P-Value [Acc > NIR] : 2.91e-13        
##                                           
##                   Kappa : 0.8037          
##                                           
##  Mcnemar's Test P-Value : 0.1508          
##                                           
##             Sensitivity : 0.8736          
##             Specificity : 0.9655          
##          Pos Pred Value : 0.7917          
##          Neg Pred Value : 0.9807          
##              Prevalence : 0.1306          
##          Detection Rate : 0.1141          
##    Detection Prevalence : 0.1441          
##       Balanced Accuracy : 0.9195          
##                                           
##        'Positive' Class : True.           
## 

# Decision Tree Result
pred_dt <- predict(prune_dt, newdata= testing_data,type = "prob")[, 2]
Pred_val = prediction(pred_dt, testing_data$Churn.) 
plot(performance(Pred_val, "tpr", "fpr"),colorize=TRUE)
abline(0, 1, lty = 2)
auc_train <- round(as.numeric(performance(Pred_val, "auc")@y.values),2)
legend(.8, .2, auc_train, title = "AUC", cex=1)


#2: Support Vector Machine

library(e1071) 
library(ISLR) 

## Warning: package 'ISLR' was built under R version 4.3.3

learn_svm <- svm(factor(Churn.)~.,data=training_data) 
predict_svm <- predict(learn_svm, testing_data,type ="response") 

#SVM Results
# Get row indices of testing_data$Churn. 
indices <- which(!is.na(testing_data$Churn.))

# Subset predict_dt using the row indices
predict_svm_subset <- predict_svm[indices]

# Calculate confusion matrix
cm_svm <- confusionMatrix(as.factor(testing_data$Churn.[indices]), as.factor(predict_svm_subset), positive='True.')
cm_svm

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction False. True.
##     False.    567     3
##     True.      42    54
##                                           
##                Accuracy : 0.9324          
##                  95% CI : (0.9106, 0.9503)
##     No Information Rate : 0.9144          
##     P-Value [Acc > NIR] : 0.05196         
##                                           
##                   Kappa : 0.6705          
##                                           
##  Mcnemar's Test P-Value : 1.473e-08       
##                                           
##             Sensitivity : 0.94737         
##             Specificity : 0.93103         
##          Pos Pred Value : 0.56250         
##          Neg Pred Value : 0.99474         
##              Prevalence : 0.08559         
##          Detection Rate : 0.08108         
##    Detection Prevalence : 0.14414         
##       Balanced Accuracy : 0.93920         
##                                           
##        'Positive' Class : True.           
## 

pred_ROCR  <- prediction(as.numeric(predict_svm), as.numeric(testing_data$Churn.))
roc_ROCR <- performance(pred_ROCR, measure = "tpr", x.measure = "fpr")
auc_train <- round(as.numeric(performance(pred_ROCR, "auc")@y.values),2)
plot(roc_ROCR, main = "ROC curve", colorize = T)
abline(a = 0, b = 1)
legend(.8, .2, auc_train, title = "AUC", cex=1)

# 3: Naive Bayes

# Train Naive Bayes model
learn_nb <- naiveBayes(factor(Churn.) ~ ., data = training_data)

# Predict using Naive Bayes model
predict_nb <- predict(learn_nb, testing_data, type = "class")

# Convert predicted values to factor with levels matching the actual data
predict_nb_factor <- factor(predict_nb, levels = c("True.", "False."))

# Convert actual data to factor with levels matching the predicted values
actual_data_factor <- factor(testing_data$Churn., levels = c("True.", "False."))

# Create confusion matrix for Naive Bayes
cm_nb <- confusionMatrix(predict_nb_factor, actual_data_factor, positive = 'True.')

