Actividad 4.1
Lesly Gómez
3-10-2023
Actividad 4.1
Regresión lineal, Árbol de desición, Análisis de clústers y Shiny App
Aplicación Integradora SHINY APP
1. Importar base de datos
##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union2. Juntar base de datos
3. Analizar, entender y limpiar dataframe
## tibble [55,996 × 26] (S3: tbl_df/tbl/data.frame)
## $ ClaimID : num [1:55996] 777624 777625 777626 777628 777629 ...
## $ TotalPaid : chr [1:55996] "340.97" "3883.12" "3873.13" "136.22" ...
## $ TotalReserves : chr [1:55996] "0.00" "0.00" "0.00" "0.00" ...
## $ TotalRecovery : chr [1:55996] "0.00" "0.00" "0.00" "0.00" ...
## $ IndemnityPaid : chr [1:55996] "0.00" "0.00" "2308.91" "0.00" ...
## $ OtherPaid : chr [1:55996] "340.97" "3883.12" "1564.22" "136.22" ...
## $ ClaimStatus : chr [1:55996] "C" "C" "C" "C" ...
## $ IncidentDate : POSIXct[1:55996], format: "1999-07-01" "1999-07-01" ...
## $ IncidentDescription : chr [1:55996] "EE states she injured her knee and shoulder duringtraining." "EE states while going down some steps he missed a step and lost his balance twisting his lt knee and lt ankle." "EE strained rt shoulder while moving furniture" "Client bit EE on right forearm" ...
## $ ReturnToWorkDate : POSIXct[1:55996], format: NA NA ...
## $ AverageWeeklyWage : chr [1:55996] NA "402.90" "1126.85" NA ...
## $ ClaimantOpenedDate : POSIXct[1:55996], format: "1999-07-26" "1999-07-22" ...
## $ ClaimantClosedDate : POSIXct[1:55996], format: "2005-03-31" "2005-03-31" ...
## $ EmployerNotificationDate: POSIXct[1:55996], format: "1999-07-02" "1999-07-01" ...
## $ ReceivedDate : POSIXct[1:55996], format: "1999-07-26" "1999-07-22" ...
## $ IsDenied : chr [1:55996] "0" "0" "0" "0" ...
## $ ClaimantAge_at_DOI : chr [1:55996] NA NA NA NA ...
## $ Gender : chr [1:55996] "Female" "Male" "Male" "Female" ...
## $ ClaimantType : chr [1:55996] "Medical Only" "Indemnity" "Indemnity" "Medical Only" ...
## $ Injuryture : chr [1:55996] "Contusion" "Sprain" "Strain" "Puncture" ...
## $ BodyPartRegion : chr [1:55996] "Multiple Body Parts" "Multiple Body Parts" "Upper Extremities" "Upper Extremities" ...
## $ BodyPart : chr [1:55996] "Multiple Body Parts (Including Body Systems and Body Parts)" "Multiple Body Parts (Including Body Systems and Body Parts)" "Shoulder(S)" "Lower Arm" ...
## $ BillReviewALE : num [1:55996] 16 8 NA 8 NA ...
## $ Hospital : num [1:55996] 245.1 11806.2 NA 80.4 NA ...
## $ PhysicianOutpatient : num [1:55996] 218.9 5978 109.2 162.4 77.6 ...
## $ Rx : num [1:55996] NA 12 NA NA NA ...## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 777624 Length:55996 Length:55996 Length:55996
## 1st Qu.: 794257 Class :character Class :character Class :character
## Median : 811232 Mode :character Mode :character Mode :character
## Mean : 2759736
## 3rd Qu.: 830786
## Max. :62203364
##
## IndemnityPaid OtherPaid ClaimStatus
## Length:55996 Length:55996 Length:55996
## Class :character Class :character Class :character
## Mode :character Mode :character Mode :character
##
##
##
##
## IncidentDate IncidentDescription
## Min. :1967-02-06 00:00:00.0 Length:55996
## 1st Qu.:2000-04-10 18:00:00.0 Class :character
## Median :2003-01-04 12:00:00.0 Mode :character
## Mean :2002-06-10 15:39:35.3
## 3rd Qu.:2005-11-03 00:00:00.0
## Max. :2014-06-24 00:00:00.0
##
## ReturnToWorkDate AverageWeeklyWage
## Min. :1976-10-29 00:00:00.00 Length:55996
## 1st Qu.:2002-03-08 12:00:00.00 Class :character
## Median :2005-04-08 00:00:00.00 Mode :character
## Mean :2004-02-18 07:45:32.46
## 3rd Qu.:2007-03-20 00:00:00.00
## Max. :2014-06-25 00:00:00.00
## NA's :28077
## ClaimantOpenedDate ClaimantClosedDate
## Min. :1967-02-06 00:00:00.00 Min. :1999-06-04 00:00:00.0
## 1st Qu.:2000-05-15 00:00:00.00 1st Qu.:2005-03-31 00:00:00.0
## Median :2003-02-18 00:00:00.00 Median :2005-05-02 00:00:00.0
## Mean :2002-08-12 13:25:19.57 Mean :2006-06-11 02:07:17.7
## 3rd Qu.:2005-12-27 00:00:00.00 3rd Qu.:2008-05-31 00:00:00.0
## Max. :2014-06-30 00:00:00.00 Max. :2014-06-25 00:00:00.0
## NA's :623
## EmployerNotificationDate ReceivedDate
## Min. :1972-09-10 00:00:00.00 Min. :1967-02-06 00:00:00.00
## 1st Qu.:2000-10-26 00:00:00.00 1st Qu.:2000-05-12 00:00:00.00
## Median :2003-06-30 00:00:00.00 Median :2003-02-11 00:00:00.00
## Mean :2003-11-06 07:30:47.47 Mean :2003-01-16 05:46:54.62
## 3rd Qu.:2006-02-16 00:00:00.00 3rd Qu.:2005-12-13 00:00:00.00
## Max. :9999-07-21 00:00:00.00 Max. :9999-07-21 00:00:00.00
## NA's :4921
## IsDenied ClaimantAge_at_DOI Gender ClaimantType
## Length:55996 Length:55996 Length:55996 Length:55996
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Injuryture BodyPartRegion BodyPart BillReviewALE
## Length:55996 Length:55996 Length:55996 Min. : -456.00
## Class :character Class :character Class :character 1st Qu.: 8.25
## Mode :character Mode :character Mode :character Median : 24.00
## Mean : 189.89
## 3rd Qu.: 65.20
## Max. :56475.30
## NA's :31790
## Hospital PhysicianOutpatient Rx
## Min. : -12570.4 Min. : -549.5 Min. : -469.5
## 1st Qu.: 202.5 1st Qu.: 107.3 1st Qu.: 22.7
## Median : 580.5 Median : 222.7 Median : 60.0
## Mean : 4773.9 Mean : 1762.7 Mean : 1459.0
## 3rd Qu.: 2298.5 3rd Qu.: 689.9 3rd Qu.: 178.3
## Max. :2759604.0 Max. :1481468.5 Max. :631635.5
## NA's :35042 NA's :3892 NA's :36229Observaciones:
1. Tenemos varios costos como carácter, hay que hacerlo numérico
2. Hay muchos NA´s pero se van a limpiar en cada ejercicio
3. Hay costos negativos
4. No sirve la columna de descripción
#Cambiar a numericos
df_join$TotalPaid <- as.numeric(df_join$TotalPaid)
df_join$TotalReserves <- as.numeric(df_join$TotalReserves)
df_join$TotalRecovery <- as.numeric(df_join$TotalRecovery)
df_join$IndemnityPaid <- as.numeric(df_join$IndemnityPaid)
df_join$OtherPaid <- as.numeric(df_join$OtherPaid)
df_join$AverageWeeklyWage <- as.numeric(df_join$AverageWeeklyWage)
df_join$AverageWeeklyWage <- as.numeric(df_join$AverageWeeklyWage)
str(df_join)## tibble [55,996 × 26] (S3: tbl_df/tbl/data.frame)
## $ ClaimID : num [1:55996] 777624 777625 777626 777628 777629 ...
## $ TotalPaid : num [1:55996] 341 3883 3873 136 193 ...
## $ TotalReserves : num [1:55996] 0 0 0 0 0 0 0 0 0 0 ...
## $ TotalRecovery : num [1:55996] 0 0 0 0 0 0 0 0 0 0 ...
## $ IndemnityPaid : num [1:55996] 0 0 2309 0 0 ...
## $ OtherPaid : num [1:55996] 341 3883 1564 136 193 ...
## $ ClaimStatus : chr [1:55996] "C" "C" "C" "C" ...
## $ IncidentDate : POSIXct[1:55996], format: "1999-07-01" "1999-07-01" ...
## $ IncidentDescription : chr [1:55996] "EE states she injured her knee and shoulder duringtraining." "EE states while going down some steps he missed a step and lost his balance twisting his lt knee and lt ankle." "EE strained rt shoulder while moving furniture" "Client bit EE on right forearm" ...
## $ ReturnToWorkDate : POSIXct[1:55996], format: NA NA ...
## $ AverageWeeklyWage : num [1:55996] NA 403 1127 NA NA ...
## $ ClaimantOpenedDate : POSIXct[1:55996], format: "1999-07-26" "1999-07-22" ...
## $ ClaimantClosedDate : POSIXct[1:55996], format: "2005-03-31" "2005-03-31" ...
## $ EmployerNotificationDate: POSIXct[1:55996], format: "1999-07-02" "1999-07-01" ...
## $ ReceivedDate : POSIXct[1:55996], format: "1999-07-26" "1999-07-22" ...
## $ IsDenied : chr [1:55996] "0" "0" "0" "0" ...
## $ ClaimantAge_at_DOI : chr [1:55996] NA NA NA NA ...
## $ Gender : chr [1:55996] "Female" "Male" "Male" "Female" ...
## $ ClaimantType : chr [1:55996] "Medical Only" "Indemnity" "Indemnity" "Medical Only" ...
## $ Injuryture : chr [1:55996] "Contusion" "Sprain" "Strain" "Puncture" ...
## $ BodyPartRegion : chr [1:55996] "Multiple Body Parts" "Multiple Body Parts" "Upper Extremities" "Upper Extremities" ...
## $ BodyPart : chr [1:55996] "Multiple Body Parts (Including Body Systems and Body Parts)" "Multiple Body Parts (Including Body Systems and Body Parts)" "Shoulder(S)" "Lower Arm" ...
## $ BillReviewALE : num [1:55996] 16 8 NA 8 NA ...
## $ Hospital : num [1:55996] 245.1 11806.2 NA 80.4 NA ...
## $ PhysicianOutpatient : num [1:55996] 218.9 5978 109.2 162.4 77.6 ...
## $ Rx : num [1:55996] NA 12 NA NA NA ...## # A tibble: 6,095 × 2
## IncidentDate n
## <dttm> <int>
## 1 2004-01-28 00:00:00 56
## 2 2000-01-26 00:00:00 47
## 3 1996-05-14 00:00:00 46
## 4 1996-04-15 00:00:00 44
## 5 1996-04-16 00:00:00 44
## 6 2002-01-07 00:00:00 43
## 7 1996-04-30 00:00:00 42
## 8 1999-07-10 00:00:00 42
## 9 1996-05-20 00:00:00 41
## 10 2000-02-01 00:00:00 41
## # ℹ 6,085 more rows## # A tibble: 2 × 2
## IsDenied n
## <chr> <int>
## 1 0 53558
## 2 1 2438## # A tibble: 118 × 2
## ClaimantAge_at_DOI n
## <chr> <int>
## 1 <NA> 20920
## 2 46 1069
## 3 45 1054
## 4 43 1053
## 5 48 1051
## 6 41 1028
## 7 47 1011
## 8 42 1002
## 9 50 998
## 10 38 992
## # ℹ 108 more rows## # A tibble: 3 × 2
## Gender n
## <chr> <int>
## 1 Female 26734
## 2 Male 25910
## 3 Not Available 3352## # A tibble: 3 × 2
## ClaimantType n
## <chr> <int>
## 1 Medical Only 39362
## 2 Indemnity 13085
## 3 Report Only 3549## # A tibble: 7 × 2
## BodyPartRegion n
## <chr> <int>
## 1 Upper Extremities 16504
## 2 Lower Extremities 11650
## 3 Trunk 9373
## 4 Multiple Body Parts 7660
## 5 Head 5219
## 6 Non-Standard Code 4049
## 7 Neck 1541## # A tibble: 54 × 2
## BodyPart n
## <chr> <int>
## 1 Multiple Body Parts (Including Body Systems and Body Parts) 6249
## 2 Lower Back Area 5490
## 3 Knee 4692
## 4 Non-Standard Code 4049
## 5 Finger(S) 4005
## 6 Hand 3218
## 7 Ankle 2338
## 8 Shoulder(S) 2200
## 9 Wrist 2112
## 10 Eyes 2109
## # ℹ 44 more rows## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 777624 Min. : -82 Min. : 0 Min. : 0.00
## 1st Qu.: 794257 1st Qu.: 65 1st Qu.: 0 1st Qu.: 0.00
## Median : 811232 Median : 237 Median : 0 Median : 0.00
## Mean : 2759736 Mean : 7515 Mean : 1931 Mean : 67.77
## 3rd Qu.: 830786 3rd Qu.: 918 3rd Qu.: 0 3rd Qu.: 0.00
## Max. :62203364 Max. :4527291 Max. :1529053 Max. :130335.75
##
## IndemnityPaid OtherPaid ClaimStatus
## Min. : -475 Min. : -7820 Length:55996
## 1st Qu.: 0 1st Qu.: 62 Class :character
## Median : 0 Median : 233 Mode :character
## Mean : 3604 Mean : 3912
## 3rd Qu.: 0 3rd Qu.: 831
## Max. :640732 Max. :4129915
##
## IncidentDate IncidentDescription
## Min. :1967-02-06 00:00:00.0 Length:55996
## 1st Qu.:2000-04-10 18:00:00.0 Class :character
## Median :2003-01-04 12:00:00.0 Mode :character
## Mean :2002-06-10 15:39:35.3
## 3rd Qu.:2005-11-03 00:00:00.0
## Max. :2014-06-24 00:00:00.0
##
## ReturnToWorkDate AverageWeeklyWage
## Min. :1976-10-29 00:00:00.00 Min. : 0.23
## 1st Qu.:2002-03-08 12:00:00.00 1st Qu.: 266.80
## Median :2005-04-08 00:00:00.00 Median : 471.92
## Mean :2004-02-18 07:45:32.46 Mean : 479.64
## 3rd Qu.:2007-03-20 00:00:00.00 3rd Qu.: 625.10
## Max. :2014-06-25 00:00:00.00 Max. :96666.80
## NA's :28077 NA's :35942
## ClaimantOpenedDate ClaimantClosedDate
## Min. :1967-02-06 00:00:00.00 Min. :1999-06-04 00:00:00.0
## 1st Qu.:2000-05-15 00:00:00.00 1st Qu.:2005-03-31 00:00:00.0
## Median :2003-02-18 00:00:00.00 Median :2005-05-02 00:00:00.0
## Mean :2002-08-12 13:25:19.57 Mean :2006-06-11 02:07:17.7
## 3rd Qu.:2005-12-27 00:00:00.00 3rd Qu.:2008-05-31 00:00:00.0
## Max. :2014-06-30 00:00:00.00 Max. :2014-06-25 00:00:00.0
## NA's :623
## EmployerNotificationDate ReceivedDate
## Min. :1972-09-10 00:00:00.00 Min. :1967-02-06 00:00:00.00
## 1st Qu.:2000-10-26 00:00:00.00 1st Qu.:2000-05-12 00:00:00.00
## Median :2003-06-30 00:00:00.00 Median :2003-02-11 00:00:00.00
## Mean :2003-11-06 07:30:47.47 Mean :2003-01-16 05:46:54.62
## 3rd Qu.:2006-02-16 00:00:00.00 3rd Qu.:2005-12-13 00:00:00.00
## Max. :9999-07-21 00:00:00.00 Max. :9999-07-21 00:00:00.00
## NA's :4921
## IsDenied ClaimantAge_at_DOI Gender ClaimantType
## Length:55996 Length:55996 Length:55996 Length:55996
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Injuryture BodyPartRegion BodyPart BillReviewALE
## Length:55996 Length:55996 Length:55996 Min. : -456.00
## Class :character Class :character Class :character 1st Qu.: 8.25
## Mode :character Mode :character Mode :character Median : 24.00
## Mean : 189.89
## 3rd Qu.: 65.20
## Max. :56475.30
## NA's :31790
## Hospital PhysicianOutpatient Rx
## Min. : -12570.4 Min. : -549.5 Min. : -469.5
## 1st Qu.: 202.5 1st Qu.: 107.3 1st Qu.: 22.7
## Median : 580.5 Median : 222.7 Median : 60.0
## Mean : 4773.9 Mean : 1762.7 Mean : 1459.0
## 3rd Qu.: 2298.5 3rd Qu.: 689.9 3rd Qu.: 178.3
## Max. :2759604.0 Max. :1481468.5 Max. :631635.5
## NA's :35042 NA's :3892 NA's :36229#Columnas con negativos: TotalPaid,IndemnityPaid,OtherPaid,BillReviewALE,Hospital,PhysicianOutpatient,Rx
df_join<- subset(df_join,IndemnityPaid>= 0)
df_join<- subset(df_join,OtherPaid>= 0)
summary(df_join)## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 777624 Min. : 0 Min. : 0 Min. : 0.00
## 1st Qu.: 794258 1st Qu.: 65 1st Qu.: 0 1st Qu.: 0.00
## Median : 811232 Median : 237 Median : 0 Median : 0.00
## Mean : 2759910 Mean : 7516 Mean : 1931 Mean : 67.77
## 3rd Qu.: 830784 3rd Qu.: 918 3rd Qu.: 0 3rd Qu.: 0.00
## Max. :62203364 Max. :4527291 Max. :1529053 Max. :130335.75
##
## IndemnityPaid OtherPaid ClaimStatus
## Min. : 0 Min. : 0 Length:55991
## 1st Qu.: 0 1st Qu.: 62 Class :character
## Median : 0 Median : 233 Mode :character
## Mean : 3604 Mean : 3912
## 3rd Qu.: 0 3rd Qu.: 831
## Max. :640732 Max. :4129915
##
## IncidentDate IncidentDescription
## Min. :1967-02-06 00:00:00.00 Length:55991
## 1st Qu.:2000-04-10 12:00:00.00 Class :character
## Median :2003-01-05 00:00:00.00 Mode :character
## Mean :2002-06-10 16:02:47.67
## 3rd Qu.:2005-11-03 00:00:00.00
## Max. :2014-06-24 00:00:00.00
##
## ReturnToWorkDate AverageWeeklyWage
## Min. :1976-10-29 00:00:00.00 Min. : 0.23
## 1st Qu.:2002-03-08 00:00:00.00 1st Qu.: 266.80
## Median :2005-04-08 00:00:00.00 Median : 471.84
## Mean :2004-02-18 05:36:18.67 Mean : 479.64
## 3rd Qu.:2007-03-20 00:00:00.00 3rd Qu.: 625.09
## Max. :2014-06-25 00:00:00.00 Max. :96666.80
## NA's :28074 NA's :35941
## ClaimantOpenedDate ClaimantClosedDate
## Min. :1967-02-06 00:00:00.00 Min. :1999-06-04 00:00:00.0
## 1st Qu.:2000-05-15 00:00:00.00 1st Qu.:2005-03-31 00:00:00.0
## Median :2003-02-18 00:00:00.00 Median :2005-05-02 00:00:00.0
## Mean :2002-08-12 13:33:26.87 Mean :2006-06-11 01:35:47.2
## 3rd Qu.:2005-12-27 00:00:00.00 3rd Qu.:2008-05-30 06:00:00.0
## Max. :2014-06-30 00:00:00.00 Max. :2014-06-25 00:00:00.0
## NA's :623
## EmployerNotificationDate ReceivedDate
## Min. :1972-09-10 00:00:00.00 Min. :1967-02-06 00:00:00.00
## 1st Qu.:2000-10-26 00:00:00.00 1st Qu.:2000-05-12 00:00:00.00
## Median :2003-06-30 00:00:00.00 Median :2003-02-11 00:00:00.00
## Mean :2003-11-06 09:08:35.57 Mean :2003-01-16 06:15:32.41
## 3rd Qu.:2006-02-16 00:00:00.00 3rd Qu.:2005-12-13 00:00:00.00
## Max. :9999-07-21 00:00:00.00 Max. :9999-07-21 00:00:00.00
## NA's :4921
## IsDenied ClaimantAge_at_DOI Gender ClaimantType
## Length:55991 Length:55991 Length:55991 Length:55991
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## Injuryture BodyPartRegion BodyPart BillReviewALE
## Length:55991 Length:55991 Length:55991 Min. : -456.00
## Class :character Class :character Class :character 1st Qu.: 8.25
## Mode :character Mode :character Mode :character Median : 24.00
## Mean : 189.90
## 3rd Qu.: 65.20
## Max. :56475.30
## NA's :31786
## Hospital PhysicianOutpatient Rx
## Min. : -12570.4 Min. : -549.5 Min. : -469.5
## 1st Qu.: 202.5 1st Qu.: 107.3 1st Qu.: 22.7
## Median : 580.5 Median : 222.7 Median : 60.0
## Mean : 4773.9 Mean : 1762.8 Mean : 1459.1
## 3rd Qu.: 2298.5 3rd Qu.: 690.0 3rd Qu.: 178.3
## Max. :2759604.0 Max. :1481468.5 Max. :631635.5
## NA's :35037 NA's :3891 NA's :36225Regresión Lineal
Actividad
Casas y Bicis
1. Agregar columna “Total Incurred Costs”
df_join$CostoTotal <- df_join$TotalReserves + df_join$IndemnityPaid + df_join$OtherPaid - df_join$TotalRecovery
head(df_join$CostoTotal)## [1] 340.97 3883.12 3873.13 136.22 193.35 66.00## Min. 1st Qu. Median Mean 3rd Qu. Max.
## -10400 61 233 9379 884 47347502. Limpiar nueva df para regresión
## [1] 197296## ClaimID TotalPaid TotalReserves
## 0 0 0
## TotalRecovery IndemnityPaid OtherPaid
## 0 0 0
## ClaimStatus IncidentDate IncidentDescription
## 0 0 3
## ReturnToWorkDate AverageWeeklyWage ClaimantOpenedDate
## 28057 35929 0
## ClaimantClosedDate EmployerNotificationDate ReceivedDate
## 623 4913 0
## IsDenied ClaimantAge_at_DOI Gender
## 0 20898 0
## ClaimantType Injuryture BodyPartRegion
## 0 0 0
## BodyPart BillReviewALE Hospital
## 0 31759 35019
## PhysicianOutpatient Rx CostoTotal
## 3888 36207 0## tibble [55,952 × 27] (S3: tbl_df/tbl/data.frame)
## $ ClaimID : num [1:55952] 777624 777625 777626 777628 777629 ...
## $ TotalPaid : num [1:55952] 341 3883 3873 136 193 ...
## $ TotalReserves : num [1:55952] 0 0 0 0 0 0 0 0 0 0 ...
## $ TotalRecovery : num [1:55952] 0 0 0 0 0 0 0 0 0 0 ...
## $ IndemnityPaid : num [1:55952] 0 0 2309 0 0 ...
## $ OtherPaid : num [1:55952] 341 3883 1564 136 193 ...
## $ ClaimStatus : chr [1:55952] "C" "C" "C" "C" ...
## $ IncidentDate : POSIXct[1:55952], format: "1999-07-01" "1999-07-01" ...
## $ IncidentDescription : chr [1:55952] "EE states she injured her knee and shoulder duringtraining." "EE states while going down some steps he missed a step and lost his balance twisting his lt knee and lt ankle." "EE strained rt shoulder while moving furniture" "Client bit EE on right forearm" ...
## $ ReturnToWorkDate : POSIXct[1:55952], format: NA NA ...
## $ AverageWeeklyWage : num [1:55952] NA 403 1127 NA NA ...
## $ ClaimantOpenedDate : POSIXct[1:55952], format: "1999-07-26" "1999-07-22" ...
## $ ClaimantClosedDate : POSIXct[1:55952], format: "2005-03-31" "2005-03-31" ...
## $ EmployerNotificationDate: POSIXct[1:55952], format: "1999-07-02" "1999-07-01" ...
## $ ReceivedDate : POSIXct[1:55952], format: "1999-07-26" "1999-07-22" ...
## $ IsDenied : chr [1:55952] "0" "0" "0" "0" ...
## $ ClaimantAge_at_DOI : chr [1:55952] NA NA NA NA ...
## $ Gender : chr [1:55952] "Female" "Male" "Male" "Female" ...
## $ ClaimantType : chr [1:55952] "Medical Only" "Indemnity" "Indemnity" "Medical Only" ...
## $ Injuryture : chr [1:55952] "Contusion" "Sprain" "Strain" "Puncture" ...
## $ BodyPartRegion : chr [1:55952] "Multiple Body Parts" "Multiple Body Parts" "Upper Extremities" "Upper Extremities" ...
## $ BodyPart : chr [1:55952] "Multiple Body Parts (Including Body Systems and Body Parts)" "Multiple Body Parts (Including Body Systems and Body Parts)" "Shoulder(S)" "Lower Arm" ...
## $ BillReviewALE : num [1:55952] 16 8 NA 8 NA ...
## $ Hospital : num [1:55952] 245.1 11806.2 NA 80.4 NA ...
## $ PhysicianOutpatient : num [1:55952] 218.9 5978 109.2 162.4 77.6 ...
## $ Rx : num [1:55952] NA 12 NA NA NA ...
## $ CostoTotal : num [1:55952] 341 3883 3873 136 193 ...#Eliminar columnas con muchos NA'S
df_reg <- df_reg[, !(names(df_reg) %in% c("EmployerNotificationDate","ReturnToWorkDate",
"ClaimantClosedDate","EmployerNotificationDate",
"BillReviewALE","PhysicianOutpatient","Rx","Hospital",
"IncidentDescription","ClaimantAge_at_DOI"))]
sapply(df_reg, function(x) sum(is.na(x)))## ClaimID TotalPaid TotalReserves TotalRecovery
## 0 0 0 0
## IndemnityPaid OtherPaid ClaimStatus IncidentDate
## 0 0 0 0
## AverageWeeklyWage ClaimantOpenedDate ReceivedDate IsDenied
## 35929 0 0 0
## Gender ClaimantType Injuryture BodyPartRegion
## 0 0 0 0
## BodyPart CostoTotal
## 0 0
## [1] 3883.12 3873.13 14507.16 25208.21 5407.32 5919.12
## [7] 6182.45 32606.10 8047.85 28862.81 12402.63 5847.74
## [13] 83926.74 114251.39 2324.28 37500.00 21019.81 9777.46
## [19] 127052.35 30972.06 53449.90 7188.22 3001.12 5452.50
## [25] 2843.49 5632.05 2307.31 6043.30 29014.57 4698.79
## [31] 82973.82 29783.83 13999.71 5373.50 17558.50 12191.37
## [37] 12802.68 4957.28 2664.30 13640.65 8924.95 4386.86
## [43] 62317.78 4691.44 39947.94 3532.09 10199.78 7711.20
## [49] 4641.05 2272.16 2669.42 136901.87 16181.52 18522.30
## [55] 127691.65 72384.13 3516.22 8013.23 5466.00 3522.85
## [61] 83615.50 2509.51 4654.88 6904.75 37416.18 3203.01
## [67] 4979.55 4337.49 4932.31 2233.25 2967.72 108734.82
## [73] 7770.38 6327.40 2230.50 13633.12 39431.10 35969.32
## [79] 4028.37 33618.35 8681.59 11166.08 3698.94 2719.04
## [85] 2659.10 24476.36 22085.76 26081.25 8070.32 28049.61
## [91] 26399.59 43664.25 3372.09 38477.40 2239.74 4945.93
## [97] 19357.88 5238.14 93342.50 8417.42 8840.04 25537.05
## [103] 9917.58 13902.70 47946.19 5097.46 18211.87 41486.54
## [109] 11932.87 11306.42 4446.45 66853.86 4353.78 76577.03
## [115] 586180.21 177880.73 2909.17 6249.84 7380.12 735044.39
## [121] 2293.78 2218.26 2917.17 15357.12 4292.46 5859.57
## [127] 811303.17 181759.97 82958.34 3000.88 12632.53 2160.52
## [133] 22050.33 2925.45 13658.53 3442.81 6117.07 14095.05
## [139] 8545.00 6961.89 25773.33 14094.50 2511.37 180604.76
## [145] 4926.96 2717.69 8035.11 292079.69 3521.66 26414.95
## [151] 17235.41 14573.95 124023.46 39174.61 15697.60 5917.17
## [157] 4795.50 5170.85 2165.81 2370.37 14553.57 4252.39
## [163] 2875.67 45466.81 2333.19 2128.25 240579.66 12733.68
## [169] 11515.63 27902.14 70349.18 16486.89 4790.07 66003.63
## [175] 3726.47 51609.70 24920.47 228366.29 34161.25 5510.92
## [181] 1086065.22 23868.01 29182.11 14753.01 181152.47 22343.44
## [187] 4392.11 31148.48 13529.09 2578.40 5405.62 4885.13
## [193] 8602.49 31296.65 8121.09 123984.50 4450.00 2750.00
## [199] 4190.14 27973.89 19817.94 14840.40 14784.88 139772.40
## [205] 7249.08 8536.15 4074.80 78173.04 4715.00 2799.56
## [211] 3816.62 17250.66 3147.79 5775.00 5253.04 11146.27
## [217] 2255.24 40108.63 3962.98 9314.56 2476.03 26002.30
## [223] 3180.12 46153.13 16905.11 973368.35 3914.17 4763.08
## [229] 6038.07 2540.67 7959.57 1062978.50 2353.43 22747.80
## [235] 2466.52 3680.80 69812.17 3168.29 3403.50 7710.09
## [241] 26489.79 14971.75 9908.49 13642.31 55250.08 44919.52
## [247] 2481.11 2371.56 4146.26 8571.07 3738.77 14175.00
## [253] 3144.87 17861.22 7655.10 29664.62 80740.57 5659.68
## [259] 15866.77 24591.12 21867.89 2501.30 2511.31 121295.19
## [265] 929010.76 3706.64 19415.45 8461.71 5571.37 10939.86
## [271] 35108.17 59344.58 21042.69 4192.41 15139.79 67908.39
## [277] 6949.07 18764.75 9764.76 20407.74 23845.14 15267.42
## [283] 4844.19 10136.78 179981.64 2646.36 3875.00 3021.14
## [289] 15063.84 8358.86 86242.28 22951.81 17578.26 4809.81
## [295] 2532.20 19272.41 29584.33 2149.81 33446.43 6034.42
## [301] 27139.80 27528.95 11324.73 40674.27 119526.28 4096.45
## [307] 21701.78 187355.26 7687.44 26267.80 2161.93 15154.66
## [313] 12154.59 9731.21 2242.92 31863.27 22560.86 4960.52
## [319] 5367.01 22131.49 79953.03 6597.92 199466.73 2679.42
## [325] 14619.20 6104.38 2751.00 85281.46 39851.19 28248.77
## [331] 4358.82 16716.88 33723.54 104050.54 31829.60 6598.07
## [337] 2607.64 5332.59 9102.75 12100.93 2326.53 25760.12
## [343] 3556.72 8681.02 2347.53 30704.43 2561.09 2749.43
## [349] 2555.68 10894.75 54573.74 181036.35 607178.18 8271.38
## [355] 32821.93 16505.32 4325.00 5614.25 228380.83 117646.57
## [361] 3300.48 3284.71 15480.27 27324.57 9422.95 36223.98
## [367] 2645.95 280455.10 3115.26 39374.65 3159.78 34982.68
## [373] 11219.61 4836.45 22812.47 14563.37 5179.84 3553.47
## [379] 15504.46 20869.20 3754.41 28128.89 62703.41 6138.58
## [385] 2643.92 3782.08 2930.34 7959.75 16983.33 5446.07
## [391] 23627.79 10893.58 7287.73 6350.00 59688.77 2505.22
## [397] 5731.83 3544.33 15226.24 8497.51 3080.80 49660.85
## [403] 15193.74 5492.27 34479.53 43827.90 6840.38 3461.33
## [409] 16781.67 30169.32 3838.47 90965.13 12726.13 6705.60
## [415] 2983.03 52364.07 13597.32 4593.70 2814.66 3178.73
## [421] 6035.49 5200.00 17128.49 37865.35 42314.90 17979.21
## [427] 38894.32 6437.93 10096.90 24802.99 5881.31 5296.26
## [433] 5589.91 11577.33 189691.93 10970.44 29402.20 7098.40
## [439] 5040.04 10770.45 30791.14 18235.19 2215.79 112198.29
## [445] 62102.45 3044.83 47649.64 72394.42 20737.54 66051.04
## [451] 51551.59 74979.97 4090.84 3115.52 27807.61 3315.42
## [457] 4008.52 2375.14 19819.43 20870.66 270660.49 4960.37
## [463] 5863.96 23040.04 2222.46 7489.19 2615.31 18886.02
## [469] 34786.35 13152.59 4477.53 28591.46 33568.45 8067.85
## [475] 31610.21 37329.91 101834.86 18159.66 2848.43 594360.65
## [481] 156111.64 13477.55 2673.77 14992.32 760666.27 899169.26
## [487] 2582.75 5496.53 25509.31 2517.98 24568.45 27500.91
## [493] 21064.95 10595.43 245404.97 4694.58 34704.28 10275.68
## [499] 357878.78 4358.72 5302.89 8433.81 2196.03 27636.87
## [505] 15235.23 2359.13 23344.14 2649.40 6175.60 180583.95
## [511] 3362.30 2383.04 17466.80 7531.20 4360.73 2674.96
## [517] 2746.35 31488.82 2562.51 4513.28 32199.10 8993.08
## [523] 2891.47 14470.03 19763.93 7088.06 18794.50 11694.83
## [529] 2400.46 2418.82 7366.49 3403.68 6873.67 4629.00
## [535] 7277.98 4492.50 23542.64 23430.56 23911.01 4334.41
## [541] 15860.45 2503.44 7379.12 3932.92 14350.56 13500.80
## [547] 116004.62 40535.33 9135.58 172066.22 8739.64 73302.06
## [553] 128820.54 5086.15 2334.64 4563.67 80493.29 55623.09
## [559] 15996.74 4575.00 229792.76 22537.84 70676.38 11000.61
## [565] 4179.07 205500.13 4812.00 22780.40 16365.42 2546.25
## [571] 102022.43 11805.45 55182.70 18260.59 159885.81 4903.35
## [577] 4141.71 39009.96 499491.88 2606.47 13226.76 157078.78
## [583] 31644.88 2801.58 121702.26 4970.37 48544.09 9630.06
## [589] 11848.45 32212.49 15843.75 32300.67 12174.72 12754.54
## [595] 2895.47 4664.99 33422.91 10618.10 42227.56 5801.77
## [601] 2988.70 134485.22 32093.52 28282.91 3045.19 4813.07
## [607] 9015.69 2316.68 58819.91 2227.38 159054.89 5533.35
## [613] 16226.45 8348.06 5273.67 9870.73 21859.39 6202.09
## [619] 27616.97 38721.00 34268.12 16334.26 11385.10 3245.04
## [625] 40474.63 17716.26 9762.76 2616.87 24885.61 15705.32
## [631] 3889.20 8128.30 7368.91 133636.87 137432.55 4535.11
## [637] 1093480.19 5532.95 22924.38 3182.23 2536.02 11221.37
## [643] 2350.37 6025.38 216650.79 2704.78 387498.42 12078.82
## [649] 33763.13 46905.38 9160.86 6777.01 7842.79 40100.50
## [655] 49887.29 14192.95 17359.60 17552.36 2912.35 6837.11
## [661] 16546.51 23346.10 74401.87 22783.91 26458.50 3535.44
## [667] 3959.44 15456.99 3913.06 2609.63 2261.37 36258.13
## [673] 2270.74 2242.60 32396.14 9023.94 11038.74 3898.53
## [679] 16771.19 14854.76 12315.93 419908.26 2757.40 9814.46
## [685] 4206.64 2746.92 15561.21 101753.66 21702.44 2358.00
## [691] 665195.64 2607.83 17542.17 4978.30 9259.08 4671.49
## [697] 4223.86 52982.49 939096.40 4864.12 8624.60 51445.48
## [703] 18388.28 4259.01 106841.99 17030.32 8305.15 14553.42
## [709] 2820.01 2212.07 2972.29 11088.18 42149.59 2487.83
## [715] 53272.24 2876.36 92757.11 2816.77 15146.27 11380.84
## [721] 2818.82 2332.98 4627.07 4852.70 2579.03 7957.59
## [727] 30463.94 8183.84 39630.60 4873.42 11725.00 2240.75
## [733] 9082.64 27307.94 64674.88 311300.98 3470.38 8824.17
## [739] 227783.12 206982.58 20655.62 34338.03 13314.83 7938.73
## [745] 11714.66 4992.95 77624.47 4179.33 2704.00 35200.43
## [751] 5531.45 2261.19 16123.55 18141.06 3326.28 3050.16
## [757] 6372.17 3826.48 36311.82 7273.00 38805.30 5741.61
## [763] 131759.69 16646.39 8576.06 10056.47 10740.47 2570.59
## [769] 4351.43 28225.74 3935.00 8011.34 30282.09 8950.10
## [775] 6100.07 283395.25 5480.28 7436.66 3195.48 30283.82
## [781] 3874.27 39203.84 3240.31 6748.55 3165.33 5269.08
## [787] 58775.33 10356.20 2482.20 7573.51 24994.35 46870.65
## [793] 13496.93 14158.23 2148.38 341315.46 9036.43 3645.69
## [799] 10580.67 24971.30 7597.56 12892.36 12470.48 2196.79
## [805] 48391.99 11093.73 2368.52 138153.06 8268.61 2845.55
## [811] 112955.41 2767.21 2503.58 352715.89 140712.84 26820.49
## [817] 15498.58 3351.47 194815.90 60380.19 898195.02 8552.58
## [823] 72596.94 12703.63 22199.35 11140.54 3578.72 27124.43
## [829] 3397.04 5661.90 236073.07 6353.97 5068.55 5315.59
## [835] 24524.29 3560.34 553986.94 743684.53 29924.96 101096.17
## [841] 38653.96 17376.93 17270.50 18487.54 7958.36 17121.80
## [847] 3573.89 8184.93 36328.78 2129.05 6238.10 5588.61