# Display Naive Bayes confusion matrix
cm_nb

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction True. False.
##     True.     40     21
##     False.    56    549
##                                           
##                Accuracy : 0.8844          
##                  95% CI : (0.8576, 0.9077)
##     No Information Rate : 0.8559          
##     P-Value [Acc > NIR] : 0.0184448       
##                                           
##                   Kappa : 0.4477          
##                                           
##  Mcnemar's Test P-Value : 0.0001068       
##                                           
##             Sensitivity : 0.41667         
##             Specificity : 0.96316         
##          Pos Pred Value : 0.65574         
##          Neg Pred Value : 0.90744         
##              Prevalence : 0.14414         
##          Detection Rate : 0.06006         
##    Detection Prevalence : 0.09159         
##       Balanced Accuracy : 0.68991         
##                                           
##        'Positive' Class : True.           
## 

# Calculate ROC curve for Naive Bayes

pred_nb <- predict(learn_nb, newdata = testing_data, type = "raw")
pred_nb_positive <- as.numeric(pred_nb[, 1])
Pred_val_nb <- prediction(pred_nb_positive, as.numeric(testing_data$Churn.))
perf_nb <- performance(Pred_val_nb, "tpr", "fpr")
plot(perf_nb, colorize = TRUE, main = "ROC curve for Naive Bayes")
abline(0, 1, lty = 2)
auc_nb <- round(as.numeric(performance(Pred_val_nb, "auc")@y.values), 2)
legend(.8, .2, auc_nb, title = "AUC", cex = 1)



# 4: K-Nearest Neighbors (KNN)
# Train KNN model
training_data_n<- as.data.frame(lapply(training_data, as.numeric))
str(training_data_n)

## 'data.frame':    2667 obs. of  18 variables:
##  $ Account.Length: num  128 107 84 75 118 121 147 117 141 65 ...
##  $ Int.l.Plan    : num  1 1 2 2 2 1 2 1 2 1 ...
##  $ VMail.Plan    : num  2 2 1 1 1 2 1 1 2 1 ...
##  $ VMail.Message : num  25 26 0 0 0 24 0 0 37 0 ...
##  $ Day.Mins      : num  265 162 299 167 223 ...
##  $ Day.Calls     : num  110 123 71 113 98 88 79 97 84 137 ...
##  $ Day.Charge    : num  45.1 27.5 50.9 28.3 38 ...
##  $ Eve.Mins      : num  197.4 195.5 61.9 148.3 220.6 ...
##  $ Eve.Calls     : num  99 103 88 122 101 108 94 80 111 83 ...
##  $ Eve.Charge    : num  16.78 16.62 5.26 12.61 18.75 ...
##  $ Night.Mins    : num  245 254 197 187 204 ...
##  $ Night.Calls   : num  91 103 89 121 118 118 96 90 97 111 ...
##  $ Night.Charge  : num  11.01 11.45 8.86 8.41 9.18 ...
##  $ Intl.Mins     : num  10 13.7 6.6 10.1 6.3 7.5 7.1 8.7 11.2 12.7 ...
##  $ Intl.Calls    : num  3 3 7 3 6 7 6 4 5 6 ...
##  $ Intl.Charge   : num  2.7 3.7 1.78 2.73 1.7 2.03 1.92 2.35 3.02 3.43 ...
##  $ CustServ.Calls: num  1 1 2 3 0 3 0 1 0 4 ...
##  $ Churn.        : num  1 1 1 1 1 1 1 1 1 2 ...

testing_data_n<- as.data.frame(lapply(testing_data, as.numeric))
str(testing_data_n)