## [853] 3842.40 4288.58 9259.98 13049.94 2198.74 4820.65
## [859] 2124.77 3533.43 3612.50 17056.93 26575.99 12600.85
## [865] 31138.01 2878.24 5068.00 10575.00 11727.94 7198.78
## [871] 33228.76 2484.69 2134.66 8778.52 21139.08 27917.51
## [877] 2186.98 135556.79 2997.26 9215.79 3193.08 22978.63
## [883] 26085.28 4567.18 14451.94 3673.15 2728.05 4430.67
## [889] 233565.46 2170.08 3546.86 61202.77 159805.40 5638.00
## [895] 6280.24 46197.53 30916.17 3178.16 3130.60 121093.05
## [901] 34522.26 8526.77 42892.56 7719.17 4369.51 22480.85
## [907] 5424.86 16308.42 5089.98 35037.62 3998.84 10463.36
## [913] 148952.13 16788.29 59250.00 2757.47 2325.71 2343.10
## [919] 2718.92 52427.37 3354.45 9209.48 19754.97 3725.44
## [925] 9158.26 25211.17 44240.39 10020.31 3256.51 6115.26
## [931] 702510.91 9456.01 5934.77 15230.85 15130.43 18789.10
## [937] 3289.72 2537.74 363595.01 3618.39 32188.16 49939.14
## [943] 225032.57 29382.69 56873.58 575363.84 149752.79 2264.85
## [949] 4389.87 16572.47 2213.24 3865.25 2920.45 3068.31
## [955] 22248.77 5226.64 3787.50 22038.68 68908.75 2744.64
## [961] 229946.47 2929.91 4417.67 25046.53 6179.55 2170.52
## [967] 3756.86 5262.04 2281.32 3156.37 2850.02 44192.98
## [973] 3455.69 6623.57 411520.43 8866.76 42248.83 2616.74
## [979] 78623.75 9389.02 3871.33 114546.88 32718.48 20775.00
## [985] 7200.99 12727.08 35493.04 18143.68 20356.11 7037.86
## [991] 3655.87 3708.91 14838.60 11145.64 211294.41 11464.50
## [997] 59507.96 37701.66 2353.35 109503.89 3594.92 8446.14
## [1003] 4205.05 14480.17 15431.38 2850.65 9856.77 7448.21
## [1009] 40480.28 3576.91 26418.21 2691.03 3277.08 100257.42
## [1015] 2694.88 2312.75 20194.61 90851.25 23060.38 4495.25
## [1021] 11264.90 2168.78 61837.08 8540.22 814664.17 150287.48
## [1027] 151000.01 2315.81 2907.50 5188.18 6577.23 17996.41
## [1033] 20809.42 470276.19 2605.67 4200.05 215142.58 28148.36
## [1039] 14611.26 27258.34 3818.74 6918.22 12977.31 20338.78
## [1045] 3747.29 22376.52 5347.18 3002.42 4011.24 2168.03
## [1051] 3828.69 18468.02 5880.88 94185.81 504172.96 29170.28
## [1057] 36709.25 5350.12 20506.43 10473.65 315630.25 3415.30
## [1063] 2335.75 11770.07 272041.96 4347.82 18644.48 4627.36
## [1069] 2675.03 6388.41 15597.97 626391.02 2189.79 126549.84
## [1075] 27496.31 137616.07 24690.50 2448.26 5263.26 19879.11
## [1081] 8620.41 27388.62 7488.46 5275.17 46285.04 2913.68
## [1087] 21129.57 9755.74 52040.64 2967.00 8314.61 7048.13
## [1093] 9459.00 22288.06 413727.14 15061.98 6436.29 14438.73
## [1099] 35050.43 183208.49 2682.08 31368.89 5560.48 32151.66
## [1105] 17402.79 2548.36 19282.58 3170.61 333223.98 4469.40
## [1111] 22036.81 4263.17 13544.27 43665.21 20215.73 5404.65
## [1117] 32132.54 4174.33 4315.79 3852.64 50134.12 13275.70
## [1123] 2470.41 2713.31 39026.29 1190032.96 16290.96 32381.27
## [1129] 7961.24 22323.61 15646.06 109951.69 3532.91 193015.26
## [1135] 9705.46 32188.38 2913.12 4216.74 2987.81 2661.06
## [1141] 262931.87 46446.44 4009.06 44570.84 6095.10 2477.66
## [1147] 8569.57 64324.16 165808.62 5355.96 95781.27 2148.69
## [1153] 25283.21 355162.37 2311.77 23727.05 12739.38 19320.52
## [1159] 24215.48 255175.61 7681.44 15273.24 3405.94 263818.46
## [1165] 13495.83 30194.20 7983.39 57244.24 8629.01 17831.01
## [1171] 25505.21 63873.60 2898.15 168040.00 4441.53 3667.42
## [1177] 5563.40 3672.26 20316.41 2418.53 16231.96 17127.75
## [1183] 2469.09 23883.15 2957.72 69208.23 49206.01 6717.87
## [1189] 9656.40 6422.11 20573.70 206803.22 8107.63 11862.52
## [1195] 5422.97 13887.26 3614.89 6066.90 3655.16 27470.65
## [1201] 6027.61 13723.35 11428.20 2124.79 2870.97 2896.40
## [1207] 45579.78 2686.21 174474.42 245540.28 9070.99 287507.82
## [1213] 6587.42 9510.58 43523.54 4427.56 12327.06 6147.54
## [1219] 44024.50 14661.32 8825.55 20951.04 2203.80 105570.68
## [1225] 2950.00 4748.40 2825.00 3571.97 71016.60 20657.35
## [1231] 2376.50 2433.36 216820.31 20220.89 7069.57 3489.28
## [1237] 9914.87 27748.20 3595.15 43340.78 2628.52 2728.80
## [1243] 24768.27 19145.39 4681.19 6163.61 6408.09 4555.13
## [1249] 5657.43 134397.54 2990.91 4478.51 23448.31 11426.70
## [1255] 6531.29 4980.20 8913.71 12130.50 2447.46 2135.68
## [1261] 6127.65 2828.88 6536.26 296953.80 18517.30 75281.78
## [1267] 39694.13 6977.38 16472.27 21067.53 69434.47 5602.57
## [1273] 10299.84 30565.80 22187.87 4670.43 168264.96 7924.15
## [1279] 3627.24 4346.51 483219.53 9263.19 26000.79 3951.09
## [1285] 6443.01 3676.25 11459.04 229647.87 44596.50 7886.02
## [1291] 206536.87 3766.73 4347.83 107054.30 5846.37 3655.25
## [1297] 36190.67 53112.05 8236.37 4231.42 2469.98 2200.51
## [1303] 3908.77 34447.43 13940.38 5742.52 3339.00 7888.17
## [1309] 33824.89 3402.48 17808.65 584353.79 5127.13 21250.80
## [1315] 16741.22 21400.93 39841.17 34140.06 5560.65 21765.90
## [1321] 31912.26 4112.50 10151.21 3371.13 17400.54 24878.80
## [1327] 10203.09 27007.59 1409216.49 6005.00 30046.57 635946.50
## [1333] 175490.87 4915.24 2950.62 45960.97 9648.34 232041.45
## [1339] 2429.80 38121.44 30416.15 35644.00 89771.58 2800.74
## [1345] 47628.98 3700.97 103749.73 10557.96 10226.11 15370.96
## [1351] 4273.70 16466.17 130773.06 3535.35 3747.14 4246.54
## [1357] 81482.26 2706.53 4615.74 4242.53 2652.08 6959.40
## [1363] 2960.29 13013.04 2172.21 9020.60 45631.25 22071.49
## [1369] 14999.01 2329.24 14975.00 2121.51 160211.44 4834.77
## [1375] 10215.08 2898.97 11798.21 5440.53 33278.82 18077.76
## [1381] 3558.07 11058.43 13942.19 31498.69 24224.62 4363.80
## [1387] 2493.92 10863.07 120530.99 22129.84 18063.64 17169.81
## [1393] 191180.13 8643.99 90458.27 24759.70 2536.55 138364.46
## [1399] 3585.18 21467.28 4053.23 21939.64 29777.81 11211.53
## [1405] 3838.89 38953.02 24830.19 9614.56 405349.58 10054.53
## [1411] 12647.71 6795.72 33213.73 5708.10 20943.78 11114.02
## [1417] 48779.25 9368.14 9572.67 2209.25 5520.64 12930.65
## [1423] 5710.11 3302.64 21242.63 16370.59 5765.03 3228.81
## [1429] 4287.22 14860.90 28569.23 2816.65 93965.36 6129.98
## [1435] 6826.83 12698.60 3393.31 22262.66 66074.17 12745.93
## [1441] 8707.08 18466.17 13280.82 287890.02 468551.26 5865.25
## [1447] 2424.18 3499.48 3335.05 7882.34 8211.40 4215.33
## [1453] 2840.83 6821.78 22232.10 47687.55 4289.68 14876.51
## [1459] 23915.72 13136.41 2759.74 12582.41 10574.61 83839.23
## [1465] 257965.94 2478.25 26262.75 23931.22 356383.34 20822.51
## [1471] 17512.22 3518.27 141127.23 4114.46 2291.20 6404.66
## [1477] 4026.10 8080.85 21043.50 22084.91 2168.29 20964.48
## [1483] 27940.26 2611.53 4819.54 123542.33 25465.73 30266.60
## [1489] 113024.66 2345.27 51987.28 15007.42 423901.99 4257.67
## [1495] 13321.53 26557.99 7921.85 21901.18 15247.38 2217.62
## [1501] 12940.65 2725.63 2633.94 349578.53 30254.72 2220.53
## [1507] 6302.48 3757.61 2892.48 16685.53 14788.04 17598.85
## [1513] 66873.35 6584.47 16668.02 48214.17 7380.66 13933.63
## [1519] 5666.24 2856.24 115631.52 9391.15 2323.77 4821.76
## [1525] 386444.12 9169.95 2420.00 30242.99 15487.26 3268.13
## [1531] 3319.74 4884.40 1448998.26 64979.68 4044.07 2431.06
## [1537] 2630.00 47085.85 13254.08 61434.00 2918.94 2248.61
## [1543] 20909.20 4265.59 17595.31 3984.78 119175.25 4921.11
## [1549] 8928.74 27583.61 372589.69 13883.69 22398.74 2656.54
## [1555] 3865.85 6957.95 2763.26 22956.78 26059.77 220576.22
## [1561] 35773.40 93769.66 2404.35 2310.38 10761.50 6399.80
## [1567] 8355.81 44323.95 3228.58 13651.42 1012791.81 2429.94
## [1573] 90955.85 2876.99 16592.25 2929.35 8382.65 23098.79
## [1579] 14555.02 6388.61 2670.98 13033.69 912882.49 129144.24
## [1585] 2340.28 3535.24 4322.35 16842.03 676205.28 105820.89
## [1591] 28260.63 29448.66 53323.51 12313.31 61708.84 23094.81
## [1597] 2772.99 13138.85 36776.02 235600.19 63208.17 49695.50
## [1603] 9350.85 3866.08 31943.53 5202.08 395295.94 12914.30
## [1609] 3173.66 151096.86 17939.08 236399.54 103978.32 4503.11
## [1615] 252123.21 55229.73 3317.43 4540.00 2336.42 3719.62
## [1621] 2417.89 4321.31 6958.44 5155.17 5082.55 14185.88
## [1627] 3369.77 37917.93 34195.90 2353.23 199693.09 11634.78
## [1633] 9193.56 15979.50 7117.22 5782.75 68024.39 901586.18
## [1639] 7361.00 208768.21 1869254.85 20375.54 12782.08 26483.18
## [1645] 2522.33 7864.77 93116.69 8830.39 2291.44 27245.04
## [1651] 13148.39 20056.67 30423.03 3378.39 2717.09 4951.92
## [1657] 23644.70 36832.59 21566.24 16540.25 4287.62 33011.30
## [1663] 88539.83 4614.27 2186.98 3372.04 1482093.09 18273.67
## [1669] 2548.56 755358.98 5761.96 9223.68 2589.87 17580.13
## [1675] 2612.18 2629.00 2695.70 3265.02 154331.01 597866.66
## [1681] 147421.19 37822.18 5619.44 2272.46 20298.50 3852.49
## [1687] 3729.31 57141.76 11534.18 6447.69 16284.79 21139.10
## [1693] 127044.17 19017.68 18782.26 2421.75 10630.92 21808.71
## [1699] 529479.27 3476.86 31681.16 2714.15 2600.95 5539.93
## [1705] 2506.46 107666.17 8961.03 30557.56 2927.57 9696.98
## [1711] 5627.44 24607.14 8539.90 13024.24 4768.43 12275.68
## [1717] 8751.03 165890.82 8358.28 9701.60 3792.94 32304.33
## [1723] 2365.61 2640.98 5987.26 92874.47 24794.51 5250.61
## [1729] 277230.62 122922.10 20964.17 178909.12 2128.21 4586.85
## [1735] 23301.67 111829.71 14474.56 28774.44 10881.50 107616.95
## [1741] 697034.84 2191.13 2454.82 26061.82 6049.44 7713.96
## [1747] 2932.06 2278.46 2650.01 4233.02 24442.97 21204.82
## [1753] 590695.49 12417.22 2176.23 22019.81 5073.89 98029.82
## [1759] 18473.56 2301.33 11736.44 4235.12 3350.62 4361.65
## [1765] 3483.70 18043.94 5633.12 13488.83 25886.68 11818.36
## [1771] 9676.13 7633.54 15591.45 58743.08 7582.79 98603.30
## [1777] 356896.94 3491.77 89599.97 127170.50 184242.39 156501.35
## [1783] 7691.83 32835.08 195560.00 60621.53 5214.98 2157.32
## [1789] 16419.65 2721.61 3630.72 20441.08 28471.06 322925.38
## [1795] 238208.40 19355.92 17753.53 4342.69 14983.29 2394.88
## [1801] 3852.14 18831.51 10206.24 56867.55 11720.37 28302.58
## [1807] 17990.60 68904.89 5585.06 7697.18 4982.83 2715.19
## [1813] 9384.32 12793.51 8338.66 6405.73 3378.51 6302.92
## [1819] 5756.97 2610.52 6341.68 6876.16 21561.30 2217.15
## [1825] 12375.74 92225.95 5913.56 43840.45 25611.63 27397.35
## [1831] 87057.77 127921.78 175978.49 441372.20 76082.60 6710.17
## [1837] 20918.25 51934.41 22067.14 383603.29 479989.59 16389.75
## [1843] 5063.06 3702.22 2449.31 3144.04 9451.07 3535.35
## [1849] 2343.41 2325.35 3039.38 4984.04 1087122.90 31179.68
## [1855] 66836.43 2393.15 13255.27 4952.49 4915.29 2521.11
## [1861] 11788.27 18604.04 9085.65 38366.92 232260.54 89855.94
## [1867] 3824.75 451864.07 9062.56 3682.13 2994.11 3532.57
## [1873] 25514.02 24335.37 3648.46 8441.23 84051.72 424479.81
## [1879] 3605.37 106319.95 3154.03 392024.10 2299.35 22307.26
## [1885] 13184.10 4476.44 149076.73 4661.78 4102.22 3342.13
## [1891] 2818.74 5255.41 51992.12 3675.00 18436.49 4850.00
## [1897] 63514.69 42375.67 2484.34 28002.57 4436.84 9138.95
## [1903] 2731.11 2420.53 3634.47 32274.38 781497.38 2656.27
## [1909] 28605.65 13132.45 6685.09 26678.88 17257.94 764270.98
## [1915] 13907.45 4978.73 26987.30 21045.39 3822.88 12748.84
## [1921] 2461.80 17538.27 22222.84 14144.17 26509.33 6445.85
## [1927] 70611.15 32936.37 23741.27 7280.21 27812.71 122280.49
## [1933] 4888.46 2937.09 41586.53 17950.31 31457.73 2166.62
## [1939] 2166.62 2408.78 56222.96 2604.41 6332.50 2303.04
## [1945] 27669.84 16184.76 19293.61 26832.88 26879.06 28025.49
## [1951] 78929.72 9766.96 3749.83 19596.02 2959.57 114378.67
## [1957] 2385.89 24925.83 24908.19 9761.81 2564.46 22512.65
## [1963] 18039.77 15484.97 2329.53 7896.97 14292.78 2793.14
## [1969] 32315.04 3229.28 3536.30 2861.00 52455.85 21153.93
## [1975] 2317.60 9338.74 18833.72 63152.85 22557.66 351658.41
## [1981] 67454.50 428263.33 172298.19 386353.32 18963.24 20039.68
## [1987] 3988.19 22598.40 12447.17 4891.11 67054.20 63841.77
## [1993] 3398.75 2298.83 8852.29 38062.89 440396.41 2621.55
## [1999] 14316.86 70298.15 14204.17 2370.47 244381.55 28102.98
## [2005] 14799.90 24678.91 12964.46 4246.47 15098.39 2874.25
## [2011] 130785.08 6897.38 92851.32 2382.17 16908.45 29560.63
## [2017] 30709.62 13063.97 11102.01 9707.01 83336.41 7460.01
## [2023] 52065.70 19243.93 11750.20 3590.55 5834.11 6706.74
## [2029] 46995.69 26313.18 21675.33 24841.93 2930.24 11889.18
## [2035] 2538.99 4769.96 14074.55 6554.00 499366.52 6518.73
## [2041] 2272.20 16598.24 7868.68 13175.08 14881.62 5701.62
## [2047] 650877.34 90892.39 16420.65 16372.15 15615.89 4435.71
## [2053] 11748.62 2381.05 20797.56 3667.67 3581.56 25358.35
## [2059] 2831.44 9898.40 111872.32 89433.98 4831.89 24615.00
## [2065] 27780.39 108398.91 682543.82 3653.67 4238.92 1654449.38
## [2071] 8889.55 112305.31 17588.44 2188.47 5871.30 5418.54
## [2077] 2928.06 106936.45 5854.37 17484.42 24782.44 16803.48
## [2083] 5283.35 2280.22 2174.51 35872.75 43712.87 7634.34
## [2089] 13070.90 2384.00 7980.05 22945.58 2225.95 16771.98
## [2095] 29483.39 23783.85 3479.47 7971.00 5764.24 1173810.41
## [2101] 2674.51 10480.95 5170.57 2615.33 52475.16 136067.23
## [2107] 5540.78 4450.93 4078.60 3334.72 6224.16 73738.40
## [2113] 11174.50 8945.54 2249.28 3701.74 56384.92 2550.68
## [2119] 2658.34 34688.23 272568.59 12408.71 9175.72 74584.85
## [2125] 16027.11 26552.51 4656.11 13221.75 5844.62 18889.08
## [2131] 27971.94 32100.32 2300.53 3206.09 49404.04 5167.28
## [2137] 3245.77 35476.06 5698.78 17603.68 45069.98 57919.13
## [2143] 2201.26 8799.69 4638.11 2337.17 300253.55 8200.46
## [2149] 38379.33 2136.51 12147.99 2976.27 5424.29 17868.25
## [2155] 10838.32 4443.66 53839.35 8270.12 3365.08 5997.35
## [2161] 79643.86 5280.95 35609.63 191580.18 26699.27 4095.85
## [2167] 4561.39 4392.92 3501.74 30247.46 29141.02 345814.76
## [2173] 30701.89 42913.52 2738.97 28763.85 3755.00 34939.12
## [2179] 33223.29 4129.52 2912173.63 3940.15 25088.12 2296.49
## [2185] 6492.09 3784.83 3890.74 98024.64 18338.65 7410.19
## [2191] 4342.12 16468.82 41463.08 3002.76 8646.18 14300.42
## [2197] 57150.89 15991.58 12476.80 4774.30 5614.71 3383.79
## [2203] 3529.29 30734.98 2124.15 17799.33 7374.48 32795.32
## [2209] 74107.22 287561.51 2336.80 56729.10 2871.44 25920.27
## [2215] 7914.81 639418.76 41027.80 37513.40 25113.80 8718.11
## [2221] 3234.16 19470.22 25238.48 3944.03 22947.35 8146.76
## [2227] 2284.65 77833.09 15068.35 19037.51 2371.09 20731.17
## [2233] 11343.95 2258.56 7910.79 344926.37 39527.95 10140.04
## [2239] 20850.00 10058.70 4483.97 130228.56 753448.22 17107.65
## [2245] 4274.89 6712.01 10092.46 6201.48 2673.77 52368.60
## [2251] 19063.02 19899.86 2800.06 186422.47 3767.69 971082.78
## [2257] 3481.65 3461.47 10931.02 4154.06 15693.75 34482.42
## [2263] 19592.94 3331.32 21316.66 13679.19 22568.86 4712.83
## [2269] 2603.05 6595.06 2299.13 98446.92 10608.03 24843.56
## [2275] 15679.23 24011.86 3673.06 8447.09 17542.76 49149.76
## [2281] 2641.80 50185.04 53039.84 18477.21 48303.55 5181.91
## [2287] 969646.20 3599.28 100543.31 3176.71 12663.27 83108.80
## [2293] 2542.29 2259.06 15417.43 20276.86 29001.53 8956.09
## [2299] 3452.38 20212.93 56801.19 2243.43 32126.49 2626.33
## [2305] 19577.48 8931.19 51154.69 5699.79 108579.57 2679.35
## [2311] 3792.82 781458.57 4915.96 2662.99 21213.35 21803.45
## [2317] 8562.12 5687.50 10810.05 134876.76 18161.90 5300.47
## [2323] 29454.57 4676.61 2857.37 2213.60 362067.14 7063.57
## [2329] 24764.35 5033.27 6839.55 4687.70 5985.15 15804.67
## [2335] 61373.78 31023.93 990760.29 4055.93 7065.50 30088.87
## [2341] 2822.56 31252.83 39760.95 14101.86 2318.67 28183.75
## [2347] 3216.19 2666.89 5396.14 97035.58 45878.94 55540.09
## [2353] 9408.90 2743.20 2481.88 171662.37 27269.07 8094.55
## [2359] 4861.11 7356.89 14511.09 2414.72 41306.77 2703.80
## [2365] 4346.77 2127.04 6928.35 15553.92 2698.04 4621.21
## [2371] 6218.23 2342.81 246847.93 6764.99 374153.59 21794.71
## [2377] 11351.67 774536.96 14030.61 33878.37 6270.20 2912.40
## [2383] 34354.25 14824.46 2791.85 7629.10 2324.31 131772.17
## [2389] 32203.07 2272.21 23077.77 2763.21 11588.26 3673.04
## [2395] 3689.60 4419.55 3572.73 2875.02 27289.94 73336.18
## [2401] 3351.06 3663.40 10075.67 10428.14 22027.40 2997.00
## [2407] 6583.67 2723.79 13613.63 677322.13 7958.69 362987.67
## [2413] 3391.07 6503.59 8435.58 32443.40 5479.37 47408.07
## [2419] 4137.49 2423.72 3598.60 2262.01 3766.17 12432.08
## [2425] 11621.80 16365.91 14251.01 3312.98 3243.03 2841.61
## [2431] 14625.01 2305.29 9627.87 36228.82 10684.55 4565.59
## [2437] 193541.69 15566.31 6050.00 6500.63 36758.98 9170.06
## [2443] 7081.53 3924.92 341550.22 174780.48 5705.21 225900.70
## [2449] 3366.99 9223.82 19294.73 2549.70 18023.48 9573.81
## [2455] 2591.85 93837.76 28349.58 4926.16 36581.21 35359.21
## [2461] 57858.44 7942.36 3317.93 20402.30 65286.96 6502.36
## [2467] 4084.62 64005.04 6608.92 8703.35 53536.04 11656.38
## [2473] 112932.92 17974.73 53884.38 75041.77 3635.22 3354.20
## [2479] 3972.90 7604.34 9081.95 18143.75 2620.45 43115.21
## [2485] 10070.87 2719.33 59252.80 2998.22 2312.44 16528.88
## [2491] 31059.44 17090.51 45962.13 8841.25 421744.64 17233.37
## [2497] 3018.51 16752.50 8729.48 2617.63 4720.00 17462.20
## [2503] 24355.88 3470.21 2175.64 114579.90 5365.34 69437.31
## [2509] 2430.26 11902.31 256699.37 10662.35 26876.84 8436.11
## [2515] 6628.64 11851.91 111409.68 19681.81 3607.35 26994.37
## [2521] 2737.30 3631.96 5445.83 84914.56 3638.32 3576.50
## [2527] 2371.78 6585.32 6667.31 2800.88 41083.92 90029.15
## [2533] 357194.85 10575.00 3445.84 7928.08 42305.05 62860.94
## [2539] 18705.49 178827.25 9295.96 20060.14 2389.94 7857.77
## [2545] 11683.91 25521.81 18322.11 10291.96 2792.56 2987.96
## [2551] 2368.09 51753.98 61850.91 89073.39 3665.60 5399.55
## [2557] 2897.33 36176.51 17390.42 13151.01 22820.74 29275.41
## [2563] 3185.08 3082.81 4232.65 6316.94 6088.82 55551.84
## [2569] 5586.94 5246.23 26110.69 7478.09 6222.05 28617.11
## [2575] 9559.92 3983.05 2381.55 118860.26 10795.15 2127.16
## [2581] 3158.65 3436.16 7295.29 9333.90 14080.56 9574.02
## [2587] 35881.25 2524.01 15511.39 17914.05 38089.63 2319.54
## [2593] 33410.21 4595.55 23917.02 21944.04 4747.36 47067.78
## [2599] 3901.36 3546.80 9059.52 15948.58 11985.66 2604.19
## [2605] 49946.73 9684.56 9759.25 2613.26 11015.43 9078.13
## [2611] 93200.65 27326.35 23501.54 82006.07 192320.19 2339.09
## [2617] 13716.40 11376.99 2982.05 3790.30 14594.97 3413.00
## [2623] 3375.13 11036.25 2660.54 12289.86 2126.51 2408.66
## [2629] 33311.38 2964.24 207384.10 13090.84 18571.96 2392.10
## [2635] 56841.83 12518.72 41528.61 2764.70 19604.09 12710.80
## [2641] 2967.94 21653.74 5096.61 78258.06 18985.93 18844.87
## [2647] 5634.47 6532.83 50894.90 76511.67 4064.97 3725.57
## [2653] 2515.73 3813.52 1147688.52 109174.64 8049.27 6917.63
## [2659] 55463.44 8154.65 2855.99 23857.04 10410.95 238618.32
## [2665] 23541.45 19188.37 27347.19 3176.72 72483.75 10102.17
## [2671] 32544.03 3939.21 14549.74 8981.61 11760.32 16415.36
## [2677] 2167.10 234637.27 15092.87 2536.41 38771.37 3301.52
## [2683] 10109.40 19877.37 3781.37 80040.09 25474.40 7359.21
## [2689] 56631.36 18710.13 8106.63 10530.39 12147.91 2288.07
## [2695] 47610.42 2224.56 498481.13 5970.49 42398.00 4187.81
## [2701] 2310.20 62420.87 15179.34 4905.46 13188.76 2254.18
## [2707] 15479.60 486062.47 9121.37 151027.03 3356.25 9064.42
## [2713] 3246.65 27777.43 19164.32 16567.41 18168.70 30871.28
## [2719] 399919.74 2869.09 7661.50 5161.83 16823.32 31654.11
## [2725] 27524.98 2368.64 7593.64 3088.43 3143.38 24986.37
## [2731] 132397.73 2122.96 39083.66 4074.31 42904.63 16411.21
## [2737] 3173.15 22789.65 7257.63 21136.37 804249.21 12022.60
## [2743] 2667.28 129827.04 2239.80 3003.70 118918.17 149027.74
## [2749] 9493.26 3520.64 2725.01 12195.87 2249.18 92723.04
## [2755] 3480.00 6755.66 33028.37 2756.64 7682.95 5823.90
## [2761] 76520.78 3532.08 22901.35 37307.79 5675.59 3281.62
## [2767] 12966.32 10290.14 118416.79 735790.85 58166.86 4222.01
## [2773] 29553.02 26290.67 2316.02 39222.73 33535.79 13135.46
## [2779] 4170.88 13584.74 101739.15 28508.93 19963.68 3362.24
## [2785] 17050.38 13955.77 235131.23 2436.75 14122.12 6558.29
## [2791] 3850.00 279736.47 6571.12 35013.31 7734.45 736686.70
## [2797] 2547.55 15098.64 2943.80 3452.23 4293.47 56791.82
## [2803] 3484.23 20063.14 27502.12 46921.41 5754.59 157267.68
## [2809] 36854.04 2392.26 171526.34 9689.72 2618.30 49916.83
## [2815] 95528.55 51770.78 2791.35 7334.09 4682.83 4310.97
## [2821] 57176.86 3922.74 20087.09 5108.76 37328.31 63606.25
## [2827] 4668.44 15203.43 2453.56 10940.74 52840.73 8740.46
## [2833] 6242.04 19314.20 46671.72 2863.78 3477.28 7313.09
## [2839] 888219.70 13242.30 80047.81 13218.72 3124.15 21110.94
## [2845] 3108.45 42183.03 5977.45 3568.41 68038.44 18489.95
## [2851] 3300.01 6560.95 3360.36 4007.10 2673.34 146449.96
## [2857] 27648.63 5239.01 7548.29 62252.50 23516.73 2339.61
## [2863] 6669.81 3217.13 15846.09 175749.60 5987.91 214134.65
## [2869] 2281.44 42914.47 7703.20 4704.17 6511.61 62241.73
## [2875] 5992.96 2268.48 6635.92 14213.17 4409.43 8282.75
## [2881] 2218.93 32635.37 9977.40 2295.78 3590.85 10980.55
## [2887] 4475.68 58269.64 66143.82 223741.09 70578.96 2365.42
## [2893] 2687.50 7452.75 3230.02 478886.05 477807.17 10188.19
## [2899] 219511.06 4349.33 114864.23 4146.96 6632.29 2694.30
## [2905] 8309.84 3525.94 3184.47 5394.96 319618.75 8787.53
## [2911] 6270.47 9897.34 9586.40 20001.45 2876.56 58981.67
## [2917] 10099.40 4604.28 292813.64 34456.56 6873.55 6189.69
## [2923] 27539.32 52567.91 4446.43 52151.19 2795.20 8100.09
## [2929] 506971.33 4604.93 6208.40 19797.94 8531.22 3169.91
## [2935] 23910.43 12720.58 18570.42 11507.97 20213.30 45332.90
## [2941] 12490.55 2776.41 5177.23 168074.67 28558.76 2221.92
## [2947] 30966.64 245491.10 7102.50 7131.00 146567.59 9193.14
## [2953] 8054.54 276289.61 2774.50 5608.37 11758.95 2345.72
## [2959] 8651.01 3428.33 5437.66 40815.55 2888.49 88359.56
## [2965] 2696.28 274454.10 139753.56 23582.30 10331.86 71414.28
## [2971] 2751.03 4011.49 2539.83 8148.33 22517.88 3480.81
## [2977] 37694.80 2440.62 4398.28 22232.72 3075.71 4214.66
## [2983] 925077.94 43779.29 82572.97 502230.83 22789.34 71129.56
## [2989] 139424.85 28395.31 214592.79 3415.09 915063.36 59346.87
## [2995] 366438.19 5314.53 2388.99 667716.03 12254.94 4189.31
## [3001] 464880.79 2127.59 60208.54 6528.02 36567.67 10079.92
## [3007] 31855.71 8110.83 235530.48 90970.44 3601.87 2208.44
## [3013] 5033.21 2488.65 3274.55 6384.37 20952.60 14850.26
## [3019] 3309.39 85983.22 2560.17 19648.44 23400.97 2138.97
## [3025] 20092.54 35563.25 6527.27 56407.33 3763.76 3758.45
## [3031] 12955.79 10663.31 3286.48 38240.61 10777.47 9722.80
## [3037] 24704.48 42368.64 15997.77 46049.21 45689.88 6586.65
## [3043] 11402.06 14072.87 6184.08 7311.82 168013.38 121106.47
## [3049] 8411.34 99744.65 4671.42 50569.57 32066.44 2506.17
## [3055] 4793.23 190916.08 6088.21 4533.18 3593.58 226242.34
## [3061] 3293.50 4356.81 2196.75 2817.89 7735.38 6421.85
## [3067] 54653.98 35105.86 44584.43 31960.47 255921.87 17701.98
## [3073] 13657.41 319731.80 33387.50 11681.65 108526.90 6905.02
## [3079] 10005.33 16818.83 10490.00 4402.78 3324.61 6201.67
## [3085] 7659.87 2455.87 8170.90 18585.15 7488.65 40381.97
## [3091] 3442.56 327892.98 22286.60 2645.50 48293.01 2433.13
## [3097] 384865.93 156534.27 72578.12 139521.36 26918.27 61596.15
## [3103] 4679.79 2382.89 140570.90 20079.20 2556.43 5760.10
## [3109] 4566.13 3797.81 80753.21 202361.72 3930.41 39475.95
## [3115] 2239.47 3197.68 16003.65 24358.30 5782.59 11820.68
## [3121] 2627.96 2816.90 7670.13 2391.07 84739.70 6393.29
## [3127] 9658.02 20887.93 3468.94 2960.89 33292.13 44981.34
## [3133] 7193.24 2645.12 10647.92 2740.11 3626.14 10328.59
## [3139] 969679.11 7118.62 37130.82 4927.39 310633.11 57487.76
## [3145] 2776.79 3470.88 11338.84 8364.02 40231.72 126300.07
## [3151] 123030.41 8355.39 598658.38 21074.21 8692.21 24158.63
## [3157] 2423.91 802802.12 12431.79 23741.57 41801.24 41162.17
## [3163] 2364.98 3974.12 2361.43 30207.24 2910.31 3722.87
## [3169] 13622.25 5351.97 84303.32 9772.83 23048.23 4189.37
## [3175] 34487.63 3761.12 5741.48 40037.23 386804.95 186434.41
## [3181] 10299.28 31446.42 31974.34 30964.13 9726.08 25017.71
## [3187] 5590.86 200515.91 2699.47 6896.23 6484.96 32451.32
## [3193] 3021.34 2788.14 5033.61 10361.05 24106.26 277225.71
## [3199] 7471.00 385681.18 2524.02 11169.53 69920.80 23578.30
## [3205] 3374.84 6228.36 9506.10 12744.93 5872.74 60887.50
## [3211] 5894.81 9765.47 7449.86 161206.10 102046.42 2475.98
## [3217] 126408.46 3240.26 13915.61 106333.75 2950.98 31286.96
## [3223] 5626.15 97462.61 2884.68 47378.66 12311.66 49405.15
## [3229] 15851.92 5883.75 19940.77 19892.00 40728.56 2297.85
## [3235] 341077.60 7256.20 202468.93 32327.22 85615.43 2786.77
## [3241] 2952.24 727841.52 4736.82 14774.91 105510.45 9393.85
## [3247] 4205.12 3749.93 52946.42 7098.94 51499.57 12180.03
## [3253] 3139.61 2468.17 3148.32 5480.87 75499.00 10199.37
## [3259] 3164.22 2278.41 11226.07 55701.47 4661.84 2944.01
## [3265] 37600.00 6822.54 32716.88 6288.52 227054.77 6069.78
## [3271] 7782.71 40764.25 29790.08 17846.19 3010.51 4428.41
## [3277] 5129.89 25761.68 7788.38 13451.84 18088.18 2769.59
## [3283] 9691.64 17837.00 13412.16 18358.81 48288.30 3421.33
## [3289] 3784.99 960414.37 158279.76 21030.85 2657.23 12865.31
## [3295] 24988.92 2257.63 163265.14 149929.95 2792.99 206450.72
## [3301] 2174.53 21994.94 24376.72 37733.95 9902.18 34269.26
## [3307] 2267.31 10759.34 39242.23 3166.74 5695.63 2213.27
## [3313] 24147.46 19010.51 2906.28 92780.63 5481.36 2474.25
## [3319] 31297.17 26006.93 5211.14 63888.77 202188.85 24859.25
## [3325] 28168.13 12305.51 79807.71 6600.00 79386.19 23417.29
## [3331] 2725.95 2176.47 155273.61 16879.95 2868.17 2566.12
## [3337] 2724.43 27265.86 2751.94 4993.33 2753.49 2697.97
## [3343] 307542.18 4577.71 29753.41 27387.30 74067.47 5083.04
## [3349] 4226.17 2790.74 13990.00 81945.03 2179.37 202027.00
## [3355] 10369.27 25945.80 44848.34 16921.77 6802.34 25010.58
## [3361] 445914.23 44490.44 3069.21 11203.06 18904.95 2613.23
## [3367] 18064.46 16214.63 5708.85 11823.76 2503.08 3273.34
## [3373] 3236.65 2789.15 97445.74 2627.51 9206.59 3049.01
## [3379] 34895.78 217947.21 472885.17 6603.04 190673.09 7318.43
## [3385] 19735.19 4479.95 16263.88 103424.68 2931.40 4477.09
## [3391] 3024.00 9278.16 3611.11 238617.90 11342.23 26590.17
## [3397] 2916.17 3389.41 17552.45 120411.09 59309.20 21560.79
## [3403] 1437271.04 2173.05 11986.08 6667.12 12927.89 6319.77
## [3409] 3029.21 69990.15 4860.13 7268.38 103905.72 2210.73
## [3415] 4020.19 2357.35 4267.37 71347.80 3127.57 147087.75
## [3421] 5119.50 6378.36 4736.71 10499.82 14184.32 5996.49
## [3427] 14062.08 2369.53 4224.40 9987.81 3657.50 2686.12
## [3433] 9606.25 4990.82 6778.86 4672.62 2833.13 38047.79
## [3439] 43979.95 323696.02 2572.89 5624.63 4979.04 11929.95
## [3445] 4039.81 4682.82 23050.32 6407.57 3832.38 20368.72
## [3451] 81278.86 61712.50 3781.01 41112.38 2268.18 7269.09
## [3457] 3054.64 2926.30 7201.81 24554.19 38905.30 4653.97
## [3463] 5652.10 25229.21 22025.62 39658.04 21040.63 7166.61
## [3469] 9410.51 4513.92 3313.29 36831.52 2221.95 2902.64
## [3475] 2696.24 4947.11 25260.29 2154.79 6700.89 159574.49
## [3481] 6667.30 111092.62 3641.16 12182.02 4152.81 7256.56
## [3487] 4895.87 2275.12 37554.16 7500.48 3338.90 3209.11
## [3493] 2968.00 34143.30 294804.55 2322.61 2318.93 51771.18
## [3499] 2785.72 2376.41 2682.74 79411.80 22388.66 74855.78
## [3505] 5513.68 743011.11 2586.49 48678.76 4281.80 3348.82
## [3511] 2233.37 304365.50 6017.60 14650.85 155778.74 24444.12
## [3517] 5650.67 2585.73 353592.66 2404.11 2239.12 158705.65
## [3523] 3512.75 45022.69 2626.89 5019.51 38704.67 12023.47
## [3529] 2558.66 12580.46 57431.79 13755.36 10813.61 3654.62
## [3535] 2461.85 171049.79 2206.80 4988.74 3107.36 2870.00
## [3541] 1044341.20 12029.16 5741.10 13249.76 20371.79 3640.68
## [3547] 2765.67 801957.29 3173.35 111756.05 6306.93 2685.91
## [3553] 5403.55 130262.00 44430.29 18898.80 18247.01 8895.22
## [3559] 12619.69 2975.63 13741.85 3041.43 15392.93 6883.96
## [3565] 7272.95 5442.84 15190.02 6087.23 577142.01 2902.15
## [3571] 30822.55 328555.67 2791.06 80633.92 6810.92 4272.40
## [3577] 216745.51 5662.12 4503.60 4197.74 2165.87 3287.78
## [3583] 20338.36 3760.47 3443.10 2513.41 2188.22 8627.37
## [3589] 19349.11 9193.01 78189.92 7259.20 2969.67 43756.42
## [3595] 4371.10 4157.29 24841.43 22232.51 18528.33 16014.63
## [3601] 13804.77 52673.34 2781.82 2944.65 22760.64 2451.06
## [3607] 11174.43 20036.60 6709.84 188975.17 2778.46 3159.45
## [3613] 4706.01 11239.30 579149.29 26717.58 10418.55 4744.36
## [3619] 4049.00 23250.65 6630.85 14357.61 3148.30 2282.32
## [3625] 2139.53 2781.07 19636.08 35079.96 40092.76 2828.68
## [3631] 12887.15 72122.46 20127.66 2968.62 3013.56 2184.18
## [3637] 18723.87 11309.62 34918.46 13109.07 4106.00 3226.04
## [3643] 2199.64 2589.63 2775.51 24596.59 10230.94 10653.56
## [3649] 6916.32 30958.85 21756.73 25607.47 11787.20 3120.44
## [3655] 2404.62 35473.32 415804.82 2790.40 161788.99 2156.07
## [3661] 3399.06 11930.99 51330.97 105762.83 15799.05 3104.81
## [3667] 44366.36 17766.06 12724.56 2471.09 18562.67 3665.70
## [3673] 8484.47 9019.29 19076.92 21045.64 8790.07 19900.03
## [3679] 21737.22 336843.04 2407.31 12262.19 71846.84 4307.19
## [3685] 391280.48 31234.27 25173.47 7894.54 2509.49 40162.70
## [3691] 22925.48 3231.48 2421.61 26712.98 6726.83 152137.83
## [3697] 39550.24 6936.49 43976.77 2189.41 2585.68 7253.40
## [3703] 29329.37 11988.73 691253.50 7140.85 63160.83 7340.01
## [3709] 2805.12 53614.95 131380.66 3520.44 247863.52 2688.74
## [3715] 11017.04 2491.87 4041.94 2466.23 25717.74 24739.00
## [3721] 7744.53 33215.42 12306.12 14899.69 27689.26 2896.85
## [3727] 2142.03 14206.42 26275.92 109442.60 2470.17 4735.58
## [3733] 35642.28 3269.43 7922.54 29504.81 17738.83 18908.24
## [3739] 6299.39 5560.03 2255.47 3113.57 2344.21 70172.37
## [3745] 66394.26 2777.82 8439.43 93455.59 56981.28 120888.50
## [3751] 41766.97 925237.77 85311.37 4431.67 27006.24 42948.64
## [3757] 62070.49 19525.72 2306.65 25976.71 13520.54 2729.41
## [3763] 31434.81 2343.04 13321.67 4439.45 5055.09 49532.53
## [3769] 13689.74 76039.10 2288.07 2410.70 89403.92 37392.74
## [3775] 138750.09 4804.27 4512.25 6144.86 2380.47 2280.53
## [3781] 12744.22 4396.96 6350.00 4957.06 169460.55 10015.92
## [3787] 2557.19 32740.75 3355.40 6906.39 8313.32 29527.18
## [3793] 29762.86 12627.38 15081.63 5105.22 2783.73 181525.43
## [3799] 3071.27 60774.31 171062.99 11475.10 6197.67 7809.23
## [3805] 3838.61 2634.81 116495.75 4925.00 2200.00 12939.58
## [3811] 229309.02 2705.55 162751.05 520224.21 24515.97 5527.87
## [3817] 187804.75 2697.53 3292.37 88825.95 10392.89 2365.76
## [3823] 29683.72 6230.63 4900.03 14287.40 7056.09 9981.86
## [3829] 33022.13 2250.00 39920.25 4827.67 4156.47 3847.70
## [3835] 6083.42 3670.72 21364.94 23371.08 32035.71 5557.05
## [3841] 18701.81 6103.95 137887.90 5851.78 3582.70 18622.78
## [3847] 13671.08 4647.11 3777.58 20833.98 89540.66 35546.93
## [3853] 3720.18 18305.69 2589.62 29654.15 49973.91 5768.96
## [3859] 8073.49 37225.70 29647.11 29384.01 87208.41 8155.42
## [3865] 212569.58 36835.33 2895.94 5868.10 30450.71 2382.81
## [3871] 5579.12 2528.45 5233.75 13680.27 2708.62 6436.38
## [3877] 10765.73 28598.75 14199.19 6907.29 810624.70 33150.00
## [3883] 9371.53 3249.14 3360.44 14058.09 8869.35 3542.29
## [3889] 2462.03 3700.40 12523.08 616778.13 22333.47 35099.21
## [3895] 180319.02 4320.98 2764.51 4171.39 38267.53 53795.47
## [3901] 11763.86 101526.75 6549.22 3537.37 5630.25 156618.65
## [3907] 12653.62 9469.50 214937.26 3312.61 229253.69 28110.88
## [3913] 22612.52 3282.47 516432.07 282809.73 50353.30 8960.12
## [3919] 5060.92 238674.67 19602.80 2706.98 7728.19 5531.72
## [3925] 14048.78 133417.80 789382.57 9159.76 11132.51 44956.09
## [3931] 116232.96 12290.94 104564.24 99789.62 4900.33 7272.14
## [3937] 290952.92 6395.64 21719.76 13070.37 13124.60 17300.23
## [3943] 22454.17 187458.62 7876.87 2434.79 23544.96 2720.86
## [3949] 10430.17 3359.47 5866.96 2753.97 17273.04 16838.34
## [3955] 2831.47 32320.07 48412.69 82426.48 9831.78 2410.56
## [3961] 62393.77 5793.66 6209.00 53703.24 3854.52 39519.52
## [3967] 2554.35 337382.88 23987.22 2592.83 3531.77 3445.94
## [3973] 4567.28 37208.75 16812.53 4522.22 2233.41 26740.61
## [3979] 94911.47 4193.49 121356.68 674054.19 14223.83 8931.52
## [3985] 6445.00 10359.61 31218.59 14919.47 19172.12 15740.96
## [3991] 2640.46 2505.07 2132.13 3271.66 5550.17 7747.97
## [3997] 16643.17 2253.16 11309.54 47612.25 90284.47 2398.26
## [4003] 71379.63 25277.10 22540.46 40452.40 8444.79 6892.48
## [4009] 2345.40 3596.09 86038.84 2958.01 19472.58 2365.89
## [4015] 22767.09 11379.54 24537.50 7005.30 8324.22 168920.00
## [4021] 432962.53 6154.60 8371.42 111887.63 5080.20 179413.01
## [4027] 2592.75 117653.72 2495.52 5082.05 4055.41 13117.37
## [4033] 5470.05 905861.48 28730.31 22461.05 5682.76 3489.30
## [4039] 29292.46 555360.89 466894.02 5365.40 8924.45 7644.52
## [4045] 8650.34 26949.64 5627.59 33402.08 3339.19 738429.96
## [4051] 3087.60 27330.50 7100.11 9503.73 4991.81 3318.59
## [4057] 46942.82 372459.42 10652.95 2121.46 43035.49 48556.11
## [4063] 2384.18 3550.18 1115351.34 14366.49 5512.34 3650.82
## [4069] 45612.12 9014.77 148290.07 7648.39 3801.16 3144.59
## [4075] 69601.04 395558.86 9341.25 24771.56 2884.56 2347.79
## [4081] 9445.66 2193.90 3880.96 2197.05 381836.66 35149.14
## [4087] 24598.32 42067.95 2476.35 4112.81 2965.54 34981.94
## [4093] 36888.23 2168.12 600561.40 30676.28 21165.95 7470.93
## [4099] 21014.81 44647.31 133122.12 11029.63 232053.95 3573.82
## [4105] 8056.07 76191.11 2585.55 2135.02 26319.53 9201.16
## [4111] 5389.92 103336.33 378549.03 3300.92 49086.86 3084.45
## [4117] 7463.56 2621.34 13210.00 76608.59 123735.80 45444.94
## [4123] 19191.85 27951.34 5978.56 3546.21 30647.77 22496.12
## [4129] 5745.95 3101.06 2383.28 72646.30 2352.45 51957.70
## [4135] 9120.82 21029.40 9125.64 24574.83 7784.49 2991.64
## [4141] 4702.72 29793.31 2486.94 8936.63 41529.08 8140.67
## [4147] 8636.67 2397.89 159865.11 2475.90 24740.72 3228.05
## [4153] 3194.99 3111.94 55970.78 59800.25 27838.11 3954.59
## [4159] 3457.86 5278.92 2607.05 82155.53 7703.06 15770.84
## [4165] 5657.98 54860.40 26549.85 112364.90 31375.77 12998.96
## [4171] 5148.96 15962.86 2495.33 42983.47 2603.90 6721.50
## [4177] 8673.34 21484.08 61550.51 2122.75 2221.51 30492.42
## [4183] 7787.00 29417.92 3220.35 2579.84 8688.43 3333.77
## [4189] 2483.09 3752.99 2742.90 22479.95 8022.78 9825.02
## [4195] 15090.49 2318.54 20421.93 2373.54 10866.32 224422.94
## [4201] 22582.16 23802.35 2439.83 2489.16 2275.81 3518.58
## [4207] 2823.56 23552.67 9279.74 43601.25 3348.12 47188.81
## [4213] 1124201.95 11727.30 296474.97 291766.08 4235.91 12477.67
## [4219] 2393.42 11538.50 2574.22 2899.73 7045.99 9859.79
## [4225] 3923.00 30696.94 48353.59 46125.67 3654.18 191275.03
## [4231] 2133.71 2751.46 39839.66 3313.95 4076.65 25984.65
## [4237] 38820.73 5732.43 2735.12 15333.64 76234.72 17556.23
## [4243] 20089.60 20140.27 28904.84 128671.85 2330.97 2142.31
## [4249] 6795.85 1784712.02 202841.94 2618.82 4083.94 5052.46
## [4255] 27189.03 2511.52 15021.01 9226.52 50928.75 430555.03
## [4261] 161044.77 266953.65 24148.37 4041.80 39899.47 7781.32
## [4267] 221127.25 33847.39 2621.69 17484.29 56167.43 2465.49
## [4273] 2262.77 30998.53 6085.79 1164957.14 3452.49 139304.21
## [4279] 7256.11 5441.15 2379.75 5490.63 30414.44 18738.12
## [4285] 15005.83 6928.15 27905.79 56533.10 6821.64 28482.76
## [4291] 9955.43 11520.18 15758.42 173253.11 4580.42 2339.62
## [4297] 60964.76 147535.44 3889.93 4250.46 2972.45 3170.89
## [4303] 4883.49 2664.38 15826.81 51738.87 8484.17 4821.77
## [4309] 13409.92 43254.98 8594.44 16325.88 19267.61 6825.29
## [4315] 3221.62 4106.66 2413.58 47239.49 11665.40 4343.60
## [4321] 233530.93 63446.86 2761.31 28435.10 4649.03 4561.75
## [4327] 21018.66 3765.59 24237.93 10414.39 5036.96 3509.08
## [4333] 10588.33 2704.58 17340.94 11491.85 2237.43 38920.38
## [4339] 4325.93 598295.74 196438.63 56728.18 11690.20 24684.99
## [4345] 16153.86 104042.34 2694.70 7518.04 85219.22 2730.63
## [4351] 79114.42 2441.99 15250.84 26025.25 1579543.41 79205.87
## [4357] 152640.98 6114.40 5663.13 46269.18 5799.04 90855.82
## [4363] 2266.66 27639.55 449826.14 25654.64 3915.00 150119.26
## [4369] 9128.27 50075.35 16002.16 109699.64 2427.79 20619.36
## [4375] 4396.28 93977.19 3375.41 26968.75 10202.89 8647.72
## [4381] 20158.01 2239.17 72699.80 535740.07 2612.78 2431.05
## [4387] 3259.50 12537.93 2754.01 3041.87 24363.86 30991.54
## [4393] 29755.46 2463.48 12550.94 17558.28 37550.40 4113.34
## [4399] 2436.93 4194.65 3862.38 9713.83 7044.09 2946.81
## [4405] 50454.17 2739.75 6912.57 7785.64 31564.74 47934.78
## [4411] 16898.26 3998.05 2237.89 27743.26 2679.83 94929.80
## [4417] 21846.65 7932.83 5252.53 3988.21 6986.39 35637.69
## [4423] 2481.10 58645.77 10502.29 4692.20 328736.96 2343.93
## [4429] 5703.34 39012.41 46432.95 2825.19 497292.91 24197.35
## [4435] 3481.54 5676.55 35914.43 46147.41 12468.95 3072.87
## [4441] 6193.77 35651.64 2532.07 2163.34 2241.34 184049.58
## [4447] 34821.65 3548.94 6728.17 318943.11 39892.96 6515.67
## [4453] 40442.38 9454.06 3555.65 3587.39 283943.36 32843.01
## [4459] 5153.06 2931.04 25554.92 75000.88 12802.32 18204.97
## [4465] 11042.16 31019.16 80172.60 2397.55 3222.23 3565.35
## [4471] 96072.88 7294.40 122423.46 10224.34 15971.53 20500.00
## [4477] 76977.33 23811.86 2266.36 41988.61 17398.24 41908.47
## [4483] 74576.81 2167.46 9406.22 16149.02 22759.02 2667.25
## [4489] 9310.08 8169.89 34887.92 2418.43 14641.89 348971.33
## [4495] 5869.58 5675.36 44886.10 2185.00 106443.23 3145.34
## [4501] 2592.48 2529.26 5636.56 2458.15 273381.66 4302.34
## [4507] 18708.98 7146.63 2549.95 143875.11 13738.77 3294.58
## [4513] 2982.75 42730.45 480340.49 3256.93 402385.03 3747.02
## [4519] 57318.06 2776.79 2603.30 11847.11 2750.00 2447.52
## [4525] 17344.40 5690.13 4515.00 2866.69 3544.25 66687.66
## [4531] 5742.48 4466.59 167368.11 3253.20 5990.98 24576.39
## [4537] 69831.76 3059.26 2829.05 4452.91 2173.81 2969.71
## [4543] 7536.22 4460.05 2797.37 3019.07 24585.36 306906.70
## [4549] 4507.44 20760.90 165052.67 5786.29 15832.46 2345.52
## [4555] 74087.18 2349.88 119259.36 38668.60 20112.38 3864.11
## [4561] 4430.49 7827.37 4177.25 3227.64 105921.37 3236.05
## [4567] 12786.94 2359.35 13288.38 2275.20 32776.82 2808.55
## [4573] 3670.85 149614.92 5219.36 4033.30 298612.08 3801.83
## [4579] 6416.78 12212.90 7468.20 11378.00 5297.86 581165.94
## [4585] 9932.31 85774.57 40429.34 2812.88 10411.51 52609.18
## [4591] 7827.42 5556.15 5033.49 2782.16 2812.50 33148.23
## [4597] 29997.55 4360.73 11833.38 46353.44 28838.89 201656.37
## [4603] 3905.44 39489.80 13355.08 16038.17 123001.45 7056.73
## [4609] 3665.29 5138.25 4382.99 529550.33 20515.56 4669.14
## [4615] 331140.63 8040.01 15019.50 54171.85 1479587.67 2208.77
## [4621] 44094.76 2212.64 2418.71 16477.35 2562.70 5704.19
## [4627] 24026.27 74151.04 7079.66 7950.00 2760.46 28276.48
## [4633] 7476.45 13061.28 7225.50 8398.34 21626.24 45506.70
## [4639] 294006.45 2254.99 7155.82 4953.58 13266.83 302933.70
## [4645] 63953.75 10371.18 35238.08 2152.28 2340.77 153428.02
## [4651] 10563.37 2872.67 3000.12 11906.51 18288.87 8273.02
## [4657] 5519.90 228839.09 55389.01 4985.46 7200.00 3492.45
## [4663] 2642.12 2626.01 31075.38 3959.25 4415.38 10044.38
## [4669] 17233.07 25903.85 3100.13 149105.92 31512.64 61002.13
## [4675] 22314.08 13095.84 23245.55 8378.83 604458.58 455702.97
## [4681] 2144.57 30625.00 25276.87 2154.96 2124.12 4735.88
## [4687] 8207.93 15545.67 455635.56 17898.70 206995.67 19156.25
## [4693] 12536.54 7045.36 2381.53 3816.06 193453.49 5438.56
## [4699] 18301.04 28774.78 822803.90 12033.90 4175.87 37451.91
## [4705] 7889.71 783997.82 10199.57 4896.70 4883.67 6168.47
## [4711] 78488.36 9267.33 9733.38 24149.74 4279.69 4917.15
## [4717] 3332.52 4546.19 2393.40 12675.41 2522.91 3476.55
## [4723] 4503.39 25334.01 45599.77 19992.52 6219.34 2588.62
## [4729] 3870.28 8832.90 19657.14 3313.42 401417.06 4706.72
## [4735] 3134.77 40652.55 2171.31 3423.74 3296.48 14234.40
## [4741] 20440.10 6383.99 122373.68 22052.73 105314.03 6518.72
## [4747] 23680.71 23873.27 3158.22 6619.02 517431.41 119691.79
## [4753] 18687.37 3265.51 2133.48 2259.83 2152.22 25716.56
## [4759] 49176.90 3802.21 206275.51 206984.87 347571.89 54435.96
## [4765] 2425.92 21737.29 25799.46 6843.41 54249.73 95091.31
## [4771] 21696.25 21607.97 5078.30 63918.84 47594.65 12655.85
## [4777] 3824.26 2686.17 4915.16 71901.08 53931.86 1190093.66
## [4783] 23853.09 2341.42 73950.09 23548.82 32001.47 7103.85
## [4789] 5473.10 10008.66 2524.69 3375.00 2148.88 3333.00
## [4795] 2465.79 2155.86 64982.85 2635.09 16681.62 233905.53
## [4801] 2630.34 16566.51 29211.57 4305.79 2727.25 35752.33
## [4807] 8512.18 5138.84 8131.24 56172.53 16337.58 10609.16
## [4813] 31225.37 233867.12 26869.39 18240.06 6345.55 2252.31
## [4819] 33837.52 21412.81 5421.50 46510.34 3590.81 2400.25
## [4825] 185861.15 5344.69 6142.37 5136.08 10003.49 38803.07
## [4831] 2192.69 71245.24 11755.77 34311.64 69271.93 14331.84
## [4837] 8072.67 111458.87 3169.68 4552.19 12079.42 107661.44
## [4843] 5738.67 57419.72 19244.75 99341.21 49813.70 42611.18
## [4849] 4671.14 3273.22 40433.89 62581.69 954625.36 16704.56
## [4855] 29361.36 3721.93 4573.54 29182.58 384569.84 386572.04
## [4861] 4623.72 2865.45 217753.61 9993.75 40366.70 16529.76
## [4867] 2365.95 3203.17 2750.38 22994.22 343633.75 71715.76
## [4873] 19033.43 29878.52 87401.01 6947.57 2148.42 14601.07
## [4879] 28613.15 33596.41 7160.91 3239.07 2928.96 19603.92
## [4885] 12156.20 5596.62 17810.35 9266.46 103994.19 31215.31
## [4891] 2422.40 27959.29 1393926.09 17117.50 3686.62 3155.50
## [4897] 4131.35 191105.95 10036.42 44169.70 24278.33 189402.05
## [4903] 2667.73 14891.72 2321.88 2860.51 9298.25 24381.05
## [4909] 2467.95 963849.82 475490.47 5379.96 2401.11 5276.60
## [4915] 21947.69 604033.19 26298.56 27250.68 204971.40 22037.48
## [4921] 5290.50 85369.25 27467.66 84783.06 3183.13 4802.93
## [4927] 12313.33 2520.70 89631.60 3736.02 4206.80 2517.45
## [4933] 4557.63 3651.77 3508.14 19849.87 40369.08 27199.09
## [4939] 4689.56 36091.14 4191.37 13653.44 5188.00 746986.07
## [4945] 2867.13 10883.42 2217.51 71567.06 4706.00 2323.72
## [4951] 2573.38 12397.19 95415.85 55091.55 26234.34 2776.37
## [4957] 2957.38 28272.77 3419.43 3855.27 15301.29 5145.79
## [4963] 2643.67 194271.27 15982.04 311894.84 50499.61 12456.87
## [4969] 18245.75 12475.14 48864.69 3404.88 40153.06 38162.58
## [4975] 4210.93 199400.39 817295.53 5243.78 26749.92 3148.93
## [4981] 2472.14 22897.99 2905.98 2700.02 49657.79 9580.88
## [4987] 52939.97 13953.40 9257.48 66063.44 123601.79 5132.38
## [4993] 2155.86 12007.82 3697.10 267883.00 47403.61 8943.62
## [4999] 10165.47 15649.25 4773.64 6625.00 3565.73 189753.61
## [5005] 44638.93 3132.78 197448.28 38427.56 3385.70 5696.44
## [5011] 4700.41 13563.40 3280.68 374981.78 193876.96 30592.99
## [5017] 154079.59 34859.23 10047.30 344305.58 9990.13 9520.66
## [5023] 13357.20 82047.34 10758.09 62860.23 2558.04 38401.83
## [5029] 57655.01 178223.44 2930.36 151559.84 26438.36 21315.38
## [5035] 30024.09 51698.71 102263.10 40536.82 2852.91 3136.14
## [5041] 98101.97 2851.01 8569.50 8181.45 3022.47 2528.41
## [5047] 3673.83 19800.25 2326.44 4567.29 145809.02 2473.47
## [5053] 2125.09 3347.83 10506.37 5114.96 38157.23 20823.64
## [5059] 4410.98 24536.97 3024.24 8708.67 4767.52 221935.95
## [5065] 101947.92 11949.86 11120.00 3618.25 127603.84 2227.52
## [5071] 7904.48 758289.52 6075.98 4484.76 2803.43 10103.57
## [5077] 8090.26 31747.96 3702.54 7887.56 2435.13 25034.76
## [5083] 2543.23 2158.32 26025.94 12581.08 24563.33 125983.26
## [5089] 3359.64 525724.67 3149.33 4505.88 5678.35 61787.30
## [5095] 2449.00 44414.43 114601.81 2139.18 55523.29 40326.79
## [5101] 9383.91 48890.55 3454.59 2377.17 140269.71 51451.02
## [5107] 3725.66 1206727.98 5161.70 2848.58 15624.41 21214.18
## [5113] 114003.16 28504.83 39642.41 88398.43 4172.53 87455.06
## [5119] 2141.64 3276.02 2423.82 40629.64 12563.36 18273.43
## [5125] 69210.86 2240.50 79476.34 73371.67 5847.17 3208.17
## [5131] 2374.05 3858.27 158431.88 33741.33 2192.38 375823.17
## [5137] 170105.23 35051.15 50516.52 864746.88 3229.53 15440.13
## [5143] 38849.23 7842.24 19901.66 5405.54 9295.66 2138.99
## [5149] 36762.06 5124.87 292389.45 26565.87 77004.07 8364.89
## [5155] 4375.69 90323.99 652361.95 3294.79 4410.87 52521.61
## [5161] 2388.56 236436.01 536687.20 11344.22 143921.29 39496.13
## [5167] 2297.83 5077.97 16273.37 478519.14 51517.55 16552.45
## [5173] 5698.01 24679.46 5807.77 132497.60 14482.12 2652.82
## [5179] 94523.29 31732.51 46880.16 2257.95 286240.04 17190.53
## [5185] 3043.86 3499.21 33065.70 5170.68 28309.51 12419.91
## [5191] 2378.26 10380.30 32164.73 71701.65 2724.61 9856.23
## [5197] 210614.77 4664.79 2391.04 59035.11 195608.11 18723.44
## [5203] 97144.96 3452.55 3427.19 31426.96 40709.86 6786.08
## [5209] 55010.97 11674.55 5022.92 5204.34 17605.74 2225.24
## [5215] 3308.23 17616.74 49897.88 9624.85 13990.37 15598.34
## [5221] 2972.95 2463.52 62629.06 7760.48 2159.45 4713.01
## [5227] 79431.82 61141.72 34161.75 7301.71 16552.79 36321.77
## [5233] 91505.28 2358.37 693756.98 57876.22 104679.21 7873.14
## [5239] 41086.27 13503.72 20325.58 5720.15 430426.16 609548.55
## [5245] 2655.24 3237.08 2584.20 8032.98 26429.61 42823.40
## [5251] 31632.66 88548.62 88591.06 207683.98 2361.70 7526.61
## [5257] 484408.34 2601.90 17892.45 53694.40 5816.48 5599.35
## [5263] 44858.46 17783.41 37694.80 8764.01 4050.89 28863.01
## [5269] 13302.08 11306.48 110155.93 2651.28 33161.83 2408.29
## [5275] 26224.52 228016.89 19869.94 156346.67 17412.62 141515.59
## [5281] 186930.27 7182.01 31903.47 62092.74 27927.44 3679.13
## [5287] 2585.10 5404.59 4813.39 37684.08 24373.46 3990.00
## [5293] 2266.98 71133.55 2452.44 8063.04 2826.72 83336.69
## [5299] 6384.40 21740.00 185110.29 13294.93 86206.54 2136.46
## [5305] 927398.00 22023.75 3013.41 31563.74 7445.14 501947.65
## [5311] 103481.52 16871.82 2121.20 47224.20 867888.96 6028.13
## [5317] 3898.33 4782.16 124989.60 4079.63 41857.94 12171.24
## [5323] 35085.71 50523.26 21405.62 6310.36 2475.34 15182.38
## [5329] 4642.95 41720.26 22566.24 372210.55 39211.71 3572.75
## [5335] 1143374.95 10725.85 27787.19 3899.08 124005.34 6924.38
## [5341] 27199.86 14857.22 4743.36 33877.60 2341.36 6709.13
## [5347] 14577.63 307916.86 2372.63 41646.69 2153.83 2433.21
## [5353] 20313.41 4093.35 7590.09 3495.02 11288.83 10826.58
## [5359] 365559.40 17840.42 30965.83 41814.31 1392380.59 2993.30
## [5365] 5202.58 31293.06 207423.21 30992.31 2166.79 29873.63
## [5371] 5699.04 79449.16 33781.15 6126.81 9650.78 37775.30
## [5377] 43848.84 87000.98 3837.26 6961.98 427647.58 242923.58
## [5383] 734475.64 14414.07 4644.66 12989.97 3691.28 10862.51
## [5389] 22952.46 3197.80 21088.74 299304.93 10022.56 31469.27
## [5395] 47705.56 109192.59 14182.66 5917.04 187270.11 47431.52
## [5401] 46491.67 26861.64 21644.60 14935.73 4004.61 229407.10
## [5407] 2327.65 9992.38 4312.37 13382.74 10770.00 28958.99
## [5413] 520637.04 4932.22 17335.06 11552.31 401497.78 9098.48
## [5419] 37155.54 2443.39 6701.39 6046.05 43852.61 45890.36
## [5425] 5116.82 3922.52 2711.92 3560.83 2321.71 3957.44
## [5431] 3091.97 6403.44 2556.16 4201.33 652768.37 26430.21
## [5437] 2661.28 4408.83 13475.30 3102.22 14057.95 6199.62
## [5443] 39292.16 5504.84 18206.74 3986.53 47137.87 6552.59
## [5449] 40189.64 24647.74 26785.19 4233.55 52373.06 13676.27
## [5455] 169196.70 8191.10 38281.39 5703.16 17079.34 3491.47
## [5461] 40329.16 214297.99 181379.07 12914.87 6866.57 10421.50
## [5467] 17598.63 10761.71 7150.53 96150.17 46584.77 25658.84
## [5473] 14836.17 85086.83 4958.29 357308.92 315016.11 50062.73
## [5479] 57746.29 35580.40 165542.84 47231.02 19239.62 37961.94
## [5485] 15209.33 5876.30 5834.61 5592.29 587675.14 9911.82
## [5491] 2172.76 4101.65 2273.04 2775.53 128199.17 453965.05
## [5497] 4472.87 36334.35 6454.58 2693.67 2158.39 16875.02
## [5503] 4693.71 15093.53 4522.42 52847.40 51657.15 99697.53
## [5509] 2285.70 32957.64 2532.58 107712.46 2838.19 36092.78
## [5515] 5751.58 2617.57 2765.09 2324.62 2496.00 14652.15
## [5521] 14796.79 29738.07 47638.82 2123.48 32877.00 1166746.93
## [5527] 36587.30 4904.74 23969.83 13043.35 41674.14 5796.95
## [5533] 13804.61 2754.76 15796.54 2946.95 9319.53 15247.43
## [5539] 3357.02 2253.48 2688.59 2340.21 16343.87 18882.16
## [5545] 86314.88 3199.56 388552.74 4472.79 1251518.97 6821.78
## [5551] 9035.17 5499.33 2167.41 839631.83 631543.06 2152.72
## [5557] 2861.35 238182.12 4477.40 61212.09 7468.78 2142.97
## [5563] 7658.00 93137.36 192074.50 59182.26 2753.49 3193.58
## [5569] 90085.01 10839.98 23138.79 7563.58 17774.73 4089.76
## [5575] 2276.82 8611.94 6503.37 2702.88 2354.78 584910.16
## [5581] 21036.79 207376.41 9120.06 87521.81 2394.61 10862.24
## [5587] 2142.34 2365.33 24829.49 57014.88 40332.65 69324.95
## [5593] 9253.40 2991.78 12007.78 418101.79 2283.52 3432.39
## [5599] 3416.03 10882.58 2672.89 27313.81 4066.10 3245.41
## [5605] 301438.19 73303.76 33262.63 40365.13 28461.85 3425.49
## [5611] 53689.51 27023.75 6042.46 14082.56 2235.50 2276.92
## [5617] 5271.06 16717.26 23714.99 22641.09 38603.48 6256.28
## [5623] 7409.65 21578.81 3188.49 7671.85 5530.03 2880.10
## [5629] 2313.51 2455.14 3015.65 2868.91 2830.00 316233.57
## [5635] 2199.40 26957.01 46920.01 11136.19 24795.61 415621.80
## [5641] 193343.90 3758.06 19921.98 5813.17 4936.46 16723.41
## [5647] 2662.82 2543.36 681072.21 14284.49 3087.13 2979.85
## [5653] 2130.84 15633.86 8186.38 2878.06 16160.65 161064.61
## [5659] 2267.27 2153.05 18108.56 14492.18 622716.48 28221.34
## [5665] 68577.65 2317.28 5697.39 94919.90 34952.68 2667.52
## [5671] 7072.18 2367.30 3025.93 2396.51 11535.31 341452.08
## [5677] 298646.35 18971.02 12943.11 5554.90 2435.41 5371.38
## [5683] 8245.17 70745.04 6140.70 25388.73 41024.97 2980.80
## [5689] 5296.66 21539.91 6022.72 3259.68 5644.72 3637.62
## [5695] 666488.88 330255.31 21925.86 2475.52 3080.19 3094.92
## [5701] 2697.96 2313.25 5412.80 5821.09 13948.01 11057.85
## [5707] 77609.44 4229.63 5285.00 5251.48 58284.45 3799.30
## [5713] 10903.89 94788.93 187659.55 23601.81 158588.00 22691.77
## [5719] 947612.36 5363.43 3715.05 27292.82 2250.00 42857.90
## [5725] 375667.76 39830.01 2364.40 258948.97 212015.54 181148.35
## [5731] 6597.07 77166.27 2383.51 174882.94 7371.56 6133.88
## [5737] 150359.09 3413.53 2257.35 300510.46 182856.02 2417.48
## [5743] 20929.57 21460.31 31954.14 3601.94 12867.12 2722.67
## [5749] 4126.80 590530.51 2123.78 35108.53 2802.14 11228.44
## [5755] 2136.00 32570.06 5551.99 141660.93 2859.40 6468.52
## [5761] 36630.13 3606.74 7225.55 9497.04 3526.70 43632.43
## [5767] 3798.31 2465.07 49030.79 349808.88 4660.01 5611.37
## [5773] 23381.91 23933.78 3919.80 7050.41 9941.81 136922.80
## [5779] 3697.37 403182.72 34125.39 2224.77 42705.37 477363.18
## [5785] 177443.25 11754.62 554975.50 2851.24 2177.34 291533.97
## [5791] 9592.86 50609.00 5441.25 40831.48 191394.48 3535.42
## [5797] 15111.06 12959.23 28155.07 25149.69 2582.80 345888.48
## [5803] 3781.44 19419.47 16445.09 9501.41 5826.24 2428.08
## [5809] 9201.29 459757.11 8156.96 4821.63 4543.68 4242.09
## [5815] 3554.09 52652.04 1492583.86 75459.19 4900.46 288563.54
## [5821] 239158.60 3473.82 2636.11 53124.71 27077.55 3571.30
## [5827] 168564.91 299469.65 4304.57 28458.30 59340.33 11927.60
## [5833] 11165.25 54349.44 9741.42 2345.36 12946.64 21626.05
## [5839] 3807.69 14601.90 4359.22 23360.42 2172.65 2162.47
## [5845] 4043.00 3310.43 12730.61 2599.45 13766.40 48965.11
## [5851] 40655.73 34524.03 46364.71 3500.71 30302.47 4644.40
## [5857] 23647.38 54289.42 3099.37 55558.34 4007.58 18012.83
## [5863] 8948.84 5204.91 9238.41 2280.32 2169.82 4389.45
## [5869] 12915.23 47520.89 3124.47 11851.80 5962.48 260199.02
## [5875] 9672.08 5298.79 3585.27 34468.21 11958.50 12786.94
## [5881] 7278.10 33886.30 21717.95 2947.87 240936.35 3944.03
## [5887] 46080.78 34839.40 8647.62 69729.27 8641.10 116463.88
## [5893] 51412.72 4277.77 23543.40 2469.18 2935.07 22174.99
## [5899] 7794.65 2155.89 2307.18 2166.05 5534.89 3249.24
## [5905] 7697.85 60853.36 13853.87 3224.97 2325.67 7533.14
## [5911] 21070.48 2954.18 4879.57 26208.96 3460.24 5102.34
## [5917] 192782.33 4322.79 205416.12 6729.49 5449.83 5110.83
## [5923] 6180.95 367524.50 15541.88 3199.56 55609.55 128998.06
## [5929] 3506.55 30090.00 5311.70 102556.47 72444.42 2986.73
## [5935] 3630.15 12399.89 4709.32 2401.57 18746.28 37426.44
## [5941] 2395.88 16206.30 80396.40 2169.95 151874.60 3052.94
## [5947] 28989.03 219263.48 8590.62 27223.65 124008.82 2278.14
## [5953] 2288.14 36022.59 217793.94 21066.49 27298.82 367922.30
## [5959] 36332.19 395106.51 5983.88 2734.11 2933.79 4817.16
## [5965] 14284.32 3558.21 4167.27 3145.09 46686.03 22533.98
## [5971] 6107.31 2844.27 17713.35 9272.83 11034.81 5844.20
## [5977] 2566.01 2865.05 3411.02 2312.38 3341.17 79189.27
## [5983] 116866.02 23598.92 4721.65 832797.00 52452.35 31156.63
## [5989] 4916.22 3138.15 51942.31 2178.90 22394.75 2413.08
## [5995] 349056.68 2686.70 35970.91 19494.92 5579.53 277841.50
## [6001] 39130.60 7023.02 19779.48 12801.50 37737.62 355796.37
## [6007] 624983.10 2319.66 69244.84 2963.09 96430.70 2205.48
## [6013] 3688.95 4764.08 17378.56 11559.41 38253.80 12359.00
## [6019] 2674.86 6949.77 26794.22 4928.09 8917.63 4957.85
## [6025] 4178.40 178959.99 3114.77 171901.02 69790.16 3710.58
## [6031] 18488.88 4646.30 117262.31 13227.43 1020623.06 6292.36
## [6037] 127707.80 556576.51 13814.22 3213.54 3469.10 6419.44
## [6043] 4995.78 2428.72 4831.37 4469.33 9923.04 3271.75
## [6049] 28223.19 10805.63 21168.50 9596.33 174833.22 173724.52
## [6055] 2161.18 5452.79 11408.44 194740.84 6620.20 205850.40
## [6061] 5701.85 96497.17 2398.89 3085.16 103505.52 4116.47
## [6067] 8516.65 7145.57 83939.69 8730.05 31072.54 10071.47
## [6073] 2269.12 13042.41 16482.79 19451.75 38763.78 443579.34
## [6079] 14264.39 4592.21 3163.41 2718.01 25330.85 9690.91
## [6085] 38227.70 65496.77 389179.55 381493.22 18530.64 5327.46
## [6091] 10339.56 14753.75 3915.30 3941.63 3419.68 2341.60
## [6097] 14669.93 2359.37 5747.58 36745.18 19906.79 41092.80
## [6103] 3241.54 173121.82 5703.63 6458.59 5596.38 166383.08
## [6109] 52226.64 871180.51 1026357.93 119406.65 74702.78 3487.99
## [6115] 2769.25 9564.35 3252.77 4507.35 9891.30 12696.10
## [6121] 473510.71 158460.21 2877.02 7519.95 9462.97 41955.39
## [6127] 2913.64 25675.50 114731.16 68748.01 16650.06 234348.06
## [6133] 45484.88 3802.50 2154.86 175811.76 65092.04 4710.29
## [6139] 2470.22 2242.32 85023.81 8371.10 5273.12 2599.78
## [6145] 46140.14 30391.94 73866.22 18441.84 42798.83 41248.78
## [6151] 4418.20 4760.79 20366.86 46441.71 53759.18 2323.91
## [6157] 18999.06 101025.96 3362.25 161811.07 38807.40 2464.48
## [6163] 20800.78 4875.92 9783.27 41878.21 4886.54 8043.09
## [6169] 4135.36 3253.99 7880.05 3889.99 5892.61 4267.21
## [6175] 240970.23 60608.09 35229.58 56725.40 2187.97 53152.52
## [6181] 23855.21 147144.98 2398.29 21354.21 39647.01 4715.63
## [6187] 15615.00 2480.59 4498.91 375162.46 7674.80 83299.49
## [6193] 4320.79 2735.81 41950.72 7306.18 15321.67 48654.22
## [6199] 66021.14 34340.82 56260.53 313655.84 2674.79 2121.62
## [6205] 5597.79 12216.99 3199.82 18690.97 58214.94 38657.13
## [6211] 2206.42 267566.81 3013.18 2382.97 198193.64 12434.04
## [6217] 12886.59 17710.62 785020.87 2753.29 69730.16 268970.46
## [6223] 2310.85 9143.91 3744.79 2534.79 3511.84 6001.90
## [6229] 147292.58 267100.01 5280.89 4220.28 140890.52 5755.65
## [6235] 4631.32 38290.45 3975.23 2160.84 5514.40 2528.17
## [6241] 5272.61 19161.00 3540.01 19255.60 3615.49 43803.14
## [6247] 14344.04 247607.49 4095.29 2342.45 2245.43 6338.31
## [6253] 265667.94 2467.29 21836.70 4588.58 235516.32 2322.77
## [6259] 2186.10 92479.13 346206.40 101650.41 3979.55 2440.89
## [6265] 2777.91 831736.19 552718.94 4035.48 