## 'data.frame':    666 obs. of  18 variables:
##  $ Account.Length: num  137 62 73 20 12 119 97 81 125 174 ...
##  $ Int.l.Plan    : num  1 1 1 1 1 1 1 1 1 1 ...
##  $ VMail.Plan    : num  1 1 1 1 1 1 2 1 1 1 ...
##  $ VMail.Message : num  0 0 0 0 0 0 24 0 0 0 ...
##  $ Day.Mins      : num  243 121 224 190 250 ...
##  $ Day.Calls     : num  114 70 90 109 118 114 135 67 103 97 ...
##  $ Day.Charge    : num  41.4 20.5 38.1 32.3 42.4 ...
##  $ Eve.Mins      : num  121 307 160 258 252 ...
##  $ Eve.Calls     : num  110 76 88 84 119 117 58 85 126 94 ...
##  $ Eve.Charge    : num  10.3 26.1 13.6 21.9 21.4 ...
##  $ Night.Mins    : num  163 203 193 182 280 ...
##  $ Night.Calls   : num  104 99 74 102 90 91 79 98 95 54 ...
##  $ Night.Charge  : num  7.32 9.14 8.68 8.17 12.61 ...
##  $ Intl.Mins     : num  12.2 13.1 13 6.3 11.8 8.8 11 10.2 12 11.4 ...
##  $ Intl.Calls    : num  5 6 2 6 3 3 3 3 8 4 ...
##  $ Intl.Charge   : num  3.29 3.54 3.51 1.7 3.19 2.38 2.97 2.75 3.24 3.08 ...
##  $ CustServ.Calls: num  0 4 1 0 1 5 1 1 1 1 ...
##  $ Churn.        : num  1 1 1 1 2 2 1 1 1 1 ...

# Ensure Churn. is a factor in both training and testing datasets
training_data_n$Churn. <- as.factor(training_data_n$Churn.)
testing_data_n$Churn. <- as.factor(testing_data_n$Churn.)
dim(training_data_n)

## [1] 2667   18

dim(testing_data_n)

## [1] 666  18

# Train the KNN model with k = 5
learn_knn <- knn(train = training_data_n[,-18], 
                 test = testing_data_n[,-18], 
                 cl = training_data_n$Churn., 
                 k = 5)

# Check levels of 'Churn.' variable in testing_data_n
levels(testing_data_n$Churn.)

## [1] "1" "2"

# Check levels of 'Churn.' variable in learn_knn
levels(learn_knn)

## [1] "1" "2"

# Calculate confusion matrix for KNN
cm_knn <- confusionMatrix(learn_knn, testing_data_n$Churn., positive = '2')

# Display KNN confusion matrix
cm_knn

## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   1   2
##          1 555  65
##          2  15  31
##                                           
##                Accuracy : 0.8799          
##                  95% CI : (0.8527, 0.9036)
##     No Information Rate : 0.8559          
##     P-Value [Acc > NIR] : 0.04114         
##                                           
##                   Kappa : 0.3786          
##                                           
##  Mcnemar's Test P-Value : 4.293e-08       
##                                           
##             Sensitivity : 0.32292         
##             Specificity : 0.97368         
##          Pos Pred Value : 0.67391         
##          Neg Pred Value : 0.89516         
##              Prevalence : 0.14414         
##          Detection Rate : 0.04655         
##    Detection Prevalence : 0.06907         
##       Balanced Accuracy : 0.64830         
##                                           
##        'Positive' Class : 2               
## 

# Calculate ROC curve for KNN
pred_knn <- knn(train = training_data_n[, -ncol(training_data_n)], 
                test = testing_data_n[, -ncol(testing_data_n)], 
                cl = training_data_n$Churn., 
                k = 5, prob = TRUE)

# Extract predicted probabilities for the positive class ("True.")
pred_probs <- as.numeric(pred_knn)

# Create the prediction object
Pred_val_knn <- prediction(pred_probs, testing_data_n$Churn.)

plot(performance(Pred_val_knn, "tpr", "fpr"), colorize = TRUE)
abline(0, 1, lty = 2)
auc_knn <- round(as.numeric(performance(Pred_val_knn, "auc")@y.values), 2)
legend(.8, .2, auc_knn, title = "AUC", cex = 1)