301882.52 189167.49
## [6271] 2391.63 3888.96 60795.16 4648.35 4744.76 9695.29
## [6277] 107741.23 3718.84 2923.59 511398.88 12036.55 3722.46
## [6283] 37014.24 7771.92 14861.75 14379.41 10323.55 8399.53
## [6289] 3267.11 101595.30 254276.00 5409.41 3129.81 26276.50
## [6295] 2194.31 3841.95 82310.69 286122.15 7884.91 15182.06
## [6301] 22177.01 2767.03 6304.92 4017.71 91041.96 2175.57
## [6307] 6014.73 79167.58 7964.65 13197.76 3914.19 12047.76
## [6313] 2659.45 5785.15 7246.53 49972.33 60128.37 9210.68
## [6319] 2708.57 3879.30 514224.80 18622.64 54075.96 2180.17
## [6325] 13811.75 248611.24 3534.09 36568.89 4713.94 2254.27
## [6331] 6296.84 5814.92 7281.89 95799.15 30037.77 12624.34
## [6337] 2561.91 43799.74 2453.00 39787.04 61284.17 20716.85
## [6343] 2202.56 359448.37 8718.58 7861.03 28491.61 4061.33
## [6349] 95284.86 3075.09 14989.40 233257.03 52787.73 4975.07
## [6355] 45765.74 23072.76 8291.76 2251.55 3767.81 2154.46
## [6361] 4096.33 6605.52 5907.31 72331.06 6521.96 3918.94
## [6367] 25610.44 49133.28 5199.43 162664.03 2485.63 2206.34
## [6373] 2435.52 139397.76 4266.38 29183.49 3789.03 4667.02
## [6379] 4762.79 235757.96 3196.21 114754.63 13758.16 4141.06
## [6385] 376386.43 5011.22 2144.56 2505.39 2376.98 5746.54
## [6391] 246436.72 2973.81 2349.15 4027.44 3517.54 14502.02
## [6397] 4616.34 3696.53 2345.05 5181.21 11522.82 3781.93
## [6403] 2673.53 5160.16 3223.57 10307.93 31386.17 21374.19
## [6409] 702543.72 12278.03 2349.46 102873.51 6983.53 5737.28
## [6415] 33181.02 3629.18 295426.11 15205.70 8505.88 10502.64
## [6421] 4735.99 2886.85 36042.87 2131.08 315520.88 12579.44
## [6427] 328921.37 4682.22 2808.12 7092.09 27626.88 3026.29
## [6433] 28165.03 2393.39 10791.09 75987.35 35483.39 64856.98
## [6439] 4676.89 9289.95 47913.46 202284.74 539816.98 24386.46
## [6445] 38602.88 17852.93 2593.01 44979.02 7118.86 179978.06
## [6451] 56067.60 3847.79 4615.58 29088.39 4137.60 8530.20
## [6457] 12904.18 46841.82 6340.79 8826.31 84698.22 26204.15
## [6463] 79096.16 66210.51 6472.31 272198.49 3417.60 722507.30
## [6469] 27187.00 3750.86 9152.35 2717.84 226118.75 4657.30
## [6475] 174643.12 12055.93 33928.54 55542.20 13006.60 2395.15
## [6481] 46057.37 19825.90 6026.22 33575.75 2981.80 45779.86
## [6487] 2169.71 90866.61 3716.04 2410.21 4312.38 560074.74
## [6493] 129340.37 26653.08 21795.26 39806.00 14272.94 3151.43
## [6499] 4087.81 3156.17 280285.75 27849.84 12756.28 3609.00
## [6505] 179556.44 42063.75 13455.52 124486.47 19999.14 12382.06
## [6511] 30093.21 162913.07 15102.93 90701.53 13553.69 18237.62
## [6517] 244590.34 2767.13 126822.93 430473.17 2372.09 5372.55
## [6523] 3670.20 16473.33 9720.52 22448.16 5013.18 11524.44
## [6529] 21217.93 44040.07 51840.28 5866.47 9790.87 4665.70
## [6535] 23752.67 4313.23 2134.02 77331.01 8125.72 287900.02
## [6541] 7816.46 3268.71 5201.54 20029.85 6057.37 19909.56
## [6547] 5912.93 2704.80 10489.67 4248.62 3936.42 50909.24
## [6553] 8072.63 2631.20 36277.83 69232.29 2371.21 15695.68
## [6559] 69912.70 462823.56 7129.20 126505.10 10232.85 639178.51
## [6565] 7437.90 47763.54 264403.08 19378.47 9973.74 33642.02
## [6571] 2284.70 7156.10 115065.11 12645.69 53448.28 54506.46
## [6577] 6233.42 2853.63 37100.62 463928.91 5760.54 4985.09
## [6583] 7145.14 176216.37 3152.77 5720.65 2963.21 2122.71
## [6589] 2645.33 43056.09 3140.06 16250.00 31640.92 22276.55
## [6595] 470408.90 17256.97 48483.69 27421.54 9778.29 107526.29
## [6601] 2890.80 22127.90 7136.45 27567.39 10830.48 4093.00
## [6607] 6893.92 82952.55 170914.23 10582.25 11929.28 3357.89
## [6613] 2276.75 26114.06 259037.65 12474.93 2709.96 21741.06
## [6619] 19414.93 2258.49 23264.02 4866.70 2400.48 102856.92
## [6625] 23399.64 58751.34 3922.05 6469.92 16166.45 19333.60
## [6631] 7959.68 42836.59 6230.54 10240.85 6584.61 26792.51
## [6637] 7636.33 2533.95 4402.89 3819.81 4476.55 4418.20
## [6643] 45065.46 15263.38 4688.23 110037.07 756495.86 4816.70
## [6649] 64169.36 2797.71 18230.70 57179.96 35494.33 29981.44
## [6655] 3860.55 2427.17 4783.62 48379.53 2826.45 23287.00
## [6661] 73873.00 3321.96 23135.74 178740.96 4430.94 227467.59
## [6667] 2674.81 83164.57 2885.77 2434.61 33023.56 2290.71
## [6673] 3534.42 3886.43 40385.00 78367.51 28663.84 51994.41
## [6679] 11530.19 6892.31 24903.32 2384.26 118530.64 3652.18
## [6685] 64762.33 3203.83 76035.67 8260.46 39395.32 23274.90
## [6691] 5422.20 40019.11 773825.95 58635.90 4971.92 2570.15
## [6697] 6696.41 14279.86 88279.33 4429.50 2126.55 158645.89
## [6703] 2577.92 2358.42 3051.70 2806.46 5090.41 17750.74
## [6709] 2849.61 17391.48 168643.31 2237.49 54019.90 6064.56
## [6715] 2658.91 3976.61 6491.46 8840.51 10124.55 292795.16
## [6721] 11819.40 147456.05 2458.16 7344.35 6718.02 39994.70
## [6727] 3235.83 30793.37 104933.00 3408.29 663644.87 28271.88
## [6733] 7934.86 11702.60 45545.69 40813.94 19298.49 9618.23
## [6739] 3311.76 12616.63 6639.31 406127.36 5128.35 76306.04
## [6745] 4473.75 4684.98 14025.70 182151.79 5541.45 5901.29
## [6751] 2594.54 5908.44 2448.78 2440.51 14974.49 195263.68
## [6757] 4752.29 122550.29 46151.16 16285.69 121554.41 212044.53
## [6763] 79505.82 4195.68 11891.70 19795.86 40927.77 7123.90
## [6769] 275298.44 106309.64 286847.51 17686.25 325073.33 6637.16
## [6775] 2677.13 9507.88 3251.36 9983.83 3717.40 168771.67
## [6781] 6132.88 5914.72 49305.97 12888.46 2332.82 2414.19
## [6787] 3243.32 39438.11 21143.00 48517.44 110252.98 170074.51
## [6793] 11277.85 9176.75 30355.08 25545.18 3377.05 64251.85
## [6799] 9584.39 4676.38 147854.10 35876.27 43876.16 5417.45
## [6805] 5074.90 183447.36 79699.90 209916.09 2171.64 2603.42
## [6811] 19431.07 3171.21 25655.94 296088.49 2297.17 96748.91
## [6817] 2592.70 5414.67 27271.21 244098.58 2784.73 27480.26
## [6823] 269010.98 86276.16 4902.40 113625.41 5173.61 2477.33
## [6829] 3218.46 14007.44 2202.26 36257.93 5168.45 68222.00
## [6835] 254493.19 3576.72 123965.30 3308.30 9716.53 39319.08
## [6841] 10085.89 2556.04 3340.64 4360.77 6821.05 9710.91
## [6847] 2362.72 41311.80 86909.08 172464.92 27787.57 9258.89
## [6853] 2519.74 10730.95 74411.50 4472.27 20758.21 20459.14
## [6859] 42284.87 28038.95 123325.25 14824.61 23908.54 77915.12
## [6865] 18103.65 244506.27 55183.10 140622.68 2748.02 7362.28
## [6871] 47934.01 2485.68 2377.72 418824.86 5506.06 4570.72
## [6877] 118488.12 267097.02 150366.41 3354.25 55576.21 170949.11
## [6883] 411660.25 16835.93 148738.93 5257.69 6892.40 93840.53
## [6889] 27093.50 3367.63 71129.15 51479.80 209371.06 4121.62
## [6895] 36348.34 5163.78 17467.25 36677.59 54058.26 2631.81
## [6901] 52228.79 2335.98 56918.55 2936.24 30843.30 35151.61
## [6907] 3625.26 7338.22 33204.18 3100.37 3194.16 35141.55
## [6913] 35565.85 9678.61 22662.82 2182.85 3342.68 2730.95
## [6919] 14922.72 2883.93 54557.87 30378.33 21614.39 57936.91
## [6925] 7550.74 2851.58 287762.83 3004.43 2527.87 3705.12
## [6931] 37770.76 3448.78 6916.26 9812.99 2340.92 3257.07
## [6937] 5097.63 3527.33 123774.61 12171.53 26029.93 2697.30
## [6943] 2604.85 41678.34 53887.72 340879.30 32638.17 2897.66
## [6949] 2194.26 49027.52 246934.43 17878.35 226383.36 311546.08
## [6955] 2397.01 2588.48 53722.98 2710.69 7515.60 3777.40
## [6961] 27594.80 6151.94 207168.13 14646.86 52214.23 2757.05
## [6967] 736191.59 14727.20 2888.36 39594.74 52275.12 6082.55
## [6973] 22290.15 13323.13 8144.32 92778.62 3568.80 10300.76
## [6979] 24245.44 487977.42 2644.77 3517.72 12034.80 6177.33
## [6985] 40317.98 2461.16 63753.19 79518.29 34230.28 2801.91
## [6991] 3024.57 12664.05 21552.49 2431.00 4474.63 5236.20
## [6997] 2952.33 178070.01 3736.09 3197.44 90244.77 4369.23
## [7003] 41717.69 16751.79 129773.08 280281.12 4484.50 69467.48
## [7009] 12458.83 38457.50 35533.83 50223.67 2980.76 314248.94
## [7015] 5969.01 29468.89 7092.67 2532.80 22937.79 5418.07
## [7021] 531847.11 2913.59 263780.55 4719.02 2716.01 2689.62
## [7027] 12589.98 4651.23 24983.84 215452.41 2875.00 66190.56
## [7033] 18637.84 24004.72 28616.93 10251.63 4830.78 3328.54
## [7039] 10558.87 467996.39 204434.21 5243.11 88203.45 3577.14
## [7045] 11386.45 14436.53 15970.32 24858.72 36954.46 41362.27
## [7051] 14202.79 4233.99 2151.75 3085.61 2542.24 3799.16
## [7057] 2883.46 17674.67 5811.83 3996.10 103204.47 47046.25
## [7063] 386860.19 69381.67 48418.50 3732.30 352116.66 454995.53
## [7069] 249804.05 465961.26 343310.32 642151.47 214787.80 89538.67
## [7075] 63075.00 169258.76 5078.33 217669.77 673893.86 5819.90
## [7081] 38219.05 1120452.64 90598.74 504736.48 190089.48 632215.21
## [7087] 306522.27 10533.64 36826.92 29914.38 169379.59 18895.93
## [7093] 77007.58 119566.16 297526.20 178563.62 236083.80 50353.41
## [7099] 582191.32 287355.32 681018.30 69233.29 155942.47 475232.63
## [7105] 67500.00 3999.23 2318.23 137554.68 17866.97 681317.94
## [7111] 58373.22 25220.47 194566.25 467536.73 9321.37 191833.42
## [7117] 9866.44 3654.45 10168.28 8981.00 94315.71 114269.18
## [7123] 686765.63 12610.58 2220.00 4170.00 140967.51 2617.10
## [7129] 168231.06 117401.54 237777.47 66498.69 96571.23 2753.60
## [7135] 465433.19 376959.65 140991.72 385921.23 7844.83 21742.30
## [7141] 10441.97 481236.94 20155.23 167056.56 619890.43 15683.64
## [7147] 4200.00 4260.61 62447.79 125868.08 222180.23 36892.00
## [7153] 19700.63 341963.09 5588.75 13749.02 5550.04 30001.00
## [7159] 3045.00 7578.43 13470.41 17529.85 234889.18 432244.97
## [7165] 101086.74 31461.08 19892.61 3032.45 13128.90 3082.63
## [7171] 50355.00 102535.47 12041.06 466909.95 341993.57 213277.40
## [7177] 167377.99 21726.32 121347.66 38081.60 66179.60 165278.65
## [7183] 66107.61 3317.76 232351.10 3986.90 297831.68 30100.00
## [7189] 23136.28 16064.26 19169.63 152216.65 1758919.49 21942.80
## [7195] 4734749.98 105757.33 111124.47 21524.83 183878.57 6550.51
## [7201] 351475.25 37696.00 42605.29 95124.97 183828.07 113738.44
## [7207] 4900.00 226633.56 2278.52 87827.11 102120.80 308655.24
## [7213] 2347.78 4842.83 4027.97 23373.35 5864.79 125544.55
## [7219] 2932.16 15404.25 4680.33 32009.64 17977.06 8085.82
## [7225] 22540.60 8526.25 5089.55 126860.85 402619.36 48666.25
## [7231] 3239.43 537384.36 135698.78 627422.66 22166.28 8731.65
## [7237] 5765.84 74521.13 7214.25 5931.95 6730.14 102455.49
## [7243] 566381.46 41371.58 3276.94 46585.51 18667.32 675001.50
## [7249] 50200.00 31580.73 31625.86 833425.68 12829.43 1062111.94
## [7255] 3284.87 94769.66 2700.00 21133.99 46947.33 13257.18
## [7261] 9469.44 2279.90 2550.45 44287.86 75199.93 23205.14
## [7267] 48966.22 8923.12 63932.60 2296.32 87823.87 28335.76
## [7273] 214960.84 16891.89 549999.61 152105.66 1430949.70 128206.47
## [7279] 25150.83 36022.52 6136.94 2368.18 366576.77 95411.81
## [7285] 533766.00 41299.94 9235.20 2650.50 19654.24 19454.35
## [7291] 216259.95 24495.57 58099.46 81895.12 3607.70 17790.41
## [7297] 2350.15 7687.20 53860.17 4761.15 53498.04 345139.72
## [7303] 44021.28 82067.58 23660.10 11851.53 27696.89 12799.62
## [7309] 32206.94 42298.06 138657.12 87870.48 6038.97 26282.13
## [7315] 5346.98 9975.70 30089.01 17510.44 3187.60 555297.88
## [7321] 93822.25 6680.00 18800.60 189056.32 13230.36 154799.89
## [7327] 24001.43 10544.30 2600.00 3555.75 245565.15 10810.72
## [7333] 9754.15 4266.65 10842.00 35895.31 21272.38 86571.31
## [7339] 21045.51 8884.77 54648.85 5484.16 34884.84 16762.10
## [7345] 4817.84 6517.71 4789.76 29341.04 24971.40 43695.74
## [7351] 90927.58 15237.37 3975.72 2410.50 18058.64 5604.67
## [7357] 86251.42 2199.07 16250.37 32398.60 20575.58 17349.03
## [7363] 97696.85 5011.61 21286.55 55307.16 909240.86 126448.69
## [7369] 71493.06 54483.34 35977.66 3060.06 21132.15 24440.93
## [7375] 899890.30 33685.20 2564.12 4764.37 85224.76 35390.98
## [7381] 6854.06 57618.51 42369.94 133347.02 5826.73 4252.70
## [7387] 3510.93 82026.47 8099.77 83511.08 5420.35 19851.66
## [7393] 88507.57 137799.33 50725.57 188330.77 19859.65 3553.63
## [7399] 13810.05 16297.76 27085.75 3239.88 21762.17 112665.68
## [7405] 84428.32 3302.44 331253.60 5118.52 2346.16 48814.25
## [7411] 3642.67 60050.22 9581.53 10992.75 71410.47 17132.82
## [7417] 25626.48 4581.60 1672316.02 18137.14 3270.36 42178.80
## [7423] 820066.23 5617.38 2835.31 11649.56 21825.72 24589.92
## [7429] 127664.98 2627.85 4026.57 6332.21 29711.74 28851.28
## [7435] 73819.74 113681.45 38796.09 7749.17 77409.31 91745.69
## [7441] 55747.61 179122.74 200262.33 23279.54 211565.72 8004.32
## [7447] 5159.30 2604.65 5747.15 22404.73 93422.37 3025.51
## [7453] 34136.73 2904.68 17523.26 4268.12 17774.16 2806.01
## [7459] 82931.15 5747.91 12141.36 4923.57 2462.23 9210.00
## [7465] 8850.92 26556.88 187359.84 36284.87 21179.20 15950.21
## [7471] 19657.40 3105.00 14304.18 9153.94 8312.62 29316.58
## [7477] 54671.88 79603.52 64732.78 5119.22 42862.74 64361.18
## [7483] 172384.71 4000.00 9444.92 10558.77 16896.62 3024.85
## [7489] 26085.56 3299.07 15207.84 3466.33 15079.62 7862.05
## [7495] 71614.90 17224.62 9846.91 322655.61 2674.04 5941.81
## [7501] 7891.58 2846.97 58702.34 42908.24 8316.33 244209.96
## [7507] 21449.42 10594.96 6604.34 19174.17 12013.26 9701.86
## [7513] 9303.63 3725.48 21911.67 9021.52 30665.96 449529.65
## [7519] 10526.11 6343.54 10248.88 49456.63 4288.58 60508.75
## [7525] 8039.18 3959.93 17335.62 4753.17 15501.03 40484.86
## [7531] 26234.32 14888.57 7641.57 3281.51 20048.33 8600.37
## [7537] 19353.75 16128.33 2716.81 66791.16 3915.83 10100.00
## [7543] 23338.11 7818.71 3586.73 32696.18 52551.68 7925.06
## [7549] 9473.62 87958.98 51883.77 2751.11 2688.12 174775.30
## [7555] 24490.68 10549.55 7026.22 10315.67 490078.70 253088.91
## [7561] 13259.25 10541.26 3772.72 3674.77 40631.54 5980.40
## [7567] 32540.66 18723.55 7526.12 76941.83 31718.09 13587.48
## [7573] 11616.93 28736.89 10616.10 366862.54 8460.53 5627.67
## [7579] 111936.26 4567.75 9044.26 19872.19 7747.52 6713.52
## [7585] 24449.89 4086.29 4397.06 6982.32 10887.41 2950.03
## [7591] 12082.55 70456.15 283439.31 288855.15 26228.07 47306.32
## [7597] 2352.81 5718.60 265365.71 2270.95 4872.74 15295.65
## [7603] 21501.10 16018.18 4601.25 10884.00 12699.70 3436.89
## [7609] 85404.36 17239.25 66176.66 6514.35 4301.25 40529.80
## [7615] 5895.76 9947.04 10049.08 22976.58 3559.54 27238.82
## [7621] 64795.03 4546.00 20075.07 9864.59 2913.95 39733.89
## [7627] 456665.07 2683.67 7170.60 4500.88 2158.73 17037.41
## [7633] 37487.53 118849.65 4397.47 4492.48 3351.90 4781.62
## [7639] 2200.00 2401.81 52037.70 9059.00 2736.69 4408.53
## [7645] 11477.46 22615.70 30382.77 12810.91 104517.12 4457.25
## [7651] 4465.70 76743.66 3295.41 557998.02 4283.04 13626.12
## [7657] 22161.81 12837.48 68965.56 63261.62 64544.75 10792.21
## [7663] 6652.06 3683.19 4422.75 4703.08 21962.59 3982.69
## [7669] 11471.41 7760.88 25144.68 2181.19 5590.16 12498.68
## [7675] 37247.95 93847.88 12808.76 40881.82 13805.40 2767.90
## [7681] 2503.28 5274.18 423693.26 10619.43 30682.51 2263.65
## [7687] 7126.74 3848.02 5423.38 5779.17 14721.05 32876.19
## [7693] 11320.91 3707.26 49506.20 4192.01 15473.88 2599.50
## [7699] 35575.00 3309.31 6112.78 18535.25 4065.05 5069.80
## [7705] 13112.27 7196.26 5637.30 177574.91 11172.46 12006.67
## [7711] 4841.06 19157.21 19658.63 2536.90 2222.80 2496.73
## [7717] 94340.60 25070.09 9058.96 29468.29 2612.02 3065.59
## [7723] 43293.99 9612.02 26095.95 226249.04 19264.21 12805.52
## [7729] 7488.42 19573.34 13079.28 6545.72 8329.09 62346.96
## [7735] 22763.42 15919.08 15120.83 3611.70 53257.30 2292.82
## [7741] 119432.43 3024.15 11821.60 6393.90 2778.61 6286.07
## [7747] 16776.12 22377.24 4470.47 5196.32 39357.67 12295.47
## [7753] 99467.74 11545.07 5891.27 4539.82 20135.54 6978.73
## [7759] 2269.66 12884.85 8144.75 9351.35 3983.25 3426.33
## [7765] 3517.86 19739.98 3958.38 588482.38 11840.74 13005.57
## [7771] 13680.28 6442.19 2821.95 15426.76 3883.25 17403.89
## [7777] 20924.42 57269.54 5925.68 4646.70 27084.86 2156.25
## [7783] 17248.84 6819.12 4361.26 3660.91 4076.07 5628.32
## [7789] 16486.62 3525.00 103147.79 5211.84 2873.30 3745.95
## [7795] 6321.65 2496.60 83397.03 28860.46 15183.08 39294.33
## [7801] 12096.23 2647.89 9083.18 9854.97 10887.49 5623.66
## [7807] 218769.86 674178.53 19004.93 9622.57 36008.72 28714.16
## [7813] 23988.64 21892.89 21358.45 60906.26 2290.98 4476.16
## [7819] 17617.16 20040.27 332049.73 3055.13 3750.59 30760.97
## [7825] 8565.01 10240.19 2528.27 15481.69 32195.20 14413.20
## [7831] 12051.43 12853.80 11874.29 11970.80 807884.12 10717.58
## [7837] 3907.99 3761.59 17025.22 8737.35 97867.97 3054.77
## [7843] 70169.98 21594.31 7255.62 92465.36 2431.56 27122.71
## [7849] 11195.75 108458.96 17431.97 7437.94 23276.71 6123.06
## [7855] 3072.13 21508.21 36864.59 34735.54 2237.81 9785.88
## [7861] 9870.98 27336.93 18257.13 9893.83 41675.54 3140.12
## [7867] 12255.32 2856.89 2234.75 181491.44 3420.15 45174.94
## [7873] 10400.89 3812.39 3719.83 25549.05 4776.68 96101.25
## [7879] 2427.16 18159.50 194159.50 5744.11 51721.21 60848.07
## [7885] 4063.11 4893.78 41729.27 5195.13 8912.65 86507.74
## [7891] 24864.19 267755.16 10981.68 2628.49 22530.08 41904.87
## [7897] 2341.26 2952.74 4423.88 5040.55 30784.79 3491.63
## [7903] 3285.75 26992.66 13399.22 27394.29 6759.79 48287.69
## [7909] 117320.23 225911.23 2389.11 3234.17 8391.69 18635.06
## [7915] 459556.34 2897.29 2273.92 41228.93 4674.25 3449.96
## [7921] 52019.49 243098.92 8240.07 2445.59 65859.64 26184.29
## [7927] 12553.85 2818.48 2121.33 7562.98 32042.77 8329.35
## [7933] 10742.55 2684.78 17697.15 19301.32 4015.38 57438.59
## [7939] 23998.85 26965.38 19912.22 19431.21 17383.31 6884.29
## [7945] 7338.35 11971.89 6058.16 7475.58 3436.27 2429.09
## [7951] 29923.65 19570.54 6963.89 8917.00 2390.33 3961.18
## [7957] 6649.55 13548.93 12457.54 9872.35 3914.86 13235.20
## [7963] 16580.67 20447.39 18481.91 130401.42 4173.92 49313.65
## [7969] 7737.04 6693.37 10827.58 138715.46 19830.07 40635.33
## [7975] 130801.65 3549.68 2638.63 3651.73 131675.58 3275.00
## [7981] 2590.00 23876.24 500226.51 22545.06 18322.47 8419.27
## [7987] 10615.19 7936.12 128941.01 6859.91 4356.52 4086.45
## [7993] 28268.22 178745.65 6910.85 98812.97 15004.31 16876.34
## [7999] 3101.20 8617.89 63236.99 54544.91 2200.00 3311.32
## [8005] 4719.66 35737.45 29867.68 67312.28 26063.75 83793.54
## [8011] 10582.97 2189.69 25898.99 12316.69 13841.62 2755.02
## [8017] 3542.80 10439.24 9102.00 7124.49 7178.14 24139.53
## [8023] 10540.77 4203.97 438367.01 26732.02 2593.98 2138.51
## [8029] 21525.49 2256.97 3832.37 12977.27 2814.48 8538.61
## [8035] 12673.40 6623.89 6557.86 126390.38 5337.86 34019.98
## [8041] 2325.11 3097.79 123415.97 7129.26 99677.24 351827.74
## [8047] 2914.48 39972.87 806695.05 165933.16 36970.20 30869.04
## [8053] 332470.01 66251.43 32676.97 9619.61 708002.37 49303.23
## [8059] 34359.54 109745.11 12494.51 16703.60 29860.35 331602.10
## [8065] 2553.50 38494.83 107548.72 4835.00 12730.88 6955.51
## [8071] 37525.42 81606.51 65045.14 52364.00 51160.47 29875.48
## [8077] 4111.36 3483.22 2490.83 31913.94 12174.72 212450.16
## [8083] 489080.06 20002.91 14267.48 7330.58 123817.50 42281.78
## [8089] 8813.01 84294.83 2170.60 14250.88 19636.94 77111.99
## [8095] 2351.38 35749.59 26258.10 18096.49 43703.36 3985.99
## [8101] 22153.47 178812.25 108506.95 7073.72 14872.52 72135.97
## [8107] 77128.62 3975.51 2387.80 2256.00 18060.30 42562.56
## [8113] 5983.40 2121.20 17783.14 19841.98 2610.38 41249.49
## [8119] 8944.54 21827.84 5011.34 4718.38 22819.98 29070.44
## [8125] 5506.58 14027.93 2556.23 19599.98 5375.31 22184.26
## [8131] 3809.71 795326.59 18227.07 6583.46 4818.19 737681.93
## [8137] 5685.44 11589.19 10658.91 8327.22 28878.32 3173.47
## [8143] 186341.37 45841.33 6418.73 33690.61 11374.96 10229.23
## [8149] 137304.53 3590.45 3385.80 8384.32 8029.72 4864.05
## [8155] 13351.04 79879.34 2238.00 2878.75 8471.08 28475.53
## [8161] 164865.73 2336.76 45752.44 2143.22 4640.27 7745.18
## [8167] 6925.72 3021.07 28642.79 2147.00 33897.57 50271.69
## [8173] 2570.70 2144.42 9758.04 3512.18 25867.18 64163.79
## [8179] 7931.52 169325.62 4488.60 2699.83 22485.37 6312.57
## [8185] 6344.56 24683.24 7427.85 5950.24 6323.90 34081.00
## [8191] 35504.79 10626.40 9648.75 197614.66 2489.65 4899.31
## [8197] 7129.97 2685.48 6468.41 28717.32 5696.37 5293.65
## [8203] 2211.60 17382.37 6894.61 58115.50 6468.25 23464.03
## [8209] 3002.51 108623.26 2737.02 5916.00 9254.88 5057.99
## [8215] 36871.95 8395.21 5530.95 22172.60 15987.80 2591.22
## [8221] 8141.20 3843.29 30042.85 2384.32 6925.60 4294.88
## [8227] 1424938.69 108438.86 3376.54 7001.55 8831.55 25408.64
## [8233] 18275.03 5105.55 167587.11 2282.19 2603.65 17792.03
## [8239] 496029.28 18028.92 17923.49 22972.32 330338.02 59057.71
## [8245] 27752.07 79431.83 51065.86 112991.57 7393.90 3459.52
## [8251] 86814.39 2612.68 22892.15 2518.55 14725.86 21156.00
## [8257] 10760.96 107911.58 273602.27 28044.43 196907.21 12896.24
## [8263] 24628.86 7024.83 2896.74 40143.53 82951.62 16516.36
## [8269] 12036.36 9196.25 20598.28 5986.64 70026.34 15983.80
## [8275] 17720.31 4868.11 73367.54 3769.57 120377.35 2947.48
## [8281] 58209.54 5087.45 4377.40 19512.03 206816.19 6303.36
## [8287] 2476.13 2755.73 6339.90 17270.42 7344.67 69185.77
## [8293] 4308.86 131519.96 78747.64 2902.39 2712.82 10995.84
## [8299] 4974.76 4170.34 98341.17 25783.34 6533.01 10399.78
## [8305] 12310.59 10507.63 1795645.18 20234.52 4834.28 138172.33
## [8311] 12846.86 104332.18 35189.72 20822.55 33706.98 73709.71
## [8317] 114575.27 19863.09 306902.33 11000.92 30879.75 66120.62
## [8323] 165326.43 2561.90 79888.08 82641.56 493215.44 4425.65
## [8329] 5959.95 7227.87 9110.70 30153.71 262946.59 2910.23
## [8335] 6416.40 2912.07 3486.87 406003.70 53722.67 39571.98
## [8341] 2361.50 16642.44 10291.77 8638.55 2705.61 28721.57
## [8347] 18251.58 13833.19 10290.70 3945.59 14731.50 163700.72
## [8353] 2125.00 8949.82 8363.82 8937.69 159450.95 74585.54
## [8359] 3165.64 5705.71 12189.40 6528.16 5327.47 32467.81
## [8365] 9668.32 10000.81 2977.03 7876.80 60448.77 16587.24
## [8371] 11015.85 29901.52 2403.11 2283.00 5502.78 17253.28
## [8377] 5344.93 18009.89 4876.26 3939.58 9375.12 29099.10
## [8383] 2391.10 46647.64 56037.91 6474.78 2352.77 11622.88
## [8389] 120874.19 2861.87 19188.19 9822.65 128675.00 10656.12
## [8395] 62182.94 35508.09 12062.07 2192.64 18520.40 9122.48
## [8401] 10444.81 35151.24 8715.89 5426.18 7246.82 4862.40
## [8407] 10241.86 19578.32 7000.73 4179.81 3793.23 6012.54
## [8413] 3198.36 54123.72 28512.79 2178.79 20049.16 10636.17
## [8419] 9953.11 16517.99 278700.00 3486.58 18400.91 3684.40
## [8425] 36775.81 10401.23 2677.09 14916.10 2334.73 34211.25
## [8431] 23097.08 4621.89 9362.99 5915.61 8234.24 2226.45
## [8437] 2696.55 2429.95 13063.80 5854.15 8441.27 2966.78
## [8443] 2615.91 3825.29 4334.06 2340.07 5466.48 45461.77
## [8449] 3329.39 5453.28 34634.34 183353.98 26635.20 199487.38
## [8455] 2626.14 2578.31 117513.14 6243.21 2334.01 11594.34
## [8461] 3820.91 866311.32 46716.17 34810.61 7336.77 18704.91
## [8467] 9322.01 100406.33 3374.48 2253.78 1350562.17 2156.92
## [8473] 39563.35 9561.53 4589.77 4665.56 4708.78 52270.63
## [8479] 2370.94 12266.05 90015.59 17229.76 18109.26 2341.60
## [8485] 2378.39 27597.08 3869.18 11592.68 8287.35 7703.23
## [8491] 50303.88 15065.79 21987.16 8140.20 14499.59 2454.08
## [8497] 17833.88 2501.94 19889.77 14848.23 3154.61 7455.88
## [8503] 84067.96 20452.88 2268.62 15503.92 10759.84 20134.51
## [8509] 10000.72 8382.82 262707.45 16453.84 2133.47 4167.22
## [8515] 4843.59 8139.43 2685.99 27568.78 9664.01 10747.18
## [8521] 3278.18 34583.05 5331.80 13805.57 4007.75 4709.83
## [8527] 15967.31 2332.13 16372.40 10011.43 2086470.76 30185.08
## [8533] 5116.36 5092.59 3890.09 12725.39 12932.49 4896.77
## [8539] 7330.63 2509.20 2998.35 22309.74 9809.75 15915.35
## [8545] 4191.55 13836.65 6540.10 22000.99 27875.45 17993.79
## [8551] 9373.11 7443.37 5731.20 11784.46 6089.44 200574.46
## [8557] 24519.98 4472.65 7981.57 3132.71 3363.35 23867.52
## [8563] 4802.55 5611.60 650837.55 3060.10 4561.25 58495.39
## [8569] 6916.01 15527.86 26913.38 48850.74 29072.94 2182.98
## [8575] 3714.15 70418.86 19408.89 2622.62 19609.68 26639.05
## [8581] 10464.76 2538.85 5672.09 36268.64 6913.37 4469.58
## [8587] 39712.71 7376.74 3121.92 4032.93 71967.38 82257.32
## [8593] 3644.10 7446.91 7543.94 19301.19 1000219.99 19372.73
## [8599] 20770.38 10614.35 2580.87 2295.01 3733.20 59606.29
## [8605] 9927.11 3193.18 341348.91 43580.01 6263.07 25975.90
## [8611] 90016.16 7464.62 41576.49 47895.44 33942.39 26761.04
## [8617] 2224.94 2164.06 80120.03 11060.70 4142.82 3922.44
## [8623] 3526.21 4983.27 2474.22 4527.24 17402.51 58386.87
## [8629] 2915.75 66129.24 4223.24 5315.26 2308.13 3680.16
## [8635] 7611.19 61761.03 3577.79 13686.51 45578.96 36813.72
## [8641] 12100.00 5161.23 2889.18 2384.89 29346.98 145929.36
## [8647] 5910.51 11057.79 32820.50 67811.16 98102.44 3650.59
## [8653] 10243.48 2464.00 7637.53 15305.54 24235.23 11453.35
## [8659] 11794.62 40535.75 3213.98 2938.06 2298.02 8149.30
## [8665] 40045.80 4608.83 2542.34 53928.57 21597.37 7265.47
## [8671] 16672.38 22502.72 3487.85 11345.58 6240.24 29215.38
## [8677] 4126.10 79432.27 52764.90 28718.22 151982.04 12051.94
## [8683] 23937.05 2571.19 10219.36 5868.30 4285.37 16123.91
## [8689] 8587.67 7953.93 37784.43 75468.99 17769.35 16943.74
## [8695] 22558.49 4480.46 11418.90 30108.45 18289.47 13944.55
## [8701] 9617.00 8249.67 14755.81 10213.23 31840.63 24513.63
## [8707] 19791.98 95775.33 10590.26 57734.78 40059.22 15180.50
## [8713] 3400.95 14600.02 4179.68 114394.17 2448.11 4812.26
## [8719] 13527.80 24466.50 21975.93 5223.08 492801.37 45701.27
## [8725] 12721.45 89912.25 39760.87 60942.45 412876.25 4467.29
## [8731] 29618.77 3974.88 29813.51 43286.29 17383.58 4845.99
## [8737] 193668.04 11296.49 18383.15 8990.03 53880.82 2942.73
## [8743] 28749.78 12290.81 3943.40 2447.99 31782.48 10240.45
## [8749] 460959.35 9159.87 25215.21 2694.48 2790.98 2360.12
## [8755] 10091.61 37826.10 22519.24 3378.91 9828.73 7278.72
## [8761] 10775.96 57229.53 2751.65 13941.51 66046.41 4979.47
## [8767] 30568.50 4490.64 2373.22 8867.99 65727.51 3072.62
## [8773] 14461.80 8028.79 4344.08 49254.38 34418.12 9470.46
## [8779] 3444.17 411265.90 11405.58 3553.61 6286.92 16043.25
## [8785] 10410.90 205427.14 5598.73 2199.60 856602.25 2710.67
## [8791] 33145.97 3712.54 3834.04 129103.25 204949.53 2310.50
## [8797] 14079.64 117411.41 14440.22 2808.88 12439.51 6288.94
## [8803] 6897.36 81040.00 2777.20 6866.57 2452.73 28133.44
## [8809] 2319.12 10542.39 19664.80 10664.12 2192.93 16302.27
## [8815] 52736.92 4095.90 5177.34 3906.88 2791.15 5722.87
## [8821] 3030.92 42434.64 62725.48 22190.64 12029.00 44045.75
## [8827] 356064.20 12704.27 5283.22 4763.44 4311.41 14887.25
## [8833] 2305.21 2857.12 36738.69 5042.15 30204.13 3339.08
## [8839] 12531.33 29078.74 27197.54 97548.00 9450.84 37757.03
## [8845] 4771.00 10515.84 7193.50 80040.11 20175.80 4408.17
## [8851] 27405.07 5641.11 11721.61 3148.44 30365.03 61635.25
## [8857] 46781.38 2308.29 23658.19 137608.11 5765.66 16126.74
## [8863] 5191.69 3139.54 5313.20 5483.73 12518.32 10008.47
## [8869] 5872.85 20325.77 2800.57 6284.84 2404.15 17918.67
## [8875] 11637.55 2134.23 352022.55 25744.79 2241.06 122629.77
## [8881] 22757.54 3884.44 129404.95 2658.81 2420.22 425704.80
## [8887] 5506.82 2323.66 3034.73 60201.00 38827.43 3742.59
## [8893] 19022.05 7402.17 67700.00 3930.04 11563.10 80272.29
## [8899] 41248.86#Eliminamos outliers
df_reg<-df_reg[!(df_reg$CostoTotal %in% caja$out),]
boxplot(df_reg$CostoTotal, col="skyblue", frame.plot=F)
## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 777624 Min. : 0.00 Min. : 0.0000 Min. : 0.00
## 1st Qu.: 793683 1st Qu.: 33.38 1st Qu.: 0.0000 1st Qu.: 0.00
## Median : 810612 Median : 172.81 Median : 0.0000 Median : 0.00
## Mean : 2716486 Mean : 347.32 Mean : 0.0067 Mean : 20.67
## 3rd Qu.: 830341 3rd Qu.: 427.50 3rd Qu.: 0.0000 3rd Qu.: 0.00
## Max. :62203364 Max. :64754.72 Max. :316.3600 Max. :64329.92
##
## IndemnityPaid OtherPaid ClaimStatus
## Min. : 0.00 Min. : 0.00 Length:47053
## 1st Qu.: 0.00 1st Qu.: 30.78 Class :character
## Median : 0.00 Median : 170.19 Mode :character
## Mean : 18.18 Mean : 329.13
## 3rd Qu.: 0.00 3rd Qu.: 414.31
## Max. :35037.08 Max. :29717.64
##
## IncidentDate AverageWeeklyWage
## Min. :1976-10-29 00:00:00.00 Min. : 0.23
## 1st Qu.:2000-03-31 00:00:00.00 1st Qu.: 40.00
## Median :2002-11-15 00:00:00.00 Median : 434.44
## Mean :2002-06-05 16:14:10.78 Mean : 430.01
## 3rd Qu.:2005-10-05 00:00:00.00 3rd Qu.: 590.98
## Max. :2014-06-24 00:00:00.00 Max. :47809.62
## NA's :34734
## ClaimantOpenedDate ReceivedDate
## Min. :1985-01-01 00:00:00.00 Min. :1985-01-01 00:00:00.00
## 1st Qu.:2000-05-03 00:00:00.00 1st Qu.:2000-05-02 00:00:00.00
## Median :2002-12-23 00:00:00.00 Median :2003-01-02 00:00:00.00
## Mean :2002-07-17 23:16:36.23 Mean :2003-01-20 03:03:20.84
## 3rd Qu.:2005-11-09 00:00:00.00 3rd Qu.:2005-11-10 00:00:00.00
## Max. :2014-06-30 00:00:00.00 Max. :9999-07-21 00:00:00.00
##
## IsDenied Gender ClaimantType Injuryture
## Length:47053 Length:47053 Length:47053 Length:47053
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## BodyPartRegion BodyPart CostoTotal
## Length:47053 Length:47053 Min. : 0.00
## Class :character Class :character 1st Qu.: 28.72
## Mode :character Mode :character Median : 169.00
## Mean : 326.66
## 3rd Qu.: 418.14
## Max. :2120.31
## 3. Generar regresión
regresion <- lm (CostoTotal ~ Gender + ClaimantType + AverageWeeklyWage + Injuryture , data=df_reg)
summary(regresion)##
## Call:
## lm(formula = CostoTotal ~ Gender + ClaimantType + AverageWeeklyWage +
## Injuryture, data = df_reg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1096.8 -304.0 -140.5 168.0 1872.5
##
## Coefficients:
## Estimate
## (Intercept) 5.684e+02
## GenderMale -1.714e+01
## GenderNot Available -5.072e+01
## ClaimantTypeMedical Only -3.456e+02
## ClaimantTypeReport Only -6.912e+02
## AverageWeeklyWage 5.447e-03
## InjurytureAmputation -6.301e+01
## InjurytureAngi Pectoris 1.822e+02
## InjurytureAsbestosis -2.727e+02
## InjurytureAsphyxiation -2.236e+02
## InjurytureBurn 5.121e+01
## InjurytureCancer -4.702e+02
## InjurytureCarpal Tunnel Syndrome 2.553e+02
## InjurytureConcussion 5.413e+02
## InjurytureContagious Disease -8.647e+01
## InjurytureContusion 1.831e+02
## InjurytureCrushing 1.220e+02
## InjurytureDermatitis -5.724e+01
## InjurytureDislocation 1.756e+02
## InjurytureDust Disease, NOC -1.533e+02
## InjurytureElectric Shock 1.536e+02
## InjurytureForeign Body -4.819e+00
## InjurytureFracture 3.363e+02
## InjurytureHearing Loss Or Impairment -2.401e+02
## InjurytureHeat Prostration 1.731e+02
## InjurytureHernia -2.106e+02
## InjurytureInfection -3.504e+01
## InjurytureInflammation 4.504e+01
## InjurytureLaceration 1.282e+02
## InjurytureLoss of Hearing 1.271e+01
## InjurytureMental Disorder 1.082e+02
## InjurytureMental Stress -3.872e+02
## InjurytureMultiple Injuries Including Both Physical and Psychological 2.133e+02
## InjurytureMultiple Physical Injuries Only 1.902e+02
## InjurytureMyocardial Infarction -5.063e+02
## InjurytureNo Physical Injury 2.035e+01
## InjurytureNon-Standard Code -3.374e+02
## InjurytureNot Available 1.204e+02
## InjuryturePoisoning?Chemical (Other Than Metals) 4.998e+01
## InjuryturePoisoning?General (NOT OD or Cumulative Injury) 2.481e+02
## InjuryturePuncture 3.623e+01
## InjurytureRadiation -9.173e+01
## InjurytureRespiratory Disorders 5.357e+01
## InjurytureRupture -3.559e+01
## InjurytureSeverance -1.553e+02
## InjurytureSprain 2.177e+02
## InjurytureStrain 1.622e+02
## InjurytureSyncope -1.864e+02
## InjurytureVascular -5.513e+02
## InjurytureVDT-Related Disease -1.987e+02
## InjurytureVision Loss -5.886e+01
## Std. Error
## (Intercept) 1.737e+01
## GenderMale 8.926e+00
## GenderNot Available 5.905e+01
## ClaimantTypeMedical Only 1.032e+01
## ClaimantTypeReport Only 2.872e+01
## AverageWeeklyWage 6.255e-03
## InjurytureAmputation 2.183e+02
## InjurytureAngi Pectoris 1.629e+02
## InjurytureAsbestosis 1.476e+02
## InjurytureAsphyxiation 4.869e+02
## InjurytureBurn 4.430e+01
## InjurytureCancer 2.438e+02
## InjurytureCarpal Tunnel Syndrome 4.726e+01
## InjurytureConcussion 8.483e+01
## InjurytureContagious Disease 7.494e+01
## InjurytureContusion 1.783e+01
## InjurytureCrushing 5.650e+01
## InjurytureDermatitis 3.841e+01
## InjurytureDislocation 6.054e+01
## InjurytureDust Disease, NOC 3.444e+02
## InjurytureElectric Shock 1.267e+02
## InjurytureForeign Body 3.253e+01
## InjurytureFracture 2.845e+01
## InjurytureHearing Loss Or Impairment 2.814e+02
## InjurytureHeat Prostration 1.099e+02
## InjurytureHernia 8.886e+01
## InjurytureInfection 6.270e+01
## InjurytureInflammation 3.765e+01
## InjurytureLaceration 2.216e+01
## InjurytureLoss of Hearing 1.993e+02
## InjurytureMental Disorder 2.814e+02
## InjurytureMental Stress 6.535e+01
## InjurytureMultiple Injuries Including Both Physical and Psychological 1.728e+02
## InjurytureMultiple Physical Injuries Only 3.351e+01
## InjurytureMyocardial Infarction 1.847e+02
## InjurytureNo Physical Injury 4.027e+01
## InjurytureNon-Standard Code 4.869e+02
## InjurytureNot Available 4.876e+02
## InjuryturePoisoning?Chemical (Other Than Metals) 7.189e+01
## InjuryturePoisoning?General (NOT OD or Cumulative Injury) 1.727e+02
## InjuryturePuncture 2.710e+01
## InjurytureRadiation 1.845e+02
## InjurytureRespiratory Disorders 4.415e+01
## InjurytureRupture 1.310e+02
## InjurytureSeverance 1.728e+02
## InjurytureSprain 2.080e+01
## InjurytureStrain 1.729e+01
## InjurytureSyncope 8.367e+01
## InjurytureVascular 4.869e+02
## InjurytureVDT-Related Disease 4.868e+02
## InjurytureVision Loss 1.629e+02
## t value
## (Intercept) 32.726
## GenderMale -1.921
## GenderNot Available -0.859
## ClaimantTypeMedical Only -33.493
## ClaimantTypeReport Only -24.066
## AverageWeeklyWage 0.871
## InjurytureAmputation -0.289
## InjurytureAngi Pectoris 1.118
## InjurytureAsbestosis -1.848
## InjurytureAsphyxiation -0.459
## InjurytureBurn 1.156
## InjurytureCancer -1.928
## InjurytureCarpal Tunnel Syndrome 5.402
## InjurytureConcussion 6.381
## InjurytureContagious Disease -1.154
## InjurytureContusion 10.268
## InjurytureCrushing 2.159
## InjurytureDermatitis -1.490
## InjurytureDislocation 2.901
## InjurytureDust Disease, NOC -0.445
## InjurytureElectric Shock 1.212
## InjurytureForeign Body -0.148
## InjurytureFracture 11.821
## InjurytureHearing Loss Or Impairment -0.853
## InjurytureHeat Prostration 1.576
## InjurytureHernia -2.370
## InjurytureInfection -0.559
## InjurytureInflammation 1.196
## InjurytureLaceration 5.784
## InjurytureLoss of Hearing 0.064
## InjurytureMental Disorder 0.384
## InjurytureMental Stress -5.926
## InjurytureMultiple Injuries Including Both Physical and Psychological 1.235
## InjurytureMultiple Physical Injuries Only 5.675
## InjurytureMyocardial Infarction -2.741
## InjurytureNo Physical Injury 0.505
## InjurytureNon-Standard Code -0.693
## InjurytureNot Available 0.247
## InjuryturePoisoning?Chemical (Other Than Metals) 0.695
## InjuryturePoisoning?General (NOT OD or Cumulative Injury) 1.436
## InjuryturePuncture 1.337
## InjurytureRadiation -0.497
## InjurytureRespiratory Disorders 1.213
## InjurytureRupture -0.272
## InjurytureSeverance -0.899
## InjurytureSprain 10.469
## InjurytureStrain 9.381
## InjurytureSyncope -2.228
## InjurytureVascular -1.132
## InjurytureVDT-Related Disease -0.408
## InjurytureVision Loss -0.361
## Pr(>|t|)
## (Intercept) < 2e-16
## GenderMale 0.05481
## GenderNot Available 0.39033
## ClaimantTypeMedical Only < 2e-16
## ClaimantTypeReport Only < 2e-16
## AverageWeeklyWage 0.38390
## InjurytureAmputation 0.77284
## InjurytureAngi Pectoris 0.26346
## InjurytureAsbestosis 0.06457
## InjurytureAsphyxiation 0.64607
## InjurytureBurn 0.24765
## InjurytureCancer 0.05383
## InjurytureCarpal Tunnel Syndrome 6.73e-08
## InjurytureConcussion 1.82e-10
## InjurytureContagious Disease 0.24856
## InjurytureContusion < 2e-16
## InjurytureCrushing 0.03084
## InjurytureDermatitis 0.13618
## InjurytureDislocation 0.00372
## InjurytureDust Disease, NOC 0.65635
## InjurytureElectric Shock 0.22547
## InjurytureForeign Body 0.88221
## InjurytureFracture < 2e-16
## InjurytureHearing Loss Or Impairment 0.39363
## InjurytureHeat Prostration 0.11505
## InjurytureHernia 0.01779
## InjurytureInfection 0.57626
## InjurytureInflammation 0.23161
## InjurytureLaceration 7.48e-09
## InjurytureLoss of Hearing 0.94916
## InjurytureMental Disorder 0.70074
## InjurytureMental Stress 3.20e-09
## InjurytureMultiple Injuries Including Both Physical and Psychological 0.21701
## InjurytureMultiple Physical Injuries Only 1.42e-08
## InjurytureMyocardial Infarction 0.00613
## InjurytureNo Physical Injury 0.61342
## InjurytureNon-Standard Code 0.48828
## InjurytureNot Available 0.80494
## InjuryturePoisoning?Chemical (Other Than Metals) 0.48690
## InjuryturePoisoning?General (NOT OD or Cumulative Injury) 0.15094
## InjuryturePuncture 0.18129
## InjurytureRadiation 0.61915
## InjurytureRespiratory Disorders 0.22499
## InjurytureRupture 0.78584
## InjurytureSeverance 0.36865
## InjurytureSprain < 2e-16
## InjurytureStrain < 2e-16
## InjurytureSyncope 0.02589
## InjurytureVascular 0.25756
## InjurytureVDT-Related Disease 0.68317
## InjurytureVision Loss 0.71791
##
## (Intercept) ***
## GenderMale .
## GenderNot Available
## ClaimantTypeMedical Only ***
## ClaimantTypeReport Only ***
## AverageWeeklyWage
## InjurytureAmputation
## InjurytureAngi Pectoris
## InjurytureAsbestosis .
## InjurytureAsphyxiation
## InjurytureBurn
## InjurytureCancer .
## InjurytureCarpal Tunnel Syndrome ***
## InjurytureConcussion ***
## InjurytureContagious Disease
## InjurytureContusion ***
## InjurytureCrushing *
## InjurytureDermatitis
## InjurytureDislocation **
## InjurytureDust Disease, NOC
## InjurytureElectric Shock
## InjurytureForeign Body
## InjurytureFracture ***
## InjurytureHearing Loss Or Impairment
## InjurytureHeat Prostration
## InjurytureHernia *
## InjurytureInfection
## InjurytureInflammation
## InjurytureLaceration ***
## InjurytureLoss of Hearing
## InjurytureMental Disorder
## InjurytureMental Stress ***
## InjurytureMultiple Injuries Including Both Physical and Psychological
## InjurytureMultiple Physical Injuries Only ***
## InjurytureMyocardial Infarction **
## InjurytureNo Physical Injury
## InjurytureNon-Standard Code
## InjurytureNot Available
## InjuryturePoisoning?Chemical (Other Than Metals)
## InjuryturePoisoning?General (NOT OD or Cumulative Injury)
## InjuryturePuncture
## InjurytureRadiation
## InjurytureRespiratory Disorders
## InjurytureRupture
## InjurytureSeverance
## InjurytureSprain ***
## InjurytureStrain ***
## InjurytureSyncope *
## InjurytureVascular
## InjurytureVDT-Related Disease
## InjurytureVision Loss
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 486.6 on 12268 degrees of freedom
## (34734 observations deleted due to missingness)
## Multiple R-squared: 0.1426, Adjusted R-squared: 0.1391
## F-statistic: 40.82 on 50 and 12268 DF, p-value: < 2.2e-16## # A tibble: 3 × 2
## Gender n
## <chr> <int>
## 1 Female 22539
## 2 Male 21745
## 3 Not Available 27694. Generar modelo predictivo
## (Intercept)
## 5.684136e+02
## GenderMale
## -1.714281e+01
## GenderNot Available
## -5.072436e+01
## ClaimantTypeMedical Only
## -3.456151e+02
## ClaimantTypeReport Only
## -6.911655e+02
## AverageWeeklyWage
## 5.446631e-03
## InjurytureAmputation
## -6.301369e+01
## InjurytureAngi Pectoris
## 1.821860e+02
## InjurytureAsbestosis
## -2.727408e+02
## InjurytureAsphyxiation
## -2.235815e+02
## InjurytureBurn
## 5.121482e+01
## InjurytureCancer
## -4.701735e+02
## InjurytureCarpal Tunnel Syndrome
## 2.552608e+02
## InjurytureConcussion
## 5.413056e+02
## InjurytureContagious Disease
## -8.647441e+01
## InjurytureContusion
## 1.831118e+02
## InjurytureCrushing
## 1.219992e+02
## InjurytureDermatitis
## -5.723729e+01
## InjurytureDislocation
## 1.756465e+02
## InjurytureDust Disease, NOC
## -1.532588e+02
## InjurytureElectric Shock
## 1.535559e+02
## InjurytureForeign Body
## -4.819475e+00
## InjurytureFracture
## 3.362685e+02
## InjurytureHearing Loss Or Impairment
## -2.400550e+02
## InjurytureHeat Prostration
## 1.731409e+02
## InjurytureHernia
## -2.106336e+02
## InjurytureInfection
## -3.504327e+01
## InjurytureInflammation
## 4.504303e+01
## InjurytureLaceration
## 1.281713e+02
## InjurytureLoss of Hearing
## 1.271042e+01
## InjurytureMental Disorder
## 1.081596e+02
## InjurytureMental Stress
## -3.872141e+02
## InjurytureMultiple Injuries Including Both Physical and Psychological
## 2.132766e+02
## InjurytureMultiple Physical Injuries Only
## 1.901706e+02
## InjurytureMyocardial Infarction
## -5.063461e+02
## InjurytureNo Physical Injury
## 2.034711e+01
## InjurytureNon-Standard Code
## -3.374487e+02
## InjurytureNot Available
## 1.204152e+02
## InjuryturePoisoning?Chemical (Other Than Metals)
## 4.998440e+01
## InjuryturePoisoning?General (NOT OD or Cumulative Injury)
## 2.480950e+02
## InjuryturePuncture
## 3.622682e+01
## InjurytureRadiation
## -9.172740e+01
## InjurytureRespiratory Disorders
## 5.357077e+01
## InjurytureRupture
## -3.559104e+01
## InjurytureSeverance
## -1.553249e+02
## InjurytureSprain
## 2.177449e+02
## InjurytureStrain
## 1.621900e+02
## InjurytureSyncope
## -1.864168e+02
## InjurytureVascular
## -5.512763e+02
## InjurytureVDT-Related Disease
## -1.987095e+02
## InjurytureVision Loss
## -5.885991e+01datos_costos <- data.frame(Gender ="Male" ,ClaimantType="Indemnity" ,AverageWeeklyWage=766.61, Injuryture= "Strain")
predict(regresion,datos_costos)## 1
## 717.6363## (Intercept)
## 5.684136e+02
## GenderMale
## -1.714281e+01
## GenderNot Available
## -5.072436e+01
## ClaimantTypeMedical Only
## -3.456151e+02
## ClaimantTypeReport Only
## -6.911655e+02
## AverageWeeklyWage
## 5.446631e-03
## InjurytureAmputation
## -6.301369e+01
## InjurytureAngi Pectoris
## 1.821860e+02
## InjurytureAsbestosis
## -2.727408e+02
## InjurytureAsphyxiation
## -2.235815e+02
## InjurytureBurn
## 5.121482e+01
## InjurytureCancer
## -4.701735e+02
## InjurytureCarpal Tunnel Syndrome
## 2.552608e+02
## InjurytureConcussion
## 5.413056e+02
## InjurytureContagious Disease
## -8.647441e+01
## InjurytureContusion
## 1.831118e+02
## InjurytureCrushing
## 1.219992e+02
## InjurytureDermatitis
## -5.723729e+01
## InjurytureDislocation
## 1.756465e+02
## InjurytureDust Disease, NOC
## -1.532588e+02
## InjurytureElectric Shock
## 1.535559e+02
## InjurytureForeign Body
## -4.819475e+00
## InjurytureFracture
## 3.362685e+02
## InjurytureHearing Loss Or Impairment
## -2.400550e+02
## InjurytureHeat Prostration
## 1.731409e+02
## InjurytureHernia
## -2.106336e+02
## InjurytureInfection
## -3.504327e+01
## InjurytureInflammation
## 4.504303e+01
## InjurytureLaceration
## 1.281713e+02
## InjurytureLoss of Hearing
## 1.271042e+01
## InjurytureMental Disorder
## 1.081596e+02
## InjurytureMental Stress
## -3.872141e+02
## InjurytureMultiple Injuries Including Both Physical and Psychological
## 2.132766e+02
## InjurytureMultiple Physical Injuries Only
## 1.901706e+02
## InjurytureMyocardial Infarction
## -5.063461e+02
## InjurytureNo Physical Injury
## 2.034711e+01
## InjurytureNon-Standard Code
## -3.374487e+02
## InjurytureNot Available
## 1.204152e+02
## InjuryturePoisoning?Chemical (Other Than Metals)
## 4.998440e+01
## InjuryturePoisoning?General (NOT OD or Cumulative Injury)
## 2.480950e+02
## InjuryturePuncture
## 3.622682e+01
## InjurytureRadiation
## -9.172740e+01
## InjurytureRespiratory Disorders
## 5.357077e+01
## InjurytureRupture
## -3.559104e+01
## InjurytureSeverance
## -1.553249e+02
## InjurytureSprain
## 2.177449e+02
## InjurytureStrain
## 1.621900e+02
## InjurytureSyncope
## -1.864168e+02
## InjurytureVascular
## -5.512763e+02
## InjurytureVDT-Related Disease
## -1.987095e+02
## InjurytureVision Loss
## -5.885991e+01Árbol de desiciones
Actividad
Titanic y Cáncer de
mama
2. Limpieza
## [1] 34734## ClaimID TotalPaid TotalReserves TotalRecovery
## 0 0 0 0
## IndemnityPaid OtherPaid ClaimStatus IncidentDate
## 0 0 0 0
## AverageWeeklyWage ClaimantOpenedDate ReceivedDate IsDenied
## 34734 0 0 0
## Gender ClaimantType Injuryture BodyPartRegion
## 0 0 0 0
## BodyPart CostoTotal
## 0 0#Eliminar columnas no necesarias
df_arbol <- df_arbol[, !(names(df_arbol) %in% c("AverageWeeklyWage","TotalReserves","TotalRecovery",
"IndemnityPaid","OtherPaid"))]
str(df_arbol)## tibble [47,053 × 13] (S3: tbl_df/tbl/data.frame)
## $ ClaimID : num [1:47053] 777624 777628 777629 777630 777631 ...
## $ TotalPaid : num [1:47053] 341 136.2 193.3 66 27.6 ...
## $ ClaimStatus : chr [1:47053] "C" "C" "C" "C" ...
## $ IncidentDate : POSIXct[1:47053], format: "1999-07-01" "1999-07-01" ...
## $ ClaimantOpenedDate: POSIXct[1:47053], format: "1999-07-26" "1999-07-12" ...
## $ ReceivedDate : POSIXct[1:47053], format: "1999-07-26" "1999-07-12" ...
## $ IsDenied : chr [1:47053] "0" "0" "0" "0" ...
## $ Gender : chr [1:47053] "Female" "Female" "Male" "Male" ...
## $ ClaimantType : chr [1:47053] "Medical Only" "Medical Only" "Medical Only" "Medical Only" ...
## $ Injuryture : chr [1:47053] "Contusion" "Puncture" "Contusion" "Strain" ...
## $ BodyPartRegion : chr [1:47053] "Multiple Body Parts" "Upper Extremities" "Upper Extremities" "Neck" ...
## $ BodyPart : chr [1:47053] "Multiple Body Parts (Including Body Systems and Body Parts)" "Lower Arm" "Upper Arm" "Multiple Neck Injury" ...
## $ CostoTotal : num [1:47053] 341 136.2 193.3 66 27.6 ...3. Crear Árbol
## n= 47053
##
## node), split, n, loss, yval, (yprob)
## * denotes terminal node
##
## 1) root 47053 2118 0 (0.95498693 0.04501307)
## 2) ClaimantType=Medical Only,Report Only 42330 1331 0 (0.96855658 0.03144342) *
## 3) ClaimantType=Indemnity 4723 787 0 (0.83336862 0.16663138)
## 6) TotalPaid>=16.725 3970 415 0 (0.89546599 0.10453401) *
## 7) TotalPaid< 16.725 753 372 0 (0.50597610 0.49402390)
## 14) ClaimID>=835627.5 284 34 0 (0.88028169 0.11971831) *
## 15) ClaimID< 835627.5 469 131 1 (0.27931770 0.72068230) *
## n= 47053
##
## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 47053 8675431000 326.66050
## 2) TotalPaid< 660.145 39409 1131855000 167.79960
## 4) TotalPaid< 229.67 27511 153543200 74.09860
## 8) TotalPaid< 84.62 15725 11439130 16.65666 *
## 9) TotalPaid>=84.62 11786 20991560 150.73820 *
## 5) TotalPaid>=229.67 11898 178264200 384.45840
## 10) TotalPaid< 410.075 7313 23082310 304.16840 *
## 11) TotalPaid>=410.075 4585 32846020 512.51970 *
## 3) TotalPaid>=660.145 7644 1421537000 1145.67500
## 6) TotalPaid< 1210.635 4484 163200900 880.62070 *
## 7) TotalPaid>=1210.635 3160 496310200 1521.78400
## 14) TotalPaid>=2120.5 143 58866690 660.80450 *
## 15) TotalPaid< 2120.5 3017 326415200 1562.59300
## 30) TotalPaid< 1588.02 1605 80980070 1355.85100 *
## 31) TotalPaid>=1588.02 1412 98855220 1797.59400 *
Análisis de Clústers
Actividad
IKEA
1. Librerías
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ forcats 1.0.0 ✔ stringr 1.5.0
## ✔ lubridate 1.9.2 ✔ tibble 3.2.1
## ✔ purrr 1.0.2 ✔ tidyr 1.3.0
## ✔ readr 2.1.4
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors2. Limpieza base de datos
df_km <- df_join
#Repetir procedimiento de limpieza
#Eliminar columnas con muchos NA'S
df_km <- df_km[, !(names(df_km) %in% c("EmployerNotificationDate","ReturnToWorkDate",
"EmployerNotificationDate", "BillReviewALE",
"PhysicianOutpatient","Rx","Hospital",
"IncidentDescription","ClaimantAge_at_DOI","AverageWeeklyWage"))]
#Eliminar registros con NA
df_km<- na.omit(df_km)
sapply(df_km, function(x) sum(is.na(x)))## ClaimID TotalPaid TotalReserves TotalRecovery
## 0 0 0 0
## IndemnityPaid OtherPaid ClaimStatus IncidentDate
## 0 0 0 0
## ClaimantOpenedDate ClaimantClosedDate ReceivedDate IsDenied
## 0 0 0 0
## Gender ClaimantType Injuryture BodyPartRegion
## 0 0 0 0
## BodyPart CostoTotal
## 0 0
## [1] 3883.12 3873.13 14507.16 25208.21 5407.32 5919.12
## [7] 6182.45 32606.10 8047.85 28862.81 12402.63 5847.74
## [13] 83926.74 114251.39 2324.28 37500.00 21019.81 9777.46
## [19] 127052.35 30972.06 53449.90 7188.22 3001.12 5452.50
## [25] 2843.49 5632.05 2307.31 6043.30 29014.57 4698.79
## [31] 82973.82 13999.71 5373.50 17558.50 12191.37 1995.00
## [37] 12802.68 4957.28 2664.30 13640.65 8924.95 4386.86
## [43] 62317.78 4691.44 39947.94 3532.09 10199.78 7711.20
## [49] 4641.05 2272.16 2669.42 136901.87 16181.52 18522.30
## [55] 127691.65 72384.13 3516.22 8013.23 5466.00 3522.85
## [61] 83615.50 2509.51 4654.88 6904.75 37416.18 3203.01
## [67] 4979.55 4337.49 4932.31 2233.25 2967.72 108734.82
## [73] 7770.38 6327.40 2230.50 13633.12 39431.10 35969.32
## [79] 4028.37 2064.21 33618.35 8681.59 11166.08 3698.94
## [85] 2719.04 2659.10 24476.36 22085.76 26081.25 2042.36
## [91] 8070.32 28049.61 26399.59 2058.19 43664.25 3372.09
## [97] 38477.40 2239.74 4945.93 19357.88 5238.14 93342.50
## [103] 8417.42 8840.04 25537.05 9917.58 13902.70 47946.19
## [109] 5097.46 18211.87 41486.54 11932.87 11306.42 4446.45
## [115] 66853.86 4353.78 76577.03 177880.73 2909.17 6249.84
## [121] 7380.12 2293.78 2218.26 2917.17 15357.12 4292.46
## [127] 5859.57 181759.97 82958.34 3000.88 12632.53 2160.52
## [133] 22050.33 2925.45 13658.53 3442.81 6117.07 14095.05
## [139] 8545.00 6961.89 25773.33 14094.50 2511.37 180604.76
## [145] 4926.96 2717.69 8035.11 292079.69 3521.66 26414.95
## [151] 17235.41 14573.95 124023.46 39174.61 15697.60 5917.17
## [157] 4795.50 5170.85 2165.81 2370.37 14553.57 2097.94
## [163] 4252.39 2875.67 45466.81 2333.19 2128.25 240579.66
## [169] 12733.68 11515.63 27902.14 70349.18 16486.89 4790.07
## [175] 66003.63 3726.47 51609.70 24920.47 228366.29 34161.25
## [181] 5510.92 23868.01 29182.11 14753.01 181152.47 22343.44
## [187] 4392.11 31148.48 13529.09 2578.40 5405.62 4885.13
## [193] 8602.49 31296.65 8121.09 123984.50 4450.00 2750.00
## [199] 4190.14 27973.89 19817.94 14840.40 2106.78 2043.40
## [205] 2003.04 14784.88 139772.40 7249.08 8536.15 4074.80
## [211] 78173.04 4715.00 2038.36 2799.56 3816.62 17250.66
## [217] 3147.79 5775.00 5253.04 11146.27 2255.24 40108.63
## [223] 3962.98 9314.56 2476.03 26002.30 3180.12 46153.13
## [229] 16905.11 3914.17 4763.08 6038.07 2540.67 7959.57
## [235] 2353.43 22747.80 2466.52 3680.80 69812.17 3168.29
## [241] 3403.50 7710.09 26489.79 14971.75 9908.49 13642.31
## [247] 55250.08 44919.52 2481.11 2371.56 4146.26 8571.07
## [253] 3738.77 14175.00 3144.87 17861.22 7655.10 29664.62
## [259] 80740.57 5659.68 15866.77 24591.12 21867.89 2501.30
## [265] 2511.31 121295.19 3706.64 19415.45 8461.71 5571.37
## [271] 10939.86 35108.17 59344.58 21042.69 4192.41 15139.79
## [277] 67908.39 6949.07 18764.75 9764.76 20407.74 23845.14
## [283] 15267.42 4844.19 10136.78 179981.64 2646.36 3875.00
## [289] 3021.14 15063.84 8358.86 86242.28 22951.81 17578.26
## [295] 4809.81 2532.20 19272.41 29584.33 2149.81 33446.43
## [301] 6034.42 27139.80 27528.95 11324.73 40674.27 119526.28
## [307] 4096.45 21701.78 187355.26 7687.44 26267.80 2161.93
## [313] 15154.66 12154.59 9731.21 2242.92 31863.27 22560.86
## [319] 4960.52 5367.01 22131.49 79953.03 6597.92 199466.73
## [325] 2679.42 14619.20 6104.38 2751.00 39851.19 28248.77
## [331] 4358.82 16716.88 33723.54 104050.54 31829.60 6598.07
## [337] 2607.64 5332.59 9102.75 12100.93 2326.53 25760.12
## [343] 3556.72 8681.02 2347.53 30704.43 2561.09 2749.43
## [349] 2555.68 10894.75 54573.74 181036.35 8271.38 32821.93
## [355] 16505.32 4325.00 5614.25 228380.83 117646.57 3300.48
## [361] 3284.71 15480.27 27324.57 9422.95 36223.98 2012.66
## [367] 2645.95 280455.10 3115.26 39374.65 3159.78 34982.68
## [373] 11219.61 4836.45 22812.47 14563.37 5179.84 3553.47
## [379] 15504.46 20869.20 3754.41 28128.89 62703.41 6138.58
## [385] 2643.92 3782.08 2930.34 7959.75 16983.33 5446.07
## [391] 23627.79 10893.58 7287.73 6350.00 59688.77 2505.22
## [397] 5731.83 3544.33 15226.24 8497.51 3080.80 49660.85
## [403] 15193.74 5492.27 34479.53 2084.27 43827.90 6840.38
## [409] 3461.33 16781.67 30169.32 3838.47 90965.13 12726.13
## [415] 6705.60 2983.03 52364.07 13597.32 4593.70 2814.66
## [421] 3178.73 6035.49 5200.00 17128.49 37865.35 42314.90
## [427] 17979.21 38894.32 6437.93 10096.90 24802.99 5881.31
## [433] 5296.26 5589.91 11577.33 189691.93 10970.44 29402.20
## [439] 7098.40 5040.04 10770.45 30791.14 18235.19 2215.79
## [445] 62102.45 3044.83 47649.64 72394.42 20737.54 66051.04
## [451] 51551.59 74979.97 4090.84 3115.52 27807.61 3315.42
## [457] 4008.52 2375.14 19819.43 2096.89 20870.66 270660.49
## [463] 4960.37 5863.96 23040.04 2222.46 7489.19 2615.31
## [469] 18886.02 34786.35 13152.59 4477.53 28591.46 33568.45
## [475] 8067.85 31610.21 37329.91 101834.86 18159.66 2848.43
## [481] 156111.64 13477.55 2673.77 14992.32 2582.75 5496.53
## [487] 25509.31 2517.98 24568.45 27500.91 21064.95 10595.43
## [493] 245404.97 4694.58 34704.28 10275.68 357878.78 4358.72
## [499] 5302.89 8433.81 2196.03 27636.87 15235.23 2359.13
## [505] 23344.14 2649.40 6175.60 180583.95 3362.30 2383.04
## [511] 17466.80 7531.20 4360.73 2674.96 2746.35 31488.82
## [517] 2562.51 4513.28 32199.10 8993.08 2891.47 14470.03
## [523] 19763.93 7088.06 18794.50 11694.83 2400.46 2418.82
## [529] 7366.49 3403.68 6873.67 4629.00 2057.52 7277.98
## [535] 4492.50 23542.64 23430.56 23911.01 4334.41 15860.45
## [541] 2503.44 7379.12 3932.92 14350.56 13500.80 116004.62
## [547] 40535.33 9135.58 8739.64 73302.06 128820.54 5086.15
## [553] 2334.64 4563.67 80493.29 55623.09 15996.74 4575.00
## [559] 229792.76 -1143.16 22537.84 70676.38 11000.61 4179.07
## [565] 205500.13 4812.00 22780.40 16365.42 2546.25 102022.43
## [571] 11805.45 55182.70 18260.59 159885.81 4903.35 4141.71
## [577] 39009.96 2606.47 13226.76 157078.78 31644.88 2801.58
## [583] 121702.26 4970.37 48544.09 9630.06 11848.45 32212.49
## [589] 15843.75 32300.67 12174.72 12754.54 2895.47 4664.99
## [595] 33422.91 10618.10 42227.56 5801.77 2988.70 134485.22
## [601] 32093.52 28282.91 3045.19 4813.07 9015.69 2316.68
## [607] 58819.91 2227.38 159054.89 5533.35 16226.45 8348.06
## [613] 5273.67 9870.73 21859.39 6202.09 27616.97 38721.00
## [619] 34268.12 16334.26 11385.10 3245.04 40474.63 17716.26
## [625] 9762.76 2616.87 24885.61 15705.32 3889.20 8128.30
## [631] 7368.91 133636.87 137432.55 4535.11 5532.95 22924.38
## [637] 3182.23 2536.02 11221.37 2350.37 6025.38 216650.79
## [643] 2704.78 12078.82 33763.13 46905.38 9160.86 6777.01
## [649] 7842.79 40100.50 2011.08 49887.29 14192.95 17359.60
## [655] 17552.36 2912.35 6837.11 16546.51 23346.10 74401.87
## [661] 22783.91 26458.50 2061.59 3535.44 3959.44 15456.99
## [667] 3913.06 2609.63 2261.37 36258.13 2270.74 2242.60
## [673] 32396.14 2087.48 9023.94 11038.74 3898.53 16771.19
## [679] 14854.76 12315.93 2757.40 9814.46 4206.64 2746.92
## [685] 15561.21 101753.66 21702.44 2358.00 665195.64 2607.83
## [691] 17542.17 4978.30 9259.08 4671.49 4223.86 52982.49
## [697] 4864.12 8624.60 51445.48 18388.28 4259.01 106841.99
## [703] 17030.32 2103.83 8305.15 14553.42 2820.01 2212.07
## [709] 2972.29 11088.18 42149.59 2487.83 2010.77 53272.24
## [715] 2876.36 2816.77 15146.27 11380.84 2818.82 2332.98
## [721] 4627.07 4852.70 2579.03 7957.59 30463.94 8183.84
## [727] 39630.60 4873.42 11725.00 2240.75 9082.64 27307.94
## [733] 64674.88 311300.98 2016.01 3470.38 8824.17 227783.12
## [739] 206982.58 20655.62 34338.03 13314.83 7938.73 11714.66
## [745] 4992.95 77624.47 4179.33 2704.00 35200.43 5531.45
## [751] 2261.19 16123.55 18141.06 3326.28 3050.16 6372.17
## [757] 3826.48 36311.82 7273.00 38805.30 5741.61 131759.69
## [763] 16646.39 8576.06 10056.47 10740.47 2570.59 4351.43
## [769] 28225.74 3935.00 8011.34 2009.87 30282.09 8950.10
## [775] 6100.07 283395.25 5480.28 7436.66 3195.48 30283.82
## [781] 3874.27 39203.84 3240.31 6748.55 3165.33 5269.08
## [787] 58775.33 10356.20 2482.20 7573.51 24994.35 46870.65
## [793] 13496.93 14158.23 2148.38 341315.46 9036.43 3645.69
## [799] 10580.67 2036.67 24971.30 7597.56 12892.36 12470.48
## [805] 2196.79 48391.99 11093.73 2368.52 