# Results
str(cm_svm)

## List of 6
##  $ positive: chr "True."
##  $ table   : 'table' int [1:2, 1:2] 567 42 3 54
##   ..- attr(*, "dimnames")=List of 2
##   .. ..$ Prediction: chr [1:2] "False." "True."
##   .. ..$ Reference : chr [1:2] "False." "True."
##  $ overall : Named num [1:7] 0.932 0.67 0.911 0.95 0.914 ...
##   ..- attr(*, "names")= chr [1:7] "Accuracy" "Kappa" "AccuracyLower" "AccuracyUpper" ...
##  $ byClass : Named num [1:11] 0.947 0.931 0.562 0.995 0.562 ...
##   ..- attr(*, "names")= chr [1:11] "Sensitivity" "Specificity" "Pos Pred Value" "Neg Pred Value" ...
##  $ mode    : chr "sens_spec"
##  $ dots    : list()
##  - attr(*, "class")= chr "confusionMatrix"

str(cm_dt)

## List of 6
##  $ positive: chr "True."
##  $ table   : 'table' int [1:2, 1:2] 559 20 11 76
##   ..- attr(*, "dimnames")=List of 2
##   .. ..$ Prediction: chr [1:2] "False." "True."
##   .. ..$ Reference : chr [1:2] "False." "True."
##  $ overall : Named num [1:7] 0.953 0.804 0.935 0.968 0.869 ...
##   ..- attr(*, "names")= chr [1:7] "Accuracy" "Kappa" "AccuracyLower" "AccuracyUpper" ...
##  $ byClass : Named num [1:11] 0.874 0.965 0.792 0.981 0.792 ...
##   ..- attr(*, "names")= chr [1:11] "Sensitivity" "Specificity" "Pos Pred Value" "Neg Pred Value" ...
##  $ mode    : chr "sens_spec"
##  $ dots    : list()
##  - attr(*, "class")= chr "confusionMatrix"

str(cm_nb)

## List of 6
##  $ positive: chr "True."
##  $ table   : 'table' int [1:2, 1:2] 40 56 21 549
##   ..- attr(*, "dimnames")=List of 2
##   .. ..$ Prediction: chr [1:2] "True." "False."
##   .. ..$ Reference : chr [1:2] "True." "False."
##  $ overall : Named num [1:7] 0.884 0.448 0.858 0.908 0.856 ...
##   ..- attr(*, "names")= chr [1:7] "Accuracy" "Kappa" "AccuracyLower" "AccuracyUpper" ...
##  $ byClass : Named num [1:11] 0.417 0.963 0.656 0.907 0.656 ...
##   ..- attr(*, "names")= chr [1:11] "Sensitivity" "Specificity" "Pos Pred Value" "Neg Pred Value" ...
##  $ mode    : chr "sens_spec"
##  $ dots    : list()
##  - attr(*, "class")= chr "confusionMatrix"

str(cm_knn)

## List of 6
##  $ positive: chr "2"
##  $ table   : 'table' int [1:2, 1:2] 555 15 65 31
##   ..- attr(*, "dimnames")=List of 2
##   .. ..$ Prediction: chr [1:2] "1" "2"
##   .. ..$ Reference : chr [1:2] "1" "2"
##  $ overall : Named num [1:7] 0.88 0.379 0.853 0.904 0.856 ...
##   ..- attr(*, "names")= chr [1:7] "Accuracy" "Kappa" "AccuracyLower" "AccuracyUpper" ...
##  $ byClass : Named num [1:11] 0.323 0.974 0.674 0.895 0.674 ...
##   ..- attr(*, "names")= chr [1:11] "Sensitivity" "Specificity" "Pos Pred Value" "Neg Pred Value" ...
##  $ mode    : chr "sens_spec"
##  $ dots    : list()
##  - attr(*, "class")= chr "confusionMatrix"

# Accuracy
svm_accuracy <- cm_svm$overall['Accuracy']
dt_accuracy <- cm_dt$overall['Accuracy']
nv_accuracy <- cm_nb$overall['Accuracy']
knn_accuracy <- cm_knn$overall['Accuracy']