138153.06 8268.61
## [811] 2845.55 112955.41 2060.94 2767.21 2503.58 26820.49
## [817] 15498.58 3351.47 194815.90 60380.19 8552.58 72596.94
## [823] 12703.63 22199.35 11140.54 3578.72 27124.43 3397.04
## [829] 5661.90 236073.07 6353.97 5068.55 5315.59 24524.29
## [835] 3560.34 29924.96 101096.17 38653.96 17376.93 17270.50
## [841] 18487.54 7958.36 17121.80 3573.89 8184.93 36328.78
## [847] 2129.05 6238.10 5588.61 3842.40 4288.58 9259.98
## [853] 13049.94 2198.74 2037.81 4820.65 2124.77 3533.43
## [859] 3612.50 17056.93 26575.99 12600.85 31138.01 2878.24
## [865] 5068.00 10575.00 11727.94 7198.78 33228.76 2484.69
## [871] 2134.66 8778.52 21139.08 27917.51 2186.98 135556.79
## [877] 2997.26 9215.79 3193.08 22978.63 26085.28 4567.18
## [883] 14451.94 3673.15 2728.05 4430.67 233565.46 2170.08
## [889] 3546.86 61202.77 159805.40 5638.00 2008.29 6280.24
## [895] 46197.53 30916.17 3178.16 3130.60 121093.05 34522.26
## [901] 8526.77 42892.56 7719.17 4369.51 22480.85 5424.86
## [907] 16308.42 5089.98 35037.62 3998.84 10463.36 148952.13
## [913] 16788.29 59250.00 2757.47 2325.71 2343.10 2718.92
## [919] 52427.37 3354.45 2101.02 1997.67 9209.48 19754.97
## [925] 3725.44 9158.26 25211.17 44240.39 10020.31 3256.51
## [931] 6115.26 9456.01 5934.77 15230.85 15130.43 2022.62
## [937] 18789.10 3289.72 2537.74 3618.39 32188.16 49939.14
## [943] 225032.57 29382.69 56873.58 149752.79 2264.85 4389.87
## [949] 16572.47 2213.24 3865.25 2920.45 3068.31 2078.12
## [955] 22248.77 5226.64 3787.50 22038.68 68908.75 2744.64
## [961] 229946.47 2929.91 4417.67 25046.53 6179.55 2170.52
## [967] 3756.86 5262.04 2281.32 3156.37 2850.02 44192.98
## [973] 3455.69 6623.57 8866.76 42248.83 2616.74 78623.75
## [979] 9389.02 3871.33 114546.88 32718.48 2060.47 20775.00
## [985] 7200.99 12727.08 35493.04 18143.68 20356.11 7037.86
## [991] 3655.87 3708.91 2105.64 14838.60 11145.64 211294.41
## [997] 11464.50 59507.96 37701.66 2353.35 109503.89 3594.92
## [1003] 8446.14 2044.70 4205.05 14480.17 15431.38 2850.65
## [1009] 9856.77 7448.21 40480.28 3576.91 26418.21 2691.03
## [1015] 3277.08 2694.88 2312.75 20194.61 90851.25 23060.38
## [1021] 4495.25 11264.90 2168.78 61837.08 8540.22 150287.48
## [1027] 151000.01 2315.81 2907.50 5188.18 6577.23 17996.41
## [1033] 20809.42 2605.67 4200.05 28148.36 2097.63 14611.26
## [1039] 27258.34 3818.74 6918.22 12977.31 20338.78 3747.29
## [1045] 22376.52 5347.18 3002.42 4011.24 2168.03 3828.69
## [1051] 18468.02 5880.88 94185.81 29170.28 36709.25 5350.12
## [1057] 2033.02 20506.43 10473.65 315630.25 3415.30 2335.75
## [1063] 11770.07 272041.96 4347.82 18644.48 4627.36 2675.03
## [1069] 6388.41 15597.97 2189.79 126549.84 27496.31 137616.07
## [1075] 24690.50 2448.26 1997.69 5263.26 19879.11 8620.41
## [1081] 27388.62 7488.46 5275.17 46285.04 2913.68 21129.57
## [1087] 9755.74 52040.64 2967.00 8314.61 7048.13 9459.00
## [1093] 22288.06 15061.98 6436.29 14438.73 2003.67 35050.43
## [1099] 183208.49 2682.08 31368.89 5560.48 32151.66 17402.79
## [1105] 2548.36 19282.58 3170.61 333223.98 4469.40 22036.81
## [1111] 4263.17 13544.27 43665.21 20215.73 5404.65 32132.54
## [1117] 4174.33 4315.79 3852.64 50134.12 13275.70 2470.41
## [1123] 2713.31 39026.29 16290.96 32381.27 7961.24 22323.61
## [1129] 15646.06 109951.69 3532.91 193015.26 9705.46 32188.38
## [1135] 2913.12 4216.74 2987.81 2661.06 262931.87 46446.44
## [1141] 4009.06 44570.84 6095.10 2477.66 8569.57 64324.16
## [1147] 165808.62 5355.96 2148.69 25283.21 355162.37 2311.77
## [1153] 23727.05 12739.38 19320.52 24215.48 255175.61 7681.44
## [1159] 15273.24 3405.94 263818.46 13495.83 30194.20 7983.39
## [1165] 57244.24 8629.01 17831.01 25505.21 63873.60 2898.15
## [1171] 168040.00 4441.53 3667.42 5563.40 3672.26 20316.41
## [1177] 2418.53 16231.96 17127.75 2469.09 23883.15 2957.72
## [1183] 69208.23 49206.01 6717.87 9656.40 6422.11 20573.70
## [1189] 206803.22 8107.63 11862.52 5422.97 13887.26 3614.89
## [1195] 6066.90 3655.16 27470.65 2100.49 2021.68 6027.61
## [1201] 2066.18 13723.35 11428.20 2124.79 2870.97 2896.40
## [1207] 45579.78 2686.21 174474.42 245540.28 9070.99 6587.42
## [1213] 9510.58 43523.54 4427.56 12327.06 6147.54 44024.50
## [1219] 14661.32 8825.55 20951.04 2067.84 2203.80 105570.68
## [1225] 2950.00 4748.40 2825.00 3571.97 71016.60 20657.35
## [1231] 2376.50 2433.36 216820.31 20220.89 7069.57 3489.28
## [1237] 9914.87 27748.20 3595.15 2628.52 2728.80 24768.27
## [1243] 19145.39 4681.19 6163.61 6408.09 4555.13 2095.49
## [1249] 5657.43 2990.91 2057.66 1995.12 4478.51 23448.31
## [1255] 11426.70 6531.29 4980.20 8913.71 12130.50 2447.46
## [1261] 2135.68 6127.65 2828.88 6536.26 296953.80 18517.30
## [1267] 75281.78 39694.13 6977.38 16472.27 21067.53 69434.47
## [1273] 5602.57 10299.84 30565.80 22187.87 4670.43 2056.57
## [1279] 168264.96 7924.15 3627.24 4346.51 9263.19 -2350.06
## [1285] 26000.79 3951.09 6443.01 3676.25 11459.04 229647.87
## [1291] 44596.50 7886.02 206536.87 3766.73 4347.83 107054.30
## [1297] 5846.37 3655.25 36190.67 53112.05 8236.37 4231.42
## [1303] 2469.98 2200.51 3908.77 -1143.62 34447.43 13940.38
## [1309] 5742.52 3339.00 7888.17 33824.89 3402.48 17808.65
## [1315] 5127.13 21250.80 16741.22 21400.93 39841.17 34140.06
## [1321] 5560.65 21765.90 31912.26 4112.50 10151.21 3371.13
## [1327] 17400.54 24878.80 10203.09 27007.59 6005.00 2021.47
## [1333] 30046.57 175490.87 4915.24 2950.62 45960.97 9648.34
## [1339] 232041.45 2429.80 38121.44 30416.15 35644.00 89771.58
## [1345] 2800.74 47628.98 3700.97 103749.73 10557.96 10226.11
## [1351] 15370.96 4273.70 16466.17 130773.06 3535.35 3747.14
## [1357] 4246.54 81482.26 2706.53 4615.74 4242.53 2652.08
## [1363] 6959.40 2960.29 13013.04 2172.21 9020.60 45631.25
## [1369] 22071.49 14999.01 2329.24 14975.00 2121.51 160211.44
## [1375] 4834.77 10215.08 2898.97 11798.21 5440.53 33278.82
## [1381] 18077.76 3558.07 11058.43 13942.19 31498.69 24224.62
## [1387] 4363.80 2493.92 10863.07 120530.99 22129.84 18063.64
## [1393] 17169.81 191180.13 8643.99 90458.27 24759.70 2536.55
## [1399] 138364.46 3585.18 21467.28 4053.23 21939.64 29777.81
## [1405] 11211.53 3838.89 38953.02 24830.19 9614.56 10054.53
## [1411] 12647.71 6795.72 33213.73 5708.10 20943.78 11114.02
## [1417] 48779.25 9368.14 9572.67 2209.25 5520.64 12930.65
## [1423] 5710.11 3302.64 21242.63 16370.59 5765.03 3228.81
## [1429] 4287.22 14860.90 28569.23 2816.65 93965.36 6129.98
## [1435] 6826.83 12698.60 3393.31 22262.66 66074.17 12745.93
## [1441] 8707.08 18466.17 13280.82 287890.02 5865.25 2424.18
## [1447] 3499.48 3335.05 7882.34 2016.00 8211.40 4215.33
## [1453] 2840.83 6821.78 22232.10 47687.55 4289.68 14876.51
## [1459] 23915.72 13136.41 2759.74 12582.41 10574.61 83839.23
## [1465] 257965.94 2478.25 26262.75 23931.22 356383.34 20822.51
## [1471] 17512.22 3518.27 141127.23 4114.46 2291.20 6404.66
## [1477] 4026.10 8080.85 21043.50 22084.91 2168.29 20964.48
## [1483] 27940.26 2611.53 4819.54 123542.33 25465.73 30266.60
## [1489] 113024.66 2345.27 51987.28 15007.42 4257.67 13321.53
## [1495] 26557.99 7921.85 21901.18 2052.13 15247.38 2217.62
## [1501] 12940.65 2725.63 2633.94 349578.53 2086.89 30254.72
## [1507] 2220.53 6302.48 3757.61 2892.48 16685.53 14788.04
## [1513] 2085.21 17598.85 66873.35 6584.47 16668.02 48214.17
## [1519] 7380.66 13933.63 5666.24 2856.24 115631.52 9391.15
## [1525] 2323.77 4821.76 9169.95 2420.00 30242.99 15487.26
## [1531] 3268.13 3319.74 4884.40 64979.68 4044.07 2431.06
## [1537] 2630.00 47085.85 13254.08 61434.00 2918.94 2248.61
## [1543] 20909.20 4265.59 17595.31 3984.78 4921.11 8928.74
## [1549] 27583.61 13883.69 22398.74 2656.54 3865.85 6957.95
## [1555] 2763.26 22956.78 26059.77 2043.01 35773.40 93769.66
## [1561] 2404.35 2310.38 10761.50 6399.80 8355.81 44323.95
## [1567] 3228.58 13651.42 2429.94 90955.85 2876.99 16592.25
## [1573] 2929.35 8382.65 23098.79 14555.02 6388.61 2670.98
## [1579] 13033.69 1997.03 2340.28 3535.24 4322.35 16842.03
## [1585] 105820.89 28260.63 29448.66 53323.51 12313.31 61708.84
## [1591] 23094.81 2772.99 2010.69 13138.85 36776.02 63208.17
## [1597] 49695.50 9350.85 3866.08 31943.53 5202.08 395295.94
## [1603] 12914.30 3173.66 151096.86 17939.08 236399.54 103978.32
## [1609] 4503.11 252123.21 55229.73 3317.43 4540.00 2336.42
## [1615] 3719.62 2417.89 4321.31 6958.44 5155.17 5082.55
## [1621] 14185.88 3369.77 37917.93 34195.90 2353.23 199693.09
## [1627] 11634.78 9193.56 15979.50 7117.22 5782.75 68024.39
## [1633] 7361.00 208768.21 20375.54 12782.08 2110.88 26483.18
## [1639] 2522.33 7864.77 93116.69 8830.39 2291.44 27245.04
## [1645] 13148.39 20056.67 30423.03 3378.39 2717.09 4951.92
## [1651] 23644.70 36832.59 21566.24 16540.25 4287.62 33011.30
## [1657] 4614.27 2186.98 3372.04 18273.67 2548.56 5761.96
## [1663] 9223.68 2589.87 17580.13 2612.18 2629.00 2695.70
## [1669] 3265.02 154331.01 147421.19 37822.18 5619.44 2272.46
## [1675] 20298.50 3852.49 3729.31 57141.76 11534.18 6447.69
## [1681] 16284.79 21139.10 127044.17 19017.68 18782.26 2421.75
## [1687] 10630.92 21808.71 3476.86 31681.16 2714.15 2600.95
## [1693] 5539.93 2506.46 107666.17 8961.03 30557.56 2927.57
## [1699] 9696.98 5627.44 24607.14 8539.90 13024.24 4768.43
## [1705] 12275.68 8751.03 165890.82 8358.28 9701.60 3792.94
## [1711] 32304.33 2365.61 2640.98 5987.26 92874.47 24794.51
## [1717] 5250.61 277230.62 122922.10 20964.17 178909.12 2128.21
## [1723] 4586.85 23301.67 111829.71 14474.56 28774.44 10881.50
## [1729] 107616.95 2191.13 2454.82 26061.82 6049.44 7713.96
## [1735] 2932.06 2278.46 2650.01 4233.02 24442.97 21204.82
## [1741] 12417.22 2176.23 22019.81 5073.89 98029.82 18473.56
## [1747] 2301.33 11736.44 4235.12 3350.62 2118.07 4361.65
## [1753] 3483.70 18043.94 5633.12 13488.83 25886.68 11818.36
## [1759] 9676.13 7633.54 15591.45 58743.08 7582.79 98603.30
## [1765] 3491.77 89599.97 127170.50 184242.39 156501.35 7691.83
## [1771] 32835.08 195560.00 60621.53 5214.98 2058.68 2157.32
## [1777] 16419.65 2721.61 3630.72 20441.08 28471.06 19355.92
## [1783] 17753.53 2012.42 4342.69 14983.29 2394.88 3852.14
## [1789] 18831.51 -2961.16 10206.24 56867.55 11720.37 28302.58
## [1795] 17990.60 68904.89 5585.06 7697.18 4982.83 2715.19
## [1801] 9384.32 12793.51 8338.66 6405.73 3378.51 6302.92
## [1807] 5756.97 2610.52 6341.68 2061.37 6876.16 21561.30
## [1813] 2217.15 12375.74 92225.95 5913.56 43840.45 25611.63
## [1819] 27397.35 87057.77 127921.78 175978.49 76082.60 6710.17
## [1825] 20918.25 51934.41 22067.14 16389.75 5063.06 3702.22
## [1831] 2449.31 3144.04 9451.07 3535.35 2343.41 2325.35
## [1837] 3039.38 4984.04 31179.68 66836.43 2393.15 2040.53
## [1843] 13255.27 4952.49 4915.29 2521.11 11788.27 18604.04
## [1849] 9085.65 38366.92 232260.54 2008.02 89855.94 3824.75
## [1855] 9062.56 3682.13 2994.11 3532.57 25514.02 24335.37
## [1861] 3648.46 8441.23 3605.37 106319.95 3154.03 392024.10
## [1867] 2299.35 22307.26 13184.10 4476.44 149076.73 4661.78
## [1873] 4102.22 3342.13 2818.74 5255.41 51992.12 3675.00
## [1879] 18436.49 4850.00 63514.69 42375.67 2484.34 28002.57
## [1885] 4436.84 9138.95 2731.11 2420.53 3634.47 32274.38
## [1891] 2656.27 28605.65 13132.45 6685.09 26678.88 17257.94
## [1897] 13907.45 4978.73 26987.30 21045.39 3822.88 12748.84
## [1903] 2461.80 17538.27 1999.99 22222.84 14144.17 26509.33
## [1909] 6445.85 70611.15 32936.37 23741.27 7280.21 27812.71
## [1915] 122280.49 4888.46 2937.09 41586.53 17950.31 31457.73
## [1921] 2166.62 2166.62 2029.81 2408.78 56222.96 2604.41
## [1927] 6332.50 2303.04 27669.84 16184.76 19293.61 26832.88
## [1933] 2037.15 26879.06 28025.49 78929.72 9766.96 3749.83
## [1939] 19596.02 2959.57 2385.89 24925.83 2052.39 24908.19
## [1945] 9761.81 2564.46 22512.65 18039.77 15484.97 2329.53
## [1951] 7896.97 14292.78 2793.14 32315.04 3229.28 3536.30
## [1957] 2861.00 52455.85 21153.93 2317.60 9338.74 18833.72
## [1963] 63152.85 22557.66 351658.41 67454.50 428263.33 172298.19
## [1969] 18963.24 20039.68 3988.19 22598.40 12447.17 4891.11
## [1975] 2011.13 67054.20 63841.77 3398.75 2298.83 8852.29
## [1981] 38062.89 2621.55 14316.86 70298.15 14204.17 2370.47
## [1987] 244381.55 28102.98 14799.90 2100.00 24678.91 12964.46
## [1993] 2041.75 4246.47 15098.39 2874.25 130785.08 6897.38
## [1999] 92851.32 2382.17 16908.45 29560.63 30709.62 13063.97
## [2005] 11102.01 9707.01 83336.41 7460.01 52065.70 19243.93
## [2011] 11750.20 3590.55 5834.11 6706.74 46995.69 26313.18
## [2017] 21675.33 24841.93 2930.24 11889.18 2538.99 4769.96
## [2023] 14074.55 6554.00 6518.73 2272.20 16598.24 7868.68
## [2029] 13175.08 14881.62 5701.62 90892.39 16420.65 16372.15
## [2035] 15615.89 4435.71 11748.62 2381.05 20797.56 3667.67
## [2041] 3581.56 25358.35 2831.44 9898.40 111872.32 89433.98
## [2047] 4831.89 24615.00 27780.39 108398.91 3653.67 4238.92
## [2053] 8889.55 112305.31 17588.44 2188.47 5871.30 5418.54
## [2059] 2928.06 106936.45 5854.37 17484.42 2119.32 2073.96
## [2065] 24782.44 16803.48 5283.35 2280.22 2174.51 2066.42
## [2071] 35872.75 43712.87 7634.34 13070.90 2384.00 7980.05
## [2077] 22945.58 2225.95 16771.98 29483.39 23783.85 3479.47
## [2083] 7971.00 5764.24 2674.51 2084.88 2036.09 10480.95
## [2089] 5170.57 2615.33 52475.16 136067.23 5540.78 4450.93
## [2095] 4078.60 3334.72 6224.16 73738.40 2106.64 11174.50
## [2101] 8945.54 2249.28 3701.74 56384.92 2550.68 2658.34
## [2107] 34688.23 272568.59 12408.71 9175.72 2060.96 74584.85
## [2113] 16027.11 26552.51 4656.11 13221.75 5844.62 18889.08
## [2119] 27971.94 32100.32 2300.53 3206.09 49404.04 5167.28
## [2125] 3245.77 35476.06 5698.78 17603.68 45069.98 57919.13
## [2131] 2201.26 8799.69 4638.11 2337.17 300253.55 8200.46
## [2137] 38379.33 2136.51 12147.99 2976.27 5424.29 17868.25
## [2143] 10838.32 4443.66 53839.35 8270.12 3365.08 5997.35
## [2149] 79643.86 5280.95 35609.63 26699.27 4095.85 4561.39
## [2155] 4392.92 3501.74 30247.46 29141.02 345814.76 30701.89
## [2161] 2084.77 42913.52 2738.97 28763.85 3755.00 34939.12
## [2167] 33223.29 4129.52 3940.15 25088.12 2296.49 6492.09
## [2173] 3784.83 3890.74 98024.64 2120.31 18338.65 7410.19
## [2179] 4342.12 16468.82 41463.08 3002.76 8646.18 14300.42
## [2185] 57150.89 15991.58 12476.80 4774.30 5614.71 3383.79
## [2191] 3529.29 30734.98 2124.15 17799.33 7374.48 32795.32
## [2197] 74107.22 287561.51 2336.80 56729.10 2871.44 25920.27
## [2203] 7914.81 41027.80 37513.40 25113.80 8718.11 3234.16
## [2209] 19470.22 25238.48 3944.03 22947.35 8146.76 2284.65
## [2215] 77833.09 15068.35 19037.51 2371.09 20731.17 11343.95
## [2221] 2060.45 2258.56 7910.79 39527.95 10140.04 20850.00
## [2227] 10058.70 4483.97 130228.56 17107.65 4274.89 6712.01
## [2233] 10092.46 6201.48 2673.77 52368.60 19063.02 2074.77
## [2239] 19899.86 2800.06 186422.47 3767.69 3481.65 3461.47
## [2245] 10931.02 4154.06 15693.75 34482.42 19592.94 3331.32
## [2251] 21316.66 13679.19 22568.86 4712.83 2603.05 6595.06
## [2257] 2299.13 98446.92 10608.03 24843.56 15679.23 24011.86
## [2263] 3673.06 8447.09 17542.76 49149.76 2641.80 50185.04
## [2269] 53039.84 18477.21 48303.55 5181.91 3599.28 100543.31
## [2275] 3176.71 12663.27 83108.80 2542.29 2259.06 15417.43
## [2281] 20276.86 29001.53 8956.09 3452.38 20212.93 56801.19
## [2287] 2243.43 32126.49 2626.33 19577.48 8931.19 51154.69
## [2293] 5699.79 108579.57 2679.35 3792.82 4915.96 2662.99
## [2299] 21213.35 21803.45 8562.12 5687.50 10810.05 134876.76
## [2305] 18161.90 5300.47 29454.57 4676.61 2857.37 2213.60
## [2311] 362067.14 7063.57 24764.35 5033.27 6839.55 4687.70
## [2317] 5985.15 15804.67 61373.78 31023.93 4055.93 7065.50
## [2323] 30088.87 2822.56 31252.83 2055.62 39760.95 14101.86
## [2329] 2318.67 28183.75 3216.19 2666.89 5396.14 2043.03
## [2335] 45878.94 55540.09 9408.90 2743.20 2481.88 171662.37
## [2341] 27269.07 8094.55 4861.11 7356.89 14511.09 2414.72
## [2347] 41306.77 2703.80 4346.77 2127.04 6928.35 15553.92
## [2353] 2698.04 4621.21 6218.23 2342.81 246847.93 6764.99
## [2359] 11351.67 2028.82 14030.61 33878.37 6270.20 2912.40
## [2365] 34354.25 14824.46 2791.85 7629.10 2324.31 131772.17
## [2371] 32203.07 2272.21 23077.77 2763.21 11588.26 3673.04
## [2377] 3689.60 4419.55 3572.73 2875.02 27289.94 73336.18
## [2383] 3351.06 3663.40 10075.67 10428.14 22027.40 2997.00
## [2389] 6583.67 2723.79 13613.63 7958.69 362987.67 3391.07
## [2395] 6503.59 8435.58 32443.40 5479.37 47408.07 4137.49
## [2401] 2423.72 3598.60 2262.01 3766.17 12432.08 11621.80
## [2407] 16365.91 14251.01 3312.98 2035.33 2841.61 14625.01
## [2413] 2305.29 9627.87 36228.82 10684.55 4565.59 193541.69
## [2419] 15566.31 6050.00 6500.63 36758.98 9170.06 7081.53
## [2425] 3924.92 174780.48 5705.21 2079.37 3366.99 9223.82
## [2431] 19294.73 2549.70 18023.48 9573.81 2591.85 93837.76
## [2437] 28349.58 4926.16 36581.21 35359.21 57858.44 7942.36
## [2443] 3317.93 20402.30 65286.96 6502.36 4084.62 64005.04
## [2449] 6608.92 8703.35 53536.04 11656.38 112932.92 17974.73
## [2455] 53884.38 75041.77 3635.22 3354.20 3972.90 7604.34
## [2461] 9081.95 18143.75 2620.45 43115.21 10070.87 2719.33
## [2467] 59252.80 2998.22 2312.44 16528.88 31059.44 17090.51
## [2473] 8841.25 17233.37 3018.51 16752.50 8729.48 2617.63
## [2479] 4720.00 17462.20 3470.21 2175.64 114579.90 5365.34
## [2485] 69437.31 2430.26 11902.31 256699.37 10662.35 26876.84
## [2491] 2080.40 8436.11 6628.64 11851.91 111409.68 19681.81
## [2497] 3607.35 26994.37 2737.30 3631.96 5445.83 84914.56
## [2503] -3551.47 3638.32 3576.50 2371.78 6585.32 6667.31
## [2509] 2800.88 41083.92 90029.15 10575.00 3445.84 7928.08
## [2515] 42305.05 62860.94 18705.49 9295.96 20060.14 2389.94
## [2521] 7857.77 11683.91 25521.81 18322.11 10291.96 2792.56
## [2527] 2987.96 2368.09 51753.98 61850.91 89073.39 3665.60
## [2533] 5399.55 2897.33 36176.51 17390.42 13151.01 22820.74
## [2539] 29275.41 3185.08 3082.81 4232.65 6316.94 6088.82
## [2545] 55551.84 5586.94 5246.23 26110.69 1998.29 7478.09
## [2551] 6222.05 2114.15 28617.11 9559.92 3983.05 2381.55
## [2557] 118860.26 10795.15 2127.16 3158.65 3436.16 7295.29
## [2563] 9333.90 14080.56 9574.02 35881.25 2524.01 15511.39
## [2569] 17914.05 38089.63 2319.54 33410.21 2098.77 4595.55
## [2575] 23917.02 21944.04 4747.36 47067.78 3901.36 3546.80
## [2581] 2093.66 9059.52 15948.58 11985.66 2604.19 49946.73
## [2587] 9684.56 9759.25 2613.26 11015.43 9078.13 93200.65
## [2593] 27326.35 23501.54 82006.07 192320.19 2339.09 13716.40
## [2599] 11376.99 2982.05 3790.30 14594.97 3413.00 3375.13
## [2605] 11036.25 2660.54 12289.86 2126.51 2408.66 33311.38
## [2611] 2041.53 2964.24 207384.10 13090.84 18571.96 2392.10
## [2617] 56841.83 12518.72 41528.61 2764.70 19604.09 12710.80
## [2623] 2967.94 1996.94 21653.74 5096.61 78258.06 18985.93
## [2629] 18844.87 5634.47 6532.83 50894.90 76511.67 4064.97
## [2635] 3725.57 2515.73 3813.52 109174.64 8049.27 6917.63
## [2641] 55463.44 8154.65 2855.99 23857.04 10410.95 238618.32
## [2647] 23541.45 19188.37 27347.19 3176.72 72483.75 10102.17
## [2653] 32544.03 3939.21 14549.74 8981.61 11760.32 16415.36
## [2659] 2167.10 234637.27 15092.87 2536.41 38771.37 3301.52
## [2665] 10109.40 3781.37 2074.42 80040.09 25474.40 7359.21
## [2671] 56631.36 18710.13 8106.63 10530.39 12147.91 2288.07
## [2677] 47610.42 2224.56 5970.49 42398.00 4187.81 2310.20
## [2683] 62420.87 15179.34 4905.46 13188.76 2254.18 15479.60
## [2689] 9121.37 151027.03 3356.25 9064.42 3246.65 27777.43
## [2695] 19164.32 16567.41 18168.70 30871.28 2869.09 7661.50
## [2701] 5161.83 16823.32 31654.11 27524.98 2368.64 7593.64
## [2707] 3088.43 3143.38 24986.37 132397.73 2122.96 39083.66
## [2713] 4074.31 42904.63 16411.21 3173.15 22789.65 7257.63
## [2719] 21136.37 12022.60 2667.28 129827.04 2239.80 3003.70
## [2725] 118918.17 149027.74 9493.26 2100.04 3520.64 2725.01
## [2731] 12195.87 2249.18 92723.04 3480.00 6755.66 33028.37
## [2737] 2756.64 7682.95 5823.90 76520.78 3532.08 22901.35
## [2743] 37307.79 5675.59 3281.62 12966.32 10290.14 2023.53
## [2749] 118416.79 58166.86 4222.01 29553.02 26290.67 2316.02
## [2755] 39222.73 33535.79 13135.46 4170.88 13584.74 101739.15
## [2761] 28508.93 19963.68 3362.24 17050.38 13955.77 2436.75
## [2767] 14122.12 6558.29 3850.00 279736.47 6571.12 35013.31
## [2773] 7734.45 2547.55 15098.64 2943.80 3452.23 4293.47
## [2779] 56791.82 3484.23 20063.14 27502.12 46921.41 5754.59
## [2785] 157267.68 36854.04 2392.26 171526.34 9689.72 2618.30
## [2791] 49916.83 95528.55 51770.78 2791.35 7334.09 4682.83
## [2797] 4310.97 57176.86 3922.74 20087.09 5108.76 37328.31
## [2803] 4668.44 15203.43 2453.56 10940.74 52840.73 8740.46
## [2809] 6242.04 19314.20 46671.72 2863.78 3477.28 7313.09
## [2815] 13242.30 80047.81 13218.72 3124.15 21110.94 3108.45
## [2821] 42183.03 2053.97 5977.45 3568.41 68038.44 18489.95
## [2827] 3300.01 6560.95 3360.36 4007.10 2673.34 146449.96
## [2833] 27648.63 5239.01 7548.29 62252.50 23516.73 2339.61
## [2839] 6669.81 3217.13 15846.09 175749.60 5987.91 214134.65
## [2845] 2281.44 42914.47 7703.20 4704.17 6511.61 62241.73
## [2851] 5992.96 2268.48 6635.92 14213.17 4409.43 8282.75
## [2857] 2218.93 32635.37 9977.40 2295.78 3590.85 10980.55
## [2863] 4475.68 58269.64 66143.82 2056.61 70578.96 2365.42
## [2869] 2687.50 7452.75 3230.02 10188.19 219511.06 4349.33
## [2875] 114864.23 4146.96 6632.29 2694.30 8309.84 3525.94
## [2881] 3184.47 5394.96 8787.53 6270.47 9897.34 9586.40
## [2887] 20001.45 2876.56 58981.67 10099.40 4604.28 34456.56
## [2893] 6873.55 6189.69 27539.32 52567.91 4446.43 52151.19
## [2899] 2795.20 8100.09 2049.45 4604.93 6208.40 19797.94
## [2905] 8531.22 3169.91 23910.43 12720.58 18570.42 11507.97
## [2911] 20213.30 45332.90 12490.55 2776.41 5177.23 168074.67
## [2917] 28558.76 2221.92 30966.64 245491.10 7102.50 7131.00
## [2923] 146567.59 2047.99 9193.14 8054.54 2774.50 5608.37
## [2929] 11758.95 2345.72 8651.01 3428.33 5437.66 40815.55
## [2935] 2888.49 88359.56 2696.28 139753.56 23582.30 10331.86
## [2941] 71414.28 2751.03 4011.49 2539.83 8148.33 22517.88
## [2947] 3480.81 37694.80 2440.62 4398.28 22232.72 2070.17
## [2953] 3075.71 4214.66 43779.29 82572.97 22789.34 71129.56
## [2959] 139424.85 28395.31 3415.09 59346.87 5314.53 2388.99
## [2965] 12254.94 4189.31 464880.79 2127.59 6528.02 36567.67
## [2971] 10079.92 31855.71 2029.09 8110.83 90970.44 2010.44
## [2977] 3601.87 2208.44 5033.21 2488.65 3274.55 6384.37
## [2983] 2118.62 20952.60 14850.26 3309.39 85983.22 2560.17
## [2989] 19648.44 23400.97 2138.97 20092.54 35563.25 6527.27
## [2995] 56407.33 3763.76 3758.45 12955.79 10663.31 3286.48
## [3001] 38240.61 10777.47 9722.80 24704.48 42368.64 15997.77
## [3007] 46049.21 45689.88 6586.65 11402.06 14072.87 6184.08
## [3013] 7311.82 168013.38 121106.47 8411.34 99744.65 4671.42
## [3019] 50569.57 32066.44 2506.17 4793.23 190916.08 6088.21
## [3025] 4533.18 3593.58 3293.50 4356.81 2196.75 2817.89
## [3031] 7735.38 6421.85 54653.98 35105.86 44584.43 31960.47
## [3037] 17701.98 13657.41 33387.50 11681.65 2117.97 108526.90
## [3043] 6905.02 10005.33 16818.83 10490.00 4402.78 3324.61
## [3049] 6201.67 7659.87 2455.87 8170.90 18585.15 7488.65
## [3055] 40381.97 3442.56 22286.60 2645.50 48293.01 2433.13
## [3061] 1997.96 72578.12 139521.36 26918.27 61596.15 4679.79
## [3067] 2094.24 2382.89 140570.90 20079.20 2556.43 5760.10
## [3073] 4566.13 3797.81 80753.21 202361.72 3930.41 39475.95
## [3079] 2239.47 3197.68 16003.65 24358.30 5782.59 11820.68
## [3085] 2627.96 2816.90 7670.13 2391.07 84739.70 6393.29
## [3091] 9658.02 20887.93 3468.94 2960.89 33292.13 44981.34
## [3097] 7193.24 2645.12 10647.92 2740.11 3626.14 10328.59
## [3103] 2046.30 7118.62 37130.82 4927.39 310633.11 57487.76
## [3109] 2776.79 3470.88 11338.84 8364.02 40231.72 126300.07
## [3115] 123030.41 8355.39 21074.21 8692.21 24158.63 2423.91
## [3121] 12431.79 23741.57 41801.24 41162.17 2364.98 3974.12
## [3127] 2361.43 30207.24 2910.31 3722.87 13622.25 5351.97
## [3133] 84303.32 9772.83 23048.23 4189.37 34487.63 3761.12
## [3139] 5741.48 40037.23 10299.28 31446.42 31974.34 30964.13
## [3145] 9726.08 25017.71 5590.86 200515.91 2699.47 6896.23
## [3151] 6484.96 32451.32 3021.34 2788.14 5033.61 10361.05
## [3157] 24106.26 277225.71 7471.00 2524.02 11169.53 69920.80
## [3163] 23578.30 3374.84 6228.36 9506.10 12744.93 5872.74
## [3169] 60887.50 5894.81 9765.47 7449.86 161206.10 102046.42
## [3175] 2475.98 126408.46 3240.26 13915.61 2950.98 31286.96
## [3181] 5626.15 97462.61 2884.68 47378.66 12311.66 49405.15
## [3187] 15851.92 5883.75 19940.77 19892.00 40728.56 2297.85
## [3193] 7256.20 202468.93 32327.22 2004.45 85615.43 2786.77
## [3199] 2952.24 4736.82 14774.91 2084.81 105510.45 9393.85
## [3205] 4205.12 3749.93 52946.42 7098.94 2044.15 51499.57
## [3211] 12180.03 3139.61 2024.98 2468.17 2081.13 2082.42
## [3217] 3148.32 5480.87 75499.00 10199.37 3164.22 2278.41
## [3223] 11226.07 55701.47 4661.84 2944.01 37600.00 6822.54
## [3229] 32716.88 6288.52 227054.77 6069.78 7782.71 40764.25
## [3235] 29790.08 17846.19 3010.51 4428.41 5129.89 25761.68
## [3241] 7788.38 13451.84 18088.18 2769.59 9691.64 17837.00
## [3247] 13412.16 18358.81 48288.30 3421.33 3784.99 158279.76
## [3253] 21030.85 2657.23 12865.31 24988.92 2257.63 163265.14
## [3259] 149929.95 2792.99 206450.72 2174.53 21994.94 2079.69
## [3265] 24376.72 37733.95 9902.18 34269.26 2267.31 10759.34
## [3271] 39242.23 3166.74 5695.63 2213.27 24147.46 19010.51
## [3277] 2906.28 5481.36 2474.25 31297.17 26006.93 5211.14
## [3283] 202188.85 24859.25 28168.13 79807.71 6600.00 79386.19
## [3289] 23417.29 2725.95 2176.47 155273.61 16879.95 2868.17
## [3295] 2566.12 2724.43 27265.86 1991.42 2751.94 4993.33
## [3301] 2753.49 2697.97 4577.71 29753.41 27387.30 74067.47
## [3307] 5083.04 4226.17 2790.74 13990.00 2179.37 202027.00
## [3313] 10369.27 25945.80 44848.34 16921.77 6802.34 25010.58
## [3319] 445914.23 44490.44 3069.21 11203.06 18904.95 2613.23
## [3325] 18064.46 16214.63 2085.20 5708.85 11823.76 2503.08
## [3331] 2015.85 3273.34 3236.65 2789.15 2627.51 9206.59
## [3337] 3049.01 34895.78 217947.21 6603.04 190673.09 7318.43
## [3343] 19735.19 4479.95 16263.88 103424.68 2931.40 4477.09
## [3349] 2038.34 3024.00 9278.16 3611.11 11342.23 26590.17
## [3355] 2916.17 3389.41 17552.45 2117.17 120411.09 59309.20
## [3361] 21560.79 2173.05 11986.08 6667.12 12927.89 6319.77
## [3367] 3029.21 69990.15 4860.13 7268.38 103905.72 2210.73
## [3373] 4020.19 2357.35 4267.37 3127.57 147087.75 5119.50
## [3379] 6378.36 4736.71 10499.82 14184.32 5996.49 14062.08
## [3385] 2369.53 4224.40 9987.81 3657.50 2686.12 9606.25
## [3391] 4990.82 6778.86 4672.62 2833.13 2090.15 2037.62
## [3397] 38047.79 43979.95 323696.02 2572.89 5624.63 4979.04
## [3403] 11929.95 4039.81 4682.82 23050.32 6407.57 3832.38
## [3409] 20368.72 81278.86 61712.50 3781.01 41112.38 2268.18
## [3415] 7269.09 3054.64 2926.30 7201.81 24554.19 4653.97
## [3421] 5652.10 25229.21 22025.62 39658.04 21040.63 7166.61
## [3427] 9410.51 4513.92 3313.29 36831.52 2221.95 2902.64
## [3433] 2696.24 4947.11 25260.29 2154.79 6700.89 159574.49
## [3439] 6667.30 111092.62 3641.16 12182.02 4152.81 7256.56
## [3445] 4895.87 2275.12 37554.16 7500.48 3338.90 3209.11
## [3451] 2968.00 34143.30 2322.61 2318.93 51771.18 2785.72
## [3457] 2376.41 2682.74 22388.66 74855.78 5513.68 2586.49
## [3463] 48678.76 4281.80 3348.82 2233.37 304365.50 6017.60
## [3469] 14650.85 155778.74 24444.12 5650.67 2585.73 2404.11
## [3475] 2239.12 158705.65 3512.75 45022.69 2626.89 5019.51
## [3481] 38704.67 12023.47 2558.66 2104.95 12580.46 57431.79
## [3487] 13755.36 10813.61 3654.62 2461.85 171049.79 2206.80
## [3493] 4988.74 3107.36 2870.00 12029.16 5741.10 13249.76
## [3499] 20371.79 3640.68 2765.67 3173.35 111756.05 6306.93
## [3505] 2685.91 5403.55 130262.00 44430.29 18898.80 18247.01
## [3511] 8895.22 12619.69 2975.63 13741.85 3041.43 15392.93
## [3517] 6883.96 7272.95 5442.84 15190.02 6087.23 2902.15
## [3523] 30822.55 328555.67 2791.06 80633.92 6810.92 4272.40
## [3529] 5662.12 4503.60 4197.74 2165.87 2019.00 3287.78
## [3535] 20338.36 3760.47 3443.10 2513.41 2188.22 8627.37
## [3541] 19349.11 9193.01 78189.92 7259.20 2969.67 43756.42
## [3547] 