# Precision
svm_precision <- cm_svm$byClass['Pos Pred Value']
dt_precision <- cm_dt$byClass['Pos Pred Value']
nv_precision <- cm_nb$byClass['Pos Pred Value']
knn_precision <- cm_knn$byClass['Pos Pred Value']

# Recall
svm_recall <- cm_svm$byClass['Sensitivity']
dt_recall <- cm_dt$byClass['Sensitivity']
nv_recall <- cm_nb$byClass['Sensitivity']
knn_recall <- cm_knn$byClass['Sensitivity']

# F1-score
svm_f1 <- cm_svm$byClass['F1']
dt_f1 <- cm_dt$byClass['F1']
nv_f1 <- cm_nb$byClass['F1']
knn_f1 <- cm_knn$byClass['F1']

# Print evaluation metrics
print("SVM Evaluation Metrics:")

## [1] "SVM Evaluation Metrics:"

print(paste("Accuracy:", svm_accuracy))

## [1] "Accuracy: 0.932432432432432"

print(paste("Precision:", svm_precision))

## [1] "Precision: 0.5625"

print(paste("Recall:", svm_recall))

## [1] "Recall: 0.947368421052632"

print(paste("F1-score:", svm_f1))

## [1] "F1-score: 0.705882352941177"

print("Decision Tree Evaluation Metrics:")

## [1] "Decision Tree Evaluation Metrics:"

print(paste("Accuracy:", dt_accuracy))

## [1] "Accuracy: 0.953453453453453"

print(paste("Precision:", dt_precision))

## [1] "Precision: 0.791666666666666"

print(paste("Recall:", dt_recall))

## [1] "Recall: 0.873563218390805"

print(paste("F1-score:", dt_f1))

## [1] "F1-score: 0.830601092896175"

print("Naive Bayes Evaluation Metrics:")

## [1] "Naive Bayes Evaluation Metrics:"

print(paste("Accuracy:", nv_accuracy))

## [1] "Accuracy: 0.884384384384384"

print(paste("Precision:", nv_precision))

## [1] "Precision: 0.655737704918033"

print(paste("Recall:", nv_recall))

## [1] "Recall: 0.416666666666667"

print(paste("F1-score:", nv_f1))

## [1] "F1-score: 0.509554140127389"

print("KNN Evaluation Metrics:")

## [1] "KNN Evaluation Metrics:"

print(paste("Accuracy:", knn_accuracy))

## [1] "Accuracy: 0.87987987987988"

print(paste("Precision:", knn_precision))

## [1] "Precision: 0.673913043478261"

print(paste("Recall:", knn_recall))

## [1] "Recall: 0.322916666666667"

# Define model names
model_names <- c("Decision Tree", "Naive Bayes", "KNN", "SVM")

# Assuming you have calculated metrics for multiple models and stored them in variables like dt_accuracy, dt_precision, dt_recall, dt_f1 for Decision Tree,
# and similarly for other models

# Define evaluation metrics for each model
accuracy <- c(dt_accuracy, nv_accuracy, knn_accuracy, svm_accuracy)
precision <- c(dt_precision, nv_precision, knn_precision, svm_precision)
recall <- c(dt_recall, nv_recall, knn_recall, svm_recall)
f1_score <- c(dt_f1, nv_f1, knn_f1, svm_f1)

# Create a data frame for plotting
comparison_df <- data.frame(Model = rep(model_names, each = 4),
                            Metric = rep(c("Accuracy", "Precision", "Recall", "F1-score"), times = 4),
                            Value = c(accuracy, precision, recall, f1_score))


# Load ggplot2 library
library(ggplot2)

# Create grouped bar plot
comparison_plot <- ggplot(comparison_df, aes(x = Model, y = Value, fill = Metric)) +
  geom_bar(stat = "identity", position = position_dodge()) +
  labs(title = "Comparison of Evaluation Metrics Across Models",
       x = "Model", y = "Value") +
  theme_minimal() +
  theme(legend.position = "top") +
  scale_fill_manual(values = c("Accuracy" = "blue", "Precision" = "green", "Recall" = "red", "F1-score" = "purple"))