4371.10 4157.29 24841.43 22232.51 18528.33 16014.63
## [3553] 13804.77 52673.34 2781.82 2944.65 22760.64 2451.06
## [3559] 11174.43 20036.60 6709.84 188975.17 2778.46 3159.45
## [3565] 4706.01 11239.30 26717.58 10418.55 4744.36 4049.00
## [3571] 23250.65 6630.85 14357.61 3148.30 2282.32 2139.53
## [3577] 2080.21 2781.07 19636.08 35079.96 40092.76 2828.68
## [3583] 12887.15 72122.46 2081.24 2100.12 20127.66 2968.62
## [3589] 3013.56 2184.18 18723.87 11309.62 34918.46 2053.73
## [3595] 13109.07 4106.00 3226.04 2199.64 2589.63 1998.49
## [3601] 2775.51 24596.59 10230.94 10653.56 6916.32 30958.85
## [3607] 21756.73 25607.47 11787.20 3120.44 2404.62 35473.32
## [3613] 2790.40 2079.58 161788.99 2156.07 3399.06 11930.99
## [3619] 51330.97 105762.83 15799.05 3104.81 44366.36 17766.06
## [3625] 12724.56 2471.09 18562.67 2044.02 3665.70 8484.47
## [3631] 9019.29 19076.92 21045.64 8790.07 19900.03 2024.24
## [3637] 21737.22 2407.31 12262.19 71846.84 4307.19 391280.48
## [3643] 31234.27 2061.43 25173.47 7894.54 2509.49 40162.70
## [3649] 22925.48 3231.48 2421.61 26712.98 6726.83 152137.83
## [3655] 39550.24 6936.49 43976.77 2189.41 2585.68 7253.40
## [3661] 29329.37 2044.88 11988.73 7140.85 63160.83 7340.01
## [3667] 2058.17 2029.00 2805.12 53614.95 131380.66 3520.44
## [3673] 2688.74 11017.04 2491.87 4041.94 2466.23 25717.74
## [3679] 24739.00 7744.53 33215.42 12306.12 14899.69 27689.26
## [3685] 2896.85 2142.03 2011.39 14206.42 26275.92 2470.17
## [3691] 4735.58 35642.28 3269.43 7922.54 29504.81 17738.83
## [3697] 18908.24 6299.39 5560.03 2255.47 3113.57 2344.21
## [3703] 70172.37 66394.26 2777.82 8439.43 93455.59 56981.28
## [3709] 120888.50 41766.97 85311.37 4431.67 27006.24 42948.64
## [3715] 62070.49 19525.72 2306.65 25976.71 13520.54 2729.41
## [3721] 31434.81 2343.04 13321.67 4439.45 2048.23 5055.09
## [3727] 49532.53 13689.74 76039.10 2288.07 2410.70 89403.92
## [3733] 37392.74 138750.09 4804.27 4512.25 6144.86 2380.47
## [3739] 2280.53 12744.22 4396.96 6350.00 4957.06 169460.55
## [3745] 10015.92 2557.19 32740.75 3355.40 6906.39 8313.32
## [3751] 29527.18 29762.86 12627.38 15081.63 5105.22 2783.73
## [3757] 181525.43 3071.27 60774.31 171062.99 11475.10 6197.67
## [3763] 7809.23 3838.61 2634.81 2093.00 116495.75 4925.00
## [3769] 2200.00 12939.58 229309.02 2705.55 162751.05 520224.21
## [3775] 24515.97 5527.87 187804.75 2697.53 3292.37 88825.95
## [3781] 10392.89 2365.76 29683.72 6230.63 4900.03 14287.40
## [3787] 7056.09 9981.86 33022.13 2250.00 39920.25 4827.67
## [3793] 4156.47 3847.70 6083.42 3670.72 2050.15 21364.94
## [3799] 23371.08 32035.71 5557.05 18701.81 6103.95 137887.90
## [3805] 5851.78 3582.70 1996.39 18622.78 13671.08 4647.11
## [3811] 3777.58 20833.98 89540.66 35546.93 3720.18 18305.69
## [3817] 2589.62 29654.15 49973.91 5768.96 8073.49 37225.70
## [3823] 29647.11 29384.01 87208.41 8155.42 212569.58 36835.33
## [3829] 2895.94 5868.10 30450.71 2382.81 5579.12 2528.45
## [3835] 5233.75 13680.27 2708.62 6436.38 2030.85 10765.73
## [3841] 28598.75 14199.19 6907.29 33150.00 9371.53 3249.14
## [3847] 3360.44 14058.09 8869.35 3542.29 2462.03 3700.40
## [3853] 12523.08 22333.47 35099.21 4320.98 2764.51 4171.39
## [3859] 53795.47 11763.86 101526.75 6549.22 3537.37 5630.25
## [3865] 156618.65 12653.62 9469.50 3312.61 229253.69 28110.88
## [3871] 22612.52 3282.47 282809.73 50353.30 8960.12 5060.92
## [3877] 19602.80 2706.98 7728.19 5531.72 14048.78 9159.76
## [3883] 11132.51 44956.09 12290.94 104564.24 99789.62 4900.33
## [3889] 7272.14 6395.64 21719.76 13070.37 13124.60 17300.23
## [3895] 22454.17 187458.62 7876.87 2434.79 23544.96 2720.86
## [3901] 10430.17 3359.47 5866.96 2753.97 17273.04 16838.34
## [3907] 2831.47 32320.07 48412.69 82426.48 9831.78 2410.56
## [3913] 62393.77 5793.66 2058.23 6209.00 53703.24 3854.52
## [3919] 39519.52 2554.35 23987.22 2592.83 3531.77 3445.94
## [3925] 4567.28 37208.75 16812.53 4522.22 2233.41 26740.61
## [3931] 94911.47 4193.49 121356.68 14223.83 8931.52 -1251.22
## [3937] 6445.00 10359.61 31218.59 14919.47 2034.91 19172.12
## [3943] 15740.96 2640.46 2505.07 2132.13 3271.66 5550.17
## [3949] 7747.97 16643.17 2253.16 11309.54 47612.25 90284.47
## [3955] 2398.26 71379.63 25277.10 22540.46 40452.40 8444.79
## [3961] 6892.48 2345.40 3596.09 86038.84 2958.01 19472.58
## [3967] 2365.89 22767.09 11379.54 24537.50 7005.30 8324.22
## [3973] 168920.00 6154.60 8371.42 111887.63 5080.20 179413.01
## [3979] 2592.75 117653.72 2495.52 5082.05 4055.41 13117.37
## [3985] 5470.05 2065.12 28730.31 22461.05 5682.76 3489.30
## [3991] 29292.46 5365.40 8924.45 7644.52 8650.34 26949.64
## [3997] 5627.59 33402.08 3339.19 3087.60 2102.41 27330.50
## [4003] 7100.11 9503.73 4991.81 3318.59 46942.82 10652.95
## [4009] 2121.46 43035.49 48556.11 2384.18 3550.18 14366.49
## [4015] 5512.34 3650.82 45612.12 9014.77 148290.07 7648.39
## [4021] 3801.16 3144.59 69601.04 9341.25 24771.56 2884.56
## [4027] 2347.79 9445.66 2193.90 3880.96 2197.05 35149.14
## [4033] 24598.32 42067.95 2476.35 4112.81 2965.54 34981.94
## [4039] 36888.23 2168.12 30676.28 21165.95 7470.93 21014.81
## [4045] 44647.31 133122.12 11029.63 3573.82 8056.07 76191.11
## [4051] 2585.55 2135.02 26319.53 9201.16 5389.92 103336.33
## [4057] 3300.92 49086.86 3084.45 2115.03 7463.56 2621.34
## [4063] 13210.00 76608.59 123735.80 45444.94 19191.85 27951.34
## [4069] 5978.56 3546.21 30647.77 22496.12 5745.95 3101.06
## [4075] 2383.28 2069.19 72646.30 2032.24 2352.45 51957.70
## [4081] 9120.82 21029.40 9125.64 24574.83 7784.49 2991.64
## [4087] 4702.72 29793.31 2486.94 8936.63 41529.08 8140.67
## [4093] 8636.67 2397.89 2475.90 24740.72 3228.05 3194.99
## [4099] 3111.94 55970.78 59800.25 27838.11 3954.59 3457.86
## [4105] 5278.92 2607.05 82155.53 7703.06 15770.84 5657.98
## [4111] 54860.40 26549.85 2100.07 112364.90 31375.77 12998.96
## [4117] 5148.96 15962.86 2495.33 42983.47 2603.90 2021.00
## [4123] 6721.50 8673.34 21484.08 61550.51 2122.75 2221.51
## [4129] 30492.42 7787.00 29417.92 3220.35 2579.84 8688.43
## [4135] 3333.77 2483.09 3752.99 2742.90 22479.95 8022.78
## [4141] 9825.02 15090.49 2318.54 20421.93 2373.54 10866.32
## [4147] 22582.16 23802.35 2439.83 2489.16 2275.81 3518.58
## [4153] 2823.56 23552.67 9279.74 43601.25 3348.12 47188.81
## [4159] 11727.30 296474.97 4235.91 12477.67 2393.42 11538.50
## [4165] 2574.22 2899.73 7045.99 9859.79 3923.00 30696.94
## [4171] 48353.59 46125.67 3654.18 191275.03 2133.71 2751.46
## [4177] 39839.66 3313.95 4076.65 25984.65 38820.73 1992.13
## [4183] 5732.43 2735.12 15333.64 76234.72 17556.23 20089.60
## [4189] 20140.27 28904.84 128671.85 2330.97 2142.31 6795.85
## [4195] 202841.94 2618.82 4083.94 5052.46 27189.03 2511.52
## [4201] 15021.01 9226.52 50928.75 161044.77 266953.65 2087.17
## [4207] 24148.37 4041.80 39899.47 7781.32 1994.52 33847.39
## [4213] 2621.69 17484.29 56167.43 2465.49 2262.77 30998.53
## [4219] 6085.79 3452.49 139304.21 7256.11 5441.15 2379.75
## [4225] 5490.63 30414.44 18738.12 15005.83 6928.15 27905.79
## [4231] 56533.10 6821.64 28482.76 9955.43 11520.18 15758.42
## [4237] 173253.11 4580.42 2339.62 60964.76 147535.44 3889.93
## [4243] 4250.46 2972.45 3170.89 4883.49 2664.38 15826.81
## [4249] 51738.87 2005.98 8484.17 4821.77 13409.92 43254.98
## [4255] 8594.44 16325.88 19267.61 6825.29 3221.62 2111.91
## [4261] 4106.66 2413.58 47239.49 11665.40 4343.60 233530.93
## [4267] 63446.86 2761.31 28435.10 4649.03 4561.75 21018.66
## [4273] 3765.59 24237.93 10414.39 5036.96 3509.08 10588.33
## [4279] 2704.58 17340.94 11491.85 2057.83 2237.43 2108.21
## [4285] 38920.38 4325.93 2097.10 56728.18 11690.20 24684.99
## [4291] 16153.86 104042.34 2694.70 7518.04 85219.22 2730.63
## [4297] 79114.42 2441.99 15250.84 26025.25 79205.87 152640.98
## [4303] 6114.40 5663.13 46269.18 5799.04 90855.82 2057.09
## [4309] 2266.66 27639.55 25654.64 3915.00 150119.26 9128.27
## [4315] 50075.35 16002.16 109699.64 2427.79 20619.36 4396.28
## [4321] 93977.19 3375.41 26968.75 10202.89 8647.72 20158.01
## [4327] 2239.17 72699.80 2612.78 2431.05 3259.50 12537.93
## [4333] 2754.01 3041.87 24363.86 30991.54 29755.46 2463.48
## [4339] 12550.94 17558.28 37550.40 4113.34 2436.93 4194.65
## [4345] 2000.93 3862.38 9713.83 7044.09 2946.81 50454.17
## [4351] 2739.75 6912.57 7785.64 31564.74 16898.26 3998.05
## [4357] 2237.89 27743.26 2679.83 94929.80 21846.65 7932.83
## [4363] 5252.53 3988.21 6986.39 35637.69 2481.10 2089.97
## [4369] 58645.77 10502.29 4692.20 2343.93 5703.34 39012.41
## [4375] 46432.95 2825.19 24197.35 3481.54 5676.55 35914.43
## [4381] 46147.41 12468.95 3072.87 6193.77 35651.64 2532.07
## [4387] 2163.34 2009.33 2241.34 184049.58 34821.65 3548.94
## [4393] 6728.17 6515.67 40442.38 9454.06 3555.65 3587.39
## [4399] 32843.01 5153.06 2931.04 25554.92 75000.88 12802.32
## [4405] 18204.97 11042.16 31019.16 80172.60 2397.55 3222.23
## [4411] 3565.35 96072.88 7294.40 122423.46 10224.34 15971.53
## [4417] 20500.00 23811.86 2266.36 2086.04 41988.61 17398.24
## [4423] 41908.47 74576.81 2167.46 9406.22 16149.02 22759.02
## [4429] 2667.25 9310.08 8169.89 34887.92 2418.43 14641.89
## [4435] 5869.58 5675.36 44886.10 2185.00 106443.23 3145.34
## [4441] 2592.48 2529.26 5636.56 2458.15 4302.34 18708.98
## [4447] 7146.63 2549.95 13738.77 3294.58 2982.75 42730.45
## [4453] 3256.93 3747.02 2068.66 57318.06 2776.79 2603.30
## [4459] 11847.11 2750.00 2447.52 17344.40 5690.13 4515.00
## [4465] 2866.69 3544.25 66687.66 5742.48 4466.59 3253.20
## [4471] 5990.98 24576.39 69831.76 3059.26 2829.05 4452.91
## [4477] 2173.81 2969.71 7536.22 4460.05 2797.37 3019.07
## [4483] 24585.36 4507.44 20760.90 165052.67 5786.29 15832.46
## [4489] 2345.52 2349.88 119259.36 38668.60 20112.38 3864.11
## [4495] 4430.49 7827.37 4177.25 3227.64 105921.37 3236.05
## [4501] 12786.94 2359.35 13288.38 2275.20 32776.82 2808.55
## [4507] 3670.85 149614.92 5219.36 4033.30 3801.83 6416.78
## [4513] 2036.63 12212.90 1993.60 7468.20 11378.00 5297.86
## [4519] 581165.94 9932.31 1999.00 85774.57 40429.34 2812.88
## [4525] 10411.51 52609.18 7827.42 5556.15 5033.49 2782.16
## [4531] 2812.50 33148.23 29997.55 4360.73 11833.38 46353.44
## [4537] 28838.89 201656.37 3905.44 39489.80 13355.08 16038.17
## [4543] 123001.45 7056.73 3665.29 5138.25 4382.99 20515.56
## [4549] 4669.14 8040.01 15019.50 54171.85 2208.77 44094.76
## [4555] 2212.64 2418.71 16477.35 2562.70 5704.19 24026.27
## [4561] 74151.04 7079.66 7950.00 2760.46 28276.48 7476.45
## [4567] 13061.28 7225.50 8398.34 21626.24 45506.70 2254.99
## [4573] 7155.82 4953.58 13266.83 2028.85 63953.75 10371.18
## [4579] 35238.08 2152.28 2340.77 153428.02 10563.37 2872.67
## [4585] 3000.12 11906.51 18288.87 8273.02 5519.90 228839.09
## [4591] 55389.01 4985.46 7200.00 3492.45 2642.12 2626.01
## [4597] 31075.38 3959.25 4415.38 10044.38 17233.07 25903.85
## [4603] 3100.13 149105.92 31512.64 61002.13 22314.08 13095.84
## [4609] 23245.55 8378.83 2144.57 30625.00 25276.87 2154.96
## [4615] 2124.12 2065.82 4735.88 8207.93 15545.67 17898.70
## [4621] 19156.25 12536.54 7045.36 2381.53 3816.06 193453.49
## [4627] 5438.56 18301.04 28774.78 12033.90 4175.87 37451.91
## [4633] 7889.71 10199.57 4896.70 4883.67 6168.47 78488.36
## [4639] 9267.33 9733.38 24149.74 4279.69 4917.15 3332.52
## [4645] 4546.19 2393.40 12675.41 2522.91 3476.55 4503.39
## [4651] 25334.01 45599.77 19992.52 6219.34 2588.62 3870.28
## [4657] 8832.90 19657.14 3313.42 2090.79 4706.72 3134.77
## [4663] 40652.55 2171.31 3423.74 3296.48 14234.40 2021.75
## [4669] 1993.04 20440.10 6383.99 122373.68 22052.73 105314.03
## [4675] 6518.72 23680.71 23873.27 3158.22 6619.02 119691.79
## [4681] 18687.37 3265.51 2133.48 2007.25 2259.83 2152.22
## [4687] 25716.56 49176.90 3802.21 206275.51 54435.96 2425.92
## [4693] 21737.29 25799.46 6843.41 54249.73 95091.31 21696.25
## [4699] 21607.97 5078.30 63918.84 47594.65 12655.85 3824.26
## [4705] 2686.17 4915.16 71901.08 53931.86 23853.09 2341.42
## [4711] 73950.09 23548.82 32001.47 2116.53 2086.60 7103.85
## [4717] 5473.10 10008.66 2524.69 3375.00 2148.88 3333.00
## [4723] 2465.79 2155.86 64982.85 2635.09 16681.62 2630.34
## [4729] 16566.51 29211.57 4305.79 2091.02 2727.25 35752.33
## [4735] 8512.18 5138.84 8131.24 16337.58 10609.16 31225.37
## [4741] 26869.39 18240.06 6345.55 2252.31 33837.52 21412.81
## [4747] 5421.50 46510.34 3590.81 2400.25 5344.69 6142.37
## [4753] 5136.08 10003.49 2192.69 71245.24 11755.77 34311.64
## [4759] 69271.93 14331.84 8072.67 3169.68 4552.19 12079.42
## [4765] 5738.67 57419.72 19244.75 99341.21 49813.70 42611.18
## [4771] 4671.14 1996.62 3273.22 40433.89 62581.69 16704.56
## [4777] 29361.36 3721.93 4573.54 29182.58 384569.84 4623.72
## [4783] 2865.45 217753.61 9993.75 40366.70 16529.76 2365.95
## [4789] 3203.17 2750.38 22994.22 71715.76 19033.43 29878.52
## [4795] 87401.01 6947.57 2148.42 14601.07 28613.15 33596.41
## [4801] 7160.91 3239.07 2928.96 19603.92 12156.20 5596.62
## [4807] 17810.35 9266.46 103994.19 31215.31 2422.40 1393926.09
## [4813] 17117.50 3686.62 3155.50 4131.35 191105.95 10036.42
## [4819] 44169.70 24278.33 2667.73 14891.72 2321.88 2860.51
## [4825] 9298.25 24381.05 2467.95 5379.96 2401.11 5276.60
## [4831] 21947.69 26298.56 27250.68 204971.40 22037.48 2087.63
## [4837] 5290.50 85369.25 27467.66 84783.06 2026.94 3183.13
## [4843] 4802.93 12313.33 2520.70 89631.60 3736.02 4206.80
## [4849] 2517.45 4557.63 3651.77 3508.14 19849.87 40369.08
## [4855] 27199.09 4689.56 36091.14 4191.37 13653.44 5188.00
## [4861] 746986.07 2867.13 10883.42 2217.51 71567.06 4706.00
## [4867] 2323.72 2573.38 12397.19 55091.55 26234.34 2776.37
## [4873] 2957.38 28272.77 3419.43 3855.27 15301.29 5145.79
## [4879] 2643.67 194271.27 15982.04 50499.61 12456.87 18245.75
## [4885] 12475.14 1993.77 3404.88 40153.06 38162.58 4210.93
## [4891] 5243.78 26749.92 3148.93 2472.14 22897.99 2905.98
## [4897] 2700.02 49657.79 9580.88 13953.40 2071.09 9257.48
## [4903] 66063.44 123601.79 5132.38 2155.86 12007.82 3697.10
## [4909] 47403.61 8943.62 10165.47 15649.25 4773.64 6625.00
## [4915] 3565.73 189753.61 44638.93 3132.78 38427.56 3385.70
## [4921] 5696.44 4700.41 2010.10 13563.40 3280.68 2016.84
## [4927] 193876.96 30592.99 154079.59 34859.23 10047.30 9990.13
## [4933] 9520.66 13357.20 82047.34 10758.09 62860.23 2558.04
## [4939] 38401.83 57655.01 2930.36 151559.84 26438.36 21315.38
## [4945] 30024.09 51698.71 102263.10 40536.82 2852.91 3136.14
## [4951] 2851.01 8569.50 8181.45 1998.87 3022.47 2528.41
## [4957] 3673.83 2021.81 19800.25 2326.44 4567.29 2473.47
## [4963] 2125.09 3347.83 10506.37 5114.96 38157.23 20823.64
## [4969] 4410.98 24536.97 3024.24 8708.67 4767.52 221935.95
## [4975] 11949.86 11120.00 3618.25 127603.84 2227.52 7904.48
## [4981] 2049.97 6075.98 4484.76 2803.43 10103.57 8090.26
## [4987] 31747.96 3702.54 7887.56 2071.87 2435.13 25034.76
## [4993] 2543.23 2158.32 26025.94 12581.08 24563.33 125983.26
## [4999] 3359.64 3149.33 4505.88 5678.35 61787.30 2449.00
## [5005] 44414.43 114601.81 2139.18 55523.29 40326.79 9383.91
## [5011] 48890.55 3454.59 2377.17 51451.02 3725.66 5161.70
## [5017] 2848.58 15624.41 21214.18 114003.16 28504.83 39642.41
## [5023] 88398.43 4172.53 87455.06 2141.64 3276.02 2423.82
## [5029] 40629.64 12563.36 18273.43 2076.84 69210.86 2240.50
## [5035] 79476.34 73371.67 5847.17 3208.17 2374.05 3858.27
## [5041] 33741.33 2192.38 170105.23 35051.15 50516.52 3229.53
## [5047] 2118.81 15440.13 38849.23 7842.24 19901.66 5405.54
## [5053] 9295.66 2138.99 36762.06 5124.87 292389.45 26565.87
## [5059] 77004.07 8364.89 4375.69 90323.99 3294.79 4410.87
## [5065] 52521.61 2388.56 11344.22 143921.29 39496.13 2297.83
## [5071] 5077.97 16273.37 51517.55 16552.45 5698.01 24679.46
## [5077] 5807.77 14482.12 2652.82 94523.29 31732.51 2257.95
## [5083] 286240.04 17190.53 3043.86 3499.21 33065.70 5170.68
## [5089] 28309.51 12419.91 2378.26 10380.30 32164.73 71701.65
## [5095] 2724.61 9856.23 4664.79 2391.04 59035.11 18723.44
## [5101] 97144.96 3452.55 3427.19 31426.96 40709.86 6786.08
## [5107] 11674.55 5022.92 5204.34 17605.74 2225.24 3308.23
## [5113] 17616.74 49897.88 9624.85 13990.37 15598.34 2972.95
## [5119] 2463.52 62629.06 7760.48 2159.45 4713.01 79431.82
## [5125] 61141.72 34161.75 7301.71 16552.79 36321.77 91505.28
## [5131] 2358.37 104679.21 7873.14 41086.27 13503.72 20325.58
## [5137] 5720.15 2655.24 3237.08 2074.02 2584.20 8032.98
## [5143] 26429.61 42823.40 31632.66 88548.62 88591.06 2361.70
## [5149] 7526.61 2601.90 17892.45 53694.40 5816.48 5599.35
## [5155] 44858.46 17783.41 37694.80 8764.01 4050.89 28863.01
## [5161] 13302.08 11306.48 110155.93 2651.28 33161.83 2408.29
## [5167] 26224.52 156346.67 17412.62 141515.59 7182.01 2030.05
## [5173] 31903.47 62092.74 27927.44 3679.13 2094.96 2585.10
## [5179] 2027.66 5404.59 4813.39 37684.08 24373.46 3990.00
## [5185] 2266.98 71133.55 2452.44 8063.04 2085.42 2826.72
## [5191] 83336.69 6384.40 185110.29 13294.93 86206.54 2136.46
## [5197] 2065.89 22023.75 3013.41 31563.74 7445.14 103481.52
## [5203] 16871.82 2121.20 47224.20 6028.13 3898.33 4782.16
## [5209] 124989.60 4079.63 41857.94 12171.24 35085.71 50523.26
## [5215] 21405.62 6310.36 2475.34 15182.38 4642.95 41720.26
## [5221] 22566.24 39211.71 3572.75 10725.85 27787.19 3899.08
## [5227] 6924.38 27199.86 14857.22 4743.36 33877.60 2341.36
## [5233] 2028.92 6709.13 14577.63 2372.63 41646.69 2153.83
## [5239] 2433.21 20313.41 4093.35 7590.09 3495.02 11288.83
## [5245] 10826.58 17840.42 30965.83 41814.31 2993.30 5202.58
## [5251] 31293.06 30992.31 2166.79 29873.63 5699.04 79449.16
## [5257] 33781.15 6126.81 9650.78 37775.30 43848.84 87000.98
## [5263] 3837.26 6961.98 2070.50 242923.58 14414.07 4644.66
## [5269] 12989.97 3691.28 10862.51 22952.46 3197.80 21088.74
## [5275] 10022.56 2070.69 31469.27 47705.56 14182.66 5917.04
## [5281] 187270.11 47431.52 46491.67 26861.64 21644.60 14935.73
## [5287] 4004.61 2327.65 2028.04 9992.38 4312.37 13382.74
## [5293] 10770.00 28958.99 4932.22 17335.06 11552.31 9098.48
## [5299] 37155.54 2443.39 2003.87 6701.39 6046.05 2074.74
## [5305] 43852.61 1993.15 45890.36 5116.82 3922.52 2711.92
## [5311] 3560.83 2321.71 3957.44 3091.97 6403.44 2556.16
## [5317] 2068.30 4201.33 26430.21 2661.28 4408.83 13475.30
## [5323] 3102.22 14057.95 6199.62 39292.16 5504.84 18206.74
## [5329] 3986.53 47137.87 6552.59 2021.78 40189.64 24647.74
## [5335] 26785.19 4233.55 52373.06 169196.70 8191.10 38281.39
## [5341] 5703.16 17079.34 3491.47 40329.16 181379.07 12914.87
## [5347] 6866.57 10421.50 17598.63 10761.71 7150.53 96150.17
## [5353] 46584.77 25658.84 14836.17 85086.83 4958.29 50062.73
## [5359] 57746.29 35580.40 165542.84 47231.02 19239.62 37961.94
## [5365] 15209.33 5876.30 5834.61 5592.29 9911.82 2172.76
## [5371] 4101.65 2273.04 2775.53 128199.17 4472.87 36334.35
## [5377] 6454.58 2693.67 2158.39 16875.02 4693.71 15093.53
## [5383] 4522.42 52847.40 51657.15 99697.53 2285.70 32957.64
## [5389] 2532.58 2838.19 36092.78 5751.58 2617.57 2110.56
## [5395] 2765.09 2324.62 2496.00 14652.15 14796.79 29738.07
## [5401] 47638.82 2123.48 32877.00 36587.30 4904.74 2044.15
## [5407] 23969.83 13043.35 41674.14 5796.95 13804.61 2754.76
## [5413] 15796.54 2946.95 9319.53 15247.43 3357.02 2253.48
## [5419] 2688.59 2340.21 16343.87 18882.16 86314.88 3199.56
## [5425] 388552.74 4472.79 6821.78 9035.17 5499.33 2167.41
## [5431] 2152.72 2861.35 238182.12 4477.40 61212.09 7468.78
## [5437] 2142.97 7658.00 93137.36 59182.26 2753.49 3193.58
## [5443] 10839.98 23138.79 7563.58 17774.73 4089.76 2276.82
## [5449] 8611.94 6503.37 2702.88 2354.78 207376.41 9120.06
## [5455] 2394.61 10862.24 2142.34 2365.33 24829.49 57014.88
## [5461] 40332.65 69324.95 9253.40 2991.78 12007.78 2283.52
## [5467] 3432.39 3416.03 10882.58 2672.89 27313.81 4066.10
## [5473] 3245.41 73303.76 33262.63 40365.13 28461.85 3425.49
## [5479] 53689.51 27023.75 2073.91 6042.46 14082.56 2235.50
## [5485] 2276.92 5271.06 16717.26 23714.99 22641.09 38603.48
## [5491] 6256.28 7409.65 21578.81 3188.49 7671.85 5530.03
## [5497] 2880.10 2313.51 2455.14 2020.99 3015.65 2868.91
## [5503] 2830.00 2199.40 26957.01 46920.01 11136.19 24795.61
## [5509] 3758.06 19921.98 5813.17 4936.46 16723.41 2662.82
## [5515] 2543.36 14284.49 3087.13 2979.85 2130.84 8186.38
## [5521] 2878.06 16160.65 2267.27 2153.05 18108.56 14492.18
## [5527] 2045.43 28221.34 68577.65 2317.28 5697.39 34952.68
## [5533] 2667.52 7072.18 2367.30 3025.93 2396.51 11535.31
## [5539] 18971.02 12943.11 5554.90 2435.41 5371.38 8245.17
## [5545] 70745.04 6140.70 25388.73 2016.20 41024.97 2980.80
## [5551] 5296.66 21539.91 2074.50 6022.72 3259.68 5644.72
## [5557] 3637.62 330255.31 21925.86 2475.52 3080.19 3094.92
## [5563] 2697.96 2313.25 5412.80 5821.09 13948.01 2098.63
## [5569] 11057.85 77609.44 4229.63 5285.00 5251.48 58284.45
## [5575] 3799.30 10903.89 94788.93 187659.55 23601.81 22691.77
## [5581] 5363.43 3715.05 27292.82 2250.00 42857.90 2364.40
## [5587] 212015.54 6597.07 77166.27 2383.51 174882.94 7371.56
## [5593] 6133.88 3413.53 2257.35 182856.02 2417.48 20929.57
## [5599] 2088.64 21460.31 31954.14 3601.94 12867.12 2722.67
## [5605] 4126.80 2123.78 35108.53 2802.14 11228.44 2136.00
## [5611] 32570.06 5551.99 141660.93 2859.40 6468.52 36630.13
## [5617] 3606.74 7225.55 9497.04 3526.70 43632.43 3798.31
## [5623] 2465.07 49030.79 4660.01 5611.37 23381.91 23933.78
## [5629] 3919.80 7050.41 9941.81 2023.13 3697.37 34125.39
## [5635] 2224.77 42705.37 177443.25 11754.62 2851.24 2177.34
## [5641] 9592.86 50609.00 5441.25 40831.48 3535.42 12959.23
## [5647] 28155.07 25149.69 2582.80 3781.44 19419.47 16445.09
## [5653] 9501.41 5826.24 2428.08 9201.29 8156.96 4821.63
## [5659] 4543.68 4242.09 3554.09 52652.04 75459.19 4900.46
## [5665] 239158.60 3473.82 2636.11 53124.71 2070.42 27077.55
## [5671] 3571.30 168564.91 4304.57 28458.30 59340.33 11927.60
## [5677] 11165.25 1993.03 54349.44 9741.42 2345.36 12946.64
## [5683] 21626.05 3807.69 14601.90 4359.22 23360.42 2172.65
## [5689] 2095.79 2162.47 4043.00 3310.43 12730.61 2599.45
## [5695] 13766.40 48965.11 40655.73 34524.03 46364.71 3500.71
## [5701] 30302.47 4644.40 23647.38 54289.42 3099.37 4007.58
## [5707] 18012.83 8948.84 5204.91 9238.41 2280.32 2169.82
## [5713] 4389.45 12915.23 47520.89 3124.47 11851.80 5962.48
## [5719] 9672.08 5298.79 3585.27 34468.21 2043.40 11958.50
## [5725] 12786.94 7278.10 33886.30 21717.95 2947.87 240936.35
## [5731] 3944.03 46080.78 34839.40 8647.62 2101.32 69729.27
## [5737] 8641.10 51412.72 4277.77 23543.40 2469.18 2935.07
## [5743] 22174.99 7794.65 2155.89 2101.50 2307.18 2166.05
## [5749] 5534.89 3249.24 7697.85 60853.36 13853.87 3224.97
## [5755] 2325.67 7533.14 21070.48 2954.18 4879.57 26208.96
## [5761] 2043.19 3460.24 5102.34 4322.79 6729.49 5449.83
## [5767] 5110.83 6180.95 15541.88 2028.02 2028.82 3199.56
## [5773] 55609.55 3506.55 5311.70 72444.42 2986.73 2029.77
## [5779] 3630.15 12399.89 4709.32 2401.57 18746.28 37426.44
## [5785] 2395.88 16206.30 80396.40 2169.95 151874.60 3052.94
## [5791] 28989.03 8590.62 27223.65 124008.82 2278.14 2288.14
## [5797] 36022.59 21066.49 27298.82 36332.19 5983.88 2734.11
## [5803] 2933.79 4817.16 14284.32 3558.21 4167.27 3145.09
## [5809] 46686.03 22533.98 6107.31 2844.27 17713.35 9272.83
## [5815] 11034.81 5844.20 2566.01 2865.05 3411.02 2312.38
## [5821] 3341.17 79189.27 116866.02 23598.92 4721.65 2106.31
## [5827] 2019.64 52452.35 31156.63 4916.22 3138.15 2178.90
## [5833] 22394.75 2413.08 2686.70 35970.91 19494.92 5579.53
## [5839] 7023.02 19779.48 12801.50 37737.62 2319.66 69244.84
## [5845] 2963.09 96430.70 2205.48 3688.95 4764.08 17378.56
## [5851] 11559.41 38253.80 12359.00 2674.86 6949.77 26794.22
## [5857] 4928.09 8917.63 4957.85 4178.40 3114.77 69790.16
## [5863] 3710.58 18488.88 4646.30 117262.31 13227.43 6292.36
## [5869] 13814.22 3213.54 3469.10 6419.44 4995.78 2428.72
## [5875] 4831.37 4469.33 9923.04 3271.75 28223.19 10805.63
## [5881] 21168.50 9596.33 2161.18 5452.79 11408.44 6620.20
## [5887] 5701.85 96497.17 2398.89 3085.16 103505.52 4116.47
## [5893] 8516.65 7145.57 83939.69 8730.05 31072.54 10071.47
## [5899] 2269.12 13042.41 16482.79 19451.75 38763.78 14264.39
## [5905] 4592.21 3163.41 2718.01 25330.85 9690.91 38227.70
## [5911] 65496.77 389179.55 381493.22 18530.64 5327.46 10339.56
## [5917] 14753.75 3915.30 3941.63 3419.68 2341.60 14669.93
## [5923] 2359.37 5747.58 36745.18 19906.79 41092.80 3241.54
## [5929] 5703.63 6458.59 5596.38 166383.08 52226.64 119406.65
## [5935] 74702.78 3487.99 2769.25 9564.35 3252.77 4507.35
## [5941] 9891.30 12696.10 158460.21 2877.02 7519.95 9462.97
## [5947] 41955.39 2913.64 25675.50 68748.01 16650.06 45484.88
## [5953] 3802.50 2154.86 65092.04 4710.29 2470.22 2242.32
## [5959] 85023.81 8371.10 5273.12 2599.78 46140.14 30391.94
## [5965] 73866.22 18441.84 42798.83 4418.20 4760.79 20366.86
## [5971] 46441.71 53759.18 2323.91 18999.06 101025.96 3362.25
## [5977] 38807.40 2464.48 20800.78 4875.92 9783.27 41878.21
## [5983] 4886.54 8043.09 4135.36 3253.99 7880.05 3889.99
## [5989] 5892.61 4267.21 35229.58 2187.97 53152.52 23855.21
## [5995] 147144.98 2398.29 2030.85 21354.21 39647.01 4715.63
## [6001] 15615.00 2480.59 4498.91 7674.80 83299.49 4320.79
## [6007] 2735.81 41950.72 7306.18 15321.67 48654.22 66021.14
## [6013] 34340.82 56260.53 2674.79 2121.62 5597.79 12216.99
## [6019] 3199.82 18690.97 58214.94 38657.13 2206.42 2056.84
## [6025] 3013.18 2382.97 198193.64 12434.04 12886.59 17710.62
## [6031] 2753.29 2310.85 9143.91 3744.79 2534.79 3511.84
## [6037] 6001.90 147292.58 5280.89 4220.28 5755.65 4631.32
## [6043] 38290.45 3975.23 2160.84 5514.40 2528.17 5272.61
## [6049] 19161.00 3540.01 19255.60 3615.49 43803.14 14344.04
## [6055] 247607.49 4095.29 2342.45 2245.43 6338.31 2467.29
## [6061] 21836.70 4588.58 2322.77 2186.10 92479.13 101650.41
## [6067] 3979.55 2440.89 2777.91 4035.48 301882.52 2391.63
## [6073] 3888.96 2055.96 60795.16 4648.35 4744.76 9695.29
## [6079] 107741.23 3718.84 2923.59 12036.55 3722.46 37014.24
## [6085] 7771.92 14861.75 14379.41 10323.55 8399.53 3267.11
## [6091] 101595.30 5409.41 3129.81 26276.50 2194.31 2059.65
## [6097] 3841.95 82310.69 7884.91 15182.06 22177.01 2767.03
## [6103] 6304.92 4017.71 91041.96 2175.57 6014.73 79167.58
## [6109] 7964.65 13197.76 3914.19 12047.76 2659.45 5785.15
## [6115] 7246.53 60128.37 9210.68 2708.57 3879.30 18622.64
## [6121] 54075.96 2180.17 3534.09 36568.89 4713.94 2254.27
## [6127] 6296.84 5814.92 7281.89 95799.15 30037.77 12624.34
## [6133] 2561.91 43799.74 2453.00 39787.04 61284.17 20716.85
## [6139] 2202.56 8718.58 7861.03 28491.61 4061.33 95284.86
## [6145] 2041.54 3075.09 14989.40 52787.73 4975.07 45765.74
## [6151] 23072.76 8291.76 2251.55 3767.81 2154.46 4096.33
## [6157] 6605.52 5907.31 72331.06 6521.96 3918.94 25610.44
## [6163] 49133.28 5199.43 162664.03 2485.63 2206.34 2435.52
## [6169] 139397.76 4266.38 29183.49 3789.03 4667.02 4762.79
## [6175] 3196.21 13758.16 4141.06 5011.22 2144.56 2505.39
## [6181] 2376.98 5746.54 2973.81 2349.15 4027.44 3517.54
## [6187] 14502.02 4616.34 3696.53 2345.05 5181.21 2090.56
## [6193] 11522.82 3781.93 2673.53 5160.16 2065.61 3223.57
## [6199] 10307.93 31386.17 21374.19 12278.03 2045.26 2349.46
## [6205] 6983.53 5737.28 33181.02 3629.18 15205.70 8505.88
## [6211] 10502.64 4735.99 2886.85 36042.87 2131.08 12579.44
## [6217] 4682.22 2808.12 7092.09 27626.88 3026.29 28165.03
## [6223] 2393.39 10791.09 75987.35 35483.39 64856.98 4676.89
## [6229] 9289.95 47913.46 202284.74 24386.46 38602.88 17852.93
## [6235] 2593.01 44979.02 7118.86 56067.60 3847.79 2114.68
## [6241] 4615.58 29088.39 4137.60 8530.20 12904.18 46841.82
## [6247] 6340.79 8826.31 84698.22 26204.15 79096.16 66210.51
## [6253] 2008.75 6472.31 3417.60 27187.00 3750.86 9152.35
## [6259] 2717.84 226118.75 4657.30 174643.12 12055.93 33928.54
## [6265] 55542.20 13006.60 2395.15 46057.37 19825.90 6026.22
## [6271] 2981.80 45779.86 2169.71 90866.61 3716.04 2410.21
## [6277] 2083.44 4312.38 129340.37 26653.08 21795.26 39806.00
## [6283] 14272.94 3151.43 4087.81 3156.17 27849.84 12756.28
## [6289] 3609.00 179556.44 42063.75 