# Print the plot
print(comparison_plot)

print(paste("F1-score:", knn_f1))

## [1] "F1-score: 0.436619718309859"

#Machine Learning Model Training

#Machine Learning Model Training

# Set seed for reproducibility
set.seed(123)

# Create the training set
train_data <- training_data

# Create the test set
test_data <- testing_data

# Set train control
ctrl <- trainControl(method = "repeatedcv", number = 10, repeats = 3)

# CART model
set.seed(7)
cart_model <- train(Churn.~., data = train_data, method = "rpart", trControl = ctrl)

# SVM model
set.seed(7)
svm_model <- train(Churn.~., data = train_data, method = "svmRadial", trControl = ctrl)

# KNN model
set.seed(7)
knn_model <- train(Churn.~., data =train_data, method = "knn", trControl = ctrl)

# Random Forest model
set.seed(7)
rf_model <- train(Churn.~., data = train_data, method = "rf", trControl = ctrl)

# Train Naive Bayes model
#set.seed(7)
#nb_model <- train(Churn.~ ., data = train_data, method = "nb", trControl = ctrl)



print(cart_model)

## CART 
## 
## 2667 samples
##   17 predictor
##    2 classes: 'False.', 'True.' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 3 times) 
## Summary of sample sizes: 2400, 2401, 2401, 2400, 2401, 2400, ... 
## Resampling results across tuning parameters:
## 
##   cp          Accuracy   Kappa    
##   0.05297158  0.9125074  0.5786001
##   0.07622739  0.8702665  0.2430818
##   0.07881137  0.8622666  0.1627132
## 
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was cp = 0.05297158.

print(svm_model)

## Support Vector Machines with Radial Basis Function Kernel 
## 
## 2667 samples
##   17 predictor
##    2 classes: 'False.', 'True.' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 3 times) 
## Summary of sample sizes: 2400, 2401, 2401, 2400, 2401, 2400, ... 
## Resampling results across tuning parameters:
## 
##   C     Accuracy   Kappa    
##   0.25  0.8752678  0.2180105
##   0.50  0.9017619  0.4632688
##   1.00  0.9130115  0.5555887
## 
## Tuning parameter 'sigma' was held constant at a value of 0.03960057
## Accuracy was used to select the optimal model using the largest value.
## The final values used for the model were sigma = 0.03960057 and C = 1.

print(knn_model)

## k-Nearest Neighbors 
## 
## 2667 samples
##   17 predictor
##    2 classes: 'False.', 'True.' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 3 times) 
## Summary of sample sizes: 2400, 2401, 2401, 2400, 2401, 2400, ... 
## Resampling results across tuning parameters:
## 
##   k  Accuracy   Kappa    
##   5  0.8771385  0.3321184
##   7  0.8793890  0.3226013
##   9  0.8776421  0.2992136
## 
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was k = 7.

print(rf_model)

## Random Forest 
## 
## 2667 samples
##   17 predictor
##    2 classes: 'False.', 'True.' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 3 times) 
## Summary of sample sizes: 2400, 2401, 2401, 2400, 2401, 2400, ... 
## Resampling results across tuning parameters:
## 
##   mtry  Accuracy   Kappa    
##    2    0.9342570  0.6733872
##    9    0.9537514  0.7957548
##   17    0.9501272  0.7794779
## 
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was mtry = 9.