13455.52 124486.47 19999.14
## [6295] 12382.06 30093.21 15102.93 90701.53 13553.69 18237.62
## [6301] 2767.13 126822.93 2372.09 5372.55 3670.20 16473.33
## [6307] 9720.52 22448.16 5013.18 11524.44 21217.93 44040.07
## [6313] 51840.28 5866.47 9790.87 4665.70 23752.67 4313.23
## [6319] 2134.02 77331.01 8125.72 7816.46 3268.71 5201.54
## [6325] 20029.85 6057.37 19909.56 5912.93 2704.80 10489.67
## [6331] 3936.42 50909.24 8072.63 2631.20 36277.83 69232.29
## [6337] 2371.21 15695.68 69912.70 7129.20 126505.10 10232.85
## [6343] 7437.90 47763.54 19378.47 9973.74 2284.70 7156.10
## [6349] 115065.11 12645.69 53448.28 54506.46 6233.42 2853.63
## [6355] 37100.62 5760.54 4985.09 7145.14 176216.37 3152.77
## [6361] 5720.65 2963.21 2122.71 2645.33 43056.09 3140.06
## [6367] 16250.00 31640.92 22276.55 17256.97 27421.54 9778.29
## [6373] 107526.29 2890.80 22127.90 7136.45 27567.39 10830.48
## [6379] 4093.00 6893.92 82952.55 170914.23 10582.25 11929.28
## [6385] 3357.89 2276.75 26114.06 12474.93 2709.96 21741.06
## [6391] 19414.93 2258.49 23264.02 4866.70 2400.48 23399.64
## [6397] 3922.05 6469.92 16166.45 2046.65 7959.68 42836.59
## [6403] 6230.54 10240.85 6584.61 26792.51 7636.33 2533.95
## [6409] 4402.89 3819.81 4476.55 4418.20 45065.46 15263.38
## [6415] 4688.23 110037.07 4816.70 64169.36 2797.71 18230.70
## [6421] 57179.96 35494.33 29981.44 3860.55 2427.17 4783.62
## [6427] 48379.53 2826.45 2080.85 23287.00 3321.96 23135.74
## [6433] 4430.94 2674.81 83164.57 2885.77 2434.61 33023.56
## [6439] 2290.71 3534.42 3886.43 40385.00 78367.51 28663.84
## [6445] 51994.41 6892.31 24903.32 2384.26 118530.64 3652.18
## [6451] 3203.83 76035.67 8260.46 39395.32 23274.90 5422.20
## [6457] 40019.11 58635.90 4971.92 2022.24 2570.15 6696.41
## [6463] 14279.86 88279.33 4429.50 2126.55 158645.89 2577.92
## [6469] 2358.42 3051.70 2806.46 5090.41 17750.74 2849.61
## [6475] 2027.98 17391.48 168643.31 2237.49 54019.90 6064.56
## [6481] 2658.91 3976.61 6491.46 8840.51 10124.55 11819.40
## [6487] 147456.05 2458.16 7344.35 6718.02 39994.70 3235.83
## [6493] 30793.37 3408.29 28271.88 7934.86 11702.60 45545.69
## [6499] 40813.94 19298.49 9618.23 3311.76 12616.63 6639.31
## [6505] 5128.35 4473.75 4684.98 14025.70 5541.45 5901.29
## [6511] 2594.54 5908.44 2448.78 2440.51 14974.49 4752.29
## [6517] 46151.16 16285.69 121554.41 79505.82 4195.68 11891.70
## [6523] 19795.86 40927.77 7123.90 2020.88 106309.64 17686.25
## [6529] 6637.16 2677.13 9507.88 3251.36 9983.83 3717.40
## [6535] 6132.88 5914.72 49305.97 12888.46 2332.82 2414.19
## [6541] 3243.32 39438.11 21143.00 48517.44 170074.51 11277.85
## [6547] 9176.75 30355.08 25545.18 3377.05 2102.38 64251.85
## [6553] 9584.39 4676.38 35876.27 43876.16 5417.45 5074.90
## [6559] 2171.64 2603.42 19431.07 3171.21 25655.94 2297.17
## [6565] 96748.91 2592.70 5414.67 2023.86 2026.86 2784.73
## [6571] 27480.26 4902.40 113625.41 5173.61 2477.33 3218.46
## [6577] 14007.44 2202.26 36257.93 5168.45 68222.00 254493.19
## [6583] 3576.72 123965.30 3308.30 9716.53 39319.08 10085.89
## [6589] 2556.04 3340.64 4360.77 2111.11 6821.05 9710.91
## [6595] 2362.72 41311.80 86909.08 27787.57 9258.89 2519.74
## [6601] 2035.68 10730.95 74411.50 4472.27 20758.21 20459.14
## [6607] 42284.87 28038.95 14824.61 23908.54 18103.65 55183.10
## [6613] 2748.02 7362.28 47934.01 2485.68 2377.72 5506.06
## [6619] 4570.72 150366.41 3354.25 55576.21 16835.93 148738.93
## [6625] 5257.69 6892.40 93840.53 27093.50 3367.63 71129.15
## [6631] 51479.80 4121.62 36348.34 5163.78 2055.53 17467.25
## [6637] 2631.81 52228.79 2335.98 2067.45 56918.55 2936.24
## [6643] 30843.30 3625.26 7338.22 33204.18 3100.37 3194.16
## [6649] 2029.59 35141.55 35565.85 9678.61 22662.82 2182.85
## [6655] 3342.68 2730.95 14922.72 2883.93 54557.87 30378.33
## [6661] 21614.39 57936.91 7550.74 2851.58 2076.15 3004.43
## [6667] 2527.87 3705.12 37770.76 3448.78 6916.26 9812.99
## [6673] 2340.92 3257.07 5097.63 3527.33 123774.61 12171.53
## [6679] 26029.93 2697.30 2604.85 41678.34 53887.72 32638.17
## [6685] 2897.66 2194.26 17878.35 2397.01 2006.15 2588.48
## [6691] 53722.98 2710.69 7515.60 3777.40 27594.80 6151.94
## [6697] 14646.86 52214.23 2757.05 14727.20 2888.36 -10399.94
## [6703] 39594.74 52275.12 6082.55 2055.72 22290.15 13323.13
## [6709] 8144.32 92778.62 3568.80 10300.76 2644.77 3517.72
## [6715] 12034.80 6177.33 2461.16 63753.19 79518.29 34230.28
## [6721] 2801.91 3024.57 12664.05 21552.49 2431.00 4474.63
## [6727] 5236.20 2952.33 178070.01 3736.09 3197.44 4369.23
## [6733] 41717.69 16751.79 129773.08 4484.50 69467.48 12458.83
## [6739] 38457.50 35533.83 50223.67 2980.76 314248.94 5969.01
## [6745] 29468.89 7092.67 2006.49 2532.80 22937.79 5418.07
## [6751] 2913.59 4719.02 2716.01 2689.62 12589.98 4651.23
## [6757] 24983.84 2875.00 66190.56 18637.84 24004.72 28616.93
## [6763] 10251.63 4830.78 3328.54 10558.87 204434.21 5243.11
## [6769] 88203.45 3577.14 11386.45 14436.53 15970.32 24858.72
## [6775] 36954.46 41362.27 14202.79 4233.99 2151.75 3085.61
## [6781] 2542.24 3799.16 2883.46 17674.67 5811.83 3996.10
## [6787] 47046.25 386860.19 69381.67 48418.50 3732.30 249804.05
## [6793] 214787.80 89538.67 63075.00 169258.76 5078.33 217669.77
## [6799] 5819.90 38219.05 1120452.64 90598.74 190089.48 306522.27
## [6805] 10533.64 36826.92 29914.38 169379.59 18895.93 77007.58
## [6811] 119566.16 297526.20 178563.62 236083.80 50353.41 69233.29
## [6817] 155942.47 67500.00 3999.23 2318.23 17866.97 58373.22
## [6823] 25220.47 194566.25 467536.73 9321.37 191833.42 9866.44
## [6829] 3654.45 10168.28 8981.00 94315.71 114269.18 12610.58
## [6835] 2220.00 4170.00 140967.51 2617.10 117401.54 237777.47
## [6841] 66498.69 96571.23 2753.60 376959.65 140991.72 7844.83
## [6847] 21742.30 10441.97 20155.23 167056.56 15683.64 4200.00
## [6853] 4260.61 62447.79 125868.08 222180.23 36892.00 19700.63
## [6859] 341963.09 5588.75 13749.02 5550.04 30001.00 3045.00
## [6865] 7578.43 13470.41 17529.85 234889.18 101086.74 31461.08
## [6871] 19892.61 3032.45 13128.90 3082.63 50355.00 102535.47
## [6877] 12041.06 341993.57 213277.40 167377.99 21726.32 121347.66
## [6883] 66179.60 165278.65 66107.61 3317.76 3986.90 297831.68
## [6889] 30100.00 23136.28 16064.26 19169.63 152216.65 1758919.49
## [6895] 21942.80 105757.33 111124.47 21524.83 183878.57 6550.51
## [6901] 37696.00 42605.29 95124.97 183828.07 113738.44 4900.00
## [6907] 226633.56 2278.52 87827.11 102120.80 308655.24 2347.78
## [6913] 4842.83 4027.97 23373.35 5864.79 125544.55 2932.16
## [6919] 15404.25 4680.33 32009.64 17977.06 8085.82 22540.60
## [6925] 8526.25 5089.55 126860.85 48666.25 3239.43 22166.28
## [6931] 8731.65 5765.84 74521.13 7214.25 5931.95 6730.14
## [6937] 102455.49 41371.58 3276.94 46585.51 18667.32 50200.00
## [6943] 31580.73 31625.86 833425.68 12829.43 3284.87 94769.66
## [6949] 2700.00 21133.99 46947.33 13257.18 9469.44 2279.90
## [6955] 2550.45 44287.86 75199.93 23205.14 48966.22 8923.12
## [6961] 63932.60 2296.32 87823.87 28335.76 16891.89 152105.66
## [6967] 128206.47 25150.83 36022.52 6136.94 2368.18 366576.77
## [6973] 95411.81 41299.94 9235.20 2650.50 19654.24 19454.35
## [6979] 216259.95 24495.57 58099.46 81895.12 3607.70 17790.41
## [6985] 2350.15 7687.20 53860.17 4761.15 44021.28 82067.58
## [6991] 23660.10 11851.53 27696.89 12799.62 32206.94 42298.06
## [6997] 138657.12 87870.48 6038.97 26282.13 5346.98 9975.70
## [7003] 30089.01 17510.44 3187.60 93822.25 6680.00 18800.60
## [7009] 189056.32 13230.36 154799.89 24001.43 10544.30 2600.00
## [7015] 3555.75 245565.15 10810.72 9754.15 4266.65 10842.00
## [7021] 35895.31 21272.38 86571.31 21045.51 8884.77 54648.85
## [7027] 5484.16 34884.84 16762.10 4817.84 6517.71 4789.76
## [7033] 29341.04 24971.40 43695.74 90927.58 15237.37 3975.72
## [7039] 2410.50 18058.64 5604.67 86251.42 2199.07 16250.37
## [7045] 32398.60 20575.58 17349.03 97696.85 5011.61 21286.55
## [7051] 55307.16 126448.69 71493.06 54483.34 35977.66 3060.06
## [7057] 21132.15 24440.93 33685.20 2564.12 4764.37 85224.76
## [7063] 35390.98 6854.06 57618.51 42369.94 133347.02 5826.73
## [7069] 4252.70 2009.20 3510.93 82026.47 8099.77 83511.08
## [7075] 5420.35 19851.66 88507.57 137799.33 50725.57 188330.77
## [7081] 19859.65 3553.63 13810.05 16297.76 27085.75 3239.88
## [7087] 21762.17 84428.32 3302.44 331253.60 5118.52 2346.16
## [7093] 48814.25 3642.67 60050.22 9581.53 10992.75 71410.47
## [7099] 17132.82 25626.48 4581.60 18137.14 3270.36 42178.80
## [7105] 5617.38 2835.31 11649.56 21825.72 24589.92 2000.00
## [7111] 127664.98 2627.85 4026.57 6332.21 29711.74 28851.28
## [7117] 73819.74 113681.45 38796.09 7749.17 77409.31 91745.69
## [7123] 55747.61 179122.74 200262.33 23279.54 211565.72 8004.32
## [7129] 5159.30 2604.65 5747.15 22404.73 3025.51 34136.73
## [7135] 2904.68 17523.26 4268.12 17774.16 2806.01 82931.15
## [7141] 2078.18 5747.91 12141.36 4923.57 2462.23 9210.00
## [7147] 8850.92 26556.88 187359.84 36284.87 21179.20 15950.21
## [7153] 19657.40 3105.00 14304.18 9153.94 8312.62 29316.58
## [7159] 54671.88 79603.52 2106.20 64732.78 5119.22 42862.74
## [7165] 64361.18 172384.71 4000.00 9444.92 10558.77 16896.62
## [7171] 3024.85 26085.56 3299.07 15207.84 3466.33 15079.62
## [7177] 7862.05 71614.90 17224.62 9846.91 322655.61 2674.04
## [7183] 5941.81 7891.58 2846.97 58702.34 42908.24 8316.33
## [7189] 244209.96 21449.42 10594.96 6604.34 19174.17 12013.26
## [7195] 9701.86 9303.63 3725.48 21911.67 9021.52 30665.96
## [7201] 10526.11 6343.54 10248.88 49456.63 4288.58 60508.75
## [7207] 8039.18 3959.93 17335.62 4753.17 15501.03 40484.86
## [7213] 26234.32 14888.57 7641.57 3281.51 20048.33 8600.37
## [7219] 19353.75 16128.33 2716.81 66791.16 3915.83 10100.00
## [7225] 23338.11 7818.71 3586.73 32696.18 52551.68 7925.06
## [7231] 9473.62 87958.98 51883.77 2751.11 2688.12 174775.30
## [7237] 24490.68 10549.55 7026.22 10315.67 253088.91 13259.25
## [7243] 10541.26 3772.72 3674.77 40631.54 5980.40 32540.66
## [7249] 18723.55 7526.12 76941.83 31718.09 13587.48 11616.93
## [7255] 28736.89 10616.10 366862.54 8460.53 5627.67 111936.26
## [7261] 4567.75 9044.26 19872.19 7747.52 6713.52 2117.88
## [7267] 24449.89 4086.29 4397.06 6982.32 10887.41 2950.03
## [7273] 12082.55 70456.15 283439.31 288855.15 26228.07 47306.32
## [7279] 2352.81 5718.60 2270.95 4872.74 15295.65 21501.10
## [7285] 16018.18 4601.25 10884.00 12699.70 3436.89 85404.36
## [7291] 17239.25 66176.66 6514.35 4301.25 40529.80 5895.76
## [7297] 9947.04 10049.08 22976.58 3559.54 27238.82 64795.03
## [7303] 4546.00 20075.07 9864.59 2913.95 2003.71 39733.89
## [7309] 456665.07 2683.67 7170.60 4500.88 2158.73 17037.41
## [7315] 37487.53 118849.65 4397.47 4492.48 3351.90 4781.62
## [7321] 2200.00 2401.81 52037.70 9059.00 2736.69 2116.44
## [7327] 4408.53 11477.46 22615.70 30382.77 12810.91 104517.12
## [7333] 4457.25 4465.70 76743.66 3295.41 4283.04 13626.12
## [7339] 22161.81 12837.48 68965.56 63261.62 64544.75 10792.21
## [7345] 6652.06 3683.19 4422.75 4703.08 21962.59 3982.69
## [7351] 11471.41 7760.88 25144.68 2181.19 5590.16 12498.68
## [7357] 37247.95 93847.88 12808.76 40881.82 -1313.70 13805.40
## [7363] 2767.90 2503.28 5274.18 10619.43 30682.51 2263.65
## [7369] 7126.74 3848.02 5423.38 5779.17 14721.05 32876.19
## [7375] 11320.91 3707.26 49506.20 4192.01 15473.88 1997.33
## [7381] 2599.50 35575.00 3309.31 6112.78 18535.25 4065.05
## [7387] 5069.80 13112.27 7196.26 5637.30 177574.91 11172.46
## [7393] 12006.67 4841.06 19157.21 19658.63 2536.90 2222.80
## [7399] 2496.73 94340.60 25070.09 9058.96 29468.29 2612.02
## [7405] 3065.59 43293.99 9612.02 26095.95 226249.04 19264.21
## [7411] 12805.52 7488.42 19573.34 13079.28 6545.72 8329.09
## [7417] 62346.96 22763.42 15919.08 2064.73 2101.22 15120.83
## [7423] 3611.70 53257.30 2292.82 119432.43 3024.15 11821.60
## [7429] 6393.90 2778.61 6286.07 16776.12 22377.24 4470.47
## [7435] 5196.32 39357.67 12295.47 99467.74 11545.07 5891.27
## [7441] 4539.82 20135.54 6978.73 2269.66 12884.85 8144.75
## [7447] 9351.35 3983.25 3426.33 3517.86 19739.98 3958.38
## [7453] 11840.74 13005.57 2057.55 13680.28 6442.19 2821.95
## [7459] 15426.76 3883.25 17403.89 20924.42 57269.54 5925.68
## [7465] 4646.70 27084.86 2156.25 17248.84 6819.12 4361.26
## [7471] 3660.91 4076.07 5628.32 16486.62 3525.00 103147.79
## [7477] 5211.84 2873.30 3745.95 6321.65 2496.60 83397.03
## [7483] 28860.46 15183.08 39294.33 12096.23 2647.89 9083.18
## [7489] 9854.97 10887.49 5623.66 218769.86 2040.00 19004.93
## [7495] 9622.57 36008.72 28714.16 23988.64 21892.89 21358.45
## [7501] 60906.26 2290.98 4476.16 17617.16 2020.12 20040.27
## [7507] 332049.73 3055.13 3750.59 30760.97 8565.01 10240.19
## [7513] 2528.27 15481.69 32195.20 14413.20 12051.43 12853.80
## [7519] 11874.29 11970.80 807884.12 10717.58 3907.99 3761.59
## [7525] 17025.22 8737.35 97867.97 3054.77 70169.98 21594.31
## [7531] 7255.62 92465.36 2431.56 27122.71 11195.75 17431.97
## [7537] 7437.94 23276.71 6123.06 3072.13 21508.21 36864.59
## [7543] 34735.54 2237.81 9785.88 9870.98 27336.93 18257.13
## [7549] 9893.83 41675.54 3140.12 12255.32 2856.89 2234.75
## [7555] 181491.44 3420.15 45174.94 10400.89 3812.39 2062.81
## [7561] 3719.83 25549.05 4776.68 96101.25 2427.16 18159.50
## [7567] 194159.50 5744.11 51721.21 4063.11 4893.78 41729.27
## [7573] 5195.13 8912.65 86507.74 24864.19 267755.16 10981.68
## [7579] 2628.49 22530.08 41904.87 2341.26 2952.74 4423.88
## [7585] 5040.55 30784.79 3491.63 3285.75 26992.66 13399.22
## [7591] 27394.29 6759.79 48287.69 117320.23 225911.23 2389.11
## [7597] 3234.17 8391.69 18635.06 2897.29 2273.92 41228.93
## [7603] 4674.25 3449.96 52019.49 243098.92 8240.07 2445.59
## [7609] 65859.64 26184.29 12553.85 1995.69 2818.48 2121.33
## [7615] 7562.98 32042.77 8329.35 10742.55 2684.78 17697.15
## [7621] 19301.32 4015.38 57438.59 23998.85 26965.38 19912.22
## [7627] 19431.21 17383.31 6884.29 7338.35 11971.89 6058.16
## [7633] 7475.58 3436.27 2429.09 29923.65 19570.54 6963.89
## [7639] 8917.00 2390.33 3961.18 6649.55 13548.93 12457.54
## [7645] 9872.35 3914.86 13235.20 16580.67 20447.39 18481.91
## [7651] 130401.42 4173.92 49313.65 7737.04 6693.37 10827.58
## [7657] 138715.46 19830.07 40635.33 130801.65 3549.68 2638.63
## [7663] 3651.73 131675.58 3275.00 2590.00 23876.24 22545.06
## [7669] 18322.47 8419.27 10615.19 7936.12 128941.01 6859.91
## [7675] 4356.52 4086.45 28268.22 178745.65 6910.85 98812.97
## [7681] 15004.31 16876.34 3101.20 8617.89 63236.99 54544.91
## [7687] 2200.00 3311.32 4719.66 35737.45 29867.68 67312.28
## [7693] 26063.75 10582.97 2189.69 25898.99 12316.69 13841.62
## [7699] 2755.02 3542.80 10439.24 9102.00 7124.49 7178.14
## [7705] 24139.53 10540.77 4203.97 26732.02 2593.98 2138.51
## [7711] 21525.49 2044.35 2256.97 3832.37 12977.27 2814.48
## [7717] 8538.61 12673.40 6623.89 6557.86 126390.38 5337.86
## [7723] 34019.98 2325.11 2104.14 3097.79 123415.97 7129.26
## [7729] 99677.24 351827.74 2013.28 2914.48 39972.87 806695.05
## [7735] 165933.16 36970.20 30869.04 332470.01 66251.43 32676.97
## [7741] 9619.61 34359.54 109745.11 12494.51 16703.60 29860.35
## [7747] 2553.50 38494.83 107548.72 4835.00 12730.88 6955.51
## [7753] 37525.42 81606.51 65045.14 52364.00 51160.47 29875.48
## [7759] 4111.36 3483.22 2490.83 31913.94 12174.72 212450.16
## [7765] 20002.91 14267.48 7330.58 123817.50 42281.78 8813.01
## [7771] 2170.60 14250.88 19636.94 77111.99 2351.38 35749.59
## [7777] 26258.10 18096.49 43703.36 3985.99 22153.47 178812.25
## [7783] 108506.95 7073.72 14872.52 72135.97 3975.51 2387.80
## [7789] 2256.00 18060.30 42562.56 5983.40 2121.20 17783.14
## [7795] 19841.98 2610.38 41249.49 8944.54 21827.84 5011.34
## [7801] 4718.38 22819.98 2080.75 29070.44 5506.58 14027.93
## [7807] 2556.23 19599.98 5375.31 22184.26 3809.71 18227.07
## [7813] 6583.46 4818.19 -2677.13 5685.44 11589.19 10658.91
## [7819] 8327.22 28878.32 3173.47 45841.33 6418.73 33690.61
## [7825] 11374.96 10229.23 137304.53 3590.45 3385.80 8384.32
## [7831] 8029.72 4864.05 13351.04 79879.34 2238.00 2878.75
## [7837] 8471.08 28475.53 164865.73 2336.76 45752.44 2143.22
## [7843] 4640.27 7745.18 6925.72 3021.07 28642.79 2147.00
## [7849] 33897.57 50271.69 2570.70 2144.42 9758.04 3512.18
## [7855] 25867.18 64163.79 7931.52 169325.62 4488.60 2699.83
## [7861] 22485.37 6312.57 6344.56 24683.24 7427.85 5950.24
## [7867] 6323.90 34081.00 35504.79 10626.40 9648.75 197614.66
## [7873] 2489.65 4899.31 7129.97 2685.48 6468.41 28717.32
## [7879] 5696.37 5293.65 2211.60 17382.37 6894.61 58115.50
## [7885] 6468.25 23464.03 3002.51 108623.26 2737.02 5916.00
## [7891] 9254.88 5057.99 36871.95 8395.21 5530.95 22172.60
## [7897] 15987.80 2591.22 8141.20 3843.29 30042.85 2384.32
## [7903] 6925.60 4294.88 108438.86 3376.54 7001.55 8831.55
## [7909] 25408.64 18275.03 5105.55 167587.11 2282.19 2603.65
## [7915] 17792.03 496029.28 18028.92 17923.49 22972.32 59057.71
## [7921] 27752.07 79431.83 51065.86 2037.03 112991.57 7393.90
## [7927] 3459.52 86814.39 2612.68 22892.15 2518.55 14725.86
## [7933] 21156.00 10760.96 107911.58 28044.43 196907.21 12896.24
## [7939] 24628.86 7024.83 2896.74 40143.53 82951.62 16516.36
## [7945] 12036.36 9196.25 20598.28 5986.64 70026.34 15983.80
## [7951] 17720.31 4868.11 73367.54 3769.57 120377.35 2947.48
## [7957] 58209.54 5087.45 4377.40 19512.03 2009.40 206816.19
## [7963] 6303.36 2476.13 2755.73 6339.90 17270.42 7344.67
## [7969] 69185.77 4308.86 78747.64 2902.39 2712.82 10995.84
## [7975] 4974.76 4170.34 98341.17 25783.34 6533.01 10399.78
## [7981] 12310.59 10507.63 20234.52 4834.28 138172.33 12846.86
## [7987] 104332.18 35189.72 20822.55 33706.98 73709.71 114575.27
## [7993] 19863.09 306902.33 11000.92 30879.75 66120.62 165326.43
## [7999] 2561.90 79888.08 82641.56 4425.65 5959.95 7227.87
## [8005] 9110.70 30153.71 262946.59 2910.23 6416.40 2912.07
## [8011] 3486.87 406003.70 53722.67 39571.98 2361.50 16642.44
## [8017] 10291.77 8638.55 2705.61 28721.57 18251.58 13833.19
## [8023] 10290.70 3945.59 14731.50 163700.72 2125.00 8949.82
## [8029] 8363.82 8937.69 159450.95 74585.54 3165.64 5705.71
## [8035] 12189.40 6528.16 5327.47 32467.81 9668.32 10000.81
## [8041] 2977.03 7876.80 60448.77 16587.24 11015.85 29901.52
## [8047] 2403.11 2283.00 5502.78 17253.28 5344.93 18009.89
## [8053] 4876.26 3939.58 9375.12 29099.10 2391.10 46647.64
## [8059] 56037.91 6474.78 2352.77 11622.88 120874.19 2861.87
## [8065] 19188.19 9822.65 128675.00 10656.12 35508.09 12062.07
## [8071] 2192.64 18520.40 9122.48 10444.81 35151.24 8715.89
## [8077] 5426.18 7246.82 4862.40 10241.86 19578.32 7000.73
## [8083] 4179.81 3793.23 6012.54 3198.36 54123.72 28512.79
## [8089] 2178.79 20049.16 10636.17 9953.11 16517.99 278700.00
## [8095] 3486.58 2086.69 18400.91 3684.40 36775.81 10401.23
## [8101] 2677.09 14916.10 2334.73 34211.25 23097.08 4621.89
## [8107] 9362.99 5915.61 8234.24 2226.45 2696.55 2429.95
## [8113] 13063.80 5854.15 8441.27 2966.78 2615.91 3825.29
## [8119] 4334.06 2340.07 5466.48 45461.77 3329.39 5453.28
## [8125] 34634.34 183353.98 26635.20 199487.38 2626.14 2578.31
## [8131] 117513.14 6243.21 2334.01 11594.34 3820.91 46716.17
## [8137] 34810.61 7336.77 18704.91 9322.01 100406.33 3374.48
## [8143] 2253.78 2156.92 39563.35 9561.53 4589.77 4665.56
## [8149] 4708.78 52270.63 2370.94 12266.05 90015.59 17229.76
## [8155] 18109.26 2341.60 2378.39 27597.08 3869.18 11592.68
## [8161] 8287.35 7703.23 50303.88 15065.79 21987.16 8140.20
## [8167] 14499.59 2454.08 17833.88 2501.94 19889.77 14848.23
## [8173] 3154.61 7455.88 84067.96 20452.88 2268.62 15503.92
## [8179] 10759.84 20134.51 10000.72 8382.82 262707.45 16453.84
## [8185] 2133.47 4167.22 4843.59 8139.43 2685.99 27568.78
## [8191] 9664.01 10747.18 3278.18 34583.05 5331.80 13805.57
## [8197] 4007.75 4709.83 15967.31 2332.13 16372.40 10011.43
## [8203] 30185.08 5116.36 5092.59 3890.09 12725.39 12932.49
## [8209] 4896.77 7330.63 2509.20 2998.35 22309.74 9809.75
## [8215] 15915.35 4191.55 13836.65 6540.10 22000.99 27875.45
## [8221] 17993.79 9373.11 7443.37 5731.20 11784.46 6089.44
## [8227] 200574.46 24519.98 4472.65 7981.57 1999.31 3132.71
## [8233] 3363.35 23867.52 4802.55 5611.60 650837.55 3060.10
## [8239] 4561.25 58495.39 6916.01 15527.86 26913.38 48850.74
## [8245] 29072.94 2182.98 3714.15 70418.86 19408.89 2622.62
## [8251] 19609.68 26639.05 10464.76 2538.85 5672.09 36268.64
## [8257] 6913.37 4469.58 39712.71 7376.74 3121.92 4032.93
## [8263] 71967.38 82257.32 3644.10 7446.91 7543.94 19301.19
## [8269] 19372.73 20770.38 10614.35 2580.87 2295.01 3733.20
## [8275] 59606.29 9927.11 3193.18 341348.91 43580.01 6263.07
## [8281] 25975.90 90016.16 7464.62 41576.49 47895.44 33942.39
## [8287] 26761.04 2224.94 2164.06 80120.03 11060.70 4142.82
## [8293] 3922.44 3526.21 4983.27 2474.22 4527.24 17402.51
## [8299] 58386.87 2915.75 66129.24 4223.24 5315.26 2308.13
## [8305] 3680.16 7611.19 61761.03 3577.79 13686.51 45578.96
## [8311] 36813.72 12100.00 5161.23 2889.18 2384.89 29346.98
## [8317] 145929.36 5910.51 11057.79 32820.50 67811.16 98102.44
## [8323] 3650.59 10243.48 2464.00 7637.53 15305.54 24235.23
## [8329] 11453.35 11794.62 40535.75 3213.98 2938.06 2298.02
## [8335] 8149.30 40045.80 4608.83 2542.34 53928.57 21597.37
## [8341] 7265.47 16672.38 22502.72 3487.85 11345.58 6240.24
## [8347] 29215.38 4126.10 79432.27 52764.90 28718.22 151982.04
## [8353] 12051.94 23937.05 2571.19 2103.58 10219.36 5868.30
## [8359] 4285.37 16123.91 8587.67 7953.93 37784.43 75468.99
## [8365] 17769.35 16943.74 22558.49 4480.46 11418.90 30108.45
## [8371] 18289.47 13944.55 9617.00 2089.90 8249.67 14755.81
## [8377] 2018.65 10213.23 31840.63 24513.63 19791.98 2034.71
## [8383] 95775.33 10590.26 57734.78 40059.22 15180.50 3400.95
## [8389] 14600.02 4179.68 114394.17 2448.11 4812.26 13527.80
## [8395] 24466.50 21975.93 5223.08 492801.37 45701.27 12721.45
## [8401] 89912.25 39760.87 60942.45 4467.29 29618.77 3974.88
## [8407] 29813.51 43286.29 17383.58 4845.99 11296.49 18383.15
## [8413] 8990.03 53880.82 2942.73 28749.78 12290.81 3943.40
## [8419] 2447.99 31782.48 2053.02 10240.45 9159.87 25215.21
## [8425] 2694.48 2790.98 2360.12 10091.61 37826.10 22519.24
## [8431] 3378.91 9828.73 7278.72 2057.15 10775.96 57229.53
## [8437] 2751.65 13941.51 66046.41 4979.47 30568.50 4490.64
## [8443] 2373.22 8867.99 65727.51 3072.62 14461.80 8028.79
## [8449] 4344.08 49254.38 34418.12 -6011.98 9470.46 3444.17
## [8455] 411265.90 11405.58 3553.61 6286.92 16043.25 10410.90
## [8461] 205427.14 5598.73 2199.60 2710.67 33145.97 3712.54
## [8467] 3834.04 129103.25 204949.53 2310.50 14079.64 14440.22
## [8473] 2808.88 12439.51 6288.94 6897.36 81040.00 2777.20
## [8479] 6866.57 2452.73 28133.44 2319.12 10542.39 19664.80
## [8485] 10664.12 2192.93 16302.27 52736.92 4095.90 5177.34
## [8491] 3906.88 2791.15 5722.87 3030.92 42434.64 62725.48
## [8497] 22190.64 12029.00 44045.75 12704.27 5283.22 4763.44
## [8503] 4311.41 14887.25 2305.21 2857.12 36738.69 5042.15
## [8509] 30204.13 3339.08 12531.33 29078.74 27197.54 97548.00
## [8515] 9450.84 37757.03 4771.00 10515.84 7193.50 80040.11
## [8521] 20175.80 4408.17 27405.07 5641.11 11721.61 3148.44
## [8527] 30365.03 61635.25 46781.38 2308.29 23658.19 137608.11
## [8533] 5765.66 16126.74 5191.69 3139.54 5313.20 5483.73
## [8539] 12518.32 10008.47 5872.85 20325.77 2800.57 6284.84
## [8545] 2404.15 17918.67 11637.55 2134.23 352022.55 25744.79
## [8551] 2241.06 122629.77 22757.54 3884.44 129404.95 2658.81
## [8557] 2420.22 425704.80 2068.74 5506.82 2323.66 3034.73
## [8563] 3742.59 19022.05 7402.17 3930.04 11563.10 80272.29#Eliminamos outliers
df_km<-df_km[!(df_km$CostoTotal %in% caja2$out),]
boxplot(df_km$CostoTotal, col="skyblue", frame.plot=F)
## ClaimID TotalPaid TotalReserves TotalRecovery
## Min. : 777624 Min. : 0.0 Min. :0 Min. : 0.00
## 1st Qu.: 793657 1st Qu.: 32.0 1st Qu.:0 1st Qu.: 0.00
## Median : 810606 Median : 170.7 Median :0 Median : 0.00
## Mean : 2718902 Mean : 336.9 Mean :0 Mean : 20.58
## 3rd Qu.: 830368 3rd Qu.: 419.5 3rd Qu.:0 3rd Qu.: 0.00
## Max. :60862808 Max. :64754.7 Max. :0 Max. :64329.92
## IndemnityPaid OtherPaid ClaimStatus
## Min. : 0.00 Min. : 0.0 Length:46771
## 1st Qu.: 0.00 1st Qu.: 30.0 Class :character
## Median : 0.00 Median : 168.4 Mode :character
## Mean : 16.93 Mean : 320.0
## 3rd Qu.: 0.00 3rd Qu.: 406.3
## Max. :35037.08 Max. :29717.6
## IncidentDate ClaimantOpenedDate
## Min. :1976-10-29 00:00:00.0 Min. :1985-01-01 00:00:00.00
## 1st Qu.:2000-03-29 00:00:00.0 1st Qu.:2000-05-01 00:00:00.00
## Median :2002-11-12 00:00:00.0 Median :2002-12-18 00:00:00.00
## Mean :2002-06-02 12:31:06.7 Mean :2002-07-14 21:21:46.73
## 3rd Qu.:2005-10-04 00:00:00.0 3rd Qu.:2005-11-08 00:00:00.00
## Max. :2014-04-07 00:00:00.0 Max. :2014-04-08 00:00:00.00
## ClaimantClosedDate ReceivedDate
## Min. :1999-06-04 00:00:00.00 Min. :1985-01-01 00:00:00.00
## 1st Qu.:2005-03-31 00:00:00.00 1st Qu.:2000-05-01 00:00:00.00
## Median :2005-03-31 00:00:00.00 Median :2002-12-20 00:00:00.00
## Mean :2006-05-07 22:42:15.56 Mean :2003-01-18 04:08:51.71
## 3rd Qu.:2008-03-31 00:00:00.00 3rd Qu.:2005-11-09 00:00:00.00
## Max. :2014-06-16 00:00:00.00 Max. :9999-07-21 00:00:00.00
## IsDenied Gender ClaimantType Injuryture
## Length:46771 Length:46771 Length:46771 Length:46771
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## BodyPartRegion BodyPart CostoTotal
## Length:46771 Length:46771 Min. : 0.00
## Class :character Class :character 1st Qu.: 26.86
## Mode :character Mode :character Median : 167.06
## Mean : 316.32
## 3rd Qu.: 410.24
## Max. :1990.533. Obtener diferencia de tiempo
#Obtener diferencia de tiempo
df_km$ClaimantOpenedDate <- as.Date(df_km$ClaimantOpenedDate, format = "%d/%m/%y")
df_km$ClaimantClosedDate <- as.Date(df_km$ClaimantClosedDate, format = "%d/%m/%y")
df_km$Difftime <- as.numeric (difftime(df_km$ClaimantClosedDate, df_km$ClaimantOpenedDate, units= "days"))4. Rango Intercuartíl
#Selecionando variables
df_km_data <- df_km[,c(1,18,19)]
#Llamar los registros como claim ID
rownames(df_km_data) <- df_km_data$ClaimID## Warning: Setting row names on a tibble is deprecated.#df_km_data <- subset(df_km_data, select = -c(ClaimID))
#Rango Intercuartil
#Límite inferior CostoTotal:
IQR_CT <- IQR(df_km_data$CostoTotal)
IQR_CT## [1] 383.385## ClaimID CostoTotal Difftime
## Min. : 777624 Min. : 0.00 Min. : 0
## 1st Qu.: 793657 1st Qu.: 26.86 1st Qu.: 308
## Median : 810606 Median : 167.06 Median :1165
## Mean : 2718902 Mean : 316.32 Mean :1393
## 3rd Qu.: 830368 3rd Qu.: 410.24 3rd Qu.:1878
## Max. :60862808 Max. :1990.53 Max. :7383## [1] -548.2175## [1] 985.3175## ClaimID CostoTotal Difftime
## Min. : 777624 Min. : 0.00 Min. : 0
## 1st Qu.: 793358 1st Qu.: 4.92 1st Qu.: 317
## Median : 810428 Median :142.36 Median :1198
## Mean : 2756359 Mean :213.65 Mean :1419
## 3rd Qu.: 830831 3rd Qu.:314.70 3rd Qu.:1910
## Max. :60862808 Max. :985.13 Max. :7383## [1] 1593## ClaimID CostoTotal Difftime
## Min. : 777624 Min. : 0.00 Min. : 0
## 1st Qu.: 793358 1st Qu.: 4.92 1st Qu.: 317
## Median : 810428 Median :142.36 Median :1198
## Mean : 2756359 Mean :213.65 Mean :1419
## 3rd Qu.: 830831 3rd Qu.:314.70 3rd Qu.:1910
## Max. :60862808 Max. :985.13 Max. :7383## [1] -2072.5## [1] 4299.5## ClaimID CostoTotal Difftime
## Min. : 777624 Min. : 0.00 Min. : 0
## 1st Qu.: 792694 1st Qu.: 13.75 1st Qu.: 284
## Median : 808977 Median :147.00 Median :1135
## Mean : 2475375 Mean :218.26 Mean :1280
## 3rd Qu.: 827977 3rd Qu.:321.40 3rd Qu.:1820
## Max. :60862808 Max. :985.13 Max. :42995. Asignación de grupos
#1. Determinar el número de grupos
grupos <- 3
#2. Realizar la Clasificación
segmentos <- kmeans(df_km_data,grupos)
#3. Revisar la Asignación de los Grupos
asignacion <- cbind(df_km_data, cluster=segmentos$cluster)
#4. Graficar Resultados
library(ggplot2)
library(factoextra)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBafviz_cluster(segmentos, data=df_km_data,
palette=c("#00CDCD","#A2CD5A","#FFAEB9","#7A67EE","#FFF68F","#FFA07A","blue"),
elipse = TRUE,
geom = "point",
labelsize = 2,
ellipse.type = "norm",
star.plot=T,
repel= T,
ggtheme = theme_minimal())