#print(nb_model)




results<-resamples(list(CART=cart_model,SVM=svm_model,KNN=knn_model,RF=rf_model))



print(results)

## 
## Call:
## resamples.default(x = list(CART = cart_model, SVM = svm_model, KNN =
##  knn_model, RF = rf_model))
## 
## Models: CART, SVM, KNN, RF 
## Number of resamples: 30 
## Performance metrics: Accuracy, Kappa 
## Time estimates for: everything, final model fit

#summarize the results
summary(results)

## 
## Call:
## summary.resamples(object = results)
## 
## Models: CART, SVM, KNN, RF 
## Number of resamples: 30 
## 
## Accuracy 
##           Min.   1st Qu.    Median      Mean   3rd Qu.      Max. NA's
## CART 0.8838951 0.8932584 0.9136887 0.9125074 0.9278322 0.9550562    0
## SVM  0.8801498 0.9098589 0.9136958 0.9130115 0.9176030 0.9288390    0
## KNN  0.8426966 0.8760560 0.8801498 0.8793890 0.8876404 0.8988764    0
## RF   0.9248120 0.9447073 0.9549717 0.9537514 0.9662921 0.9775281    0
## 
## Kappa 
##           Min.   1st Qu.    Median      Mean   3rd Qu.      Max. NA's
## CART 0.3661842 0.4752375 0.6038332 0.5786001 0.6755768 0.7935035    0
## SVM  0.3729635 0.5195870 0.5547499 0.5555887 0.5915728 0.6606462    0
## KNN  0.1286713 0.2839555 0.3293131 0.3226013 0.3776224 0.4479669    0
## RF   0.6373057 0.7530063 0.8051922 0.7957548 0.8564763 0.9059197    0

scales<-list(x=list(relation="free"), y=list(relation="free"))
bwplot(results,scales=scales)


densityplot(results, scales=scales)
dotplot(results, scales=scales)



cart.pred <- predict(cart_model, newdata = test_data)
cart.accuracy <- 1-mean(cart.pred != test_data$Churn.)
table(actual=test_data$Churn., predicted=cart.pred)

actual/predicted	False.	True.
False.	565	5
True.	51	45

rf.pred1 <- predict(rf_model, newdata = test_data)
rf.accuracy <- 1-mean(rf.pred1 != test_data$Churn.)
table(actual=test_data$Churn., predicted=rf.pred1)

actual/predicted	False.	True.
False.	564	6
True.	20	76

svm.pred <-predict(svm_model, newdata = test_data)
svm.accuracy <- 1-mean(svm.pred != test_data$Churn.)
table(actual=test_data$Churn., predicted=svm.pred)

actual/predicted	False.	True.
False.	566	4
True.	44	52

knn.pred <-predict(knn_model, newdata = test_data)
knn.accuracy <- 1-mean(knn.pred != test_data$Churn.)
table(actual=test_data$Churn., predicted=knn.pred)

actual/predicted	False.	True.
False.	561	9
True.	67	29

#nb.pred <-predict(nb_model, newdata = test_data)
#nb.accuracy <- 1-mean(nb.pred != test_data$Churn.)
#table(actual=test_data$Churn., predicted=nb.pred)

splom(results)
#difference in model prediction
diffs<-diff(results)

summary(diffs)

## 
## Call:
## summary.diff.resamples(object = diffs)
## 
## p-value adjustment: bonferroni 
## Upper diagonal: estimates of the difference
## Lower diagonal: p-value for H0: difference = 0
## 
## Accuracy 
##      CART      SVM        KNN        RF        
## CART           -0.0005041  0.0331184 -0.0412440
## SVM  1                     0.0336224 -0.0407400
## KNN  9.878e-11 3.883e-12             -0.0743624
## RF   3.684e-10 < 2.2e-16  < 2.2e-16            
## 
## Kappa 
##      CART      SVM       KNN       RF      
## CART            0.02301   0.25600  -0.21715
## SVM  1                    0.23299  -0.24017
## KNN  3.457e-13 3.917e-13           -0.47315
## RF   2.031e-09 < 2.2e-16 < 2.2e-16

Note that the echo = TRUE parameter was added to the code chunk to prevent printing of the R code that generated the plot.